2021-04-10 02:12:43,466 INFO : Collect envs from system: PyTorch version: 1.8.1 Is debug build: False CUDA used to build PyTorch: 11.1 ROCM used to build PyTorch: N/A OS: Ubuntu 18.04.5 LTS (x86_64) GCC version: (Ubuntu 7.5.0-3ubuntu1~18.04) 7.5.0 Clang version: Could not collect CMake version: version 3.10.2 Python version: 3.9 (64-bit runtime) Is CUDA available: True CUDA runtime version: Could not collect GPU models and configuration: GPU 0: GeForce GTX 1080 GPU 1: GeForce GTX 1080 GPU 2: GeForce GTX 1080 GPU 3: GeForce GTX 1080 GPU 4: GeForce GTX 1080 GPU 5: GeForce GTX 1080 GPU 6: GeForce GTX 1080 GPU 7: GeForce GTX 1080 Nvidia driver version: 450.102.04 cuDNN version: Could not collect HIP runtime version: N/A MIOpen runtime version: N/A Versions of relevant libraries: [pip3] numpy==1.20.2 [pip3] torch==1.8.1 [pip3] torchaudio==0.8.0a0+e4e171a [pip3] torchvision==0.9.1 [conda] blas 2.106 mkl conda-forge [conda] cudatoolkit 11.1.1 h6406543_8 conda-forge [conda] ffmpeg 4.3 hf484d3e_0 pytorch [conda] libblas 3.9.0 6_mkl conda-forge [conda] libcblas 3.9.0 6_mkl conda-forge [conda] liblapack 3.9.0 6_mkl conda-forge [conda] liblapacke 3.9.0 6_mkl conda-forge [conda] mkl 2020.4 h726a3e6_304 conda-forge [conda] numpy 1.20.2 py39hdbf815f_0 conda-forge [conda] pytorch 1.8.1 py3.9_cuda11.1_cudnn8.0.5_0 pytorch [conda] torchaudio 0.8.1 py39 pytorch [conda] torchvision 0.9.1 py39_cu111 pytorch 2021-04-10 02:12:43,472 INFO : Args: {'conf': ConfigTree([('max_epochs', 200), ('log_interval', 10), ('use_amp', False), ('only_evaluate', False), ('auto_resume', True), ('data', ConfigTree([('type_', 'cifar100'), ('image_size', 32), ('num_classes', 100), ('root', 'data/cifar100'), ('mean', [0.507, 0.4865, 0.4409]), ('std', [0.2673, 0.2564, 0.2761]), ('batch_size', 256), ('num_workers', 4)])), ('model', ConfigTree([('type_', 'PyTorchHub'), ('force_reload', False), ('repo', 'chenyaofo/pytorch-cifar-models'), ('name', 'cifar100_vgg13_bn'), ('pretrained', False)])), ('optimizer', ConfigTree([('type_', 'SGD'), ('lr', 0.1), ('momentum', 0.9), ('dampening', 0), ('weight_decay', 0.0005), ('nesterov', True)])), ('scheduler', ConfigTree([('type_', 'CosineAnnealingLR'), ('T_max', 200), ('eta_min', 0)])), ('criterion', ConfigTree([('type_', 'CrossEntropyLoss')]))]), 'dist_backend': 'nccl', 'dist_url': 'tcp://127.0.0.1:38457', 'modifications': ['model.name=cifar100_vgg13_bn'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar100/vgg13_bn'), 'world_size': 1} 2021-04-10 02:12:43,781 INFO : Model details: n_params=9.99M, flops=228.84M. 2021-04-10 02:12:49,804 INFO : Train start, epoch=0001, lr=0.100000 2021-04-10 02:12:51,842 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=1.54ms, fps=1256 images/s, loss=4.6048, top1-acc=1.05%, top5-acc=5.12%, remaining_time=0:00:37.906242, arrival_time=2021-04-10 02:13:29.748907, cost_time=0:00:02.037972 2021-04-10 02:12:52,987 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=1.57ms, fps=2237 images/s, loss=4.6043, top1-acc=1.19%, top5-acc=5.23%, remaining_time=0:00:28.012864, arrival_time=2021-04-10 02:13:21.000734, cost_time=0:00:03.183283 2021-04-10 02:12:54,136 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=1.42ms, fps=2229 images/s, loss=4.5988, top1-acc=1.22%, top5-acc=5.51%, remaining_time=0:00:23.970732, arrival_time=2021-04-10 02:13:18.107380, cost_time=0:00:04.332063 2021-04-10 02:12:55,280 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.73ms, fps=2239 images/s, loss=4.5847, top1-acc=1.26%, top5-acc=5.95%, remaining_time=0:00:21.356088, arrival_time=2021-04-10 02:13:16.636586, cost_time=0:00:05.475914 2021-04-10 02:12:56,431 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=2.10ms, fps=2225 images/s, loss=4.5674, top1-acc=1.35%, top5-acc=6.34%, remaining_time=0:00:19.350986, arrival_time=2021-04-10 02:13:15.782605, cost_time=0:00:06.627035 2021-04-10 02:12:57,575 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=1.57ms, fps=2238 images/s, loss=4.5541, top1-acc=1.39%, top5-acc=6.77%, remaining_time=0:00:17.615128, arrival_time=2021-04-10 02:13:15.191049, cost_time=0:00:07.771381 2021-04-10 02:12:58,720 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=2.12ms, fps=2237 images/s, loss=4.5428, top1-acc=1.54%, top5-acc=7.24%, remaining_time=0:00:16.049124, arrival_time=2021-04-10 02:13:14.769897, cost_time=0:00:08.916164 2021-04-10 02:12:59,871 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=1.64ms, fps=2226 images/s, loss=4.5287, top1-acc=1.65%, top5-acc=7.69%, remaining_time=0:00:14.596512, arrival_time=2021-04-10 02:13:14.467653, cost_time=0:00:10.066554 2021-04-10 02:13:01,024 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=1.65ms, fps=2221 images/s, loss=4.5164, top1-acc=1.84%, top5-acc=8.29%, remaining_time=0:00:13.214596, arrival_time=2021-04-10 02:13:14.239171, cost_time=0:00:11.219914 2021-04-10 02:13:02,172 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=1.50ms, fps=2232 images/s, loss=4.5021, top1-acc=1.95%, top5-acc=8.79%, remaining_time=0:00:11.872704, arrival_time=2021-04-10 02:13:14.044643, cost_time=0:00:12.367362 2021-04-10 02:13:03,318 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.87ms, fps=2234 images/s, loss=4.4853, top1-acc=2.10%, top5-acc=9.32%, remaining_time=0:00:10.565530, arrival_time=2021-04-10 02:13:13.884111, cost_time=0:00:13.514030 2021-04-10 02:13:04,471 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=1.55ms, fps=2227 images/s, loss=4.4677, top1-acc=2.26%, top5-acc=9.85%, remaining_time=0:00:09.287124, arrival_time=2021-04-10 02:13:13.755575, cost_time=0:00:14.663851 2021-04-10 02:13:05,617 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.46ms, fps=2235 images/s, loss=4.4524, top1-acc=2.39%, top5-acc=10.27%, remaining_time=0:00:08.028108, arrival_time=2021-04-10 02:13:13.645728, cost_time=0:00:15.812970 2021-04-10 02:13:06,769 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=2.46ms, fps=2224 images/s, loss=4.4359, top1-acc=2.50%, top5-acc=10.76%, remaining_time=0:00:06.785856, arrival_time=2021-04-10 02:13:13.555083, cost_time=0:00:16.964636 2021-04-10 02:13:07,924 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=1.33ms, fps=2217 images/s, loss=4.4206, top1-acc=2.62%, top5-acc=11.19%, remaining_time=0:00:05.556708, arrival_time=2021-04-10 02:13:13.481086, cost_time=0:00:18.119756 2021-04-10 02:13:09,067 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=1.48ms, fps=2240 images/s, loss=4.4024, top1-acc=2.81%, top5-acc=11.73%, remaining_time=0:00:04.334220, arrival_time=2021-04-10 02:13:13.402020, cost_time=0:00:19.263168 2021-04-10 02:13:10,215 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=1.58ms, fps=2232 images/s, loss=4.3857, top1-acc=2.94%, top5-acc=12.28%, remaining_time=0:00:03.121612, arrival_time=2021-04-10 02:13:13.336661, cost_time=0:00:20.410493 2021-04-10 02:13:11,367 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=1.98ms, fps=2222 images/s, loss=4.3673, top1-acc=3.09%, top5-acc=12.94%, remaining_time=0:00:01.916720, arrival_time=2021-04-10 02:13:13.284597, cost_time=0:00:21.563180 2021-04-10 02:13:12,523 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.35ms, fps=2216 images/s, loss=4.3527, top1-acc=3.23%, top5-acc=13.44%, remaining_time=0:00:00.717450, arrival_time=2021-04-10 02:13:13.241320, cost_time=0:00:22.719236 2021-04-10 02:13:13,142 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=1.37ms, fps=2201 images/s, loss=4.3436, top1-acc=3.30%, top5-acc=13.69%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:13.142369, cost_time=0:00:23.337831 2021-04-10 02:13:13,931 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=0.21ms, fps=3251 images/s, loss=4.0103, top1-acc=6.09%, top5-acc=23.24%, remaining_time=0:00:02.362080, arrival_time=2021-04-10 02:13:16.293190, cost_time=0:00:00.787362 2021-04-10 02:13:14,308 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=1.61ms, fps=6793 images/s, loss=4.0042, top1-acc=6.25%, top5-acc=23.36%, remaining_time=0:00:01.165200, arrival_time=2021-04-10 02:13:15.473956, cost_time=0:00:01.165191 2021-04-10 02:13:14,688 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=1.45ms, fps=6752 images/s, loss=3.9980, top1-acc=6.32%, top5-acc=23.70%, remaining_time=0:00:00.514930, arrival_time=2021-04-10 02:13:15.203315, cost_time=0:00:01.544801 2021-04-10 02:13:15,030 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=0.08ms, fps=6787 images/s, loss=4.0121, top1-acc=6.02%, top5-acc=23.20%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:15.030694, cost_time=0:00:01.887147 2021-04-10 02:13:15,370 INFO : Epoch=0001 complete, best val top1-acc=6.02%, top5-acc=23.20% (epoch=1), remaining_time=1:24:47.785837, arrival_time=2021-04-10 03:38:03.156640, cost_time=0:00:25.566763 2021-04-10 02:13:15,371 INFO : Train start, epoch=0002, lr=0.099994 2021-04-10 02:13:16,694 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=1.78ms, fps=1935 images/s, loss=4.0714, top1-acc=4.88%, top5-acc=22.23%, remaining_time=0:00:24.601290, arrival_time=2021-04-10 02:13:41.295578, cost_time=0:00:01.322654 2021-04-10 02:13:17,839 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=1.56ms, fps=2236 images/s, loss=4.0616, top1-acc=5.47%, top5-acc=22.95%, remaining_time=0:00:21.719280, arrival_time=2021-04-10 02:13:39.559028, cost_time=0:00:02.468099 2021-04-10 02:13:18,987 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=1.52ms, fps=2231 images/s, loss=4.0381, top1-acc=5.92%, top5-acc=23.42%, remaining_time=0:00:20.008644, arrival_time=2021-04-10 02:13:38.996440, cost_time=0:00:03.616021 2021-04-10 02:13:20,142 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=1.76ms, fps=2219 images/s, loss=4.0233, top1-acc=6.09%, top5-acc=23.79%, remaining_time=0:00:18.605184, arrival_time=2021-04-10 02:13:38.747416, cost_time=0:00:04.770542 2021-04-10 02:13:21,310 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=1.99ms, fps=2194 images/s, loss=4.0158, top1-acc=6.31%, top5-acc=24.13%, remaining_time=0:00:17.339836, arrival_time=2021-04-10 02:13:38.649784, cost_time=0:00:05.938279 2021-04-10 02:13:22,454 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=1.39ms, fps=2238 images/s, loss=4.0061, top1-acc=6.40%, top5-acc=24.58%, remaining_time=0:00:16.053984, arrival_time=2021-04-10 02:13:38.508382, cost_time=0:00:07.082637 2021-04-10 02:13:23,598 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=1.50ms, fps=2239 images/s, loss=4.0027, top1-acc=6.46%, top5-acc=24.86%, remaining_time=0:00:14.807898, arrival_time=2021-04-10 02:13:38.406171, cost_time=0:00:08.226640 2021-04-10 02:13:24,748 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=1.35ms, fps=2228 images/s, loss=3.9940, top1-acc=6.51%, top5-acc=25.10%, remaining_time=0:00:13.595780, arrival_time=2021-04-10 02:13:38.343829, cost_time=0:00:09.376369 2021-04-10 02:13:25,900 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.48ms, fps=2223 images/s, loss=3.9892, top1-acc=6.56%, top5-acc=25.43%, remaining_time=0:00:12.399986, arrival_time=2021-04-10 02:13:38.299994, cost_time=0:00:10.528264 2021-04-10 02:13:27,067 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=1.82ms, fps=2194 images/s, loss=3.9822, top1-acc=6.61%, top5-acc=25.65%, remaining_time=0:00:11.228064, arrival_time=2021-04-10 02:13:38.295686, cost_time=0:00:11.695926 2021-04-10 02:13:28,215 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=1.42ms, fps=2231 images/s, loss=3.9721, top1-acc=6.79%, top5-acc=26.08%, remaining_time=0:00:10.041532, arrival_time=2021-04-10 02:13:38.257046, cost_time=0:00:12.843789 2021-04-10 02:13:29,374 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=1.91ms, fps=2211 images/s, loss=3.9593, top1-acc=6.90%, top5-acc=26.60%, remaining_time=0:00:08.868060, arrival_time=2021-04-10 02:13:38.242036, cost_time=0:00:14.002216 2021-04-10 02:13:30,527 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=1.69ms, fps=2221 images/s, loss=3.9485, top1-acc=7.04%, top5-acc=26.98%, remaining_time=0:00:07.694346, arrival_time=2021-04-10 02:13:38.221549, cost_time=0:00:15.155515 2021-04-10 02:13:31,673 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=1.47ms, fps=2235 images/s, loss=3.9425, top1-acc=7.07%, top5-acc=27.23%, remaining_time=0:00:06.520584, arrival_time=2021-04-10 02:13:38.193785, cost_time=0:00:16.301456 2021-04-10 02:13:32,822 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=1.70ms, fps=2229 images/s, loss=3.9353, top1-acc=7.15%, top5-acc=27.48%, remaining_time=0:00:05.351502, arrival_time=2021-04-10 02:13:38.173687, cost_time=0:00:17.450527 2021-04-10 02:13:33,972 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=1.59ms, fps=2227 images/s, loss=3.9303, top1-acc=7.20%, top5-acc=27.67%, remaining_time=0:00:04.185108, arrival_time=2021-04-10 02:13:38.157390, cost_time=0:00:18.600554 2021-04-10 02:13:35,127 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.40ms, fps=2218 images/s, loss=3.9249, top1-acc=7.22%, top5-acc=27.83%, remaining_time=0:00:03.021408, arrival_time=2021-04-10 02:13:38.148356, cost_time=0:00:19.755292 2021-04-10 02:13:36,274 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=1.46ms, fps=2232 images/s, loss=3.9177, top1-acc=7.26%, top5-acc=28.09%, remaining_time=0:00:01.858032, arrival_time=2021-04-10 02:13:38.132554, cost_time=0:00:20.902849 2021-04-10 02:13:37,426 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.59ms, fps=2224 images/s, loss=3.9102, top1-acc=7.39%, top5-acc=28.35%, remaining_time=0:00:00.696456, arrival_time=2021-04-10 02:13:38.122564, cost_time=0:00:22.054466 2021-04-10 02:13:38,045 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=1.35ms, fps=2197 images/s, loss=3.9068, top1-acc=7.45%, top5-acc=28.45%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:38.045487, cost_time=0:00:22.673884 2021-04-10 02:13:38,513 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=0.29ms, fps=5486 images/s, loss=3.7673, top1-acc=10.12%, top5-acc=34.26%, remaining_time=0:00:01.399890, arrival_time=2021-04-10 02:13:39.913047, cost_time=0:00:00.466634 2021-04-10 02:13:38,891 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=1.36ms, fps=6770 images/s, loss=3.7655, top1-acc=10.04%, top5-acc=33.73%, remaining_time=0:00:00.845200, arrival_time=2021-04-10 02:13:39.736922, cost_time=0:00:00.845207 2021-04-10 02:13:39,269 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=1.96ms, fps=6788 images/s, loss=3.7790, top1-acc=9.75%, top5-acc=33.44%, remaining_time=0:00:00.407560, arrival_time=2021-04-10 02:13:39.676806, cost_time=0:00:01.222691 2021-04-10 02:13:39,606 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=0.08ms, fps=6898 images/s, loss=3.8063, top1-acc=9.54%, top5-acc=33.10%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:39.606014, cost_time=0:00:01.559548 2021-04-10 02:13:40,665 INFO : Epoch=0002 complete, best val top1-acc=9.54%, top5-acc=33.10% (epoch=2), remaining_time=1:23:55.287708, arrival_time=2021-04-10 03:37:35.953219, cost_time=0:00:50.861492 2021-04-10 02:13:40,666 INFO : Train start, epoch=0003, lr=0.099975 2021-04-10 02:13:42,005 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=1.92ms, fps=1912 images/s, loss=3.7447, top1-acc=9.02%, top5-acc=32.85%, remaining_time=0:00:24.907818, arrival_time=2021-04-10 02:14:06.913138, cost_time=0:00:01.339126 2021-04-10 02:13:43,150 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=1.61ms, fps=2236 images/s, loss=3.7374, top1-acc=9.63%, top5-acc=33.12%, remaining_time=0:00:21.862544, arrival_time=2021-04-10 02:14:05.013126, cost_time=0:00:02.484372 2021-04-10 02:13:44,314 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=2.19ms, fps=2202 images/s, loss=3.7349, top1-acc=9.84%, top5-acc=33.62%, remaining_time=0:00:20.184106, arrival_time=2021-04-10 02:14:04.498111, cost_time=0:00:03.647730 2021-04-10 02:13:45,491 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=2.19ms, fps=2176 images/s, loss=3.7282, top1-acc=9.84%, top5-acc=34.03%, remaining_time=0:00:18.817188, arrival_time=2021-04-10 02:14:04.308347, cost_time=0:00:04.824927 2021-04-10 02:13:46,640 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=1.42ms, fps=2229 images/s, loss=3.7142, top1-acc=10.22%, top5-acc=34.51%, remaining_time=0:00:17.444226, arrival_time=2021-04-10 02:14:04.084492, cost_time=0:00:05.974073 2021-04-10 02:13:47,789 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=1.53ms, fps=2229 images/s, loss=3.7014, top1-acc=10.47%, top5-acc=35.07%, remaining_time=0:00:16.145648, arrival_time=2021-04-10 02:14:03.934961, cost_time=0:00:07.123091 2021-04-10 02:13:48,943 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=1.62ms, fps=2219 images/s, loss=3.6964, top1-acc=10.50%, top5-acc=35.21%, remaining_time=0:00:14.899248, arrival_time=2021-04-10 02:14:03.842804, cost_time=0:00:08.277339 2021-04-10 02:13:50,115 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=2.32ms, fps=2186 images/s, loss=3.6913, top1-acc=10.51%, top5-acc=35.28%, remaining_time=0:00:13.700876, arrival_time=2021-04-10 02:14:03.816048, cost_time=0:00:09.448919 2021-04-10 02:13:51,262 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=1.54ms, fps=2231 images/s, loss=3.6846, top1-acc=10.56%, top5-acc=35.52%, remaining_time=0:00:12.480546, arrival_time=2021-04-10 02:14:03.743483, cost_time=0:00:10.596734 2021-04-10 02:13:52,417 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=1.50ms, fps=2219 images/s, loss=3.6730, top1-acc=10.71%, top5-acc=35.80%, remaining_time=0:00:11.280672, arrival_time=2021-04-10 02:14:03.697817, cost_time=0:00:11.750749 2021-04-10 02:13:53,592 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=1.49ms, fps=2180 images/s, loss=3.6645, top1-acc=10.78%, top5-acc=36.04%, remaining_time=0:00:10.105774, arrival_time=2021-04-10 02:14:03.697886, cost_time=0:00:12.925941 2021-04-10 02:13:54,739 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=1.70ms, fps=2233 images/s, loss=3.6498, top1-acc=10.93%, top5-acc=36.48%, remaining_time=0:00:08.912748, arrival_time=2021-04-10 02:14:03.651769, cost_time=0:00:14.072786 2021-04-10 02:13:55,895 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=1.46ms, fps=2214 images/s, loss=3.6375, top1-acc=11.12%, top5-acc=36.82%, remaining_time=0:00:07.731834, arrival_time=2021-04-10 02:14:03.627461, cost_time=0:00:15.229420 2021-04-10 02:13:57,043 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=1.48ms, fps=2232 images/s, loss=3.6296, top1-acc=11.26%, top5-acc=37.07%, remaining_time=0:00:06.550824, arrival_time=2021-04-10 02:14:03.594233, cost_time=0:00:16.377120 2021-04-10 02:13:58,197 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.40ms, fps=2219 images/s, loss=3.6193, top1-acc=11.39%, top5-acc=37.41%, remaining_time=0:00:05.376388, arrival_time=2021-04-10 02:14:03.574323, cost_time=0:00:17.531766 2021-04-10 02:13:59,367 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=1.61ms, fps=2190 images/s, loss=3.6068, top1-acc=11.58%, top5-acc=37.70%, remaining_time=0:00:04.207752, arrival_time=2021-04-10 02:14:03.575027, cost_time=0:00:18.701047 2021-04-10 02:14:00,517 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=1.50ms, fps=2227 images/s, loss=3.5956, top1-acc=11.78%, top5-acc=38.09%, remaining_time=0:00:03.036072, arrival_time=2021-04-10 02:14:03.553442, cost_time=0:00:19.851196 2021-04-10 02:14:01,675 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=2.15ms, fps=2211 images/s, loss=3.5837, top1-acc=12.02%, top5-acc=38.46%, remaining_time=0:00:01.867504, arrival_time=2021-04-10 02:14:03.543179, cost_time=0:00:21.009449 2021-04-10 02:14:02,830 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.28ms, fps=2219 images/s, loss=3.5750, top1-acc=12.20%, top5-acc=38.83%, remaining_time=0:00:00.699912, arrival_time=2021-04-10 02:14:03.529945, cost_time=0:00:22.163831 2021-04-10 02:14:03,449 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=1.26ms, fps=2198 images/s, loss=3.5681, top1-acc=12.30%, top5-acc=38.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:03.449282, cost_time=0:00:22.783126 2021-04-10 02:14:03,903 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=3.60ms, fps=5649 images/s, loss=3.2457, top1-acc=17.11%, top5-acc=48.32%, remaining_time=0:00:01.359330, arrival_time=2021-04-10 02:14:05.262731, cost_time=0:00:00.453114 2021-04-10 02:14:04,281 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=1.26ms, fps=6772 images/s, loss=3.2221, top1-acc=17.54%, top5-acc=48.79%, remaining_time=0:00:00.831660, arrival_time=2021-04-10 02:14:05.113562, cost_time=0:00:00.831666 2021-04-10 02:14:04,654 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=1.40ms, fps=6887 images/s, loss=3.2054, top1-acc=17.86%, top5-acc=49.30%, remaining_time=0:00:00.401250, arrival_time=2021-04-10 02:14:05.055283, cost_time=0:00:01.203753 2021-04-10 02:14:04,991 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=0.09ms, fps=6893 images/s, loss=3.2204, top1-acc=17.66%, top5-acc=49.14%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:04.991002, cost_time=0:00:01.540775 2021-04-10 02:14:06,030 INFO : Epoch=0003 complete, best val top1-acc=17.66%, top5-acc=49.14% (epoch=3), remaining_time=1:23:25.503656, arrival_time=2021-04-10 03:37:31.533643, cost_time=0:01:16.225945 2021-04-10 02:14:06,030 INFO : Train start, epoch=0004, lr=0.099944 2021-04-10 02:14:07,359 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=1.42ms, fps=1926 images/s, loss=3.3827, top1-acc=15.51%, top5-acc=44.34%, remaining_time=0:00:24.716424, arrival_time=2021-04-10 02:14:32.076014, cost_time=0:00:01.328845 2021-04-10 02:14:08,509 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=1.30ms, fps=2228 images/s, loss=3.3490, top1-acc=15.92%, top5-acc=46.11%, remaining_time=0:00:21.810624, arrival_time=2021-04-10 02:14:30.319841, cost_time=0:00:02.478476 2021-04-10 02:14:09,657 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=1.29ms, fps=2231 images/s, loss=3.3427, top1-acc=16.11%, top5-acc=46.22%, remaining_time=0:00:20.067740, arrival_time=2021-04-10 02:14:29.725111, cost_time=0:00:03.626685 2021-04-10 02:14:10,809 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=2.06ms, fps=2223 images/s, loss=3.3379, top1-acc=16.27%, top5-acc=46.33%, remaining_time=0:00:18.637476, arrival_time=2021-04-10 02:14:29.447061, cost_time=0:00:04.778839 2021-04-10 02:14:11,979 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=1.45ms, fps=2189 images/s, loss=3.3349, top1-acc=16.20%, top5-acc=46.40%, remaining_time=0:00:17.370642, arrival_time=2021-04-10 02:14:29.350228, cost_time=0:00:05.948838 2021-04-10 02:14:13,129 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=1.50ms, fps=2228 images/s, loss=3.3268, top1-acc=16.23%, top5-acc=46.41%, remaining_time=0:00:16.089752, arrival_time=2021-04-10 02:14:29.219022, cost_time=0:00:07.098445 2021-04-10 02:14:14,291 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=2.68ms, fps=2204 images/s, loss=3.3153, top1-acc=16.40%, top5-acc=46.52%, remaining_time=0:00:14.869260, arrival_time=2021-04-10 02:14:29.160732, cost_time=0:00:08.260665 2021-04-10 02:14:15,448 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=1.35ms, fps=2213 images/s, loss=3.3094, top1-acc=16.48%, top5-acc=46.80%, remaining_time=0:00:13.656216, arrival_time=2021-04-10 02:14:29.105108, cost_time=0:00:09.418113 2021-04-10 02:14:16,601 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=1.57ms, fps=2222 images/s, loss=3.3036, top1-acc=16.48%, top5-acc=47.12%, remaining_time=0:00:12.450018, arrival_time=2021-04-10 02:14:29.051470, cost_time=0:00:10.570743 2021-04-10 02:14:17,750 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=1.33ms, fps=2229 images/s, loss=3.2982, top1-acc=16.60%, top5-acc=47.27%, remaining_time=0:00:11.250816, arrival_time=2021-04-10 02:14:29.001169, cost_time=0:00:11.719604 2021-04-10 02:14:18,895 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=1.39ms, fps=2236 images/s, loss=3.2914, top1-acc=16.71%, top5-acc=47.45%, remaining_time=0:00:10.058130, arrival_time=2021-04-10 02:14:28.954024, cost_time=0:00:12.865083 2021-04-10 02:14:20,048 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=1.45ms, fps=2222 images/s, loss=3.2786, top1-acc=16.89%, top5-acc=47.73%, remaining_time=0:00:08.878016, arrival_time=2021-04-10 02:14:28.926674, cost_time=0:00:14.017933 2021-04-10 02:14:21,194 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=1.47ms, fps=2236 images/s, loss=3.2720, top1-acc=17.05%, top5-acc=47.91%, remaining_time=0:00:07.698372, arrival_time=2021-04-10 02:14:28.892479, cost_time=0:00:15.163404 2021-04-10 02:14:22,345 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=1.96ms, fps=2224 images/s, loss=3.2671, top1-acc=17.17%, top5-acc=48.02%, remaining_time=0:00:06.525904, arrival_time=2021-04-10 02:14:28.871432, cost_time=0:00:16.314776 2021-04-10 02:14:23,510 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=1.99ms, fps=2199 images/s, loss=3.2547, top1-acc=17.35%, top5-acc=48.37%, remaining_time=0:00:05.360334, arrival_time=2021-04-10 02:14:28.870330, cost_time=0:00:17.479312 2021-04-10 02:14:24,664 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=1.37ms, fps=2218 images/s, loss=3.2442, top1-acc=17.60%, top5-acc=48.64%, remaining_time=0:00:04.192668, arrival_time=2021-04-10 02:14:28.857472, cost_time=0:00:18.634054 2021-04-10 02:14:25,817 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=1.53ms, fps=2221 images/s, loss=3.2336, top1-acc=17.83%, top5-acc=48.87%, remaining_time=0:00:03.026244, arrival_time=2021-04-10 02:14:28.844028, cost_time=0:00:19.787031 2021-04-10 02:14:26,968 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=1.53ms, fps=2225 images/s, loss=3.2242, top1-acc=18.03%, top5-acc=49.14%, remaining_time=0:00:01.861152, arrival_time=2021-04-10 02:14:28.829860, cost_time=0:00:20.937939 2021-04-10 02:14:28,122 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=1.86ms, fps=2220 images/s, loss=3.2174, top1-acc=18.17%, top5-acc=49.35%, remaining_time=0:00:00.697632, arrival_time=2021-04-10 02:14:28.820013, cost_time=0:00:22.091611 2021-04-10 02:14:28,740 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=1.30ms, fps=2202 images/s, loss=3.2127, top1-acc=18.28%, top5-acc=49.45%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:28.740573, cost_time=0:00:22.709818 2021-04-10 02:14:29,223 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=0.30ms, fps=5314 images/s, loss=3.2119, top1-acc=20.20%, top5-acc=49.88%, remaining_time=0:00:01.445250, arrival_time=2021-04-10 02:14:30.668766, cost_time=0:00:00.481749 2021-04-10 02:14:29,603 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=1.62ms, fps=6737 images/s, loss=3.1932, top1-acc=20.25%, top5-acc=50.04%, remaining_time=0:00:00.862220, arrival_time=2021-04-10 02:14:30.466146, cost_time=0:00:00.862226 2021-04-10 02:14:29,979 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=0.19ms, fps=6817 images/s, loss=3.2200, top1-acc=19.88%, top5-acc=49.75%, remaining_time=0:00:00.412700, arrival_time=2021-04-10 02:14:30.392551, cost_time=0:00:01.238096 2021-04-10 02:14:30,320 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=0.08ms, fps=6818 images/s, loss=3.2630, top1-acc=19.67%, top5-acc=49.42%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:30.320610, cost_time=0:00:01.578861 2021-04-10 02:14:31,343 INFO : Epoch=0004 complete, best val top1-acc=19.67%, top5-acc=49.42% (epoch=4), remaining_time=1:22:55.408452, arrival_time=2021-04-10 03:37:26.751428, cost_time=0:01:41.538948 2021-04-10 02:14:31,343 INFO : Train start, epoch=0005, lr=0.099901 2021-04-10 02:14:32,681 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=0.25ms, fps=1914 images/s, loss=3.0242, top1-acc=22.23%, top5-acc=54.77%, remaining_time=0:00:24.882150, arrival_time=2021-04-10 02:14:57.563688, cost_time=0:00:01.337753 2021-04-10 02:14:33,832 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=1.55ms, fps=2226 images/s, loss=3.0467, top1-acc=21.84%, top5-acc=54.14%, remaining_time=0:00:21.895984, arrival_time=2021-04-10 02:14:55.727922, cost_time=0:00:02.488176 2021-04-10 02:14:34,982 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=2.12ms, fps=2227 images/s, loss=3.0144, top1-acc=22.43%, top5-acc=55.14%, remaining_time=0:00:20.131816, arrival_time=2021-04-10 02:14:55.113842, cost_time=0:00:03.638272 2021-04-10 02:14:36,140 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=2.06ms, fps=2210 images/s, loss=3.0089, top1-acc=22.32%, top5-acc=55.27%, remaining_time=0:00:18.708144, arrival_time=2021-04-10 02:14:54.848966, cost_time=0:00:04.796979 2021-04-10 02:14:37,295 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=2.23ms, fps=2218 images/s, loss=3.0099, top1-acc=22.19%, top5-acc=55.20%, remaining_time=0:00:17.379694, arrival_time=2021-04-10 02:14:54.675374, cost_time=0:00:05.951939 2021-04-10 02:14:38,447 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=1.56ms, fps=2223 images/s, loss=3.0036, top1-acc=22.17%, top5-acc=55.56%, remaining_time=0:00:16.102128, arrival_time=2021-04-10 02:14:54.549755, cost_time=0:00:07.103852 2021-04-10 02:14:39,595 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=1.61ms, fps=2232 images/s, loss=3.0051, top1-acc=22.18%, top5-acc=55.51%, remaining_time=0:00:14.852124, arrival_time=2021-04-10 02:14:54.447107, cost_time=0:00:08.251150 2021-04-10 02:14:40,746 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=1.60ms, fps=2225 images/s, loss=2.9982, top1-acc=22.24%, top5-acc=55.86%, remaining_time=0:00:13.633944, arrival_time=2021-04-10 02:14:54.380399, cost_time=0:00:09.402702 2021-04-10 02:14:41,901 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=1.43ms, fps=2217 images/s, loss=2.9918, top1-acc=22.33%, top5-acc=56.02%, remaining_time=0:00:12.434648, arrival_time=2021-04-10 02:14:54.336231, cost_time=0:00:10.557744 2021-04-10 02:14:43,065 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=1.55ms, fps=2200 images/s, loss=2.9810, top1-acc=22.50%, top5-acc=56.25%, remaining_time=0:00:11.253408, arrival_time=2021-04-10 02:14:54.319346, cost_time=0:00:11.722252 2021-04-10 02:14:44,214 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=1.55ms, fps=2231 images/s, loss=2.9720, top1-acc=22.69%, top5-acc=56.59%, remaining_time=0:00:10.062258, arrival_time=2021-04-10 02:14:54.276351, cost_time=0:00:12.870322 2021-04-10 02:14:45,365 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=1.34ms, fps=2225 images/s, loss=2.9645, top1-acc=22.84%, top5-acc=56.72%, remaining_time=0:00:08.880448, arrival_time=2021-04-10 02:14:54.245947, cost_time=0:00:14.021758 2021-04-10 02:14:46,516 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=1.39ms, fps=2226 images/s, loss=2.9624, top1-acc=22.86%, top5-acc=56.79%, remaining_time=0:00:07.702860, arrival_time=2021-04-10 02:14:54.218878, cost_time=0:00:15.172270 2021-04-10 02:14:47,670 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=1.48ms, fps=2219 images/s, loss=2.9543, top1-acc=23.02%, top5-acc=57.01%, remaining_time=0:00:06.530608, arrival_time=2021-04-10 02:14:54.200926, cost_time=0:00:16.326588 2021-04-10 02:14:48,825 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=1.85ms, fps=2217 images/s, loss=2.9476, top1-acc=23.12%, top5-acc=57.24%, remaining_time=0:00:05.361162, arrival_time=2021-04-10 02:14:54.186854, cost_time=0:00:17.481993 2021-04-10 02:14:49,981 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=1.43ms, fps=2217 images/s, loss=2.9422, top1-acc=23.16%, top5-acc=57.39%, remaining_time=0:00:04.193352, arrival_time=2021-04-10 02:14:54.174279, cost_time=0:00:18.637094 2021-04-10 02:14:51,133 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.49ms, fps=2222 images/s, loss=2.9347, top1-acc=23.30%, top5-acc=57.59%, remaining_time=0:00:03.026660, arrival_time=2021-04-10 02:14:54.160137, cost_time=0:00:19.789768 2021-04-10 02:14:52,280 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=1.29ms, fps=2233 images/s, loss=2.9287, top1-acc=23.46%, top5-acc=57.77%, remaining_time=0:00:01.861056, arrival_time=2021-04-10 02:14:54.141603, cost_time=0:00:20.936838 2021-04-10 02:14:53,434 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.43ms, fps=2219 images/s, loss=2.9244, top1-acc=23.62%, top5-acc=57.89%, remaining_time=0:00:00.697608, arrival_time=2021-04-10 02:14:54.132440, cost_time=0:00:22.091011 2021-04-10 02:14:54,053 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=1.41ms, fps=2200 images/s, loss=2.9224, top1-acc=23.61%, top5-acc=57.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:54.053709, cost_time=0:00:22.709940 2021-04-10 02:14:54,544 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=0.19ms, fps=5234 images/s, loss=3.1370, top1-acc=22.27%, top5-acc=52.38%, remaining_time=0:00:01.467300, arrival_time=2021-04-10 02:14:56.011605, cost_time=0:00:00.489099 2021-04-10 02:14:54,923 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=1.36ms, fps=6755 images/s, loss=3.1278, top1-acc=21.87%, top5-acc=52.23%, remaining_time=0:00:00.868580, arrival_time=2021-04-10 02:14:55.792365, cost_time=0:00:00.868575 2021-04-10 02:14:55,302 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=1.40ms, fps=6777 images/s, loss=3.1018, top1-acc=22.41%, top5-acc=52.80%, remaining_time=0:00:00.415610, arrival_time=2021-04-10 02:14:55.717603, cost_time=0:00:01.246844 2021-04-10 02:14:55,638 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.06ms, fps=6894 images/s, loss=3.0892, top1-acc=22.48%, top5-acc=52.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:55.638844, cost_time=0:00:01.583729 2021-04-10 02:14:56,668 INFO : Epoch=0005 complete, best val top1-acc=22.48%, top5-acc=52.87% (epoch=5), remaining_time=1:22:27.727395, arrival_time=2021-04-10 03:37:24.396258, cost_time=0:02:06.864806 2021-04-10 02:14:56,669 INFO : Train start, epoch=0006, lr=0.099846 2021-04-10 02:14:58,049 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=2.58ms, fps=1856 images/s, loss=2.8188, top1-acc=26.37%, top5-acc=59.77%, remaining_time=0:00:25.657584, arrival_time=2021-04-10 02:15:23.706953, cost_time=0:00:01.379443 2021-04-10 02:14:59,196 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=1.69ms, fps=2232 images/s, loss=2.8126, top1-acc=25.86%, top5-acc=60.37%, remaining_time=0:00:22.237424, arrival_time=2021-04-10 02:15:21.434292, cost_time=0:00:02.526975 2021-04-10 02:15:00,346 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=1.94ms, fps=2228 images/s, loss=2.7663, top1-acc=26.51%, top5-acc=61.58%, remaining_time=0:00:20.344462, arrival_time=2021-04-10 02:15:20.691111, cost_time=0:00:03.676713 2021-04-10 02:15:01,499 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=1.35ms, fps=2223 images/s, loss=2.7525, top1-acc=26.85%, top5-acc=62.22%, remaining_time=0:00:18.833880, arrival_time=2021-04-10 02:15:20.332962, cost_time=0:00:04.829194 2021-04-10 02:15:02,655 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=1.86ms, fps=2215 images/s, loss=2.7328, top1-acc=27.26%, top5-acc=62.57%, remaining_time=0:00:17.478828, arrival_time=2021-04-10 02:15:20.134619, cost_time=0:00:05.985893 2021-04-10 02:15:03,804 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=1.50ms, fps=2229 images/s, loss=2.7300, top1-acc=27.53%, top5-acc=62.69%, remaining_time=0:00:16.172712, arrival_time=2021-04-10 02:15:19.977569, cost_time=0:00:07.135023 2021-04-10 02:15:04,962 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=1.35ms, fps=2213 images/s, loss=2.7272, top1-acc=27.78%, top5-acc=62.93%, remaining_time=0:00:14.926338, arrival_time=2021-04-10 02:15:19.888622, cost_time=0:00:08.292425 2021-04-10 02:15:06,109 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=2.12ms, fps=2232 images/s, loss=2.7212, top1-acc=27.92%, top5-acc=63.02%, remaining_time=0:00:13.687884, arrival_time=2021-04-10 02:15:19.797595, cost_time=0:00:09.439908 2021-04-10 02:15:07,252 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=1.49ms, fps=2241 images/s, loss=2.7206, top1-acc=27.94%, top5-acc=63.06%, remaining_time=0:00:12.464222, arrival_time=2021-04-10 02:15:19.716909, cost_time=0:00:10.582797 2021-04-10 02:15:08,404 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=1.54ms, fps=2225 images/s, loss=2.7184, top1-acc=28.05%, top5-acc=63.16%, remaining_time=0:00:11.264832, arrival_time=2021-04-10 02:15:19.668814, cost_time=0:00:11.734184 2021-04-10 02:15:09,552 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=2.46ms, fps=2230 images/s, loss=2.7152, top1-acc=28.11%, top5-acc=63.27%, remaining_time=0:00:10.071718, arrival_time=2021-04-10 02:15:19.623963, cost_time=0:00:12.882378 2021-04-10 02:15:10,707 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=1.98ms, fps=2218 images/s, loss=2.7098, top1-acc=28.13%, top5-acc=63.36%, remaining_time=0:00:08.890252, arrival_time=2021-04-10 02:15:19.597373, cost_time=0:00:14.037285 2021-04-10 02:15:11,858 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=1.41ms, fps=2224 images/s, loss=2.7056, top1-acc=28.25%, top5-acc=63.39%, remaining_time=0:00:07.711176, arrival_time=2021-04-10 02:15:19.569708, cost_time=0:00:15.188729 2021-04-10 02:15:13,013 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=1.50ms, fps=2217 images/s, loss=2.7010, top1-acc=28.40%, top5-acc=63.51%, remaining_time=0:00:06.537552, arrival_time=2021-04-10 02:15:19.551343, cost_time=0:00:16.343929 2021-04-10 02:15:14,165 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=1.87ms, fps=2223 images/s, loss=2.6956, top1-acc=28.47%, top5-acc=63.57%, remaining_time=0:00:05.365486, arrival_time=2021-04-10 02:15:19.531418, cost_time=0:00:17.496131 2021-04-10 02:15:15,330 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=3.46ms, fps=2200 images/s, loss=2.6914, top1-acc=28.55%, top5-acc=63.71%, remaining_time=0:00:04.198572, arrival_time=2021-04-10 02:15:19.528863, cost_time=0:00:18.660388 2021-04-10 02:15:16,491 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=1.51ms, fps=2206 images/s, loss=2.6861, top1-acc=28.60%, top5-acc=63.80%, remaining_time=0:00:03.031548, arrival_time=2021-04-10 02:15:19.523159, cost_time=0:00:19.821734 2021-04-10 02:15:17,646 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=1.50ms, fps=2218 images/s, loss=2.6820, top1-acc=28.73%, top5-acc=63.95%, remaining_time=0:00:01.864576, arrival_time=2021-04-10 02:15:19.510910, cost_time=0:00:20.976466 2021-04-10 02:15:18,804 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=12.27ms, fps=2211 images/s, loss=2.6797, top1-acc=28.78%, top5-acc=63.97%, remaining_time=0:00:00.698988, arrival_time=2021-04-10 02:15:19.503592, cost_time=0:00:22.134689 2021-04-10 02:15:19,426 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=1.39ms, fps=2190 images/s, loss=2.6785, top1-acc=28.82%, top5-acc=63.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:15:19.426119, cost_time=0:00:22.756318 2021-04-10 02:15:19,930 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=9.40ms, fps=5091 images/s, loss=2.5593, top1-acc=32.19%, top5-acc=65.59%, remaining_time=0:00:01.508610, arrival_time=2021-04-10 02:15:21.438673, cost_time=0:00:00.502867 2021-04-10 02:15:20,312 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=1.34ms, fps=6708 images/s, loss=2.5195, top1-acc=32.44%, top5-acc=66.48%, remaining_time=0:00:00.884980, arrival_time=2021-04-10 02:15:21.197242, cost_time=0:00:00.884985 2021-04-10 02:15:20,696 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=2.22ms, fps=6673 images/s, loss=2.5386, top1-acc=32.25%, top5-acc=66.12%, remaining_time=0:00:00.423130, arrival_time=2021-04-10 02:15:21.119671, cost_time=0:00:01.269388 2021-04-10 02:15:21,036 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.07ms, fps=6826 images/s, loss=2.5205, top1-acc=32.40%, top5-acc=66.50%, remaining_time=0:00:00, arrival_time=2021-04-10 02:15:21.036780, cost_time=0:00:01.609668 2021-04-10 02:15:22,019 INFO : Epoch=0006 complete, best val top1-acc=32.40%, top5-acc=66.50% (epoch=6), remaining_time=1:22:01.620920, arrival_time=2021-04-10 03:37:23.640030, cost_time=0:02:32.215077 2021-04-10 02:15:22,019 INFO : Train start, epoch=0007, lr=0.099778 2021-04-10 02:15:23,330 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=1.59ms, fps=1953 images/s, loss=2.5414, top1-acc=32.11%, top5-acc=66.72%, remaining_time=0:00:24.378834, arrival_time=2021-04-10 02:15:47.709458, cost_time=0:00:01.310692 2021-04-10 02:15:24,488 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=1.56ms, fps=2214 images/s, loss=2.5548, top1-acc=32.07%, top5-acc=67.29%, remaining_time=0:00:21.718752, arrival_time=2021-04-10 02:15:46.206663, cost_time=0:00:02.468045 2021-04-10 02:15:25,644 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=1.56ms, fps=2215 images/s, loss=2.5633, top1-acc=31.67%, top5-acc=67.25%, remaining_time=0:00:20.054294, arrival_time=2021-04-10 02:15:45.698448, cost_time=0:00:03.624261 2021-04-10 02:15:26,795 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=2.31ms, fps=2226 images/s, loss=2.5543, top1-acc=31.53%, top5-acc=67.22%, remaining_time=0:00:18.622968, arrival_time=2021-04-10 02:15:45.417937, cost_time=0:00:04.775118 2021-04-10 02:15:27,952 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=3.75ms, fps=2213 images/s, loss=2.5469, top1-acc=31.56%, top5-acc=67.46%, remaining_time=0:00:17.322754, arrival_time=2021-04-10 02:15:45.275059, cost_time=0:00:05.932446 2021-04-10 02:15:29,103 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=1.38ms, fps=2225 images/s, loss=2.5344, top1-acc=31.71%, top5-acc=67.83%, remaining_time=0:00:16.055752, arrival_time=2021-04-10 02:15:45.159034, cost_time=0:00:07.083438 2021-04-10 02:15:30,254 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=2.86ms, fps=2225 images/s, loss=2.5303, top1-acc=31.76%, top5-acc=67.85%, remaining_time=0:00:14.822388, arrival_time=2021-04-10 02:15:45.076942, cost_time=0:00:08.234684 2021-04-10 02:15:31,407 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=1.53ms, fps=2222 images/s, loss=2.5226, top1-acc=32.02%, top5-acc=67.85%, remaining_time=0:00:13.612020, arrival_time=2021-04-10 02:15:45.019555, cost_time=0:00:09.387627 2021-04-10 02:15:32,561 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=1.45ms, fps=2219 images/s, loss=2.5143, top1-acc=32.12%, top5-acc=68.14%, remaining_time=0:00:12.415992, arrival_time=2021-04-10 02:15:44.977719, cost_time=0:00:10.541896 2021-04-10 02:15:33,711 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=1.44ms, fps=2227 images/s, loss=2.5160, top1-acc=32.08%, top5-acc=68.01%, remaining_time=0:00:11.224320, arrival_time=2021-04-10 02:15:44.936150, cost_time=0:00:11.692043 2021-04-10 02:15:34,863 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=1.59ms, fps=2224 images/s, loss=2.5134, top1-acc=32.17%, top5-acc=68.04%, remaining_time=0:00:10.041188, arrival_time=2021-04-10 02:15:44.904426, cost_time=0:00:12.843375 2021-04-10 02:15:36,014 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=1.54ms, fps=2226 images/s, loss=2.5097, top1-acc=32.28%, top5-acc=68.18%, remaining_time=0:00:08.862968, arrival_time=2021-04-10 02:15:44.876925, cost_time=0:00:13.994155 2021-04-10 02:15:37,166 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=1.82ms, fps=2223 images/s, loss=2.5062, top1-acc=32.36%, top5-acc=68.25%, remaining_time=0:00:07.689594, arrival_time=2021-04-10 02:15:44.855575, cost_time=0:00:15.146134 2021-04-10 02:15:38,313 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=1.58ms, fps=2233 images/s, loss=2.5062, top1-acc=32.53%, top5-acc=68.28%, remaining_time=0:00:06.517224, arrival_time=2021-04-10 02:15:44.830155, cost_time=0:00:16.293106 2021-04-10 02:15:39,467 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=1.41ms, fps=2218 images/s, loss=2.5048, top1-acc=32.61%, top5-acc=68.34%, remaining_time=0:00:05.350674, arrival_time=2021-04-10 02:15:44.818281, cost_time=0:00:17.447816 2021-04-10 02:15:40,634 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=1.33ms, fps=2194 images/s, loss=2.5010, top1-acc=32.72%, top5-acc=68.41%, remaining_time=0:00:04.188384, arrival_time=2021-04-10 02:15:44.823245, cost_time=0:00:18.615078 2021-04-10 02:15:41,779 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=1.54ms, fps=2237 images/s, loss=2.5000, top1-acc=32.74%, top5-acc=68.43%, remaining_time=0:00:03.022058, arrival_time=2021-04-10 02:15:44.801583, cost_time=0:00:19.759598 2021-04-10 02:15:42,938 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=2.14ms, fps=2211 images/s, loss=2.4978, top1-acc=32.71%, top5-acc=68.49%, remaining_time=0:00:01.859408, arrival_time=2021-04-10 02:15:44.797669, cost_time=0:00:20.918393 2021-04-10 02:15:44,091 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.65ms, fps=2220 images/s, loss=2.4949, top1-acc=32.81%, top5-acc=68.53%, remaining_time=0:00:00.697014, arrival_time=2021-04-10 02:15:44.788939, cost_time=0:00:22.072078 2021-04-10 02:15:44,715 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=1.39ms, fps=2184 images/s, loss=2.4955, top1-acc=32.85%, top5-acc=68.52%, remaining_time=0:00:00, arrival_time=2021-04-10 02:15:44.715022, cost_time=0:00:22.695246 2021-04-10 02:15:45,206 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=0.29ms, fps=5218 images/s, loss=2.8172, top1-acc=28.95%, top5-acc=60.16%, remaining_time=0:00:01.471710, arrival_time=2021-04-10 02:15:46.678178, cost_time=0:00:00.490569 2021-04-10 02:15:45,585 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=1.67ms, fps=6756 images/s, loss=2.8480, top1-acc=28.24%, top5-acc=59.02%, remaining_time=0:00:00.869840, arrival_time=2021-04-10 02:15:46.455727, cost_time=0:00:00.869850 2021-04-10 02:15:45,963 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=1.86ms, fps=6782 images/s, loss=2.8299, top1-acc=28.49%, top5-acc=59.40%, remaining_time=0:00:00.415950, arrival_time=2021-04-10 02:15:46.379742, cost_time=0:00:01.247845 2021-04-10 02:15:46,312 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.10ms, fps=6672 images/s, loss=2.8613, top1-acc=27.92%, top5-acc=58.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:15:46.312011, cost_time=0:00:01.596099 2021-04-10 02:15:46,952 INFO : Epoch=0007 complete, best val top1-acc=32.40%, top5-acc=66.50% (epoch=6), remaining_time=1:21:24.244245, arrival_time=2021-04-10 03:37:11.197031, cost_time=0:02:57.148755 2021-04-10 02:15:46,953 INFO : Train start, epoch=0008, lr=0.099698 2021-04-10 02:15:48,304 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=0.59ms, fps=1896 images/s, loss=2.3537, top1-acc=35.66%, top5-acc=70.70%, remaining_time=0:00:25.115208, arrival_time=2021-04-10 02:16:13.419167, cost_time=0:00:01.350277 2021-04-10 02:15:49,452 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=1.78ms, fps=2230 images/s, loss=2.3529, top1-acc=36.05%, top5-acc=71.17%, remaining_time=0:00:21.990496, arrival_time=2021-04-10 02:16:11.443065, cost_time=0:00:02.498919 2021-04-10 02:15:50,601 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=1.82ms, fps=2229 images/s, loss=2.3626, top1-acc=36.37%, top5-acc=71.09%, remaining_time=0:00:20.185102, arrival_time=2021-04-10 02:16:10.786651, cost_time=0:00:03.647919 2021-04-10 02:15:51,751 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=1.46ms, fps=2228 images/s, loss=2.3670, top1-acc=36.10%, top5-acc=71.12%, remaining_time=0:00:18.709548, arrival_time=2021-04-10 02:16:10.460515, cost_time=0:00:04.797320 2021-04-10 02:15:52,911 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=2.25ms, fps=2208 images/s, loss=2.3612, top1-acc=36.18%, top5-acc=71.32%, remaining_time=0:00:17.395316, arrival_time=2021-04-10 02:16:10.306263, cost_time=0:00:05.957307 2021-04-10 02:15:54,066 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=1.60ms, fps=2216 images/s, loss=2.3668, top1-acc=36.04%, top5-acc=71.08%, remaining_time=0:00:16.123344, arrival_time=2021-04-10 02:16:10.190153, cost_time=0:00:07.113237 2021-04-10 02:15:55,221 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.38ms, fps=2217 images/s, loss=2.3599, top1-acc=36.13%, top5-acc=71.22%, remaining_time=0:00:14.882742, arrival_time=2021-04-10 02:16:10.104604, cost_time=0:00:08.268219 2021-04-10 02:15:56,373 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=1.41ms, fps=2223 images/s, loss=2.3594, top1-acc=36.07%, top5-acc=71.21%, remaining_time=0:00:13.659348, arrival_time=2021-04-10 02:16:10.033192, cost_time=0:00:09.420215 2021-04-10 02:15:57,525 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=1.60ms, fps=2225 images/s, loss=2.3564, top1-acc=36.19%, top5-acc=71.24%, remaining_time=0:00:12.450654, arrival_time=2021-04-10 02:16:09.975605, cost_time=0:00:10.571316 2021-04-10 02:15:58,670 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=1.44ms, fps=2236 images/s, loss=2.3521, top1-acc=36.30%, top5-acc=71.29%, remaining_time=0:00:11.248032, arrival_time=2021-04-10 02:16:09.918316, cost_time=0:00:11.716716 2021-04-10 02:15:59,816 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=1.52ms, fps=2235 images/s, loss=2.3482, top1-acc=36.38%, top5-acc=71.37%, remaining_time=0:00:10.056152, arrival_time=2021-04-10 02:16:09.872373, cost_time=0:00:12.862556 2021-04-10 02:16:00,969 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=2.12ms, fps=2221 images/s, loss=2.3459, top1-acc=36.45%, top5-acc=71.44%, remaining_time=0:00:08.876800, arrival_time=2021-04-10 02:16:09.846431, cost_time=0:00:14.016047 2021-04-10 02:16:02,117 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.85ms, fps=2231 images/s, loss=2.3476, top1-acc=36.42%, top5-acc=71.36%, remaining_time=0:00:07.698570, arrival_time=2021-04-10 02:16:09.815939, cost_time=0:00:15.163796 2021-04-10 02:16:03,268 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=1.76ms, fps=2225 images/s, loss=2.3487, top1-acc=36.36%, top5-acc=71.45%, remaining_time=0:00:06.526016, arrival_time=2021-04-10 02:16:09.794668, cost_time=0:00:16.314986 2021-04-10 02:16:04,415 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=2.18ms, fps=2233 images/s, loss=2.3492, top1-acc=36.32%, top5-acc=71.47%, remaining_time=0:00:05.355090, arrival_time=2021-04-10 02:16:09.770968, cost_time=0:00:17.462230 2021-04-10 02:16:05,573 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.79ms, fps=2212 images/s, loss=2.3463, top1-acc=36.46%, top5-acc=71.54%, remaining_time=0:00:04.189500, arrival_time=2021-04-10 02:16:09.763116, cost_time=0:00:18.620006 2021-04-10 02:16:06,726 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.36ms, fps=2221 images/s, loss=2.3439, top1-acc=36.54%, top5-acc=71.63%, remaining_time=0:00:03.024138, arrival_time=2021-04-10 02:16:09.750993, cost_time=0:00:19.773240 2021-04-10 02:16:07,875 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=1.54ms, fps=2230 images/s, loss=2.3428, top1-acc=36.60%, top5-acc=71.60%, remaining_time=0:00:01.859696, arrival_time=2021-04-10 02:16:09.734815, cost_time=0:00:20.921531 2021-04-10 02:16:09,026 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.86ms, fps=2224 images/s, loss=2.3414, top1-acc=36.62%, top5-acc=71.67%, remaining_time=0:00:00.697044, arrival_time=2021-04-10 02:16:09.723596, cost_time=0:00:22.072983 2021-04-10 02:16:09,645 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=1.26ms, fps=2198 images/s, loss=2.3373, top1-acc=36.69%, top5-acc=71.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:09.645770, cost_time=0:00:22.692209 2021-04-10 02:16:10,096 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=0.20ms, fps=5698 images/s, loss=2.5266, top1-acc=35.04%, top5-acc=66.68%, remaining_time=0:00:01.347840, arrival_time=2021-04-10 02:16:11.443842, cost_time=0:00:00.449281 2021-04-10 02:16:10,470 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=1.91ms, fps=6850 images/s, loss=2.5118, top1-acc=34.92%, top5-acc=66.87%, remaining_time=0:00:00.823360, arrival_time=2021-04-10 02:16:11.293485, cost_time=0:00:00.823362 2021-04-10 02:16:10,845 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=1.38ms, fps=6831 images/s, loss=2.5024, top1-acc=34.93%, top5-acc=67.16%, remaining_time=0:00:00.399540, arrival_time=2021-04-10 02:16:11.244878, cost_time=0:00:01.198632 2021-04-10 02:16:11,184 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=0.08ms, fps=6855 images/s, loss=2.4943, top1-acc=34.93%, top5-acc=67.35%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:11.184110, cost_time=0:00:01.537437 2021-04-10 02:16:12,226 INFO : Epoch=0008 complete, best val top1-acc=34.93%, top5-acc=67.35% (epoch=8), remaining_time=1:20:58.132800, arrival_time=2021-04-10 03:37:10.359075, cost_time=0:03:22.422201 2021-04-10 02:16:12,227 INFO : Train start, epoch=0009, lr=0.099606 2021-04-10 02:16:13,646 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=0.23ms, fps=1805 images/s, loss=2.2333, top1-acc=38.79%, top5-acc=74.26%, remaining_time=0:00:26.385216, arrival_time=2021-04-10 02:16:40.031380, cost_time=0:00:01.418555 2021-04-10 02:16:14,794 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=1.52ms, fps=2231 images/s, loss=2.2298, top1-acc=38.73%, top5-acc=74.41%, remaining_time=0:00:22.587136, arrival_time=2021-04-10 02:16:37.381430, cost_time=0:00:02.566714 2021-04-10 02:16:15,944 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=1.47ms, fps=2226 images/s, loss=2.2326, top1-acc=39.05%, top5-acc=74.35%, remaining_time=0:00:20.568894, arrival_time=2021-04-10 02:16:36.513770, cost_time=0:00:03.717270 2021-04-10 02:16:17,097 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=1.75ms, fps=2223 images/s, loss=2.2448, top1-acc=38.86%, top5-acc=73.97%, remaining_time=0:00:18.990660, arrival_time=2021-04-10 02:16:36.087745, cost_time=0:00:04.869386 2021-04-10 02:16:18,254 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=2.31ms, fps=2214 images/s, loss=2.2440, top1-acc=38.80%, top5-acc=73.93%, remaining_time=0:00:17.596942, arrival_time=2021-04-10 02:16:35.850966, cost_time=0:00:06.026360 2021-04-10 02:16:19,402 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=1.37ms, fps=2230 images/s, loss=2.2444, top1-acc=38.83%, top5-acc=73.93%, remaining_time=0:00:16.263832, arrival_time=2021-04-10 02:16:35.666620, cost_time=0:00:07.175203 2021-04-10 02:16:20,559 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=1.83ms, fps=2213 images/s, loss=2.2439, top1-acc=38.82%, top5-acc=73.91%, remaining_time=0:00:14.998032, arrival_time=2021-04-10 02:16:35.557831, cost_time=0:00:08.332218 2021-04-10 02:16:21,710 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=1.64ms, fps=2226 images/s, loss=2.2429, top1-acc=38.82%, top5-acc=73.97%, remaining_time=0:00:13.750060, arrival_time=2021-04-10 02:16:35.460436, cost_time=0:00:09.482799 2021-04-10 02:16:22,861 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.69ms, fps=2225 images/s, loss=2.2380, top1-acc=38.97%, top5-acc=73.91%, remaining_time=0:00:12.524430, arrival_time=2021-04-10 02:16:35.386005, cost_time=0:00:10.633949 2021-04-10 02:16:24,011 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=1.55ms, fps=2228 images/s, loss=2.2353, top1-acc=39.02%, top5-acc=74.03%, remaining_time=0:00:11.312064, arrival_time=2021-04-10 02:16:35.323081, cost_time=0:00:11.783402 2021-04-10 02:16:25,156 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=1.46ms, fps=2237 images/s, loss=2.2349, top1-acc=39.00%, top5-acc=74.04%, remaining_time=0:00:10.107666, arrival_time=2021-04-10 02:16:35.263707, cost_time=0:00:12.928435 2021-04-10 02:16:26,305 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=1.50ms, fps=2228 images/s, loss=2.2344, top1-acc=39.06%, top5-acc=74.11%, remaining_time=0:00:08.916016, arrival_time=2021-04-10 02:16:35.221500, cost_time=0:00:14.077895 2021-04-10 02:16:27,455 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=1.73ms, fps=2227 images/s, loss=2.2253, top1-acc=39.33%, top5-acc=74.18%, remaining_time=0:00:07.731042, arrival_time=2021-04-10 02:16:35.186438, cost_time=0:00:15.227753 2021-04-10 02:16:28,606 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=1.96ms, fps=2224 images/s, loss=2.2231, top1-acc=39.40%, top5-acc=74.24%, remaining_time=0:00:06.551664, arrival_time=2021-04-10 02:16:35.158391, cost_time=0:00:16.379140 2021-04-10 02:16:29,751 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=1.58ms, fps=2237 images/s, loss=2.2239, top1-acc=39.41%, top5-acc=74.21%, remaining_time=0:00:05.373904, arrival_time=2021-04-10 02:16:35.125166, cost_time=0:00:17.523675 2021-04-10 02:16:30,910 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=1.45ms, fps=2209 images/s, loss=2.2211, top1-acc=39.61%, top5-acc=74.26%, remaining_time=0:00:04.203648, arrival_time=2021-04-10 02:16:35.114154, cost_time=0:00:18.682859 2021-04-10 02:16:32,076 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=2.17ms, fps=2197 images/s, loss=2.2216, top1-acc=39.65%, top5-acc=74.23%, remaining_time=0:00:03.035682, arrival_time=2021-04-10 02:16:35.112030, cost_time=0:00:19.848684 2021-04-10 02:16:33,238 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=1.87ms, fps=2203 images/s, loss=2.2178, top1-acc=39.68%, top5-acc=74.29%, remaining_time=0:00:01.867664, arrival_time=2021-04-10 02:16:35.106486, cost_time=0:00:21.011137 2021-04-10 02:16:34,389 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.24ms, fps=2225 images/s, loss=2.2129, top1-acc=39.75%, top5-acc=74.42%, remaining_time=0:00:00.699858, arrival_time=2021-04-10 02:16:35.089668, cost_time=0:00:22.162213 2021-04-10 02:16:35,011 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=0.09ms, fps=2190 images/s, loss=2.2111, top1-acc=39.80%, top5-acc=74.48%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:35.011464, cost_time=0:00:22.783787 2021-04-10 02:16:35,486 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=0.30ms, fps=5406 images/s, loss=2.2477, top1-acc=40.47%, top5-acc=73.16%, remaining_time=0:00:01.420590, arrival_time=2021-04-10 02:16:36.906830, cost_time=0:00:00.473530 2021-04-10 02:16:35,866 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=1.41ms, fps=6748 images/s, loss=2.2787, top1-acc=40.04%, top5-acc=72.64%, remaining_time=0:00:00.853260, arrival_time=2021-04-10 02:16:36.719263, cost_time=0:00:00.853266 2021-04-10 02:16:36,242 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=1.33ms, fps=6813 images/s, loss=2.2554, top1-acc=40.23%, top5-acc=73.31%, remaining_time=0:00:00.409830, arrival_time=2021-04-10 02:16:36.652077, cost_time=0:00:01.229499 2021-04-10 02:16:36,581 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=0.07ms, fps=6851 images/s, loss=2.2743, top1-acc=39.84%, top5-acc=73.17%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:36.581316, cost_time=0:00:01.568655 2021-04-10 02:16:37,586 INFO : Epoch=0009 complete, best val top1-acc=39.84%, top5-acc=73.17% (epoch=9), remaining_time=1:20:34.053953, arrival_time=2021-04-10 03:37:11.640671, cost_time=0:03:47.782646 2021-04-10 02:16:37,587 INFO : Train start, epoch=0010, lr=0.099501 2021-04-10 02:16:38,994 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=1.66ms, fps=1820 images/s, loss=2.1855, top1-acc=40.70%, top5-acc=75.51%, remaining_time=0:00:26.165550, arrival_time=2021-04-10 02:17:05.160336, cost_time=0:00:01.406747 2021-04-10 02:16:40,142 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=1.52ms, fps=2232 images/s, loss=2.1432, top1-acc=41.35%, top5-acc=75.82%, remaining_time=0:00:22.479600, arrival_time=2021-04-10 02:17:02.622160, cost_time=0:00:02.554509 2021-04-10 02:16:41,294 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=1.42ms, fps=2224 images/s, loss=2.1413, top1-acc=41.34%, top5-acc=75.73%, remaining_time=0:00:20.507474, arrival_time=2021-04-10 02:17:01.801623, cost_time=0:00:03.706158 2021-04-10 02:16:42,444 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=2.15ms, fps=2226 images/s, loss=2.1347, top1-acc=41.61%, top5-acc=75.73%, remaining_time=0:00:18.941676, arrival_time=2021-04-10 02:17:01.386544, cost_time=0:00:04.856825 2021-04-10 02:16:43,592 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=1.39ms, fps=2232 images/s, loss=2.1324, top1-acc=41.65%, top5-acc=75.73%, remaining_time=0:00:17.532264, arrival_time=2021-04-10 02:17:01.124535, cost_time=0:00:06.004218 2021-04-10 02:16:44,744 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=1.59ms, fps=2223 images/s, loss=2.1156, top1-acc=42.23%, top5-acc=76.20%, remaining_time=0:00:16.221400, arrival_time=2021-04-10 02:17:00.965884, cost_time=0:00:07.156514 2021-04-10 02:16:45,902 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=1.55ms, fps=2211 images/s, loss=2.1260, top1-acc=42.15%, top5-acc=76.05%, remaining_time=0:00:14.966532, arrival_time=2021-04-10 02:17:00.869375, cost_time=0:00:08.314739 2021-04-10 02:16:47,056 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=1.30ms, fps=2220 images/s, loss=2.1229, top1-acc=42.24%, top5-acc=76.07%, remaining_time=0:00:13.729760, arrival_time=2021-04-10 02:17:00.786585, cost_time=0:00:09.468840 2021-04-10 02:16:48,204 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=1.32ms, fps=2231 images/s, loss=2.1211, top1-acc=42.21%, top5-acc=76.09%, remaining_time=0:00:12.504396, arrival_time=2021-04-10 02:17:00.709339, cost_time=0:00:10.616959 2021-04-10 02:16:49,350 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=1.67ms, fps=2235 images/s, loss=2.1180, top1-acc=42.25%, top5-acc=76.26%, remaining_time=0:00:11.292192, arrival_time=2021-04-10 02:17:00.642903, cost_time=0:00:11.762680 2021-04-10 02:16:50,496 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=1.37ms, fps=2236 images/s, loss=2.1150, top1-acc=42.27%, top5-acc=76.33%, remaining_time=0:00:10.091928, arrival_time=2021-04-10 02:17:00.588212, cost_time=0:00:12.908270 2021-04-10 02:16:51,645 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=1.43ms, fps=2228 images/s, loss=2.1108, top1-acc=42.45%, top5-acc=76.40%, remaining_time=0:00:08.903324, arrival_time=2021-04-10 02:17:00.549208, cost_time=0:00:14.057898 2021-04-10 02:16:52,801 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.35ms, fps=2217 images/s, loss=2.1074, top1-acc=42.49%, top5-acc=76.52%, remaining_time=0:00:07.723650, arrival_time=2021-04-10 02:17:00.524866, cost_time=0:00:15.213239 2021-04-10 02:16:53,957 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=1.42ms, fps=2215 images/s, loss=2.1060, top1-acc=42.60%, top5-acc=76.52%, remaining_time=0:00:06.547688, arrival_time=2021-04-10 02:17:00.504944, cost_time=0:00:16.369223 2021-04-10 02:16:55,112 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=1.99ms, fps=2218 images/s, loss=2.1070, top1-acc=42.60%, top5-acc=76.49%, remaining_time=0:00:05.374042, arrival_time=2021-04-10 02:17:00.486214, cost_time=0:00:17.524050 2021-04-10 02:16:56,270 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=1.76ms, fps=2212 images/s, loss=2.1042, top1-acc=42.73%, top5-acc=76.54%, remaining_time=0:00:04.203468, arrival_time=2021-04-10 02:17:00.473514, cost_time=0:00:18.682011 2021-04-10 02:16:57,423 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=1.51ms, fps=2221 images/s, loss=2.1011, top1-acc=42.79%, top5-acc=76.60%, remaining_time=0:00:03.033654, arrival_time=2021-04-10 02:17:00.457122, cost_time=0:00:19.835483 2021-04-10 02:16:58,573 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=1.94ms, fps=2228 images/s, loss=2.0987, top1-acc=42.86%, top5-acc=76.62%, remaining_time=0:00:01.865344, arrival_time=2021-04-10 02:17:00.438414, cost_time=0:00:20.985088 2021-04-10 02:16:59,724 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=1.22ms, fps=2224 images/s, loss=2.0998, top1-acc=42.83%, top5-acc=76.61%, remaining_time=0:00:00.699048, arrival_time=2021-04-10 02:17:00.423669, cost_time=0:00:22.136599 2021-04-10 02:17:00,340 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=1.32ms, fps=2211 images/s, loss=2.0986, top1-acc=42.85%, top5-acc=76.62%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:00.340010, cost_time=0:00:22.752023 2021-04-10 02:17:00,800 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=1.39ms, fps=5569 images/s, loss=2.2128, top1-acc=41.25%, top5-acc=73.95%, remaining_time=0:00:01.379130, arrival_time=2021-04-10 02:17:02.179867, cost_time=0:00:00.459706 2021-04-10 02:17:01,172 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=1.32ms, fps=6886 images/s, loss=2.1579, top1-acc=42.09%, top5-acc=75.02%, remaining_time=0:00:00.831860, arrival_time=2021-04-10 02:17:02.004750, cost_time=0:00:00.831867 2021-04-10 02:17:01,547 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=1.45ms, fps=6852 images/s, loss=2.1639, top1-acc=42.08%, top5-acc=74.86%, remaining_time=0:00:00.401960, arrival_time=2021-04-10 02:17:01.948895, cost_time=0:00:01.205880 2021-04-10 02:17:01,885 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.09ms, fps=6870 images/s, loss=2.1548, top1-acc=42.16%, top5-acc=75.10%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:01.885061, cost_time=0:00:01.544070 2021-04-10 02:17:02,893 INFO : Epoch=0010 complete, best val top1-acc=42.16%, top5-acc=75.10% (epoch=10), remaining_time=1:20:08.698220, arrival_time=2021-04-10 03:37:11.591617, cost_time=0:04:13.089375 2021-04-10 02:17:02,893 INFO : Train start, epoch=0011, lr=0.099384 2021-04-10 02:17:04,251 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=0.34ms, fps=1886 images/s, loss=2.0185, top1-acc=43.83%, top5-acc=79.06%, remaining_time=0:00:25.243176, arrival_time=2021-04-10 02:17:29.494393, cost_time=0:00:01.357156 2021-04-10 02:17:05,395 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=1.41ms, fps=2238 images/s, loss=2.0063, top1-acc=44.98%, top5-acc=78.55%, remaining_time=0:00:22.013200, arrival_time=2021-04-10 02:17:27.408771, cost_time=0:00:02.501493 2021-04-10 02:17:06,544 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=1.44ms, fps=2229 images/s, loss=2.0088, top1-acc=45.17%, top5-acc=78.59%, remaining_time=0:00:20.198382, arrival_time=2021-04-10 02:17:26.742821, cost_time=0:00:03.650318 2021-04-10 02:17:07,698 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=1.35ms, fps=2220 images/s, loss=1.9969, top1-acc=45.36%, top5-acc=78.82%, remaining_time=0:00:18.735132, arrival_time=2021-04-10 02:17:26.433097, cost_time=0:00:04.803873 2021-04-10 02:17:08,845 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=1.50ms, fps=2233 images/s, loss=1.9911, top1-acc=45.62%, top5-acc=78.94%, remaining_time=0:00:17.376920, arrival_time=2021-04-10 02:17:26.222061, cost_time=0:00:05.951011 2021-04-10 02:17:10,002 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=2.03ms, fps=2214 images/s, loss=1.9944, top1-acc=45.69%, top5-acc=78.75%, remaining_time=0:00:16.111648, arrival_time=2021-04-10 02:17:26.113767, cost_time=0:00:07.108056 2021-04-10 02:17:11,148 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=1.52ms, fps=2234 images/s, loss=1.9950, top1-acc=45.62%, top5-acc=78.77%, remaining_time=0:00:14.858046, arrival_time=2021-04-10 02:17:26.006538, cost_time=0:00:08.254439 2021-04-10 02:17:12,293 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.37ms, fps=2238 images/s, loss=1.9946, top1-acc=45.59%, top5-acc=78.63%, remaining_time=0:00:13.628492, arrival_time=2021-04-10 02:17:25.921463, cost_time=0:00:09.398926 2021-04-10 02:17:13,447 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=1.29ms, fps=2218 images/s, loss=2.0025, top1-acc=45.40%, top5-acc=78.44%, remaining_time=0:00:12.429666, arrival_time=2021-04-10 02:17:25.877176, cost_time=0:00:10.553456 2021-04-10 02:17:14,635 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=10.51ms, fps=2155 images/s, loss=2.0061, top1-acc=45.38%, top5-acc=78.34%, remaining_time=0:00:11.272032, arrival_time=2021-04-10 02:17:25.907866, cost_time=0:00:11.741692 2021-04-10 02:17:15,784 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=1.32ms, fps=2231 images/s, loss=2.0066, top1-acc=45.48%, top5-acc=78.32%, remaining_time=0:00:10.077566, arrival_time=2021-04-10 02:17:25.861649, cost_time=0:00:12.889951 2021-04-10 02:17:16,941 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=1.45ms, fps=2213 images/s, loss=2.0021, top1-acc=45.54%, top5-acc=78.36%, remaining_time=0:00:08.896636, arrival_time=2021-04-10 02:17:25.838228, cost_time=0:00:14.047365 2021-04-10 02:17:18,123 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=1.81ms, fps=2168 images/s, loss=2.0041, top1-acc=45.44%, top5-acc=78.37%, remaining_time=0:00:07.731636, arrival_time=2021-04-10 02:17:25.854727, cost_time=0:00:15.229010 2021-04-10 02:17:19,276 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=1.91ms, fps=2221 images/s, loss=2.0054, top1-acc=45.36%, top5-acc=78.33%, remaining_time=0:00:06.552840, arrival_time=2021-04-10 02:17:25.829081, cost_time=0:00:16.382097 2021-04-10 02:17:20,425 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=1.39ms, fps=2228 images/s, loss=2.0038, top1-acc=45.37%, top5-acc=78.36%, remaining_time=0:00:05.376388, arrival_time=2021-04-10 02:17:25.802093, cost_time=0:00:17.531641 2021-04-10 02:17:21,576 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=1.53ms, fps=2226 images/s, loss=2.0041, top1-acc=45.34%, top5-acc=78.35%, remaining_time=0:00:04.203432, arrival_time=2021-04-10 02:17:25.779476, cost_time=0:00:18.681911 2021-04-10 02:17:22,723 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=1.38ms, fps=2233 images/s, loss=2.0066, top1-acc=45.28%, top5-acc=78.35%, remaining_time=0:00:03.032640, arrival_time=2021-04-10 02:17:25.755584, cost_time=0:00:19.828851 2021-04-10 02:17:23,880 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=2.19ms, fps=2213 images/s, loss=2.0067, top1-acc=45.32%, top5-acc=78.34%, remaining_time=0:00:01.865424, arrival_time=2021-04-10 02:17:25.745497, cost_time=0:00:20.985937 2021-04-10 02:17:25,031 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.25ms, fps=2224 images/s, loss=2.0069, top1-acc=45.31%, top5-acc=78.32%, remaining_time=0:00:00.699084, arrival_time=2021-04-10 02:17:25.730719, cost_time=0:00:22.137567 2021-04-10 02:17:25,648 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=0.09ms, fps=2207 images/s, loss=2.0101, top1-acc=45.30%, top5-acc=78.34%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:25.648223, cost_time=0:00:22.754123 2021-04-10 02:17:26,101 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=0.29ms, fps=5661 images/s, loss=2.1569, top1-acc=43.55%, top5-acc=72.89%, remaining_time=0:00:01.356660, arrival_time=2021-04-10 02:17:27.458206, cost_time=0:00:00.452225 2021-04-10 02:17:26,485 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=1.44ms, fps=6678 images/s, loss=2.1804, top1-acc=43.22%, top5-acc=72.99%, remaining_time=0:00:00.836240, arrival_time=2021-04-10 02:17:27.321758, cost_time=0:00:00.836232 2021-04-10 02:17:26,866 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=1.87ms, fps=6724 images/s, loss=2.1801, top1-acc=42.76%, top5-acc=73.03%, remaining_time=0:00:00.405830, arrival_time=2021-04-10 02:17:27.272565, cost_time=0:00:01.217504 2021-04-10 02:17:27,205 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.06ms, fps=6851 images/s, loss=2.1647, top1-acc=42.88%, top5-acc=73.13%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:27.205748, cost_time=0:00:01.556484 2021-04-10 02:17:28,235 INFO : Epoch=0011 complete, best val top1-acc=42.88%, top5-acc=73.13% (epoch=11), remaining_time=1:19:43.958928, arrival_time=2021-04-10 03:37:12.194470, cost_time=0:04:38.431473 2021-04-10 02:17:28,236 INFO : Train start, epoch=0012, lr=0.099255 2021-04-10 02:17:29,574 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=1.45ms, fps=1914 images/s, loss=1.9437, top1-acc=47.11%, top5-acc=78.55%, remaining_time=0:00:24.879546, arrival_time=2021-04-10 02:17:54.453834, cost_time=0:00:01.337610 2021-04-10 02:17:30,719 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=1.80ms, fps=2236 images/s, loss=1.9402, top1-acc=47.42%, top5-acc=79.18%, remaining_time=0:00:21.851456, arrival_time=2021-04-10 02:17:52.571223, cost_time=0:00:02.483127 2021-04-10 02:17:31,871 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=1.92ms, fps=2224 images/s, loss=1.9134, top1-acc=47.88%, top5-acc=79.69%, remaining_time=0:00:20.112062, arrival_time=2021-04-10 02:17:51.983387, cost_time=0:00:03.634720 2021-04-10 02:17:33,020 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=1.45ms, fps=2229 images/s, loss=1.9167, top1-acc=47.70%, top5-acc=79.77%, remaining_time=0:00:18.657444, arrival_time=2021-04-10 02:17:51.678091, cost_time=0:00:04.783965 2021-04-10 02:17:34,170 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=1.50ms, fps=2228 images/s, loss=1.9240, top1-acc=47.50%, top5-acc=79.54%, remaining_time=0:00:17.326988, arrival_time=2021-04-10 02:17:51.497454, cost_time=0:00:05.933876 2021-04-10 02:17:35,317 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.68ms, fps=2232 images/s, loss=1.9327, top1-acc=47.27%, top5-acc=79.42%, remaining_time=0:00:16.050448, arrival_time=2021-04-10 02:17:51.368166, cost_time=0:00:07.081053 2021-04-10 02:17:36,485 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=3.37ms, fps=2194 images/s, loss=1.9397, top1-acc=47.03%, top5-acc=79.27%, remaining_time=0:00:14.847966, arrival_time=2021-04-10 02:17:51.333674, cost_time=0:00:08.248897 2021-04-10 02:17:37,634 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=1.41ms, fps=2230 images/s, loss=1.9450, top1-acc=47.08%, top5-acc=79.17%, remaining_time=0:00:13.626752, arrival_time=2021-04-10 02:17:51.261110, cost_time=0:00:09.397737 2021-04-10 02:17:38,782 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=1.56ms, fps=2232 images/s, loss=1.9432, top1-acc=47.19%, top5-acc=79.21%, remaining_time=0:00:12.420020, arrival_time=2021-04-10 02:17:51.202004, cost_time=0:00:10.545329 2021-04-10 02:17:39,932 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=2.42ms, fps=2227 images/s, loss=1.9424, top1-acc=47.25%, top5-acc=79.21%, remaining_time=0:00:11.227872, arrival_time=2021-04-10 02:17:51.160262, cost_time=0:00:11.695661 2021-04-10 02:17:41,086 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=1.34ms, fps=2219 images/s, loss=1.9362, top1-acc=47.48%, top5-acc=79.31%, remaining_time=0:00:10.046434, arrival_time=2021-04-10 02:17:51.133214, cost_time=0:00:12.850103 2021-04-10 02:17:42,237 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=1.62ms, fps=2227 images/s, loss=1.9382, top1-acc=47.40%, top5-acc=79.22%, remaining_time=0:00:08.866920, arrival_time=2021-04-10 02:17:51.103961, cost_time=0:00:14.000446 2021-04-10 02:17:43,390 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.91ms, fps=2221 images/s, loss=1.9383, top1-acc=47.53%, top5-acc=79.25%, remaining_time=0:00:07.693224, arrival_time=2021-04-10 02:17:51.083170, cost_time=0:00:15.153260 2021-04-10 02:17:44,540 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=2.76ms, fps=2226 images/s, loss=1.9347, top1-acc=47.65%, top5-acc=79.30%, remaining_time=0:00:06.521480, arrival_time=2021-04-10 02:17:51.061776, cost_time=0:00:16.303707 2021-04-10 02:17:45,692 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=1.61ms, fps=2227 images/s, loss=1.9333, top1-acc=47.73%, top5-acc=79.41%, remaining_time=0:00:05.352974, arrival_time=2021-04-10 02:17:51.044987, cost_time=0:00:17.455297 2021-04-10 02:17:46,854 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=2.62ms, fps=2204 images/s, loss=1.9353, top1-acc=47.67%, top5-acc=79.34%, remaining_time=0:00:04.188960, arrival_time=2021-04-10 02:17:51.043114, cost_time=0:00:18.617552 2021-04-10 02:17:48,011 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=2.90ms, fps=2213 images/s, loss=1.9327, top1-acc=47.76%, top5-acc=79.42%, remaining_time=0:00:03.024346, arrival_time=2021-04-10 02:17:51.035665, cost_time=0:00:19.774627 2021-04-10 02:17:49,163 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=1.40ms, fps=2224 images/s, loss=1.9339, top1-acc=47.75%, top5-acc=79.40%, remaining_time=0:00:01.860128, arrival_time=2021-04-10 02:17:51.023301, cost_time=0:00:20.926514 2021-04-10 02:17:50,313 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.43ms, fps=2227 images/s, loss=1.9349, top1-acc=47.71%, top5-acc=79.39%, remaining_time=0:00:00.697158, arrival_time=2021-04-10 02:17:51.010433, cost_time=0:00:22.076690 2021-04-10 02:17:50,930 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=1.22ms, fps=2206 images/s, loss=1.9334, top1-acc=47.74%, top5-acc=79.40%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:50.930223, cost_time=0:00:22.693653 2021-04-10 02:17:51,426 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=0.32ms, fps=5166 images/s, loss=2.3145, top1-acc=40.39%, top5-acc=71.84%, remaining_time=0:00:01.486560, arrival_time=2021-04-10 02:17:52.913358, cost_time=0:00:00.495520 2021-04-10 02:17:51,802 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=1.65ms, fps=6817 images/s, loss=2.2842, top1-acc=41.25%, top5-acc=72.19%, remaining_time=0:00:00.871640, arrival_time=2021-04-10 02:17:52.674458, cost_time=0:00:00.871649 2021-04-10 02:17:52,178 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=1.34ms, fps=6826 images/s, loss=2.2907, top1-acc=41.13%, top5-acc=71.90%, remaining_time=0:00:00.415690, arrival_time=2021-04-10 02:17:52.593947, cost_time=0:00:01.247060 2021-04-10 02:17:52,517 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.08ms, fps=6857 images/s, loss=2.2615, top1-acc=41.48%, top5-acc=72.16%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:52.517041, cost_time=0:00:01.585889 2021-04-10 02:17:53,018 INFO : Epoch=0012 complete, best val top1-acc=42.88%, top5-acc=73.13% (epoch=11), remaining_time=1:19:10.358432, arrival_time=2021-04-10 03:37:03.376870, cost_time=0:05:03.214364 2021-04-10 02:17:53,019 INFO : Train start, epoch=0013, lr=0.099114 2021-04-10 02:17:54,342 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=1.49ms, fps=1934 images/s, loss=1.8504, top1-acc=49.10%, top5-acc=81.17%, remaining_time=0:00:24.614682, arrival_time=2021-04-10 02:18:18.957556, cost_time=0:00:01.323367 2021-04-10 02:17:55,489 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=1.42ms, fps=2233 images/s, loss=1.8221, top1-acc=49.67%, top5-acc=81.78%, remaining_time=0:00:21.736528, arrival_time=2021-04-10 02:18:17.226101, cost_time=0:00:02.470068 2021-04-10 02:17:56,637 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=1.39ms, fps=2231 images/s, loss=1.8178, top1-acc=50.38%, top5-acc=81.71%, remaining_time=0:00:20.018272, arrival_time=2021-04-10 02:18:16.655671, cost_time=0:00:03.617772 2021-04-10 02:17:57,787 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=1.65ms, fps=2228 images/s, loss=1.8088, top1-acc=50.38%, top5-acc=81.90%, remaining_time=0:00:18.592860, arrival_time=2021-04-10 02:18:16.379789, cost_time=0:00:04.767390 2021-04-10 02:17:58,940 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=2.21ms, fps=2220 images/s, loss=1.8091, top1-acc=50.56%, top5-acc=81.88%, remaining_time=0:00:17.289174, arrival_time=2021-04-10 02:18:16.229688, cost_time=0:00:05.920942 2021-04-10 02:18:00,092 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=1.62ms, fps=2223 images/s, loss=1.8252, top1-acc=50.26%, top5-acc=81.54%, remaining_time=0:00:16.032496, arrival_time=2021-04-10 02:18:16.125309, cost_time=0:00:07.073162 2021-04-10 02:18:01,242 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=1.62ms, fps=2228 images/s, loss=1.8328, top1-acc=49.92%, top5-acc=81.38%, remaining_time=0:00:14.800968, arrival_time=2021-04-10 02:18:16.043367, cost_time=0:00:08.222786 2021-04-10 02:18:02,392 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=1.50ms, fps=2227 images/s, loss=1.8386, top1-acc=49.83%, top5-acc=81.29%, remaining_time=0:00:13.591140, arrival_time=2021-04-10 02:18:15.983882, cost_time=0:00:09.373178 2021-04-10 02:18:03,547 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=1.63ms, fps=2217 images/s, loss=1.8345, top1-acc=49.90%, top5-acc=81.40%, remaining_time=0:00:12.399880, arrival_time=2021-04-10 02:18:15.947617, cost_time=0:00:10.528195 2021-04-10 02:18:04,698 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=1.41ms, fps=2225 images/s, loss=1.8383, top1-acc=49.82%, top5-acc=81.42%, remaining_time=0:00:11.212032, arrival_time=2021-04-10 02:18:15.910846, cost_time=0:00:11.679239 2021-04-10 02:18:05,843 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=1.77ms, fps=2237 images/s, loss=1.8471, top1-acc=49.70%, top5-acc=81.24%, remaining_time=0:00:10.026052, arrival_time=2021-04-10 02:18:15.869776, cost_time=0:00:12.824063 2021-04-10 02:18:06,999 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=2.04ms, fps=2217 images/s, loss=1.8515, top1-acc=49.63%, top5-acc=81.17%, remaining_time=0:00:08.853772, arrival_time=2021-04-10 02:18:15.852945, cost_time=0:00:13.979634 2021-04-10 02:18:08,147 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=1.48ms, fps=2230 images/s, loss=1.8519, top1-acc=49.65%, top5-acc=81.15%, remaining_time=0:00:07.680486, arrival_time=2021-04-10 02:18:15.828365, cost_time=0:00:15.128216 2021-04-10 02:18:09,296 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=1.39ms, fps=2231 images/s, loss=1.8552, top1-acc=49.63%, top5-acc=81.12%, remaining_time=0:00:06.510616, arrival_time=2021-04-10 02:18:15.806692, cost_time=0:00:16.276528 2021-04-10 02:18:10,444 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=1.80ms, fps=2230 images/s, loss=1.8542, top1-acc=49.69%, top5-acc=81.09%, remaining_time=0:00:05.343636, arrival_time=2021-04-10 02:18:15.788099, cost_time=0:00:17.424957 2021-04-10 02:18:11,594 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=1.75ms, fps=2228 images/s, loss=1.8593, top1-acc=49.58%, top5-acc=80.96%, remaining_time=0:00:04.179276, arrival_time=2021-04-10 02:18:15.773472, cost_time=0:00:18.574626 2021-04-10 02:18:12,738 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=1.43ms, fps=2238 images/s, loss=1.8610, top1-acc=49.50%, top5-acc=80.92%, remaining_time=0:00:03.015896, arrival_time=2021-04-10 02:18:15.754677, cost_time=0:00:19.719263 2021-04-10 02:18:13,894 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=1.44ms, fps=2216 images/s, loss=1.8623, top1-acc=49.49%, top5-acc=80.89%, remaining_time=0:00:01.855536, arrival_time=2021-04-10 02:18:15.749870, cost_time=0:00:20.874827 2021-04-10 02:18:15,046 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=1.50ms, fps=2223 images/s, loss=1.8648, top1-acc=49.44%, top5-acc=80.86%, remaining_time=0:00:00.695580, arrival_time=2021-04-10 02:18:15.741776, cost_time=0:00:22.026619 2021-04-10 02:18:15,664 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=1.24ms, fps=2200 images/s, loss=1.8668, top1-acc=49.42%, top5-acc=80.83%, remaining_time=0:00:00, arrival_time=2021-04-10 02:18:15.664912, cost_time=0:00:22.645405 2021-04-10 02:18:16,119 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=1.89ms, fps=5649 images/s, loss=2.3777, top1-acc=40.31%, top5-acc=70.12%, remaining_time=0:00:01.359540, arrival_time=2021-04-10 02:18:17.478572, cost_time=0:00:00.453176 2021-04-10 02:18:16,495 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=1.40ms, fps=6803 images/s, loss=2.4241, top1-acc=39.34%, top5-acc=70.02%, remaining_time=0:00:00.829860, arrival_time=2021-04-10 02:18:17.325624, cost_time=0:00:00.829863 2021-04-10 02:18:16,874 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=1.77ms, fps=6774 images/s, loss=2.4139, top1-acc=39.78%, top5-acc=70.14%, remaining_time=0:00:00.402760, arrival_time=2021-04-10 02:18:17.276886, cost_time=0:00:01.208291 2021-04-10 02:18:17,216 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=0.07ms, fps=6775 images/s, loss=2.4087, top1-acc=39.52%, top5-acc=69.92%, remaining_time=0:00:00, arrival_time=2021-04-10 02:18:17.216874, cost_time=0:00:01.551063 2021-04-10 02:18:17,792 INFO : Epoch=0013 complete, best val top1-acc=42.88%, top5-acc=73.13% (epoch=11), remaining_time=1:18:37.984568, arrival_time=2021-04-10 03:36:55.776811, cost_time=0:05:27.988227 2021-04-10 02:18:17,792 INFO : Train start, epoch=0014, lr=0.098961 2021-04-10 02:18:19,118 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=2.02ms, fps=1931 images/s, loss=1.8146, top1-acc=51.80%, top5-acc=81.05%, remaining_time=0:00:24.652254, arrival_time=2021-04-10 02:18:43.770703, cost_time=0:00:01.325392 2021-04-10 02:18:20,269 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=1.33ms, fps=2227 images/s, loss=1.8023, top1-acc=51.58%, top5-acc=81.68%, remaining_time=0:00:21.788448, arrival_time=2021-04-10 02:18:42.057405, cost_time=0:00:02.475953 2021-04-10 02:18:21,429 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=1.50ms, fps=2206 images/s, loss=1.7880, top1-acc=51.47%, top5-acc=81.80%, remaining_time=0:00:20.123682, arrival_time=2021-04-10 02:18:41.553474, cost_time=0:00:03.636810 2021-04-10 02:18:22,583 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=1.38ms, fps=2220 images/s, loss=1.7734, top1-acc=51.90%, top5-acc=82.19%, remaining_time=0:00:18.683496, arrival_time=2021-04-10 02:18:41.267075, cost_time=0:00:04.790655 2021-04-10 02:18:23,731 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=1.51ms, fps=2232 images/s, loss=1.7820, top1-acc=51.95%, top5-acc=82.09%, remaining_time=0:00:17.339544, arrival_time=2021-04-10 02:18:41.070729, cost_time=0:00:05.938204 2021-04-10 02:18:24,889 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=2.49ms, fps=2212 images/s, loss=1.7850, top1-acc=51.82%, top5-acc=82.14%, remaining_time=0:00:16.084312, arrival_time=2021-04-10 02:18:40.973276, cost_time=0:00:07.096003 2021-04-10 02:18:26,051 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=2.27ms, fps=2202 images/s, loss=1.7874, top1-acc=51.72%, top5-acc=82.03%, remaining_time=0:00:14.865984, arrival_time=2021-04-10 02:18:40.917860, cost_time=0:00:08.258877 2021-04-10 02:18:27,202 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=1.99ms, fps=2226 images/s, loss=1.7887, top1-acc=51.63%, top5-acc=82.03%, remaining_time=0:00:13.643804, arrival_time=2021-04-10 02:18:40.846352, cost_time=0:00:09.409489 2021-04-10 02:18:28,353 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=1.32ms, fps=2225 images/s, loss=1.7896, top1-acc=51.56%, top5-acc=81.90%, remaining_time=0:00:12.438040, arrival_time=2021-04-10 02:18:40.791619, cost_time=0:00:10.560597 2021-04-10 02:18:29,501 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=1.44ms, fps=2231 images/s, loss=1.7934, top1-acc=51.46%, top5-acc=81.96%, remaining_time=0:00:11.240352, arrival_time=2021-04-10 02:18:40.741926, cost_time=0:00:11.708663 2021-04-10 02:18:30,653 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=1.43ms, fps=2224 images/s, loss=1.7997, top1-acc=51.36%, top5-acc=81.78%, remaining_time=0:00:10.054346, arrival_time=2021-04-10 02:18:40.707638, cost_time=0:00:12.860230 2021-04-10 02:18:31,809 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=1.46ms, fps=2215 images/s, loss=1.7994, top1-acc=51.37%, top5-acc=81.79%, remaining_time=0:00:08.877180, arrival_time=2021-04-10 02:18:40.686735, cost_time=0:00:14.016635 2021-04-10 02:18:32,960 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=1.36ms, fps=2224 images/s, loss=1.7942, top1-acc=51.43%, top5-acc=81.86%, remaining_time=0:00:07.700682, arrival_time=2021-04-10 02:18:40.661579, cost_time=0:00:15.167950 2021-04-10 02:18:34,113 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=1.41ms, fps=2222 images/s, loss=1.7985, top1-acc=51.38%, top5-acc=81.78%, remaining_time=0:00:06.528200, arrival_time=2021-04-10 02:18:40.641709, cost_time=0:00:16.320543 2021-04-10 02:18:35,257 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=1.38ms, fps=2239 images/s, loss=1.7986, top1-acc=51.38%, top5-acc=81.81%, remaining_time=0:00:05.355780, arrival_time=2021-04-10 02:18:40.613235, cost_time=0:00:17.464514 2021-04-10 02:18:36,400 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=1.67ms, fps=2241 images/s, loss=1.7974, top1-acc=51.45%, top5-acc=81.82%, remaining_time=0:00:04.186620, arrival_time=2021-04-10 02:18:40.586760, cost_time=0:00:18.607240 2021-04-10 02:18:37,549 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=1.42ms, fps=2229 images/s, loss=1.7991, top1-acc=51.46%, top5-acc=81.77%, remaining_time=0:00:03.021512, arrival_time=2021-04-10 02:18:40.570529, cost_time=0:00:19.756000 2021-04-10 02:18:38,707 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=1.34ms, fps=2212 images/s, loss=1.8016, top1-acc=51.42%, top5-acc=81.73%, remaining_time=0:00:01.859024, arrival_time=2021-04-10 02:18:40.566013, cost_time=0:00:20.914023 2021-04-10 02:18:39,858 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.28ms, fps=2224 images/s, loss=1.8025, top1-acc=51.41%, top5-acc=81.74%, remaining_time=0:00:00.696816, arrival_time=2021-04-10 02:18:40.555643, cost_time=0:00:22.065922 2021-04-10 02:18:40,475 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=1.40ms, fps=2206 images/s, loss=1.8018, top1-acc=51.40%, top5-acc=81.75%, remaining_time=0:00:00, arrival_time=2021-04-10 02:18:40.475756, cost_time=0:00:22.682847 2021-04-10 02:18:40,957 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=0.20ms, fps=5320 images/s, loss=2.1342, top1-acc=45.23%, top5-acc=74.80%, remaining_time=0:00:01.443510, arrival_time=2021-04-10 02:18:42.401455, cost_time=0:00:00.481166 2021-04-10 02:18:41,331 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=1.48ms, fps=6868 images/s, loss=2.1250, top1-acc=45.86%, top5-acc=74.94%, remaining_time=0:00:00.854280, arrival_time=2021-04-10 02:18:42.185335, cost_time=0:00:00.854277 2021-04-10 02:18:41,702 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=1.29ms, fps=6903 images/s, loss=2.1203, top1-acc=45.74%, top5-acc=75.00%, remaining_time=0:00:00.408500, arrival_time=2021-04-10 02:18:42.110773, cost_time=0:00:01.225505 2021-04-10 02:18:42,040 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=0.06ms, fps=6859 images/s, loss=2.1069, top1-acc=45.88%, top5-acc=75.02%, remaining_time=0:00:00, arrival_time=2021-04-10 02:18:42.040844, cost_time=0:00:01.564103 2021-04-10 02:18:43,011 INFO : Epoch=0014 complete, best val top1-acc=45.88%, top5-acc=75.02% (epoch=14), remaining_time=1:18:12.611856, arrival_time=2021-04-10 03:36:55.623289, cost_time=0:05:53.207339 2021-04-10 02:18:43,012 INFO : Train start, epoch=0015, lr=0.098796 2021-04-10 02:18:44,360 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=4.43ms, fps=1900 images/s, loss=1.7093, top1-acc=52.46%, top5-acc=84.06%, remaining_time=0:00:25.055502, arrival_time=2021-04-10 02:19:09.415510, cost_time=0:00:01.347071 2021-04-10 02:18:45,533 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=1.82ms, fps=2182 images/s, loss=1.7157, top1-acc=52.89%, top5-acc=83.61%, remaining_time=0:00:22.185328, arrival_time=2021-04-10 02:19:07.719215, cost_time=0:00:02.521059 2021-04-10 02:18:46,689 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=1.40ms, fps=2216 images/s, loss=1.7173, top1-acc=53.18%, top5-acc=83.20%, remaining_time=0:00:20.344130, arrival_time=2021-04-10 02:19:07.033581, cost_time=0:00:03.676656 2021-04-10 02:18:47,846 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=1.40ms, fps=2214 images/s, loss=1.7119, top1-acc=53.21%, top5-acc=83.17%, remaining_time=0:00:18.850104, arrival_time=2021-04-10 02:19:06.696368, cost_time=0:00:04.833345 2021-04-10 02:18:48,995 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=1.65ms, fps=2230 images/s, loss=1.7179, top1-acc=53.09%, top5-acc=83.05%, remaining_time=0:00:17.467878, arrival_time=2021-04-10 02:19:06.462873, cost_time=0:00:05.982142 2021-04-10 02:18:50,150 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=1.98ms, fps=2217 images/s, loss=1.7309, top1-acc=52.85%, top5-acc=82.87%, remaining_time=0:00:16.178696, arrival_time=2021-04-10 02:19:06.329191, cost_time=0:00:07.137686 2021-04-10 02:18:51,305 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=2.45ms, fps=2219 images/s, loss=1.7299, top1-acc=52.65%, top5-acc=82.86%, remaining_time=0:00:14.925708, arrival_time=2021-04-10 02:19:06.230655, cost_time=0:00:08.292092 2021-04-10 02:18:52,451 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=1.51ms, fps=2234 images/s, loss=1.7344, top1-acc=52.48%, top5-acc=82.70%, remaining_time=0:00:13.686144, arrival_time=2021-04-10 02:19:06.137683, cost_time=0:00:09.438754 2021-04-10 02:18:53,599 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=1.35ms, fps=2231 images/s, loss=1.7340, top1-acc=52.57%, top5-acc=82.81%, remaining_time=0:00:12.468674, arrival_time=2021-04-10 02:19:06.068122, cost_time=0:00:10.586597 2021-04-10 02:18:54,746 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=1.53ms, fps=2232 images/s, loss=1.7321, top1-acc=52.67%, top5-acc=82.89%, remaining_time=0:00:11.264640, arrival_time=2021-04-10 02:19:06.011447, cost_time=0:00:11.734034 2021-04-10 02:18:55,896 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=1.94ms, fps=2227 images/s, loss=1.7295, top1-acc=52.75%, top5-acc=82.90%, remaining_time=0:00:10.072750, arrival_time=2021-04-10 02:19:05.969363, cost_time=0:00:12.883763 2021-04-10 02:18:57,046 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=1.39ms, fps=2228 images/s, loss=1.7311, top1-acc=52.71%, top5-acc=82.86%, remaining_time=0:00:08.887896, arrival_time=2021-04-10 02:19:05.934222, cost_time=0:00:14.033536 2021-04-10 02:18:58,191 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=1.53ms, fps=2237 images/s, loss=1.7346, top1-acc=52.69%, top5-acc=82.79%, remaining_time=0:00:07.705896, arrival_time=2021-04-10 02:19:05.897001, cost_time=0:00:15.178329 2021-04-10 02:18:59,346 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=1.82ms, fps=2218 images/s, loss=1.7350, top1-acc=52.68%, top5-acc=82.77%, remaining_time=0:00:06.533296, arrival_time=2021-04-10 02:19:05.879318, cost_time=0:00:16.333174 2021-04-10 02:19:00,495 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=1.63ms, fps=2229 images/s, loss=1.7350, top1-acc=52.67%, top5-acc=82.69%, remaining_time=0:00:05.361254, arrival_time=2021-04-10 02:19:05.856408, cost_time=0:00:17.482392 2021-04-10 02:19:01,643 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=1.50ms, fps=2230 images/s, loss=1.7343, top1-acc=52.77%, top5-acc=82.66%, remaining_time=0:00:04.191912, arrival_time=2021-04-10 02:19:05.835392, cost_time=0:00:18.630720 2021-04-10 02:19:02,799 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=2.00ms, fps=2215 images/s, loss=1.7417, top1-acc=52.69%, top5-acc=82.51%, remaining_time=0:00:03.026192, arrival_time=2021-04-10 02:19:05.825735, cost_time=0:00:19.786644 2021-04-10 02:19:03,983 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=2.07ms, fps=2164 images/s, loss=1.7413, top1-acc=52.67%, top5-acc=82.50%, remaining_time=0:00:01.864016, arrival_time=2021-04-10 02:19:05.847109, cost_time=0:00:20.970247 2021-04-10 02:19:05,142 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.25ms, fps=2210 images/s, loss=1.7405, top1-acc=52.71%, top5-acc=82.57%, remaining_time=0:00:00.698814, arrival_time=2021-04-10 02:19:05.840768, cost_time=0:00:22.129171 2021-04-10 02:19:05,762 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=2.08ms, fps=2195 images/s, loss=1.7402, top1-acc=52.72%, top5-acc=82.63%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:05.762139, cost_time=0:00:22.749282 2021-04-10 02:19:06,273 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=0.41ms, fps=5018 images/s, loss=2.1428, top1-acc=44.73%, top5-acc=75.82%, remaining_time=0:00:01.530480, arrival_time=2021-04-10 02:19:07.804003, cost_time=0:00:00.510159 2021-04-10 02:19:06,651 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=1.64ms, fps=6779 images/s, loss=2.1284, top1-acc=45.57%, top5-acc=75.78%, remaining_time=0:00:00.888340, arrival_time=2021-04-10 02:19:07.539985, cost_time=0:00:00.888346 2021-04-10 02:19:07,030 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=2.55ms, fps=6776 images/s, loss=2.1122, top1-acc=46.38%, top5-acc=75.87%, remaining_time=0:00:00.422160, arrival_time=2021-04-10 02:19:07.452068, cost_time=0:00:01.266466 2021-04-10 02:19:07,373 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=0.08ms, fps=6759 images/s, loss=2.1314, top1-acc=45.92%, top5-acc=75.86%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:07.373752, cost_time=0:00:01.610474 2021-04-10 02:19:08,393 INFO : Epoch=0015 complete, best val top1-acc=45.92%, top5-acc=75.86% (epoch=15), remaining_time=1:17:49.268095, arrival_time=2021-04-10 03:36:57.661442, cost_time=0:06:18.589309 2021-04-10 02:19:08,393 INFO : Train start, epoch=0016, lr=0.098618 2021-04-10 02:19:09,747 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=0.35ms, fps=1891 images/s, loss=1.7707, top1-acc=52.93%, top5-acc=81.68%, remaining_time=0:00:25.180122, arrival_time=2021-04-10 02:19:34.928001, cost_time=0:00:01.353771 2021-04-10 02:19:10,901 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=2.05ms, fps=2221 images/s, loss=1.7795, top1-acc=52.09%, top5-acc=81.86%, remaining_time=0:00:22.060720, arrival_time=2021-04-10 02:19:32.961670, cost_time=0:00:02.506893 2021-04-10 02:19:12,049 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=1.44ms, fps=2230 images/s, loss=1.7523, top1-acc=52.59%, top5-acc=82.36%, remaining_time=0:00:20.225440, arrival_time=2021-04-10 02:19:32.274788, cost_time=0:00:03.655188 2021-04-10 02:19:13,200 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=1.47ms, fps=2225 images/s, loss=1.7308, top1-acc=52.99%, top5-acc=82.61%, remaining_time=0:00:18.746052, arrival_time=2021-04-10 02:19:31.946780, cost_time=0:00:04.806683 2021-04-10 02:19:14,347 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=1.66ms, fps=2232 images/s, loss=1.7234, top1-acc=53.09%, top5-acc=82.69%, remaining_time=0:00:17.384950, arrival_time=2021-04-10 02:19:31.732842, cost_time=0:00:05.953772 2021-04-10 02:19:15,499 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=1.58ms, fps=2224 images/s, loss=1.7091, top1-acc=53.70%, top5-acc=82.94%, remaining_time=0:00:16.105800, arrival_time=2021-04-10 02:19:31.605341, cost_time=0:00:07.105492 2021-04-10 02:19:16,654 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=1.47ms, fps=2217 images/s, loss=1.7116, top1-acc=53.42%, top5-acc=83.04%, remaining_time=0:00:14.868882, arrival_time=2021-04-10 02:19:31.523612, cost_time=0:00:08.260489 2021-04-10 02:19:17,811 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=2.24ms, fps=2215 images/s, loss=1.7099, top1-acc=53.53%, top5-acc=83.11%, remaining_time=0:00:13.654360, arrival_time=2021-04-10 02:19:31.465254, cost_time=0:00:09.416816 2021-04-10 02:19:18,968 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=1.84ms, fps=2212 images/s, loss=1.7113, top1-acc=53.47%, top5-acc=83.06%, remaining_time=0:00:12.454576, arrival_time=2021-04-10 02:19:31.423306, cost_time=0:00:10.574634 2021-04-10 02:19:20,122 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=1.56ms, fps=2220 images/s, loss=1.7080, top1-acc=53.55%, top5-acc=83.11%, remaining_time=0:00:11.259456, arrival_time=2021-04-10 02:19:31.382219, cost_time=0:00:11.728603 2021-04-10 02:19:21,273 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=2.05ms, fps=2226 images/s, loss=1.7093, top1-acc=53.51%, top5-acc=83.07%, remaining_time=0:00:10.069224, arrival_time=2021-04-10 02:19:31.342511, cost_time=0:00:12.879187 2021-04-10 02:19:22,427 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=1.91ms, fps=2220 images/s, loss=1.7116, top1-acc=53.54%, top5-acc=83.05%, remaining_time=0:00:08.887592, arrival_time=2021-04-10 02:19:31.314726, cost_time=0:00:14.033082 2021-04-10 02:19:23,582 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=1.41ms, fps=2217 images/s, loss=1.7080, top1-acc=53.61%, top5-acc=83.15%, remaining_time=0:00:07.710846, arrival_time=2021-04-10 02:19:31.292964, cost_time=0:00:15.188058 2021-04-10 02:19:24,730 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=1.34ms, fps=2231 images/s, loss=1.7029, top1-acc=53.71%, top5-acc=83.24%, remaining_time=0:00:06.534304, arrival_time=2021-04-10 02:19:31.264314, cost_time=0:00:16.335784 2021-04-10 02:19:25,892 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=1.46ms, fps=2204 images/s, loss=1.7074, top1-acc=53.69%, top5-acc=83.12%, remaining_time=0:00:05.366130, arrival_time=2021-04-10 02:19:31.258429, cost_time=0:00:17.498249 2021-04-10 02:19:27,038 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=1.66ms, fps=2234 images/s, loss=1.7065, top1-acc=53.78%, top5-acc=83.07%, remaining_time=0:00:04.194972, arrival_time=2021-04-10 02:19:31.233377, cost_time=0:00:18.644366 2021-04-10 02:19:28,198 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=16.69ms, fps=2208 images/s, loss=1.7072, top1-acc=53.77%, top5-acc=83.09%, remaining_time=0:00:03.028844, arrival_time=2021-04-10 02:19:31.226887, cost_time=0:00:19.803932 2021-04-10 02:19:29,352 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=1.60ms, fps=2218 images/s, loss=1.7096, top1-acc=53.72%, top5-acc=83.03%, remaining_time=0:00:01.862992, arrival_time=2021-04-10 02:19:31.215685, cost_time=0:00:20.958600 2021-04-10 02:19:30,537 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=1.27ms, fps=2162 images/s, loss=1.7123, top1-acc=53.69%, top5-acc=83.00%, remaining_time=0:00:00.699258, arrival_time=2021-04-10 02:19:31.236432, cost_time=0:00:22.143091 2021-04-10 02:19:31,158 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=0.12ms, fps=2190 images/s, loss=1.7129, top1-acc=53.70%, top5-acc=82.97%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:31.158877, cost_time=0:00:22.764752 2021-04-10 02:19:31,650 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=0.43ms, fps=5221 images/s, loss=2.1204, top1-acc=45.43%, top5-acc=75.74%, remaining_time=0:00:01.470840, arrival_time=2021-04-10 02:19:33.121146, cost_time=0:00:00.490279 2021-04-10 02:19:32,022 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=1.31ms, fps=6893 images/s, loss=2.1504, top1-acc=45.59%, top5-acc=75.16%, remaining_time=0:00:00.862040, arrival_time=2021-04-10 02:19:32.884264, cost_time=0:00:00.862030 2021-04-10 02:19:32,395 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=1.97ms, fps=6863 images/s, loss=2.1625, top1-acc=45.48%, top5-acc=75.22%, remaining_time=0:00:00.411920, arrival_time=2021-04-10 02:19:32.807767, cost_time=0:00:01.235769 2021-04-10 02:19:32,735 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=0.07ms, fps=6842 images/s, loss=2.1547, top1-acc=45.82%, top5-acc=75.04%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:32.735372, cost_time=0:00:01.575386 2021-04-10 02:19:33,255 INFO : Epoch=0016 complete, best val top1-acc=45.92%, top5-acc=75.86% (epoch=15), remaining_time=1:17:19.685856, arrival_time=2021-04-10 03:36:52.940878, cost_time=0:06:43.450951 2021-04-10 02:19:33,256 INFO : Train start, epoch=0017, lr=0.098429 2021-04-10 02:19:34,595 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=0.28ms, fps=1911 images/s, loss=1.6756, top1-acc=54.02%, top5-acc=83.55%, remaining_time=0:00:24.913026, arrival_time=2021-04-10 02:19:59.508783, cost_time=0:00:01.339412 2021-04-10 02:19:35,747 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=1.95ms, fps=2224 images/s, loss=1.6352, top1-acc=55.27%, top5-acc=84.08%, remaining_time=0:00:21.921152, arrival_time=2021-04-10 02:19:57.668483, cost_time=0:00:02.491048 2021-04-10 02:19:36,900 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=1.58ms, fps=2221 images/s, loss=1.6333, top1-acc=55.30%, top5-acc=84.00%, remaining_time=0:00:20.163688, arrival_time=2021-04-10 02:19:57.064146, cost_time=0:00:03.644043 2021-04-10 02:19:38,053 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=2.41ms, fps=2222 images/s, loss=1.6452, top1-acc=55.04%, top5-acc=83.81%, remaining_time=0:00:18.707676, arrival_time=2021-04-10 02:19:56.760862, cost_time=0:00:04.796856 2021-04-10 02:19:39,203 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=1.38ms, fps=2227 images/s, loss=1.6522, top1-acc=55.06%, top5-acc=83.70%, remaining_time=0:00:17.365094, arrival_time=2021-04-10 02:19:56.568328, cost_time=0:00:05.946928 2021-04-10 02:19:40,351 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=1.45ms, fps=2230 images/s, loss=1.6527, top1-acc=55.12%, top5-acc=83.87%, remaining_time=0:00:16.083360, arrival_time=2021-04-10 02:19:56.435243, cost_time=0:00:07.095606 2021-04-10 02:19:41,504 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=1.46ms, fps=2222 images/s, loss=1.6493, top1-acc=55.13%, top5-acc=83.87%, remaining_time=0:00:14.846580, arrival_time=2021-04-10 02:19:56.351047, cost_time=0:00:08.248118 2021-04-10 02:19:42,660 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=1.58ms, fps=2216 images/s, loss=1.6456, top1-acc=55.24%, top5-acc=83.89%, remaining_time=0:00:13.635568, arrival_time=2021-04-10 02:19:56.295717, cost_time=0:00:09.403815 2021-04-10 02:19:43,816 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.93ms, fps=2215 images/s, loss=1.6478, top1-acc=55.06%, top5-acc=83.88%, remaining_time=0:00:12.437722, arrival_time=2021-04-10 02:19:56.254380, cost_time=0:00:10.560318 2021-04-10 02:19:44,965 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=1.45ms, fps=2230 images/s, loss=1.6451, top1-acc=55.05%, top5-acc=83.81%, remaining_time=0:00:11.240352, arrival_time=2021-04-10 02:19:56.205391, cost_time=0:00:11.708714 2021-04-10 02:19:46,116 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=2.88ms, fps=2224 images/s, loss=1.6463, top1-acc=55.05%, top5-acc=83.80%, remaining_time=0:00:10.054518, arrival_time=2021-04-10 02:19:56.171238, cost_time=0:00:12.860406 2021-04-10 02:19:47,267 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=2.27ms, fps=2225 images/s, loss=1.6447, top1-acc=55.20%, top5-acc=83.89%, remaining_time=0:00:08.873988, arrival_time=2021-04-10 02:19:56.141855, cost_time=0:00:14.011539 2021-04-10 02:19:48,420 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=1.37ms, fps=2221 images/s, loss=1.6375, top1-acc=55.43%, top5-acc=84.05%, remaining_time=0:00:07.698900, arrival_time=2021-04-10 02:19:56.119783, cost_time=0:00:15.164563 2021-04-10 02:19:49,572 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=1.62ms, fps=2224 images/s, loss=1.6413, top1-acc=55.46%, top5-acc=84.05%, remaining_time=0:00:06.526520, arrival_time=2021-04-10 02:19:56.099214, cost_time=0:00:16.316364 2021-04-10 02:19:50,717 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=1.51ms, fps=2237 images/s, loss=1.6419, top1-acc=55.39%, top5-acc=84.06%, remaining_time=0:00:05.354860, arrival_time=2021-04-10 02:19:56.072629, cost_time=0:00:17.461449 2021-04-10 02:19:51,876 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=1.70ms, fps=2211 images/s, loss=1.6475, top1-acc=55.23%, top5-acc=84.03%, remaining_time=0:00:04.189428, arrival_time=2021-04-10 02:19:56.065415, cost_time=0:00:18.619681 2021-04-10 02:19:53,032 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.37ms, fps=2215 images/s, loss=1.6501, top1-acc=55.24%, top5-acc=83.94%, remaining_time=0:00:03.024580, arrival_time=2021-04-10 02:19:56.057000, cost_time=0:00:19.776142 2021-04-10 02:19:54,182 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=1.56ms, fps=2226 images/s, loss=1.6494, top1-acc=55.27%, top5-acc=83.95%, remaining_time=0:00:01.860128, arrival_time=2021-04-10 02:19:56.042951, cost_time=0:00:20.926403 2021-04-10 02:19:55,335 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.41ms, fps=2223 images/s, loss=1.6512, top1-acc=55.22%, top5-acc=83.90%, remaining_time=0:00:00.697224, arrival_time=2021-04-10 02:19:56.032413, cost_time=0:00:22.078850 2021-04-10 02:19:55,955 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=0.13ms, fps=2196 images/s, loss=1.6514, top1-acc=55.25%, top5-acc=83.89%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:55.955074, cost_time=0:00:22.698762 2021-04-10 02:19:56,435 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=0.26ms, fps=5343 images/s, loss=2.2017, top1-acc=45.43%, top5-acc=74.45%, remaining_time=0:00:01.437210, arrival_time=2021-04-10 02:19:57.872490, cost_time=0:00:00.479074 2021-04-10 02:19:56,812 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=1.88ms, fps=6792 images/s, loss=2.1748, top1-acc=45.86%, top5-acc=75.04%, remaining_time=0:00:00.856460, arrival_time=2021-04-10 02:19:57.669164, cost_time=0:00:00.856463 2021-04-10 02:19:57,188 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=1.80ms, fps=6817 images/s, loss=2.1914, top1-acc=45.69%, top5-acc=75.00%, remaining_time=0:00:00.410860, arrival_time=2021-04-10 02:19:57.599647, cost_time=0:00:01.232574 2021-04-10 02:19:57,535 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=0.08ms, fps=6710 images/s, loss=2.1831, top1-acc=45.71%, top5-acc=75.09%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:57.535089, cost_time=0:00:01.578882 2021-04-10 02:19:58,154 INFO : Epoch=0017 complete, best val top1-acc=45.92%, top5-acc=75.86% (epoch=15), remaining_time=1:16:51.066738, arrival_time=2021-04-10 03:36:49.221230, cost_time=0:07:08.350458 2021-04-10 02:19:58,155 INFO : Train start, epoch=0018, lr=0.098228 2021-04-10 02:19:59,521 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=1.56ms, fps=1874 images/s, loss=1.6780, top1-acc=54.34%, top5-acc=83.71%, remaining_time=0:00:25.409832, arrival_time=2021-04-10 02:20:24.931125, cost_time=0:00:01.366115 2021-04-10 02:20:00,673 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=1.53ms, fps=2224 images/s, loss=1.6342, top1-acc=54.86%, top5-acc=84.39%, remaining_time=0:00:22.155936, arrival_time=2021-04-10 02:20:22.828901, cost_time=0:00:02.517715 2021-04-10 02:20:01,817 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=1.31ms, fps=2239 images/s, loss=1.6072, top1-acc=56.02%, top5-acc=84.95%, remaining_time=0:00:20.262458, arrival_time=2021-04-10 02:20:22.079568, cost_time=0:00:03.661901 2021-04-10 02:20:02,971 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=1.66ms, fps=2219 images/s, loss=1.5863, top1-acc=56.73%, top5-acc=85.05%, remaining_time=0:00:18.783336, arrival_time=2021-04-10 02:20:21.754852, cost_time=0:00:04.816245 2021-04-10 02:20:04,121 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=1.55ms, fps=2227 images/s, loss=1.5864, top1-acc=56.77%, top5-acc=85.20%, remaining_time=0:00:17.422180, arrival_time=2021-04-10 02:20:21.543877, cost_time=0:00:05.966484 2021-04-10 02:20:05,269 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=1.44ms, fps=2231 images/s, loss=1.5938, top1-acc=56.66%, top5-acc=84.98%, remaining_time=0:00:16.126064, arrival_time=2021-04-10 02:20:21.395773, cost_time=0:00:07.114428 2021-04-10 02:20:06,424 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=1.45ms, fps=2219 images/s, loss=1.5828, top1-acc=56.94%, top5-acc=85.16%, remaining_time=0:00:14.883750, arrival_time=2021-04-10 02:20:21.307794, cost_time=0:00:08.268777 2021-04-10 02:20:07,578 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=1.61ms, fps=2218 images/s, loss=1.5819, top1-acc=56.74%, top5-acc=85.27%, remaining_time=0:00:13.664220, arrival_time=2021-04-10 02:20:21.242980, cost_time=0:00:09.423593 2021-04-10 02:20:08,731 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=1.43ms, fps=2222 images/s, loss=1.5860, top1-acc=56.76%, top5-acc=85.19%, remaining_time=0:00:12.456378, arrival_time=2021-04-10 02:20:21.187782, cost_time=0:00:10.576152 2021-04-10 02:20:09,878 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=1.64ms, fps=2233 images/s, loss=1.5858, top1-acc=56.87%, top5-acc=85.17%, remaining_time=0:00:11.254464, arrival_time=2021-04-10 02:20:21.133183, cost_time=0:00:11.723369 2021-04-10 02:20:11,030 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=1.63ms, fps=2224 images/s, loss=1.5878, top1-acc=56.75%, top5-acc=85.14%, remaining_time=0:00:10.066128, arrival_time=2021-04-10 02:20:21.096673, cost_time=0:00:12.875325 2021-04-10 02:20:12,178 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=1.42ms, fps=2231 images/s, loss=1.5891, top1-acc=56.72%, top5-acc=85.14%, remaining_time=0:00:08.881360, arrival_time=2021-04-10 02:20:21.059762, cost_time=0:00:14.023201 2021-04-10 02:20:13,323 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.36ms, fps=2236 images/s, loss=1.5958, top1-acc=56.52%, top5-acc=85.04%, remaining_time=0:00:07.700880, arrival_time=2021-04-10 02:20:21.024549, cost_time=0:00:15.168423 2021-04-10 02:20:14,473 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=1.86ms, fps=2227 images/s, loss=1.5956, top1-acc=56.53%, top5-acc=85.02%, remaining_time=0:00:06.527360, arrival_time=2021-04-10 02:20:21.001003, cost_time=0:00:16.318411 2021-04-10 02:20:15,627 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=2.06ms, fps=2220 images/s, loss=1.5940, top1-acc=56.56%, top5-acc=85.08%, remaining_time=0:00:05.358126, arrival_time=2021-04-10 02:20:20.985531, cost_time=0:00:17.472169 2021-04-10 02:20:16,788 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=1.43ms, fps=2206 images/s, loss=1.5970, top1-acc=56.53%, top5-acc=85.04%, remaining_time=0:00:04.192524, arrival_time=2021-04-10 02:20:20.981158, cost_time=0:00:18.633426 2021-04-10 02:20:17,940 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=1.57ms, fps=2224 images/s, loss=1.5971, top1-acc=56.57%, top5-acc=85.00%, remaining_time=0:00:03.025958, arrival_time=2021-04-10 02:20:20.966211, cost_time=0:00:19.785026 2021-04-10 02:20:19,096 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=1.80ms, fps=2215 images/s, loss=1.6015, top1-acc=56.54%, top5-acc=84.90%, remaining_time=0:00:01.861456, arrival_time=2021-04-10 02:20:20.958154, cost_time=0:00:20.941371 2021-04-10 02:20:20,249 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=1.21ms, fps=2223 images/s, loss=1.6029, top1-acc=56.47%, top5-acc=84.87%, remaining_time=0:00:00.697704, arrival_time=2021-04-10 02:20:20.946870, cost_time=0:00:22.093940 2021-04-10 02:20:20,868 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=0.08ms, fps=2196 images/s, loss=1.6023, top1-acc=56.47%, top5-acc=84.86%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:20.868907, cost_time=0:00:22.713704 2021-04-10 02:20:21,352 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=1.45ms, fps=5310 images/s, loss=2.0401, top1-acc=47.58%, top5-acc=77.03%, remaining_time=0:00:01.446240, arrival_time=2021-04-10 02:20:22.798366, cost_time=0:00:00.482080 2021-04-10 02:20:21,727 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=1.25ms, fps=6822 images/s, loss=2.0295, top1-acc=48.24%, top5-acc=77.21%, remaining_time=0:00:00.857680, arrival_time=2021-04-10 02:20:22.585431, cost_time=0:00:00.857679 2021-04-10 02:20:22,109 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=1.41ms, fps=6713 images/s, loss=2.0229, top1-acc=48.10%, top5-acc=77.08%, remaining_time=0:00:00.413160, arrival_time=2021-04-10 02:20:22.522759, cost_time=0:00:01.239491 2021-04-10 02:20:22,450 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.07ms, fps=6817 images/s, loss=2.0010, top1-acc=47.99%, top5-acc=77.37%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:22.450375, cost_time=0:00:01.580378 2021-04-10 02:20:23,535 INFO : Epoch=0018 complete, best val top1-acc=47.99%, top5-acc=77.37% (epoch=18), remaining_time=1:16:27.733332, arrival_time=2021-04-10 03:36:51.269229, cost_time=0:07:33.731866 2021-04-10 02:20:23,536 INFO : Train start, epoch=0019, lr=0.098015 2021-04-10 02:20:24,876 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=1.85ms, fps=1911 images/s, loss=1.5739, top1-acc=56.41%, top5-acc=85.39%, remaining_time=0:00:24.917118, arrival_time=2021-04-10 02:20:49.793367, cost_time=0:00:01.339630 2021-04-10 02:20:26,030 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=1.73ms, fps=2219 images/s, loss=1.5458, top1-acc=57.70%, top5-acc=85.47%, remaining_time=0:00:21.945440, arrival_time=2021-04-10 02:20:47.975872, cost_time=0:00:02.493801 2021-04-10 02:20:27,185 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=1.93ms, fps=2218 images/s, loss=1.5528, top1-acc=57.24%, top5-acc=85.38%, remaining_time=0:00:20.188588, arrival_time=2021-04-10 02:20:47.373682, cost_time=0:00:03.648526 2021-04-10 02:20:28,337 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=1.48ms, fps=2222 images/s, loss=1.5617, top1-acc=57.20%, top5-acc=85.36%, remaining_time=0:00:18.723432, arrival_time=2021-04-10 02:20:47.060943, cost_time=0:00:04.800889 2021-04-10 02:20:29,481 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=1.32ms, fps=2238 images/s, loss=1.5607, top1-acc=57.32%, top5-acc=85.41%, remaining_time=0:00:17.360130, arrival_time=2021-04-10 02:20:46.841983, cost_time=0:00:05.945250 2021-04-10 02:20:30,629 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=1.54ms, fps=2233 images/s, loss=1.5605, top1-acc=57.32%, top5-acc=85.40%, remaining_time=0:00:16.076288, arrival_time=2021-04-10 02:20:46.705334, cost_time=0:00:07.092480 2021-04-10 02:20:31,778 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=1.87ms, fps=2228 images/s, loss=1.5575, top1-acc=57.35%, top5-acc=85.45%, remaining_time=0:00:14.835492, arrival_time=2021-04-10 02:20:46.614092, cost_time=0:00:08.241943 2021-04-10 02:20:32,922 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=1.34ms, fps=2238 images/s, loss=1.5505, top1-acc=57.53%, top5-acc=85.60%, remaining_time=0:00:13.610048, arrival_time=2021-04-10 02:20:46.532829, cost_time=0:00:09.386201 2021-04-10 02:20:34,067 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=1.54ms, fps=2238 images/s, loss=1.5511, top1-acc=57.43%, top5-acc=85.61%, remaining_time=0:00:12.402636, arrival_time=2021-04-10 02:20:46.469787, cost_time=0:00:10.530583 2021-04-10 02:20:35,218 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=2.51ms, fps=2225 images/s, loss=1.5552, top1-acc=57.31%, top5-acc=85.53%, remaining_time=0:00:11.214144, arrival_time=2021-04-10 02:20:46.432160, cost_time=0:00:11.681386 2021-04-10 02:20:36,364 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=1.55ms, fps=2234 images/s, loss=1.5587, top1-acc=57.28%, top5-acc=85.45%, remaining_time=0:00:10.028804, arrival_time=2021-04-10 02:20:46.392963, cost_time=0:00:12.827558 2021-04-10 02:20:37,514 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=1.68ms, fps=2227 images/s, loss=1.5620, top1-acc=57.15%, top5-acc=85.30%, remaining_time=0:00:08.852404, arrival_time=2021-04-10 02:20:46.366391, cost_time=0:00:13.977423 2021-04-10 02:20:38,661 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=1.52ms, fps=2231 images/s, loss=1.5650, top1-acc=57.10%, top5-acc=85.24%, remaining_time=0:00:07.678968, arrival_time=2021-04-10 02:20:46.340803, cost_time=0:00:15.125274 2021-04-10 02:20:39,812 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=2.63ms, fps=2225 images/s, loss=1.5620, top1-acc=57.22%, top5-acc=85.29%, remaining_time=0:00:06.510448, arrival_time=2021-04-10 02:20:46.323166, cost_time=0:00:16.276098 2021-04-10 02:20:40,960 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=1.49ms, fps=2231 images/s, loss=1.5632, top1-acc=57.13%, top5-acc=85.36%, remaining_time=0:00:05.343360, arrival_time=2021-04-10 02:20:46.303919, cost_time=0:00:17.423961 2021-04-10 02:20:42,113 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=2.02ms, fps=2222 images/s, loss=1.5642, top1-acc=57.16%, top5-acc=85.35%, remaining_time=0:00:04.179780, arrival_time=2021-04-10 02:20:46.293099, cost_time=0:00:18.576749 2021-04-10 02:20:43,271 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=1.90ms, fps=2211 images/s, loss=1.5662, top1-acc=57.15%, top5-acc=85.29%, remaining_time=0:00:03.018262, arrival_time=2021-04-10 02:20:46.289651, cost_time=0:00:19.734819 2021-04-10 02:20:44,415 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=1.39ms, fps=2238 images/s, loss=1.5682, top1-acc=57.16%, top5-acc=85.21%, remaining_time=0:00:01.855904, arrival_time=2021-04-10 02:20:46.271443, cost_time=0:00:20.878977 2021-04-10 02:20:45,568 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=1.58ms, fps=2222 images/s, loss=1.5701, top1-acc=57.12%, top5-acc=85.15%, remaining_time=0:00:00.695730, arrival_time=2021-04-10 02:20:46.263802, cost_time=0:00:22.031376 2021-04-10 02:20:46,182 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=1.27ms, fps=2215 images/s, loss=1.5701, top1-acc=57.16%, top5-acc=85.15%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:46.182620, cost_time=0:00:22.646077 2021-04-10 02:20:46,708 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=0.26ms, fps=4884 images/s, loss=1.9678, top1-acc=50.90%, top5-acc=77.50%, remaining_time=0:00:01.572360, arrival_time=2021-04-10 02:20:48.280329, cost_time=0:00:00.524118 2021-04-10 02:20:47,102 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=1.78ms, fps=6498 images/s, loss=1.9677, top1-acc=50.66%, top5-acc=77.27%, remaining_time=0:00:00.918620, arrival_time=2021-04-10 02:20:48.021036, cost_time=0:00:00.918624 2021-04-10 02:20:47,477 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=1.48ms, fps=6835 images/s, loss=1.9602, top1-acc=50.52%, top5-acc=77.37%, remaining_time=0:00:00.431160, arrival_time=2021-04-10 02:20:47.908514, cost_time=0:00:01.293469 2021-04-10 02:20:47,814 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=0.07ms, fps=6884 images/s, loss=1.9509, top1-acc=50.48%, top5-acc=77.77%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:47.814832, cost_time=0:00:01.631060 2021-04-10 02:20:48,986 INFO : Epoch=0019 complete, best val top1-acc=50.48%, top5-acc=77.77% (epoch=19), remaining_time=1:16:04.843711, arrival_time=2021-04-10 03:36:53.830247, cost_time=0:07:59.182485 2021-04-10 02:20:48,987 INFO : Train start, epoch=0020, lr=0.097790 2021-04-10 02:20:50,370 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=1.37ms, fps=1851 images/s, loss=1.5004, top1-acc=58.63%, top5-acc=86.33%, remaining_time=0:00:25.723614, arrival_time=2021-04-10 02:21:16.094422, cost_time=0:00:01.382990 2021-04-10 02:20:51,517 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=1.61ms, fps=2234 images/s, loss=1.5125, top1-acc=58.77%, top5-acc=86.27%, remaining_time=0:00:22.256080, arrival_time=2021-04-10 02:21:13.773034, cost_time=0:00:02.529105 2021-04-10 02:20:52,665 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=1.99ms, fps=2229 images/s, loss=1.5046, top1-acc=59.06%, top5-acc=86.20%, remaining_time=0:00:20.351766, arrival_time=2021-04-10 02:21:13.017621, cost_time=0:00:03.678029 2021-04-10 02:20:53,810 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=1.30ms, fps=2238 images/s, loss=1.5208, top1-acc=58.79%, top5-acc=85.79%, remaining_time=0:00:18.807360, arrival_time=2021-04-10 02:21:12.617684, cost_time=0:00:04.822414 2021-04-10 02:20:54,962 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=1.56ms, fps=2222 images/s, loss=1.5155, top1-acc=58.75%, top5-acc=85.96%, remaining_time=0:00:17.447146, arrival_time=2021-04-10 02:21:12.410025, cost_time=0:00:05.975045 2021-04-10 02:20:56,112 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.53ms, fps=2228 images/s, loss=1.5140, top1-acc=58.80%, top5-acc=85.98%, remaining_time=0:00:16.149592, arrival_time=2021-04-10 02:21:12.262221, cost_time=0:00:07.124816 2021-04-10 02:20:57,261 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=1.53ms, fps=2229 images/s, loss=1.5090, top1-acc=58.98%, top5-acc=86.03%, remaining_time=0:00:14.893200, arrival_time=2021-04-10 02:21:12.154990, cost_time=0:00:08.273994 2021-04-10 02:20:58,415 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=1.53ms, fps=2220 images/s, loss=1.5113, top1-acc=58.94%, top5-acc=85.93%, remaining_time=0:00:13.670020, arrival_time=2021-04-10 02:21:12.085491, cost_time=0:00:09.427635 2021-04-10 02:20:59,596 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=1.61ms, fps=2169 images/s, loss=1.5130, top1-acc=58.91%, top5-acc=85.99%, remaining_time=0:00:12.494220, arrival_time=2021-04-10 02:21:12.090308, cost_time=0:00:10.608277 2021-04-10 02:21:00,750 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=1.39ms, fps=2219 images/s, loss=1.5188, top1-acc=58.86%, top5-acc=85.87%, remaining_time=0:00:11.291904, arrival_time=2021-04-10 02:21:12.042196, cost_time=0:00:11.762426 2021-04-10 02:21:01,903 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=1.35ms, fps=2220 images/s, loss=1.5226, top1-acc=58.89%, top5-acc=85.86%, remaining_time=0:00:10.097948, arrival_time=2021-04-10 02:21:12.001798, cost_time=0:00:12.915996 2021-04-10 02:21:03,053 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=1.44ms, fps=2228 images/s, loss=1.5249, top1-acc=58.79%, top5-acc=85.76%, remaining_time=0:00:08.908188, arrival_time=2021-04-10 02:21:11.961555, cost_time=0:00:14.065548 2021-04-10 02:21:04,200 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=1.83ms, fps=2233 images/s, loss=1.5257, top1-acc=58.80%, top5-acc=85.70%, remaining_time=0:00:07.723320, arrival_time=2021-04-10 02:21:11.923768, cost_time=0:00:15.212626 2021-04-10 02:21:05,348 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=1.45ms, fps=2231 images/s, loss=1.5269, top1-acc=58.80%, top5-acc=85.64%, remaining_time=0:00:06.544328, arrival_time=2021-04-10 02:21:11.892915, cost_time=0:00:16.360764 2021-04-10 02:21:06,495 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=1.49ms, fps=2234 images/s, loss=1.5288, top1-acc=58.77%, top5-acc=85.58%, remaining_time=0:00:05.368890, arrival_time=2021-04-10 02:21:11.863881, cost_time=0:00:17.507180 2021-04-10 02:21:07,648 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=1.41ms, fps=2220 images/s, loss=1.5294, top1-acc=58.80%, top5-acc=85.62%, remaining_time=0:00:04.198716, arrival_time=2021-04-10 02:21:11.847524, cost_time=0:00:18.660960 2021-04-10 02:21:08,800 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=1.73ms, fps=2223 images/s, loss=1.5294, top1-acc=58.77%, top5-acc=85.60%, remaining_time=0:00:03.030196, arrival_time=2021-04-10 02:21:11.830839, cost_time=0:00:19.812825 2021-04-10 02:21:09,957 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=2.27ms, fps=2214 images/s, loss=1.5293, top1-acc=58.75%, top5-acc=85.64%, remaining_time=0:00:01.863952, arrival_time=2021-04-10 02:21:11.821288, cost_time=0:00:20.969526 2021-04-10 02:21:11,107 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=1.26ms, fps=2227 images/s, loss=1.5335, top1-acc=58.67%, top5-acc=85.57%, remaining_time=0:00:00.698514, arrival_time=2021-04-10 02:21:11.806053, cost_time=0:00:22.119632 2021-04-10 02:21:11,729 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=0.09ms, fps=2190 images/s, loss=1.5351, top1-acc=58.57%, top5-acc=85.54%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:11.729085, cost_time=0:00:22.741254 2021-04-10 02:21:12,192 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=3.45ms, fps=5538 images/s, loss=2.0034, top1-acc=48.40%, top5-acc=75.47%, remaining_time=0:00:01.386750, arrival_time=2021-04-10 02:21:13.579111, cost_time=0:00:00.462248 2021-04-10 02:21:12,563 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=1.45ms, fps=6916 images/s, loss=2.0171, top1-acc=49.02%, top5-acc=75.43%, remaining_time=0:00:00.832780, arrival_time=2021-04-10 02:21:13.395732, cost_time=0:00:00.832787 2021-04-10 02:21:12,940 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=1.48ms, fps=6795 images/s, loss=2.0021, top1-acc=49.05%, top5-acc=75.83%, remaining_time=0:00:00.403350, arrival_time=2021-04-10 02:21:13.343558, cost_time=0:00:01.210040 2021-04-10 02:21:13,282 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=0.06ms, fps=6795 images/s, loss=2.0229, top1-acc=48.72%, top5-acc=75.53%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:13.282103, cost_time=0:00:01.552008 2021-04-10 02:21:13,779 INFO : Epoch=0020 complete, best val top1-acc=50.48%, top5-acc=77.77% (epoch=19), remaining_time=1:15:35.781480, arrival_time=2021-04-10 03:36:49.561231, cost_time=0:08:23.975728 2021-04-10 02:21:13,780 INFO : Train start, epoch=0021, lr=0.097553 2021-04-10 02:21:15,115 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=0.43ms, fps=1917 images/s, loss=1.4946, top1-acc=58.24%, top5-acc=86.80%, remaining_time=0:00:24.837324, arrival_time=2021-04-10 02:21:39.953206, cost_time=0:00:01.335343 2021-04-10 02:21:16,266 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=2.01ms, fps=2227 images/s, loss=1.4396, top1-acc=59.92%, top5-acc=87.38%, remaining_time=0:00:21.873104, arrival_time=2021-04-10 02:21:38.139176, cost_time=0:00:02.485575 2021-04-10 02:21:17,419 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=1.43ms, fps=2221 images/s, loss=1.4494, top1-acc=60.04%, top5-acc=87.24%, remaining_time=0:00:20.135136, arrival_time=2021-04-10 02:21:37.554524, cost_time=0:00:03.638878 2021-04-10 02:21:18,569 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=1.79ms, fps=2229 images/s, loss=1.4597, top1-acc=60.00%, top5-acc=86.76%, remaining_time=0:00:18.673824, arrival_time=2021-04-10 02:21:37.242729, cost_time=0:00:04.788163 2021-04-10 02:21:19,723 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=1.56ms, fps=2218 images/s, loss=1.4509, top1-acc=60.31%, top5-acc=86.95%, remaining_time=0:00:17.354144, arrival_time=2021-04-10 02:21:37.077837, cost_time=0:00:05.943186 2021-04-10 02:21:20,874 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=1.46ms, fps=2225 images/s, loss=1.4510, top1-acc=60.29%, top5-acc=86.96%, remaining_time=0:00:16.080504, arrival_time=2021-04-10 02:21:36.955333, cost_time=0:00:07.094353 2021-04-10 02:21:22,025 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=1.66ms, fps=2226 images/s, loss=1.4580, top1-acc=60.17%, top5-acc=86.84%, remaining_time=0:00:14.840406, arrival_time=2021-04-10 02:21:36.865620, cost_time=0:00:08.244704 2021-04-10 02:21:23,191 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=6.94ms, fps=2197 images/s, loss=1.4682, top1-acc=59.97%, top5-acc=86.60%, remaining_time=0:00:13.645312, arrival_time=2021-04-10 02:21:36.836401, cost_time=0:00:09.410555 2021-04-10 02:21:24,370 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=1.38ms, fps=2171 images/s, loss=1.4722, top1-acc=59.93%, top5-acc=86.49%, remaining_time=0:00:12.473020, arrival_time=2021-04-10 02:21:36.843861, cost_time=0:00:10.590341 2021-04-10 02:21:25,525 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=1.44ms, fps=2219 images/s, loss=1.4730, top1-acc=59.95%, top5-acc=86.51%, remaining_time=0:00:11.274912, arrival_time=2021-04-10 02:21:36.800209, cost_time=0:00:11.744701 2021-04-10 02:21:26,684 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=1.52ms, fps=2210 images/s, loss=1.4784, top1-acc=59.80%, top5-acc=86.46%, remaining_time=0:00:10.088488, arrival_time=2021-04-10 02:21:36.772819, cost_time=0:00:12.903836 2021-04-10 02:21:27,844 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=1.93ms, fps=2208 images/s, loss=1.4847, top1-acc=59.66%, top5-acc=86.43%, remaining_time=0:00:08.907200, arrival_time=2021-04-10 02:21:36.751731, cost_time=0:00:14.064040 2021-04-10 02:21:29,001 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=2.04ms, fps=2214 images/s, loss=1.4877, top1-acc=59.54%, top5-acc=86.32%, remaining_time=0:00:07.727544, arrival_time=2021-04-10 02:21:36.728978, cost_time=0:00:15.220984 2021-04-10 02:21:30,157 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=1.83ms, fps=2216 images/s, loss=1.4886, top1-acc=59.47%, top5-acc=86.27%, remaining_time=0:00:06.550656, arrival_time=2021-04-10 02:21:36.707829, cost_time=0:00:16.376572 2021-04-10 02:21:31,309 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=1.51ms, fps=2224 images/s, loss=1.4894, top1-acc=59.41%, top5-acc=86.25%, remaining_time=0:00:05.375514, arrival_time=2021-04-10 02:21:36.684804, cost_time=0:00:17.528799 2021-04-10 02:21:32,456 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=1.33ms, fps=2233 images/s, loss=1.4890, top1-acc=59.42%, top5-acc=86.26%, remaining_time=0:00:04.202028, arrival_time=2021-04-10 02:21:36.658297, cost_time=0:00:18.675730 2021-04-10 02:21:33,613 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=1.55ms, fps=2213 images/s, loss=1.4938, top1-acc=59.34%, top5-acc=86.19%, remaining_time=0:00:03.033264, arrival_time=2021-04-10 02:21:36.646676, cost_time=0:00:19.832948 2021-04-10 02:21:34,762 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=1.65ms, fps=2228 images/s, loss=1.4947, top1-acc=59.32%, top5-acc=86.27%, remaining_time=0:00:01.865104, arrival_time=2021-04-10 02:21:36.627965, cost_time=0:00:20.982399 2021-04-10 02:21:35,915 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.42ms, fps=2222 images/s, loss=1.4953, top1-acc=59.33%, top5-acc=86.28%, remaining_time=0:00:00.698994, arrival_time=2021-04-10 02:21:36.614331, cost_time=0:00:22.134832 2021-04-10 02:21:36,536 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=0.11ms, fps=2192 images/s, loss=1.4942, top1-acc=59.33%, top5-acc=86.26%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:36.536386, cost_time=0:00:22.755901 2021-04-10 02:21:37,013 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=1.78ms, fps=5387 images/s, loss=2.0900, top1-acc=48.24%, top5-acc=77.66%, remaining_time=0:00:01.425690, arrival_time=2021-04-10 02:21:38.438665, cost_time=0:00:00.475231 2021-04-10 02:21:37,391 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=2.93ms, fps=6773 images/s, loss=2.1006, top1-acc=47.95%, top5-acc=77.32%, remaining_time=0:00:00.853720, arrival_time=2021-04-10 02:21:38.245126, cost_time=0:00:00.853724 2021-04-10 02:21:37,769 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=1.76ms, fps=6784 images/s, loss=2.0922, top1-acc=48.11%, top5-acc=77.27%, remaining_time=0:00:00.410470, arrival_time=2021-04-10 02:21:38.179623, cost_time=0:00:01.231404 2021-04-10 02:21:38,108 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=0.07ms, fps=6841 images/s, loss=2.0862, top1-acc=47.53%, top5-acc=77.29%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:38.108700, cost_time=0:00:01.571048 2021-04-10 02:21:38,616 INFO : Epoch=0021 complete, best val top1-acc=50.48%, top5-acc=77.77% (epoch=19), remaining_time=1:15:07.494228, arrival_time=2021-04-10 03:36:46.110445, cost_time=0:08:48.812169 2021-04-10 02:21:38,617 INFO : Train start, epoch=0022, lr=0.097304 2021-04-10 02:21:39,955 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=1.54ms, fps=1913 images/s, loss=1.5246, top1-acc=59.26%, top5-acc=85.62%, remaining_time=0:00:24.885312, arrival_time=2021-04-10 02:22:04.840467, cost_time=0:00:01.337921 2021-04-10 02:21:41,100 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=1.41ms, fps=2235 images/s, loss=1.4641, top1-acc=60.59%, top5-acc=86.27%, remaining_time=0:00:21.855152, arrival_time=2021-04-10 02:22:02.955957, cost_time=0:00:02.483549 2021-04-10 02:21:42,247 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=1.36ms, fps=2234 images/s, loss=1.4348, top1-acc=60.90%, top5-acc=86.86%, remaining_time=0:00:20.086332, arrival_time=2021-04-10 02:22:02.333685, cost_time=0:00:03.630073 2021-04-10 02:21:43,396 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=1.38ms, fps=2228 images/s, loss=1.4523, top1-acc=60.46%, top5-acc=86.68%, remaining_time=0:00:18.639660, arrival_time=2021-04-10 02:22:02.036313, cost_time=0:00:04.779419 2021-04-10 02:21:44,543 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=1.32ms, fps=2233 images/s, loss=1.4473, top1-acc=60.49%, top5-acc=86.84%, remaining_time=0:00:17.304796, arrival_time=2021-04-10 02:22:01.848344, cost_time=0:00:05.926278 2021-04-10 02:21:45,702 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=2.97ms, fps=2211 images/s, loss=1.4469, top1-acc=60.59%, top5-acc=86.84%, remaining_time=0:00:16.058880, arrival_time=2021-04-10 02:22:01.761102, cost_time=0:00:07.084820 2021-04-10 02:21:46,865 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=1.62ms, fps=2203 images/s, loss=1.4436, top1-acc=60.60%, top5-acc=86.85%, remaining_time=0:00:14.846454, arrival_time=2021-04-10 02:22:01.711819, cost_time=0:00:08.248033 2021-04-10 02:21:48,021 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=1.62ms, fps=2215 images/s, loss=1.4516, top1-acc=60.49%, top5-acc=86.72%, remaining_time=0:00:13.636380, arrival_time=2021-04-10 02:22:01.658102, cost_time=0:00:09.404420 2021-04-10 02:21:49,178 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=1.86ms, fps=2215 images/s, loss=1.4517, top1-acc=60.67%, top5-acc=86.66%, remaining_time=0:00:12.438252, arrival_time=2021-04-10 02:22:01.616439, cost_time=0:00:10.560801 2021-04-10 02:21:50,339 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=1.33ms, fps=2206 images/s, loss=1.4525, top1-acc=60.70%, top5-acc=86.61%, remaining_time=0:00:11.252928, arrival_time=2021-04-10 02:22:01.591934, cost_time=0:00:11.721770 2021-04-10 02:21:51,490 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=1.56ms, fps=2224 images/s, loss=1.4568, top1-acc=60.59%, top5-acc=86.53%, remaining_time=0:00:10.064666, arrival_time=2021-04-10 02:22:01.555343, cost_time=0:00:12.873377 2021-04-10 02:21:52,639 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=1.83ms, fps=2229 images/s, loss=1.4565, top1-acc=60.50%, top5-acc=86.53%, remaining_time=0:00:08.881056, arrival_time=2021-04-10 02:22:01.520922, cost_time=0:00:14.022674 2021-04-10 02:21:53,790 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=1.39ms, fps=2226 images/s, loss=1.4579, top1-acc=60.53%, top5-acc=86.55%, remaining_time=0:00:07.703322, arrival_time=2021-04-10 02:22:01.493825, cost_time=0:00:15.173214 2021-04-10 02:21:54,937 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.46ms, fps=2232 images/s, loss=1.4595, top1-acc=60.44%, top5-acc=86.57%, remaining_time=0:00:06.528256, arrival_time=2021-04-10 02:22:01.466137, cost_time=0:00:16.320615 2021-04-10 02:21:56,091 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=1.57ms, fps=2221 images/s, loss=1.4634, top1-acc=60.32%, top5-acc=86.48%, remaining_time=0:00:05.358632, arrival_time=2021-04-10 02:22:01.449743, cost_time=0:00:17.473763 2021-04-10 02:21:57,239 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=2.22ms, fps=2231 images/s, loss=1.4644, top1-acc=60.32%, top5-acc=86.41%, remaining_time=0:00:04.189932, arrival_time=2021-04-10 02:22:01.429134, cost_time=0:00:18.621993 2021-04-10 02:21:58,397 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=1.96ms, fps=2211 images/s, loss=1.4591, top1-acc=60.44%, top5-acc=86.49%, remaining_time=0:00:03.025230, arrival_time=2021-04-10 02:22:01.422865, cost_time=0:00:19.780370 2021-04-10 02:21:59,547 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=1.36ms, fps=2227 images/s, loss=1.4628, top1-acc=60.40%, top5-acc=86.45%, remaining_time=0:00:01.860464, arrival_time=2021-04-10 02:22:01.407856, cost_time=0:00:20.930151 2021-04-10 02:22:00,705 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=1.26ms, fps=2212 images/s, loss=1.4654, top1-acc=60.37%, top5-acc=86.45%, remaining_time=0:00:00.697512, arrival_time=2021-04-10 02:22:01.402633, cost_time=0:00:22.087917 2021-04-10 02:22:01,322 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=1.26ms, fps=2204 images/s, loss=1.4699, top1-acc=60.32%, top5-acc=86.42%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:01.322684, cost_time=0:00:22.705261 2021-04-10 02:22:01,816 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=2.15ms, fps=5203 images/s, loss=2.1786, top1-acc=48.09%, top5-acc=75.47%, remaining_time=0:00:01.475880, arrival_time=2021-04-10 02:22:03.292347, cost_time=0:00:00.491964 2021-04-10 02:22:02,194 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=1.50ms, fps=6785 images/s, loss=2.1983, top1-acc=47.13%, top5-acc=74.55%, remaining_time=0:00:00.869960, arrival_time=2021-04-10 02:22:03.064341, cost_time=0:00:00.869954 2021-04-10 02:22:02,570 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=1.82ms, fps=6806 images/s, loss=2.1706, top1-acc=48.14%, top5-acc=74.88%, remaining_time=0:00:00.415500, arrival_time=2021-04-10 02:22:02.986403, cost_time=0:00:01.246504 2021-04-10 02:22:02,923 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=0.14ms, fps=6596 images/s, loss=2.1378, top1-acc=48.30%, top5-acc=75.19%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:02.923098, cost_time=0:00:01.598589 2021-04-10 02:22:03,595 INFO : Epoch=0022 complete, best val top1-acc=50.48%, top5-acc=77.77% (epoch=19), remaining_time=1:14:40.672782, arrival_time=2021-04-10 03:36:44.267827, cost_time=0:09:13.791009 2021-04-10 02:22:03,595 INFO : Train start, epoch=0023, lr=0.097044 2021-04-10 02:22:04,952 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=1.50ms, fps=1888 images/s, loss=1.5124, top1-acc=59.30%, top5-acc=86.87%, remaining_time=0:00:25.222716, arrival_time=2021-04-10 02:22:30.174670, cost_time=0:00:01.356060 2021-04-10 02:22:06,105 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=2.12ms, fps=2220 images/s, loss=1.4627, top1-acc=60.74%, top5-acc=87.01%, remaining_time=0:00:22.086768, arrival_time=2021-04-10 02:22:28.192556, cost_time=0:00:02.509853 2021-04-10 02:22:07,253 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=1.63ms, fps=2232 images/s, loss=1.4265, top1-acc=61.16%, top5-acc=87.51%, remaining_time=0:00:20.237724, arrival_time=2021-04-10 02:22:27.491066, cost_time=0:00:03.657408 2021-04-10 02:22:08,419 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=2.93ms, fps=2197 images/s, loss=1.4181, top1-acc=61.39%, top5-acc=87.69%, remaining_time=0:00:18.810168, arrival_time=2021-04-10 02:22:27.229213, cost_time=0:00:04.823114 2021-04-10 02:22:09,575 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=1.40ms, fps=2216 images/s, loss=1.4181, top1-acc=61.29%, top5-acc=87.62%, remaining_time=0:00:17.459410, arrival_time=2021-04-10 02:22:27.034659, cost_time=0:00:05.979246 2021-04-10 02:22:10,725 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=1.50ms, fps=2226 images/s, loss=1.4243, top1-acc=61.11%, top5-acc=87.46%, remaining_time=0:00:16.160880, arrival_time=2021-04-10 02:22:26.886611, cost_time=0:00:07.129823 2021-04-10 02:22:11,877 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=1.56ms, fps=2225 images/s, loss=1.4245, top1-acc=61.22%, top5-acc=87.51%, remaining_time=0:00:14.906052, arrival_time=2021-04-10 02:22:26.783081, cost_time=0:00:08.281135 2021-04-10 02:22:13,030 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=2.10ms, fps=2220 images/s, loss=1.4245, top1-acc=61.09%, top5-acc=87.40%, remaining_time=0:00:13.680344, arrival_time=2021-04-10 02:22:26.710960, cost_time=0:00:09.434728 2021-04-10 02:22:14,191 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=1.55ms, fps=2207 images/s, loss=1.4267, top1-acc=61.00%, top5-acc=87.43%, remaining_time=0:00:12.478850, arrival_time=2021-04-10 02:22:26.669973, cost_time=0:00:10.595227 2021-04-10 02:22:15,347 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=2.33ms, fps=2214 images/s, loss=1.4332, top1-acc=60.90%, top5-acc=87.36%, remaining_time=0:00:11.281920, arrival_time=2021-04-10 02:22:26.629849, cost_time=0:00:11.752040 2021-04-10 02:22:16,493 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=1.35ms, fps=2236 images/s, loss=1.4392, top1-acc=60.78%, top5-acc=87.30%, remaining_time=0:00:10.083414, arrival_time=2021-04-10 02:22:26.576609, cost_time=0:00:12.897336 2021-04-10 02:22:17,644 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=2.03ms, fps=2225 images/s, loss=1.4440, top1-acc=60.68%, top5-acc=87.16%, remaining_time=0:00:08.897396, arrival_time=2021-04-10 02:22:26.541786, cost_time=0:00:14.048505 2021-04-10 02:22:18,792 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=1.36ms, fps=2230 images/s, loss=1.4454, top1-acc=60.73%, top5-acc=87.05%, remaining_time=0:00:07.715400, arrival_time=2021-04-10 02:22:26.508293, cost_time=0:00:15.197035 2021-04-10 02:22:19,942 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=1.81ms, fps=2228 images/s, loss=1.4459, top1-acc=60.73%, top5-acc=87.02%, remaining_time=0:00:06.538560, arrival_time=2021-04-10 02:22:26.480836, cost_time=0:00:16.346444 2021-04-10 02:22:21,093 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=1.58ms, fps=2225 images/s, loss=1.4449, top1-acc=60.78%, top5-acc=87.08%, remaining_time=0:00:05.365900, arrival_time=2021-04-10 02:22:26.459344, cost_time=0:00:17.497538 2021-04-10 02:22:22,247 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=1.56ms, fps=2220 images/s, loss=1.4443, top1-acc=60.85%, top5-acc=87.07%, remaining_time=0:00:04.196520, arrival_time=2021-04-10 02:22:26.443557, cost_time=0:00:18.651196 2021-04-10 02:22:23,409 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=1.84ms, fps=2203 images/s, loss=1.4454, top1-acc=60.83%, top5-acc=87.06%, remaining_time=0:00:03.030352, arrival_time=2021-04-10 02:22:26.440051, cost_time=0:00:19.813877 2021-04-10 02:22:24,559 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=1.42ms, fps=2228 images/s, loss=1.4428, top1-acc=60.96%, top5-acc=87.07%, remaining_time=0:00:01.863392, arrival_time=2021-04-10 02:22:26.422575, cost_time=0:00:20.963243 2021-04-10 02:22:25,702 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.23ms, fps=2240 images/s, loss=1.4466, top1-acc=60.85%, top5-acc=87.03%, remaining_time=0:00:00.698118, arrival_time=2021-04-10 02:22:26.400983, cost_time=0:00:22.107043 2021-04-10 02:22:26,320 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=1.48ms, fps=2202 images/s, loss=1.4459, top1-acc=60.83%, top5-acc=87.04%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:26.320769, cost_time=0:00:22.724950 2021-04-10 02:22:26,806 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=0.28ms, fps=5285 images/s, loss=1.7363, top1-acc=54.61%, top5-acc=81.52%, remaining_time=0:00:01.453020, arrival_time=2021-04-10 02:22:28.259134, cost_time=0:00:00.484338 2021-04-10 02:22:27,180 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=1.74ms, fps=6849 images/s, loss=1.7568, top1-acc=54.80%, top5-acc=81.50%, remaining_time=0:00:00.858460, arrival_time=2021-04-10 02:22:28.038725, cost_time=0:00:00.858457 2021-04-10 02:22:27,562 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=1.78ms, fps=6713 images/s, loss=1.7451, top1-acc=54.78%, top5-acc=81.51%, remaining_time=0:00:00.413420, arrival_time=2021-04-10 02:22:27.975587, cost_time=0:00:01.240264 2021-04-10 02:22:27,904 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=0.09ms, fps=6778 images/s, loss=1.7594, top1-acc=54.61%, top5-acc=81.60%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:27.904867, cost_time=0:00:01.583140 2021-04-10 02:22:28,919 INFO : Epoch=0023 complete, best val top1-acc=54.61%, top5-acc=81.60% (epoch=23), remaining_time=1:14:16.670610, arrival_time=2021-04-10 03:36:45.590076, cost_time=0:09:39.115390 2021-04-10 02:22:28,920 INFO : Train start, epoch=0024, lr=0.096772 2021-04-10 02:22:30,288 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=0.25ms, fps=1872 images/s, loss=1.4589, top1-acc=60.98%, top5-acc=86.84%, remaining_time=0:00:25.437360, arrival_time=2021-04-10 02:22:55.725625, cost_time=0:00:01.367602 2021-04-10 02:22:31,457 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=1.91ms, fps=2191 images/s, loss=1.4223, top1-acc=61.56%, top5-acc=87.15%, remaining_time=0:00:22.325072, arrival_time=2021-04-10 02:22:53.782636, cost_time=0:00:02.536943 2021-04-10 02:22:32,615 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=1.47ms, fps=2212 images/s, loss=1.4222, top1-acc=61.71%, top5-acc=87.06%, remaining_time=0:00:20.446054, arrival_time=2021-04-10 02:22:53.061795, cost_time=0:00:03.695080 2021-04-10 02:22:33,765 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=1.35ms, fps=2228 images/s, loss=1.4145, top1-acc=61.99%, top5-acc=87.19%, remaining_time=0:00:18.896124, arrival_time=2021-04-10 02:22:52.661926, cost_time=0:00:04.845142 2021-04-10 02:22:34,915 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=1.74ms, fps=2227 images/s, loss=1.4013, top1-acc=61.85%, top5-acc=87.54%, remaining_time=0:00:17.505984, arrival_time=2021-04-10 02:22:52.421810, cost_time=0:00:05.995193 2021-04-10 02:22:36,069 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=1.52ms, fps=2220 images/s, loss=1.4037, top1-acc=61.82%, top5-acc=87.57%, remaining_time=0:00:16.204672, arrival_time=2021-04-10 02:22:52.274543, cost_time=0:00:07.149117 2021-04-10 02:22:37,226 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=1.45ms, fps=2214 images/s, loss=1.4059, top1-acc=61.54%, top5-acc=87.48%, remaining_time=0:00:14.950908, arrival_time=2021-04-10 02:22:52.177589, cost_time=0:00:08.306072 2021-04-10 02:22:38,379 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=1.57ms, fps=2223 images/s, loss=1.4085, top1-acc=61.37%, top5-acc=87.48%, remaining_time=0:00:13.714680, arrival_time=2021-04-10 02:22:52.093628, cost_time=0:00:09.458365 2021-04-10 02:22:39,527 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=1.45ms, fps=2231 images/s, loss=1.4075, top1-acc=61.42%, top5-acc=87.53%, remaining_time=0:00:12.491888, arrival_time=2021-04-10 02:22:52.018860, cost_time=0:00:10.606347 2021-04-10 02:22:40,688 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=2.87ms, fps=2206 images/s, loss=1.4004, top1-acc=61.57%, top5-acc=87.59%, remaining_time=0:00:11.296896, arrival_time=2021-04-10 02:22:51.985109, cost_time=0:00:11.767567 2021-04-10 02:22:41,854 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=1.46ms, fps=2197 images/s, loss=1.4061, top1-acc=61.45%, top5-acc=87.51%, remaining_time=0:00:10.111794, arrival_time=2021-04-10 02:22:51.965972, cost_time=0:00:12.933643 2021-04-10 02:22:42,999 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=1.42ms, fps=2236 images/s, loss=1.4089, top1-acc=61.40%, top5-acc=87.44%, remaining_time=0:00:08.916548, arrival_time=2021-04-10 02:22:51.915783, cost_time=0:00:14.078709 2021-04-10 02:22:44,153 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=1.86ms, fps=2220 images/s, loss=1.4096, top1-acc=61.44%, top5-acc=87.50%, remaining_time=0:00:07.733352, arrival_time=2021-04-10 02:22:51.886267, cost_time=0:00:15.232313 2021-04-10 02:22:45,303 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=1.37ms, fps=2226 images/s, loss=1.4133, top1-acc=61.42%, top5-acc=87.42%, remaining_time=0:00:06.553064, arrival_time=2021-04-10 02:22:51.856257, cost_time=0:00:16.382663 2021-04-10 02:22:46,456 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=1.51ms, fps=2221 images/s, loss=1.4161, top1-acc=61.38%, top5-acc=87.38%, remaining_time=0:00:05.377630, arrival_time=2021-04-10 02:22:51.833834, cost_time=0:00:17.535677 2021-04-10 02:22:47,607 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=2.08ms, fps=2225 images/s, loss=1.4207, top1-acc=61.31%, top5-acc=87.29%, remaining_time=0:00:04.204548, arrival_time=2021-04-10 02:22:51.811984, cost_time=0:00:18.686839 2021-04-10 02:22:48,756 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=1.52ms, fps=2228 images/s, loss=1.4229, top1-acc=61.27%, top5-acc=87.25%, remaining_time=0:00:03.033784, arrival_time=2021-04-10 02:22:51.790593, cost_time=0:00:19.836223 2021-04-10 02:22:49,904 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=1.29ms, fps=2232 images/s, loss=1.4255, top1-acc=61.30%, top5-acc=87.19%, remaining_time=0:00:01.865200, arrival_time=2021-04-10 02:22:51.769246, cost_time=0:00:20.983523 2021-04-10 02:22:51,064 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=1.22ms, fps=2207 images/s, loss=1.4276, top1-acc=61.30%, top5-acc=87.10%, remaining_time=0:00:00.699270, arrival_time=2021-04-10 02:22:51.763454, cost_time=0:00:22.143614 2021-04-10 02:22:51,683 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=1.37ms, fps=2197 images/s, loss=1.4305, top1-acc=61.32%, top5-acc=87.07%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:51.683680, cost_time=0:00:22.763126 2021-04-10 02:22:52,179 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=0.45ms, fps=5171 images/s, loss=1.8380, top1-acc=53.24%, top5-acc=80.55%, remaining_time=0:00:01.485090, arrival_time=2021-04-10 02:22:53.664906, cost_time=0:00:00.495028 2021-04-10 02:22:52,556 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=2.12ms, fps=6797 images/s, loss=1.8281, top1-acc=52.77%, top5-acc=81.05%, remaining_time=0:00:00.872020, arrival_time=2021-04-10 02:22:53.428861, cost_time=0:00:00.872017 2021-04-10 02:22:52,944 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=2.58ms, fps=6613 images/s, loss=1.8305, top1-acc=52.86%, top5-acc=80.95%, remaining_time=0:00:00.419960, arrival_time=2021-04-10 02:22:53.364679, cost_time=0:00:01.259884 2021-04-10 02:22:53,285 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.06ms, fps=6827 images/s, loss=1.8260, top1-acc=52.42%, top5-acc=80.61%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:53.284982, cost_time=0:00:01.600234 2021-04-10 02:22:53,818 INFO : Epoch=0024 complete, best val top1-acc=54.61%, top5-acc=81.60% (epoch=23), remaining_time=1:13:49.440928, arrival_time=2021-04-10 03:36:43.259638, cost_time=0:10:04.014671 2021-04-10 02:22:53,819 INFO : Train start, epoch=0025, lr=0.096489 2021-04-10 02:22:55,165 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=1.43ms, fps=1903 images/s, loss=1.3468, top1-acc=62.85%, top5-acc=88.67%, remaining_time=0:00:25.027602, arrival_time=2021-04-10 02:23:20.192835, cost_time=0:00:01.345567 2021-04-10 02:22:56,315 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=1.88ms, fps=2227 images/s, loss=1.3045, top1-acc=64.22%, top5-acc=89.18%, remaining_time=0:00:21.962688, arrival_time=2021-04-10 02:23:18.278113, cost_time=0:00:02.495753 2021-04-10 02:22:57,466 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=1.30ms, fps=2225 images/s, loss=1.3284, top1-acc=64.17%, top5-acc=88.74%, remaining_time=0:00:20.178296, arrival_time=2021-04-10 02:23:17.644707, cost_time=0:00:03.646673 2021-04-10 02:22:58,623 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=1.53ms, fps=2214 images/s, loss=1.3312, top1-acc=64.04%, top5-acc=88.71%, remaining_time=0:00:18.734508, arrival_time=2021-04-10 02:23:17.357991, cost_time=0:00:04.803732 2021-04-10 02:22:59,779 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=1.64ms, fps=2215 images/s, loss=1.3423, top1-acc=63.67%, top5-acc=88.52%, remaining_time=0:00:17.402762, arrival_time=2021-04-10 02:23:17.182370, cost_time=0:00:05.959858 2021-04-10 02:23:00,938 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=2.08ms, fps=2210 images/s, loss=1.3518, top1-acc=63.36%, top5-acc=88.40%, remaining_time=0:00:16.136264, arrival_time=2021-04-10 02:23:17.074929, cost_time=0:00:07.118953 2021-04-10 02:23:02,087 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=1.91ms, fps=2229 images/s, loss=1.3508, top1-acc=63.49%, top5-acc=88.33%, remaining_time=0:00:14.881860, arrival_time=2021-04-10 02:23:16.969238, cost_time=0:00:08.267680 2021-04-10 02:23:03,234 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=1.86ms, fps=2233 images/s, loss=1.3543, top1-acc=63.40%, top5-acc=88.21%, remaining_time=0:00:13.651228, arrival_time=2021-04-10 02:23:16.885565, cost_time=0:00:09.414604 2021-04-10 02:23:04,389 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=1.53ms, fps=2217 images/s, loss=1.3589, top1-acc=63.28%, top5-acc=88.08%, remaining_time=0:00:12.448852, arrival_time=2021-04-10 02:23:16.838327, cost_time=0:00:10.569758 2021-04-10 02:23:05,544 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=1.54ms, fps=2218 images/s, loss=1.3603, top1-acc=63.27%, top5-acc=88.10%, remaining_time=0:00:11.255520, arrival_time=2021-04-10 02:23:16.799716, cost_time=0:00:11.724458 2021-04-10 02:23:06,693 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.40ms, fps=2230 images/s, loss=1.3649, top1-acc=63.07%, top5-acc=88.00%, remaining_time=0:00:10.064408, arrival_time=2021-04-10 02:23:16.757362, cost_time=0:00:12.873103 2021-04-10 02:23:07,845 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=2.10ms, fps=2223 images/s, loss=1.3667, top1-acc=63.01%, top5-acc=88.02%, remaining_time=0:00:08.882880, arrival_time=2021-04-10 02:23:16.728357, cost_time=0:00:14.025577 2021-04-10 02:23:08,999 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=1.59ms, fps=2219 images/s, loss=1.3716, top1-acc=62.90%, top5-acc=87.95%, remaining_time=0:00:07.706820, arrival_time=2021-04-10 02:23:16.706593, cost_time=0:00:15.180088 2021-04-10 02:23:10,148 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=1.61ms, fps=2230 images/s, loss=1.3781, top1-acc=62.77%, top5-acc=87.88%, remaining_time=0:00:06.531448, arrival_time=2021-04-10 02:23:16.679678, cost_time=0:00:16.328569 2021-04-10 02:23:11,303 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=1.91ms, fps=2217 images/s, loss=1.3823, top1-acc=62.64%, top5-acc=87.77%, remaining_time=0:00:05.361714, arrival_time=2021-04-10 02:23:16.665245, cost_time=0:00:17.483819 2021-04-10 02:23:12,456 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=1.46ms, fps=2222 images/s, loss=1.3819, top1-acc=62.66%, top5-acc=87.76%, remaining_time=0:00:04.193172, arrival_time=2021-04-10 02:23:16.649141, cost_time=0:00:18.636272 2021-04-10 02:23:13,606 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=1.53ms, fps=2227 images/s, loss=1.3867, top1-acc=62.50%, top5-acc=87.69%, remaining_time=0:00:03.026166, arrival_time=2021-04-10 02:23:16.632269, cost_time=0:00:19.786444 2021-04-10 02:23:14,752 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=1.48ms, fps=2235 images/s, loss=1.3912, top1-acc=62.43%, top5-acc=87.63%, remaining_time=0:00:01.860672, arrival_time=2021-04-10 02:23:16.612825, cost_time=0:00:20.932499 2021-04-10 02:23:15,906 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=1.31ms, fps=2219 images/s, loss=1.3914, top1-acc=62.42%, top5-acc=87.64%, remaining_time=0:00:00.697464, arrival_time=2021-04-10 02:23:16.603574, cost_time=0:00:22.086402 2021-04-10 02:23:16,529 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=1.26ms, fps=2185 images/s, loss=1.3910, top1-acc=62.47%, top5-acc=87.63%, remaining_time=0:00:00, arrival_time=2021-04-10 02:23:16.529020, cost_time=0:00:22.709365 2021-04-10 02:23:16,980 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=0.41ms, fps=5682 images/s, loss=1.7742, top1-acc=54.69%, top5-acc=81.25%, remaining_time=0:00:01.351590, arrival_time=2021-04-10 02:23:18.332019, cost_time=0:00:00.450526 2021-04-10 02:23:17,350 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=1.41ms, fps=6925 images/s, loss=1.8428, top1-acc=53.50%, top5-acc=80.10%, remaining_time=0:00:00.820580, arrival_time=2021-04-10 02:23:18.171070, cost_time=0:00:00.820581 2021-04-10 02:23:17,722 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=1.40ms, fps=6880 images/s, loss=1.8492, top1-acc=53.33%, top5-acc=79.70%, remaining_time=0:00:00.397670, arrival_time=2021-04-10 02:23:18.120606, cost_time=0:00:01.193022 2021-04-10 02:23:18,059 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.07ms, fps=6899 images/s, loss=1.8419, top1-acc=53.39%, top5-acc=79.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:23:18.059549, cost_time=0:00:01.529676 2021-04-10 02:23:18,646 INFO : Epoch=0025 complete, best val top1-acc=54.61%, top5-acc=81.60% (epoch=23), remaining_time=1:13:21.894875, arrival_time=2021-04-10 03:36:40.541016, cost_time=0:10:28.842126 2021-04-10 02:23:18,646 INFO : Train start, epoch=0026, lr=0.096194 2021-04-10 02:23:20,042 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=2.27ms, fps=1834 images/s, loss=1.3793, top1-acc=63.28%, top5-acc=87.42%, remaining_time=0:00:25.961880, arrival_time=2021-04-10 02:23:46.004710, cost_time=0:00:01.395804 2021-04-10 02:23:21,203 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=1.45ms, fps=2206 images/s, loss=1.3588, top1-acc=63.55%, top5-acc=87.62%, remaining_time=0:00:22.498784, arrival_time=2021-04-10 02:23:43.702491, cost_time=0:00:02.556676 2021-04-10 02:23:22,358 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=2.09ms, fps=2219 images/s, loss=1.3546, top1-acc=63.36%, top5-acc=87.71%, remaining_time=0:00:20.534532, arrival_time=2021-04-10 02:23:42.892607, cost_time=0:00:03.711063 2021-04-10 02:23:23,500 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=1.52ms, fps=2242 images/s, loss=1.3475, top1-acc=63.46%, top5-acc=87.90%, remaining_time=0:00:18.928572, arrival_time=2021-04-10 02:23:42.429007, cost_time=0:00:04.853476 2021-04-10 02:23:24,655 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=1.73ms, fps=2219 images/s, loss=1.3404, top1-acc=63.89%, top5-acc=88.05%, remaining_time=0:00:17.542776, arrival_time=2021-04-10 02:23:42.197666, cost_time=0:00:06.007798 2021-04-10 02:23:25,802 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=1.53ms, fps=2232 images/s, loss=1.3432, top1-acc=63.84%, top5-acc=88.18%, remaining_time=0:00:16.219904, arrival_time=2021-04-10 02:23:42.022724, cost_time=0:00:07.155817 2021-04-10 02:23:26,949 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=1.35ms, fps=2234 images/s, loss=1.3425, top1-acc=63.73%, top5-acc=88.22%, remaining_time=0:00:14.943726, arrival_time=2021-04-10 02:23:41.892855, cost_time=0:00:08.302096 2021-04-10 02:23:28,100 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=1.59ms, fps=2225 images/s, loss=1.3418, top1-acc=63.80%, top5-acc=88.21%, remaining_time=0:00:13.707024, arrival_time=2021-04-10 02:23:41.807163, cost_time=0:00:09.453137 2021-04-10 02:23:29,248 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=1.51ms, fps=2230 images/s, loss=1.3519, top1-acc=63.41%, top5-acc=88.19%, remaining_time=0:00:12.486058, arrival_time=2021-04-10 02:23:41.734447, cost_time=0:00:10.601344 2021-04-10 02:23:30,412 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.88ms, fps=2201 images/s, loss=1.3543, top1-acc=63.26%, top5-acc=88.16%, remaining_time=0:00:11.294592, arrival_time=2021-04-10 02:23:41.706747, cost_time=0:00:11.765206 2021-04-10 02:23:31,562 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=1.40ms, fps=2227 images/s, loss=1.3551, top1-acc=63.29%, top5-acc=88.09%, remaining_time=0:00:10.097260, arrival_time=2021-04-10 02:23:41.659382, cost_time=0:00:12.915078 2021-04-10 02:23:32,713 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.34ms, fps=2226 images/s, loss=1.3577, top1-acc=63.21%, top5-acc=88.06%, remaining_time=0:00:08.908416, arrival_time=2021-04-10 02:23:41.621420, cost_time=0:00:14.065975 2021-04-10 02:23:33,865 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=2.20ms, fps=2223 images/s, loss=1.3604, top1-acc=63.19%, top5-acc=88.05%, remaining_time=0:00:07.726224, arrival_time=2021-04-10 02:23:41.591597, cost_time=0:00:15.218343 2021-04-10 02:23:35,017 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=1.68ms, fps=2223 images/s, loss=1.3600, top1-acc=63.23%, top5-acc=88.03%, remaining_time=0:00:06.548136, arrival_time=2021-04-10 02:23:41.565439, cost_time=0:00:16.370279 2021-04-10 02:23:36,167 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=1.36ms, fps=2226 images/s, loss=1.3601, top1-acc=63.24%, top5-acc=87.99%, remaining_time=0:00:05.373030, arrival_time=2021-04-10 02:23:41.540759, cost_time=0:00:17.520706 2021-04-10 02:23:37,314 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=1.76ms, fps=2234 images/s, loss=1.3653, top1-acc=63.19%, top5-acc=87.95%, remaining_time=0:00:04.200156, arrival_time=2021-04-10 02:23:41.514532, cost_time=0:00:18.667374 2021-04-10 02:23:38,466 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=1.41ms, fps=2223 images/s, loss=1.3672, top1-acc=63.15%, top5-acc=87.87%, remaining_time=0:00:03.031184, arrival_time=2021-04-10 02:23:41.497399, cost_time=0:00:19.819222 2021-04-10 02:23:39,644 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=1.69ms, fps=2174 images/s, loss=1.3687, top1-acc=63.16%, top5-acc=87.88%, remaining_time=0:00:01.866416, arrival_time=2021-04-10 02:23:41.510560, cost_time=0:00:20.997093 2021-04-10 02:23:40,803 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=1.23ms, fps=2210 images/s, loss=1.3716, top1-acc=63.12%, top5-acc=87.82%, remaining_time=0:00:00.699672, arrival_time=2021-04-10 02:23:41.502914, cost_time=0:00:22.156185 2021-04-10 02:23:41,426 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=1.21ms, fps=2184 images/s, loss=1.3709, top1-acc=63.14%, top5-acc=87.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:23:41.426493, cost_time=0:00:22.779536 2021-04-10 02:23:41,915 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=0.29ms, fps=5245 images/s, loss=1.8451, top1-acc=54.49%, top5-acc=79.34%, remaining_time=0:00:01.464300, arrival_time=2021-04-10 02:23:43.379936, cost_time=0:00:00.488100 2021-04-10 02:23:42,294 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=1.28ms, fps=6759 images/s, loss=1.9007, top1-acc=53.28%, top5-acc=78.34%, remaining_time=0:00:00.867220, arrival_time=2021-04-10 02:23:43.162047, cost_time=0:00:00.867229 2021-04-10 02:23:42,670 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=3.03ms, fps=6829 images/s, loss=1.8894, top1-acc=53.44%, top5-acc=78.62%, remaining_time=0:00:00.414210, arrival_time=2021-04-10 02:23:43.084390, cost_time=0:00:01.242635 2021-04-10 02:23:43,008 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=0.08ms, fps=6870 images/s, loss=1.9110, top1-acc=53.40%, top5-acc=78.65%, remaining_time=0:00:00, arrival_time=2021-04-10 02:23:43.008243, cost_time=0:00:01.580743 2021-04-10 02:23:43,567 INFO : Epoch=0026 complete, best val top1-acc=54.61%, top5-acc=81.60% (epoch=23), remaining_time=1:12:55.186326, arrival_time=2021-04-10 03:36:38.753828, cost_time=0:10:53.763467 2021-04-10 02:23:43,568 INFO : Train start, epoch=0027, lr=0.095888 2021-04-10 02:23:44,898 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=1.45ms, fps=1925 images/s, loss=1.3462, top1-acc=63.44%, top5-acc=88.09%, remaining_time=0:00:24.739860, arrival_time=2021-04-10 02:24:09.638231, cost_time=0:00:01.330095 2021-04-10 02:23:46,049 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=1.49ms, fps=2226 images/s, loss=1.3677, top1-acc=62.87%, top5-acc=88.24%, remaining_time=0:00:21.831392, arrival_time=2021-04-10 02:24:07.880461, cost_time=0:00:02.480849 2021-04-10 02:23:47,200 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=1.36ms, fps=2224 images/s, loss=1.3512, top1-acc=62.98%, top5-acc=88.55%, remaining_time=0:00:20.097786, arrival_time=2021-04-10 02:24:07.298222, cost_time=0:00:03.632129 2021-04-10 02:23:48,353 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=1.88ms, fps=2223 images/s, loss=1.3538, top1-acc=63.40%, top5-acc=88.33%, remaining_time=0:00:18.660408, arrival_time=2021-04-10 02:24:07.013368, cost_time=0:00:04.784717 2021-04-10 02:23:49,511 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=1.40ms, fps=2210 images/s, loss=1.3545, top1-acc=63.09%, top5-acc=88.35%, remaining_time=0:00:17.354874, arrival_time=2021-04-10 02:24:06.866536, cost_time=0:00:05.943438 2021-04-10 02:23:50,657 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=1.45ms, fps=2234 images/s, loss=1.3499, top1-acc=63.26%, top5-acc=88.50%, remaining_time=0:00:16.069760, arrival_time=2021-04-10 02:24:06.727578, cost_time=0:00:07.089627 2021-04-10 02:23:51,812 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=1.46ms, fps=2218 images/s, loss=1.3497, top1-acc=63.30%, top5-acc=88.45%, remaining_time=0:00:14.839650, arrival_time=2021-04-10 02:24:06.652176, cost_time=0:00:08.244242 2021-04-10 02:23:52,964 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=1.29ms, fps=2223 images/s, loss=1.3619, top1-acc=63.19%, top5-acc=88.15%, remaining_time=0:00:13.624896, arrival_time=2021-04-10 02:24:06.589564, cost_time=0:00:09.396456 2021-04-10 02:23:54,110 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=1.40ms, fps=2236 images/s, loss=1.3559, top1-acc=63.40%, top5-acc=88.22%, remaining_time=0:00:12.415992, arrival_time=2021-04-10 02:24:06.526078, cost_time=0:00:10.541898 2021-04-10 02:23:55,258 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=1.43ms, fps=2231 images/s, loss=1.3547, top1-acc=63.43%, top5-acc=88.26%, remaining_time=0:00:11.222208, arrival_time=2021-04-10 02:24:06.480239, cost_time=0:00:11.689773 2021-04-10 02:23:56,406 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=1.85ms, fps=2231 images/s, loss=1.3544, top1-acc=63.47%, top5-acc=88.24%, remaining_time=0:00:10.036716, arrival_time=2021-04-10 02:24:06.442650, cost_time=0:00:12.837690 2021-04-10 02:23:57,555 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=1.34ms, fps=2228 images/s, loss=1.3548, top1-acc=63.40%, top5-acc=88.26%, remaining_time=0:00:08.858408, arrival_time=2021-04-10 02:24:06.413650, cost_time=0:00:13.987004 2021-04-10 02:23:58,711 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=1.45ms, fps=2215 images/s, loss=1.3574, top1-acc=63.41%, top5-acc=88.17%, remaining_time=0:00:07.688010, arrival_time=2021-04-10 02:24:06.399436, cost_time=0:00:15.143076 2021-04-10 02:23:59,864 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=1.56ms, fps=2222 images/s, loss=1.3572, top1-acc=63.43%, top5-acc=88.13%, remaining_time=0:00:06.518344, arrival_time=2021-04-10 02:24:06.382470, cost_time=0:00:16.295844 2021-04-10 02:24:01,017 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=1.82ms, fps=2220 images/s, loss=1.3569, top1-acc=63.44%, top5-acc=88.12%, remaining_time=0:00:05.351180, arrival_time=2021-04-10 02:24:06.368845, cost_time=0:00:17.449459 2021-04-10 02:24:02,177 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=1.42ms, fps=2208 images/s, loss=1.3544, top1-acc=63.46%, top5-acc=88.14%, remaining_time=0:00:04.187052, arrival_time=2021-04-10 02:24:06.364444, cost_time=0:00:18.609050 2021-04-10 02:24:03,330 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=1.61ms, fps=2221 images/s, loss=1.3537, top1-acc=63.47%, top5-acc=88.15%, remaining_time=0:00:03.022474, arrival_time=2021-04-10 02:24:06.353094, cost_time=0:00:19.762355 2021-04-10 02:24:04,480 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=1.67ms, fps=2228 images/s, loss=1.3578, top1-acc=63.38%, top5-acc=88.08%, remaining_time=0:00:01.858848, arrival_time=2021-04-10 02:24:06.339084, cost_time=0:00:20.912034 2021-04-10 02:24:05,635 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.36ms, fps=2218 images/s, loss=1.3603, top1-acc=63.37%, top5-acc=88.02%, remaining_time=0:00:00.696846, arrival_time=2021-04-10 02:24:06.331942, cost_time=0:00:22.066839 2021-04-10 02:24:06,255 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=1.47ms, fps=2193 images/s, loss=1.3610, top1-acc=63.38%, top5-acc=88.01%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:06.255736, cost_time=0:00:22.687572 2021-04-10 02:24:06,702 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=0.20ms, fps=5737 images/s, loss=1.8427, top1-acc=53.24%, top5-acc=80.39%, remaining_time=0:00:01.338630, arrival_time=2021-04-10 02:24:08.041436, cost_time=0:00:00.446208 2021-04-10 02:24:07,079 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=3.02ms, fps=6817 images/s, loss=1.8522, top1-acc=53.03%, top5-acc=80.23%, remaining_time=0:00:00.822100, arrival_time=2021-04-10 02:24:07.901019, cost_time=0:00:00.822094 2021-04-10 02:24:07,452 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=1.87ms, fps=6856 images/s, loss=1.8779, top1-acc=52.79%, top5-acc=80.07%, remaining_time=0:00:00.398750, arrival_time=2021-04-10 02:24:07.851646, cost_time=0:00:01.196243 2021-04-10 02:24:07,794 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=0.08ms, fps=6797 images/s, loss=1.8694, top1-acc=52.56%, top5-acc=79.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:07.794706, cost_time=0:00:01.538116 2021-04-10 02:24:08,314 INFO : Epoch=0027 complete, best val top1-acc=54.61%, top5-acc=81.60% (epoch=23), remaining_time=1:12:27.494325, arrival_time=2021-04-10 03:36:35.809067, cost_time=0:11:18.510670 2021-04-10 02:24:08,315 INFO : Train start, epoch=0028, lr=0.095570 2021-04-10 02:24:09,638 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=1.45ms, fps=1936 images/s, loss=1.2425, top1-acc=65.66%, top5-acc=89.73%, remaining_time=0:00:24.591432, arrival_time=2021-04-10 02:24:34.229483, cost_time=0:00:01.322118 2021-04-10 02:24:10,790 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=1.47ms, fps=2223 images/s, loss=1.2739, top1-acc=65.23%, top5-acc=89.47%, remaining_time=0:00:21.774720, arrival_time=2021-04-10 02:24:32.565080, cost_time=0:00:02.474409 2021-04-10 02:24:11,937 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=1.54ms, fps=2232 images/s, loss=1.2900, top1-acc=65.09%, top5-acc=89.24%, remaining_time=0:00:20.041346, arrival_time=2021-04-10 02:24:31.979219, cost_time=0:00:03.621928 2021-04-10 02:24:13,087 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=1.52ms, fps=2228 images/s, loss=1.3045, top1-acc=64.81%, top5-acc=89.05%, remaining_time=0:00:18.609396, arrival_time=2021-04-10 02:24:31.696944, cost_time=0:00:04.771623 2021-04-10 02:24:14,241 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.81ms, fps=2220 images/s, loss=1.3008, top1-acc=64.99%, top5-acc=89.06%, remaining_time=0:00:17.301730, arrival_time=2021-04-10 02:24:31.542862, cost_time=0:00:05.925256 2021-04-10 02:24:15,391 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=2.06ms, fps=2226 images/s, loss=1.3042, top1-acc=64.78%, top5-acc=89.01%, remaining_time=0:00:16.038208, arrival_time=2021-04-10 02:24:31.429808, cost_time=0:00:07.075657 2021-04-10 02:24:16,554 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=1.49ms, fps=2204 images/s, loss=1.3074, top1-acc=64.91%, top5-acc=88.93%, remaining_time=0:00:14.828310, arrival_time=2021-04-10 02:24:31.382248, cost_time=0:00:08.237937 2021-04-10 02:24:17,708 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=3.78ms, fps=2218 images/s, loss=1.3104, top1-acc=64.85%, top5-acc=88.88%, remaining_time=0:00:13.619676, arrival_time=2021-04-10 02:24:31.328468, cost_time=0:00:09.392894 2021-04-10 02:24:18,855 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=1.47ms, fps=2233 images/s, loss=1.3129, top1-acc=64.70%, top5-acc=88.82%, remaining_time=0:00:12.413872, arrival_time=2021-04-10 02:24:31.269774, cost_time=0:00:10.540048 2021-04-10 02:24:20,008 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=1.42ms, fps=2222 images/s, loss=1.3154, top1-acc=64.61%, top5-acc=88.76%, remaining_time=0:00:11.224800, arrival_time=2021-04-10 02:24:31.233314, cost_time=0:00:11.692496 2021-04-10 02:24:21,162 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=1.33ms, fps=2219 images/s, loss=1.3203, top1-acc=64.53%, top5-acc=88.73%, remaining_time=0:00:10.044026, arrival_time=2021-04-10 02:24:31.206921, cost_time=0:00:12.846998 2021-04-10 02:24:22,318 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=1.55ms, fps=2216 images/s, loss=1.3185, top1-acc=64.48%, top5-acc=88.78%, remaining_time=0:00:08.868440, arrival_time=2021-04-10 02:24:31.187198, cost_time=0:00:14.002794 2021-04-10 02:24:23,467 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=1.56ms, fps=2231 images/s, loss=1.3224, top1-acc=64.42%, top5-acc=88.71%, remaining_time=0:00:07.692102, arrival_time=2021-04-10 02:24:31.159135, cost_time=0:00:15.151113 2021-04-10 02:24:24,621 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=2.19ms, fps=2218 images/s, loss=1.3214, top1-acc=64.41%, top5-acc=88.73%, remaining_time=0:00:06.522432, arrival_time=2021-04-10 02:24:31.144293, cost_time=0:00:16.306010 2021-04-10 02:24:25,772 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=1.80ms, fps=2227 images/s, loss=1.3222, top1-acc=64.39%, top5-acc=88.70%, remaining_time=0:00:05.353204, arrival_time=2021-04-10 02:24:31.125265, cost_time=0:00:17.456119 2021-04-10 02:24:26,925 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=1.81ms, fps=2221 images/s, loss=1.3219, top1-acc=64.45%, top5-acc=88.65%, remaining_time=0:00:04.187124, arrival_time=2021-04-10 02:24:31.112501, cost_time=0:00:18.609442 2021-04-10 02:24:28,076 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=1.51ms, fps=2224 images/s, loss=1.3236, top1-acc=64.44%, top5-acc=88.60%, remaining_time=0:00:03.022266, arrival_time=2021-04-10 02:24:31.099024, cost_time=0:00:19.760897 2021-04-10 02:24:29,236 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=1.44ms, fps=2209 images/s, loss=1.3214, top1-acc=64.42%, top5-acc=88.65%, remaining_time=0:00:01.859600, arrival_time=2021-04-10 02:24:31.095954, cost_time=0:00:20.920445 2021-04-10 02:24:30,385 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.40ms, fps=2230 images/s, loss=1.3223, top1-acc=64.38%, top5-acc=88.66%, remaining_time=0:00:00.696918, arrival_time=2021-04-10 02:24:31.081900, cost_time=0:00:22.069022 2021-04-10 02:24:31,004 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=1.41ms, fps=2196 images/s, loss=1.3207, top1-acc=64.40%, top5-acc=88.69%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:31.004873, cost_time=0:00:22.689018 2021-04-10 02:24:31,459 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=6.51ms, fps=5639 images/s, loss=1.9112, top1-acc=52.73%, top5-acc=80.12%, remaining_time=0:00:01.361760, arrival_time=2021-04-10 02:24:32.821591, cost_time=0:00:00.453920 2021-04-10 02:24:31,832 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=1.38ms, fps=6881 images/s, loss=1.9531, top1-acc=52.01%, top5-acc=79.12%, remaining_time=0:00:00.826480, arrival_time=2021-04-10 02:24:32.658855, cost_time=0:00:00.826476 2021-04-10 02:24:32,207 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=1.27ms, fps=6841 images/s, loss=1.9552, top1-acc=52.10%, top5-acc=79.22%, remaining_time=0:00:00.400400, arrival_time=2021-04-10 02:24:32.607449, cost_time=0:00:01.201201 2021-04-10 02:24:32,548 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.08ms, fps=6805 images/s, loss=1.9649, top1-acc=52.07%, top5-acc=79.19%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:32.548311, cost_time=0:00:01.542491 2021-04-10 02:24:33,064 INFO : Epoch=0028 complete, best val top1-acc=54.61%, top5-acc=81.60% (epoch=23), remaining_time=1:12:00.026132, arrival_time=2021-04-10 03:36:33.090236, cost_time=0:11:43.260080 2021-04-10 02:24:33,064 INFO : Train start, epoch=0029, lr=0.095241 2021-04-10 02:24:34,383 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=0.23ms, fps=1942 images/s, loss=1.3401, top1-acc=63.55%, top5-acc=89.18%, remaining_time=0:00:24.519264, arrival_time=2021-04-10 02:24:58.902329, cost_time=0:00:01.318242 2021-04-10 02:24:35,535 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=1.27ms, fps=2223 images/s, loss=1.2904, top1-acc=64.69%, top5-acc=89.24%, remaining_time=0:00:21.738288, arrival_time=2021-04-10 02:24:57.273388, cost_time=0:00:02.470258 2021-04-10 02:24:36,681 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=1.43ms, fps=2234 images/s, loss=1.2807, top1-acc=64.58%, top5-acc=89.43%, remaining_time=0:00:20.012130, arrival_time=2021-04-10 02:24:56.693598, cost_time=0:00:03.616637 2021-04-10 02:24:37,837 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=1.78ms, fps=2215 images/s, loss=1.2877, top1-acc=64.48%, top5-acc=89.38%, remaining_time=0:00:18.613452, arrival_time=2021-04-10 02:24:56.451054, cost_time=0:00:04.772691 2021-04-10 02:24:38,986 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=2.13ms, fps=2229 images/s, loss=1.2863, top1-acc=64.73%, top5-acc=89.41%, remaining_time=0:00:17.291802, arrival_time=2021-04-10 02:24:56.278505, cost_time=0:00:05.921834 2021-04-10 02:24:40,142 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=1.33ms, fps=2217 images/s, loss=1.2957, top1-acc=64.51%, top5-acc=89.21%, remaining_time=0:00:16.041608, arrival_time=2021-04-10 02:24:56.183730, cost_time=0:00:07.077170 2021-04-10 02:24:41,294 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=1.81ms, fps=2224 images/s, loss=1.2887, top1-acc=64.73%, top5-acc=89.20%, remaining_time=0:00:14.812812, arrival_time=2021-04-10 02:24:56.107014, cost_time=0:00:08.229352 2021-04-10 02:24:42,440 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=1.63ms, fps=2235 images/s, loss=1.2957, top1-acc=64.70%, top5-acc=89.08%, remaining_time=0:00:13.594272, arrival_time=2021-04-10 02:24:56.034508, cost_time=0:00:09.375356 2021-04-10 02:24:43,584 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=1.36ms, fps=2238 images/s, loss=1.3003, top1-acc=64.62%, top5-acc=89.06%, remaining_time=0:00:12.390022, arrival_time=2021-04-10 02:24:55.974659, cost_time=0:00:10.519853 2021-04-10 02:24:44,732 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=1.33ms, fps=2230 images/s, loss=1.2986, top1-acc=64.71%, top5-acc=89.06%, remaining_time=0:00:11.201280, arrival_time=2021-04-10 02:24:55.934144, cost_time=0:00:11.668016 2021-04-10 02:24:45,880 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=1.78ms, fps=2232 images/s, loss=1.2976, top1-acc=64.78%, top5-acc=89.01%, remaining_time=0:00:10.019344, arrival_time=2021-04-10 02:24:55.899608, cost_time=0:00:12.815433 2021-04-10 02:24:47,030 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=1.54ms, fps=2226 images/s, loss=1.2984, top1-acc=64.79%, top5-acc=89.00%, remaining_time=0:00:08.845184, arrival_time=2021-04-10 02:24:55.876082, cost_time=0:00:13.966032 2021-04-10 02:24:48,190 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=1.82ms, fps=2208 images/s, loss=1.2963, top1-acc=64.83%, top5-acc=89.03%, remaining_time=0:00:07.679364, arrival_time=2021-04-10 02:24:55.870265, cost_time=0:00:15.126077 2021-04-10 02:24:49,345 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=1.39ms, fps=2218 images/s, loss=1.2980, top1-acc=64.82%, top5-acc=89.00%, remaining_time=0:00:06.512240, arrival_time=2021-04-10 02:24:55.857781, cost_time=0:00:16.280667 2021-04-10 02:24:50,513 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=2.08ms, fps=2192 images/s, loss=1.3004, top1-acc=64.74%, top5-acc=88.94%, remaining_time=0:00:05.351042, arrival_time=2021-04-10 02:24:55.864929, cost_time=0:00:17.449116 2021-04-10 02:24:51,677 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=1.75ms, fps=2202 images/s, loss=1.3004, top1-acc=64.79%, top5-acc=88.91%, remaining_time=0:00:04.187772, arrival_time=2021-04-10 02:24:55.864877, cost_time=0:00:18.612280 2021-04-10 02:24:52,843 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=1.90ms, fps=2196 images/s, loss=1.3014, top1-acc=64.72%, top5-acc=88.89%, remaining_time=0:00:03.024970, arrival_time=2021-04-10 02:24:55.868440, cost_time=0:00:19.778602 2021-04-10 02:24:53,989 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=1.61ms, fps=2235 images/s, loss=1.3036, top1-acc=64.63%, top5-acc=88.83%, remaining_time=0:00:01.859984, arrival_time=2021-04-10 02:24:55.849595, cost_time=0:00:20.924826 2021-04-10 02:24:55,138 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=1.43ms, fps=2229 images/s, loss=1.3110, top1-acc=64.46%, top5-acc=88.74%, remaining_time=0:00:00.697068, arrival_time=2021-04-10 02:24:55.835682, cost_time=0:00:22.073840 2021-04-10 02:24:55,754 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=1.26ms, fps=2210 images/s, loss=1.3149, top1-acc=64.33%, top5-acc=88.67%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:55.754317, cost_time=0:00:22.689536 2021-04-10 02:24:56,205 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=2.40ms, fps=5692 images/s, loss=1.8072, top1-acc=54.53%, top5-acc=81.05%, remaining_time=0:00:01.349190, arrival_time=2021-04-10 02:24:57.554346, cost_time=0:00:00.449728 2021-04-10 02:24:56,578 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=1.52ms, fps=6872 images/s, loss=1.8492, top1-acc=53.75%, top5-acc=80.23%, remaining_time=0:00:00.822680, arrival_time=2021-04-10 02:24:57.400791, cost_time=0:00:00.822690 2021-04-10 02:24:56,957 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=2.15ms, fps=6752 images/s, loss=1.8801, top1-acc=53.06%, top5-acc=79.88%, remaining_time=0:00:00.400770, arrival_time=2021-04-10 02:24:57.358562, cost_time=0:00:01.202303 2021-04-10 02:24:57,297 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=0.10ms, fps=6845 images/s, loss=1.8626, top1-acc=53.61%, top5-acc=80.04%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:57.297296, cost_time=0:00:01.541948 2021-04-10 02:24:57,792 INFO : Epoch=0029 complete, best val top1-acc=54.61%, top5-acc=81.60% (epoch=23), remaining_time=1:11:32.622405, arrival_time=2021-04-10 03:36:30.415070, cost_time=0:12:07.988609 2021-04-10 02:24:57,793 INFO : Train start, epoch=0030, lr=0.094901 2021-04-10 02:24:59,134 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=0.23ms, fps=1909 images/s, loss=1.2696, top1-acc=65.62%, top5-acc=89.34%, remaining_time=0:00:24.945948, arrival_time=2021-04-10 02:25:24.080764, cost_time=0:00:01.341182 2021-04-10 02:25:00,283 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=1.35ms, fps=2230 images/s, loss=1.2569, top1-acc=66.07%, top5-acc=89.24%, remaining_time=0:00:21.906192, arrival_time=2021-04-10 02:25:22.189163, cost_time=0:00:02.489332 2021-04-10 02:25:01,430 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=1.53ms, fps=2232 images/s, loss=1.2642, top1-acc=65.70%, top5-acc=89.23%, remaining_time=0:00:20.121690, arrival_time=2021-04-10 02:25:21.551846, cost_time=0:00:03.636461 2021-04-10 02:25:02,581 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=2.04ms, fps=2225 images/s, loss=1.2494, top1-acc=65.94%, top5-acc=89.47%, remaining_time=0:00:18.670704, arrival_time=2021-04-10 02:25:21.251831, cost_time=0:00:04.787376 2021-04-10 02:25:03,730 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=1.40ms, fps=2229 images/s, loss=1.2522, top1-acc=65.82%, top5-acc=89.60%, remaining_time=0:00:17.333996, arrival_time=2021-04-10 02:25:21.064008, cost_time=0:00:05.936323 2021-04-10 02:25:04,874 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=1.43ms, fps=2237 images/s, loss=1.2589, top1-acc=65.83%, top5-acc=89.64%, remaining_time=0:00:16.050584, arrival_time=2021-04-10 02:25:20.925468, cost_time=0:00:07.081158 2021-04-10 02:25:06,020 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=1.51ms, fps=2236 images/s, loss=1.2699, top1-acc=65.49%, top5-acc=89.45%, remaining_time=0:00:14.807772, arrival_time=2021-04-10 02:25:20.828001, cost_time=0:00:08.226549 2021-04-10 02:25:07,166 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=1.33ms, fps=2234 images/s, loss=1.2633, top1-acc=65.74%, top5-acc=89.54%, remaining_time=0:00:13.590560, arrival_time=2021-04-10 02:25:20.757035, cost_time=0:00:09.372838 2021-04-10 02:25:08,313 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=1.61ms, fps=2233 images/s, loss=1.2671, top1-acc=65.62%, top5-acc=89.53%, remaining_time=0:00:12.389704, arrival_time=2021-04-10 02:25:20.703025, cost_time=0:00:10.519602 2021-04-10 02:25:09,466 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=4.01ms, fps=2221 images/s, loss=1.2753, top1-acc=65.44%, top5-acc=89.44%, remaining_time=0:00:11.205984, arrival_time=2021-04-10 02:25:20.672635, cost_time=0:00:11.672876 2021-04-10 02:25:10,643 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=2.18ms, fps=2177 images/s, loss=1.2785, top1-acc=65.40%, top5-acc=89.43%, remaining_time=0:00:10.045832, arrival_time=2021-04-10 02:25:20.688823, cost_time=0:00:12.849298 2021-04-10 02:25:11,791 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=1.62ms, fps=2230 images/s, loss=1.2837, top1-acc=65.31%, top5-acc=89.24%, remaining_time=0:00:08.865096, arrival_time=2021-04-10 02:25:20.656464, cost_time=0:00:13.997566 2021-04-10 02:25:12,938 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=1.29ms, fps=2233 images/s, loss=1.2842, top1-acc=65.39%, top5-acc=89.18%, remaining_time=0:00:07.688934, arrival_time=2021-04-10 02:25:20.627450, cost_time=0:00:15.144844 2021-04-10 02:25:14,090 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=1.37ms, fps=2224 images/s, loss=1.2866, top1-acc=65.33%, top5-acc=89.15%, remaining_time=0:00:06.518624, arrival_time=2021-04-10 02:25:20.608933, cost_time=0:00:16.296542 2021-04-10 02:25:15,248 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=1.32ms, fps=2211 images/s, loss=1.2872, top1-acc=65.33%, top5-acc=89.07%, remaining_time=0:00:05.352882, arrival_time=2021-04-10 02:25:20.601720, cost_time=0:00:17.455113 2021-04-10 02:25:16,411 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=1.56ms, fps=2203 images/s, loss=1.2908, top1-acc=65.29%, top5-acc=88.98%, remaining_time=0:00:04.188960, arrival_time=2021-04-10 02:25:20.600337, cost_time=0:00:18.617636 2021-04-10 02:25:17,562 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=1.34ms, fps=2225 images/s, loss=1.2918, top1-acc=65.29%, top5-acc=89.00%, remaining_time=0:00:03.023488, arrival_time=2021-04-10 02:25:20.586268, cost_time=0:00:19.768982 2021-04-10 02:25:18,718 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=1.40ms, fps=2215 images/s, loss=1.2921, top1-acc=65.28%, top5-acc=89.00%, remaining_time=0:00:01.860016, arrival_time=2021-04-10 02:25:20.578855, cost_time=0:00:20.925158 2021-04-10 02:25:19,875 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=1.26ms, fps=2215 images/s, loss=1.2930, top1-acc=65.24%, top5-acc=88.98%, remaining_time=0:00:00.697314, arrival_time=2021-04-10 02:25:20.572600, cost_time=0:00:22.081538 2021-04-10 02:25:20,495 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=1.32ms, fps=2194 images/s, loss=1.2924, top1-acc=65.25%, top5-acc=89.01%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:20.495802, cost_time=0:00:22.702181 2021-04-10 02:25:20,947 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=1.69ms, fps=5677 images/s, loss=1.6725, top1-acc=56.72%, top5-acc=84.26%, remaining_time=0:00:01.352820, arrival_time=2021-04-10 02:25:22.300524, cost_time=0:00:00.450940 2021-04-10 02:25:21,324 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=1.51ms, fps=6803 images/s, loss=1.7106, top1-acc=56.54%, top5-acc=83.24%, remaining_time=0:00:00.827640, arrival_time=2021-04-10 02:25:22.152012, cost_time=0:00:00.827634 2021-04-10 02:25:21,713 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=2.00ms, fps=6585 images/s, loss=1.7039, top1-acc=56.43%, top5-acc=83.12%, remaining_time=0:00:00.405580, arrival_time=2021-04-10 02:25:22.119187, cost_time=0:00:01.216728 2021-04-10 02:25:22,053 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=0.06ms, fps=6831 images/s, loss=1.6685, top1-acc=56.83%, top5-acc=83.16%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:22.053726, cost_time=0:00:01.556982 2021-04-10 02:25:23,114 INFO : Epoch=0030 complete, best val top1-acc=56.83%, top5-acc=83.16% (epoch=30), remaining_time=1:11:08.757800, arrival_time=2021-04-10 03:36:31.872031, cost_time=0:12:33.310193 2021-04-10 02:25:23,114 INFO : Train start, epoch=0031, lr=0.094550 2021-04-10 02:25:24,471 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=2.17ms, fps=1887 images/s, loss=1.2391, top1-acc=66.87%, top5-acc=89.49%, remaining_time=0:00:25.228296, arrival_time=2021-04-10 02:25:49.699652, cost_time=0:00:01.356362 2021-04-10 02:25:25,621 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=1.50ms, fps=2227 images/s, loss=1.2738, top1-acc=65.62%, top5-acc=88.89%, remaining_time=0:00:22.057024, arrival_time=2021-04-10 02:25:47.678473, cost_time=0:00:02.506471 2021-04-10 02:25:26,767 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=1.39ms, fps=2234 images/s, loss=1.2446, top1-acc=66.09%, top5-acc=89.52%, remaining_time=0:00:20.212658, arrival_time=2021-04-10 02:25:46.980498, cost_time=0:00:03.652890 2021-04-10 02:25:27,921 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=1.80ms, fps=2220 images/s, loss=1.2243, top1-acc=66.55%, top5-acc=89.92%, remaining_time=0:00:18.745584, arrival_time=2021-04-10 02:25:46.667225, cost_time=0:00:04.806549 2021-04-10 02:25:29,076 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=1.31ms, fps=2218 images/s, loss=1.2211, top1-acc=66.63%, top5-acc=90.05%, remaining_time=0:00:17.407288, arrival_time=2021-04-10 02:25:46.483651, cost_time=0:00:05.961392 2021-04-10 02:25:30,226 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=1.30ms, fps=2227 images/s, loss=1.2286, top1-acc=66.43%, top5-acc=89.84%, remaining_time=0:00:16.118584, arrival_time=2021-04-10 02:25:46.344698, cost_time=0:00:07.111155 2021-04-10 02:25:31,377 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=1.71ms, fps=2224 images/s, loss=1.2300, top1-acc=66.53%, top5-acc=89.85%, remaining_time=0:00:14.872662, arrival_time=2021-04-10 02:25:46.250319, cost_time=0:00:08.262619 2021-04-10 02:25:32,552 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=1.37ms, fps=2180 images/s, loss=1.2421, top1-acc=66.33%, top5-acc=89.73%, remaining_time=0:00:13.684288, arrival_time=2021-04-10 02:25:46.236720, cost_time=0:00:09.437467 2021-04-10 02:25:33,707 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=1.50ms, fps=2218 images/s, loss=1.2478, top1-acc=66.10%, top5-acc=89.66%, remaining_time=0:00:12.475034, arrival_time=2021-04-10 02:25:46.182099, cost_time=0:00:10.592024 2021-04-10 02:25:34,859 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=1.30ms, fps=2222 images/s, loss=1.2530, top1-acc=65.96%, top5-acc=89.61%, remaining_time=0:00:11.275008, arrival_time=2021-04-10 02:25:46.134818, cost_time=0:00:11.744768 2021-04-10 02:25:36,009 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=1.43ms, fps=2228 images/s, loss=1.2606, top1-acc=65.75%, top5-acc=89.53%, remaining_time=0:00:10.081178, arrival_time=2021-04-10 02:25:46.090788, cost_time=0:00:12.894569 2021-04-10 02:25:37,163 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=1.34ms, fps=2219 images/s, loss=1.2620, top1-acc=65.81%, top5-acc=89.50%, remaining_time=0:00:08.897472, arrival_time=2021-04-10 02:25:46.061220, cost_time=0:00:14.048642 2021-04-10 02:25:38,313 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=1.84ms, fps=2228 images/s, loss=1.2701, top1-acc=65.59%, top5-acc=89.37%, remaining_time=0:00:07.716192, arrival_time=2021-04-10 02:25:46.029678, cost_time=0:00:15.198499 2021-04-10 02:25:39,463 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=1.41ms, fps=2228 images/s, loss=1.2701, top1-acc=65.62%, top5-acc=89.34%, remaining_time=0:00:06.539288, arrival_time=2021-04-10 02:25:46.002500, cost_time=0:00:16.348164 2021-04-10 02:25:40,630 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=1.38ms, fps=2194 images/s, loss=1.2701, top1-acc=65.60%, top5-acc=89.40%, remaining_time=0:00:05.371374, arrival_time=2021-04-10 02:25:46.001767, cost_time=0:00:17.515422 2021-04-10 02:25:41,779 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=1.37ms, fps=2229 images/s, loss=1.2728, top1-acc=65.57%, top5-acc=89.37%, remaining_time=0:00:04.199544, arrival_time=2021-04-10 02:25:45.979119, cost_time=0:00:18.664569 2021-04-10 02:25:42,922 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=1.39ms, fps=2240 images/s, loss=1.2759, top1-acc=65.55%, top5-acc=89.30%, remaining_time=0:00:03.029416, arrival_time=2021-04-10 02:25:45.952078, cost_time=0:00:19.807669 2021-04-10 02:25:44,071 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=1.50ms, fps=2230 images/s, loss=1.2797, top1-acc=65.49%, top5-acc=89.20%, remaining_time=0:00:01.862768, arrival_time=2021-04-10 02:25:45.933870, cost_time=0:00:20.956122 2021-04-10 02:25:45,228 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.78ms, fps=2213 images/s, loss=1.2799, top1-acc=65.51%, top5-acc=89.20%, remaining_time=0:00:00.698316, arrival_time=2021-04-10 02:25:45.926635, cost_time=0:00:22.113291 2021-04-10 02:25:45,843 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=1.36ms, fps=2214 images/s, loss=1.2833, top1-acc=65.49%, top5-acc=89.17%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:45.843174, cost_time=0:00:22.728219 2021-04-10 02:25:46,324 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=1.50ms, fps=5334 images/s, loss=1.8597, top1-acc=54.10%, top5-acc=79.80%, remaining_time=0:00:01.439670, arrival_time=2021-04-10 02:25:47.763766, cost_time=0:00:00.479886 2021-04-10 02:25:46,695 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=2.07ms, fps=6898 images/s, loss=1.8692, top1-acc=53.71%, top5-acc=79.75%, remaining_time=0:00:00.851360, arrival_time=2021-04-10 02:25:47.546998, cost_time=0:00:00.851359 2021-04-10 02:25:47,073 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=1.47ms, fps=6790 images/s, loss=1.8964, top1-acc=53.16%, top5-acc=79.61%, remaining_time=0:00:00.409660, arrival_time=2021-04-10 02:25:47.482834, cost_time=0:00:01.228975 2021-04-10 02:25:47,412 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.13ms, fps=6841 images/s, loss=1.9093, top1-acc=53.59%, top5-acc=79.57%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:47.412695, cost_time=0:00:01.568479 2021-04-10 02:25:47,975 INFO : Epoch=0031 complete, best val top1-acc=56.83%, top5-acc=83.16% (epoch=30), remaining_time=1:10:42.290221, arrival_time=2021-04-10 03:36:30.265866, cost_time=0:12:58.171588 2021-04-10 02:25:47,976 INFO : Train start, epoch=0032, lr=0.094188 2021-04-10 02:25:49,319 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=1.36ms, fps=1906 images/s, loss=1.2852, top1-acc=66.25%, top5-acc=88.40%, remaining_time=0:00:24.979242, arrival_time=2021-04-10 02:26:14.298963, cost_time=0:00:01.342970 2021-04-10 02:25:50,469 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=1.97ms, fps=2228 images/s, loss=1.2673, top1-acc=66.21%, top5-acc=88.96%, remaining_time=0:00:21.935936, arrival_time=2021-04-10 02:26:12.405394, cost_time=0:00:02.492721 2021-04-10 02:25:51,617 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=1.95ms, fps=2231 images/s, loss=1.2704, top1-acc=66.18%, top5-acc=89.11%, remaining_time=0:00:20.144930, arrival_time=2021-04-10 02:26:11.762440, cost_time=0:00:03.640657 2021-04-10 02:25:52,767 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=1.43ms, fps=2227 images/s, loss=1.2555, top1-acc=66.48%, top5-acc=89.43%, remaining_time=0:00:18.683496, arrival_time=2021-04-10 02:26:11.451047, cost_time=0:00:04.790642 2021-04-10 02:25:53,923 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=1.42ms, fps=2217 images/s, loss=1.2526, top1-acc=66.63%, top5-acc=89.41%, remaining_time=0:00:17.364218, arrival_time=2021-04-10 02:26:11.287587, cost_time=0:00:05.946629 2021-04-10 02:25:55,077 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=1.42ms, fps=2218 images/s, loss=1.2544, top1-acc=66.61%, top5-acc=89.33%, remaining_time=0:00:16.095872, arrival_time=2021-04-10 02:26:11.173690, cost_time=0:00:07.101100 2021-04-10 02:25:56,222 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=1.84ms, fps=2237 images/s, loss=1.2529, top1-acc=66.68%, top5-acc=89.37%, remaining_time=0:00:14.842170, arrival_time=2021-04-10 02:26:11.064550, cost_time=0:00:08.245653 2021-04-10 02:25:57,369 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=1.42ms, fps=2233 images/s, loss=1.2526, top1-acc=66.57%, top5-acc=89.45%, remaining_time=0:00:13.618748, arrival_time=2021-04-10 02:26:10.987748, cost_time=0:00:09.392202 2021-04-10 02:25:58,518 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=1.57ms, fps=2227 images/s, loss=1.2598, top1-acc=66.28%, top5-acc=89.30%, remaining_time=0:00:12.416310, arrival_time=2021-04-10 02:26:10.935163, cost_time=0:00:10.542114 2021-04-10 02:25:59,672 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=1.43ms, fps=2219 images/s, loss=1.2626, top1-acc=66.14%, top5-acc=89.31%, remaining_time=0:00:11.228256, arrival_time=2021-04-10 02:26:10.901102, cost_time=0:00:11.696113 2021-04-10 02:26:00,822 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=1.46ms, fps=2228 images/s, loss=1.2624, top1-acc=66.11%, top5-acc=89.31%, remaining_time=0:00:10.042822, arrival_time=2021-04-10 02:26:10.865071, cost_time=0:00:12.845516 2021-04-10 02:26:01,972 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=1.50ms, fps=2228 images/s, loss=1.2632, top1-acc=66.11%, top5-acc=89.30%, remaining_time=0:00:08.863500, arrival_time=2021-04-10 02:26:10.835447, cost_time=0:00:13.994959 2021-04-10 02:26:03,123 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.48ms, fps=2224 images/s, loss=1.2605, top1-acc=66.23%, top5-acc=89.33%, remaining_time=0:00:07.689924, arrival_time=2021-04-10 02:26:10.813547, cost_time=0:00:15.146870 2021-04-10 02:26:04,287 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=1.88ms, fps=2201 images/s, loss=1.2617, top1-acc=66.22%, top5-acc=89.36%, remaining_time=0:00:06.524224, arrival_time=2021-04-10 02:26:10.811476, cost_time=0:00:16.310520 2021-04-10 02:26:05,442 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=2.00ms, fps=2218 images/s, loss=1.2652, top1-acc=66.16%, top5-acc=89.33%, remaining_time=0:00:05.356010, arrival_time=2021-04-10 02:26:10.797981, cost_time=0:00:17.465184 2021-04-10 02:26:06,593 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=2.13ms, fps=2224 images/s, loss=1.2673, top1-acc=66.02%, top5-acc=89.33%, remaining_time=0:00:04.188816, arrival_time=2021-04-10 02:26:10.782464, cost_time=0:00:18.616926 2021-04-10 02:26:07,740 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=1.35ms, fps=2233 images/s, loss=1.2666, top1-acc=66.09%, top5-acc=89.33%, remaining_time=0:00:03.022734, arrival_time=2021-04-10 02:26:10.763425, cost_time=0:00:19.763955 2021-04-10 02:26:08,891 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=1.79ms, fps=2225 images/s, loss=1.2679, top1-acc=66.07%, top5-acc=89.37%, remaining_time=0:00:01.859120, arrival_time=2021-04-10 02:26:10.750986, cost_time=0:00:20.915011 2021-04-10 02:26:10,041 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.33ms, fps=2229 images/s, loss=1.2691, top1-acc=66.02%, top5-acc=89.37%, remaining_time=0:00:00.696768, arrival_time=2021-04-10 02:26:10.737856, cost_time=0:00:22.064346 2021-04-10 02:26:10,660 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=0.08ms, fps=2198 images/s, loss=1.2713, top1-acc=66.00%, top5-acc=89.33%, remaining_time=0:00:00, arrival_time=2021-04-10 02:26:10.660352, cost_time=0:00:22.683626 2021-04-10 02:26:11,147 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=2.62ms, fps=5303 images/s, loss=1.7441, top1-acc=55.62%, top5-acc=82.50%, remaining_time=0:00:01.448190, arrival_time=2021-04-10 02:26:12.595889, cost_time=0:00:00.482728 2021-04-10 02:26:11,521 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=2.12ms, fps=6854 images/s, loss=1.7635, top1-acc=55.61%, top5-acc=82.15%, remaining_time=0:00:00.856760, arrival_time=2021-04-10 02:26:12.378491, cost_time=0:00:00.856751 2021-04-10 02:26:11,899 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=1.35ms, fps=6793 images/s, loss=1.7528, top1-acc=55.92%, top5-acc=82.19%, remaining_time=0:00:00.411400, arrival_time=2021-04-10 02:26:12.310492, cost_time=0:00:01.234185 2021-04-10 02:26:12,238 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=0.08ms, fps=6851 images/s, loss=1.7649, top1-acc=55.79%, top5-acc=82.03%, remaining_time=0:00:00, arrival_time=2021-04-10 02:26:12.238032, cost_time=0:00:01.573158 2021-04-10 02:26:12,753 INFO : Epoch=0032 complete, best val top1-acc=56.83%, top5-acc=83.16% (epoch=30), remaining_time=1:10:15.485400, arrival_time=2021-04-10 03:36:28.238991, cost_time=0:13:22.949591 2021-04-10 02:26:12,754 INFO : Train start, epoch=0033, lr=0.093815 2021-04-10 02:26:14,125 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=0.37ms, fps=1867 images/s, loss=1.2472, top1-acc=65.98%, top5-acc=90.47%, remaining_time=0:00:25.506180, arrival_time=2021-04-10 02:26:39.631849, cost_time=0:00:01.371303 2021-04-10 02:26:15,283 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=1.58ms, fps=2212 images/s, loss=1.2147, top1-acc=67.15%, top5-acc=90.76%, remaining_time=0:00:22.257488, arrival_time=2021-04-10 02:26:37.541151, cost_time=0:00:02.529265 2021-04-10 02:26:16,437 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=2.09ms, fps=2221 images/s, loss=1.2173, top1-acc=67.01%, top5-acc=90.68%, remaining_time=0:00:20.378160, arrival_time=2021-04-10 02:26:36.815454, cost_time=0:00:03.682793 2021-04-10 02:26:17,596 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=1.96ms, fps=2209 images/s, loss=1.2227, top1-acc=67.17%, top5-acc=90.45%, remaining_time=0:00:18.885984, arrival_time=2021-04-10 02:26:36.482832, cost_time=0:00:04.842549 2021-04-10 02:26:18,744 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=1.26ms, fps=2231 images/s, loss=1.2203, top1-acc=67.11%, top5-acc=90.35%, remaining_time=0:00:17.492260, arrival_time=2021-04-10 02:26:36.237024, cost_time=0:00:05.990478 2021-04-10 02:26:19,900 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=1.85ms, fps=2216 images/s, loss=1.2170, top1-acc=67.19%, top5-acc=90.48%, remaining_time=0:00:16.198416, arrival_time=2021-04-10 02:26:36.099085, cost_time=0:00:07.146359 2021-04-10 02:26:21,055 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=2.05ms, fps=2217 images/s, loss=1.2118, top1-acc=67.33%, top5-acc=90.49%, remaining_time=0:00:14.942844, arrival_time=2021-04-10 02:26:35.998726, cost_time=0:00:08.301553 2021-04-10 02:26:22,204 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=2.23ms, fps=2231 images/s, loss=1.2166, top1-acc=67.27%, top5-acc=90.28%, remaining_time=0:00:13.702152, arrival_time=2021-04-10 02:26:35.906189, cost_time=0:00:09.449770 2021-04-10 02:26:23,362 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=1.75ms, fps=2212 images/s, loss=1.2166, top1-acc=67.31%, top5-acc=90.26%, remaining_time=0:00:12.493372, arrival_time=2021-04-10 02:26:35.855280, cost_time=0:00:10.607613 2021-04-10 02:26:24,513 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=1.80ms, fps=2224 images/s, loss=1.2256, top1-acc=67.02%, top5-acc=90.12%, remaining_time=0:00:11.289024, arrival_time=2021-04-10 02:26:35.802769, cost_time=0:00:11.759386 2021-04-10 02:26:25,664 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=1.37ms, fps=2225 images/s, loss=1.2350, top1-acc=66.81%, top5-acc=89.96%, remaining_time=0:00:10.093648, arrival_time=2021-04-10 02:26:35.758382, cost_time=0:00:12.910479 2021-04-10 02:26:26,809 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=1.37ms, fps=2238 images/s, loss=1.2379, top1-acc=66.67%, top5-acc=89.89%, remaining_time=0:00:08.901500, arrival_time=2021-04-10 02:26:35.710696, cost_time=0:00:14.054990 2021-04-10 02:26:27,962 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=1.43ms, fps=2221 images/s, loss=1.2387, top1-acc=66.67%, top5-acc=89.84%, remaining_time=0:00:07.720944, arrival_time=2021-04-10 02:26:35.683110, cost_time=0:00:15.207866 2021-04-10 02:26:29,109 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=1.42ms, fps=2233 images/s, loss=1.2395, top1-acc=66.63%, top5-acc=89.83%, remaining_time=0:00:06.541976, arrival_time=2021-04-10 02:26:35.651074, cost_time=0:00:16.354874 2021-04-10 02:26:30,261 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=1.56ms, fps=2223 images/s, loss=1.2438, top1-acc=66.53%, top5-acc=89.77%, remaining_time=0:00:05.368844, arrival_time=2021-04-10 02:26:35.630238, cost_time=0:00:17.507031 2021-04-10 02:26:31,409 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=1.37ms, fps=2232 images/s, loss=1.2463, top1-acc=66.47%, top5-acc=89.69%, remaining_time=0:00:04.197312, arrival_time=2021-04-10 02:26:35.606346, cost_time=0:00:18.654748 2021-04-10 02:26:32,560 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=1.37ms, fps=2224 images/s, loss=1.2483, top1-acc=66.40%, top5-acc=89.69%, remaining_time=0:00:03.029234, arrival_time=2021-04-10 02:26:35.590000, cost_time=0:00:19.806461 2021-04-10 02:26:33,708 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=1.51ms, fps=2233 images/s, loss=1.2493, top1-acc=66.42%, top5-acc=89.67%, remaining_time=0:00:01.862544, arrival_time=2021-04-10 02:26:35.570544, cost_time=0:00:20.953688 2021-04-10 02:26:34,856 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=1.44ms, fps=2231 images/s, loss=1.2496, top1-acc=66.42%, top5-acc=89.66%, remaining_time=0:00:00.697956, arrival_time=2021-04-10 02:26:35.554296, cost_time=0:00:22.101964 2021-04-10 02:26:35,475 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=1.41ms, fps=2198 images/s, loss=1.2507, top1-acc=66.40%, top5-acc=89.62%, remaining_time=0:00:00, arrival_time=2021-04-10 02:26:35.475605, cost_time=0:00:22.721357 2021-04-10 02:26:35,955 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=1.27ms, fps=5351 images/s, loss=1.7054, top1-acc=56.87%, top5-acc=82.85%, remaining_time=0:00:01.435260, arrival_time=2021-04-10 02:26:37.390395, cost_time=0:00:00.478420 2021-04-10 02:26:36,326 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=1.43ms, fps=6904 images/s, loss=1.7533, top1-acc=55.84%, top5-acc=82.17%, remaining_time=0:00:00.849580, arrival_time=2021-04-10 02:26:37.175877, cost_time=0:00:00.849572 2021-04-10 02:26:36,702 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=1.44ms, fps=6818 images/s, loss=1.7456, top1-acc=55.98%, top5-acc=82.33%, remaining_time=0:00:00.408460, arrival_time=2021-04-10 02:26:37.110632, cost_time=0:00:01.225384 2021-04-10 02:26:37,044 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.07ms, fps=6786 images/s, loss=1.7673, top1-acc=56.03%, top5-acc=82.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:26:37.044526, cost_time=0:00:01.567809 2021-04-10 02:26:37,633 INFO : Epoch=0033 complete, best val top1-acc=56.83%, top5-acc=83.16% (epoch=30), remaining_time=1:09:49.318246, arrival_time=2021-04-10 03:36:26.951650, cost_time=0:13:47.829349 2021-04-10 02:26:37,634 INFO : Train start, epoch=0034, lr=0.093432 2021-04-10 02:26:38,981 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=1.97ms, fps=1901 images/s, loss=1.1667, top1-acc=68.59%, top5-acc=90.98%, remaining_time=0:00:25.044528, arrival_time=2021-04-10 02:27:04.025458, cost_time=0:00:01.346483 2021-04-10 02:26:40,141 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=2.58ms, fps=2207 images/s, loss=1.2177, top1-acc=67.54%, top5-acc=89.92%, remaining_time=0:00:22.062656, arrival_time=2021-04-10 02:27:02.204315, cost_time=0:00:02.507120 2021-04-10 02:26:41,298 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=2.08ms, fps=2214 images/s, loss=1.2255, top1-acc=67.36%, top5-acc=89.83%, remaining_time=0:00:20.275904, arrival_time=2021-04-10 02:27:01.574662, cost_time=0:00:03.664332 2021-04-10 02:26:42,458 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=1.66ms, fps=2210 images/s, loss=1.2124, top1-acc=67.85%, top5-acc=89.86%, remaining_time=0:00:18.811572, arrival_time=2021-04-10 02:27:01.269479, cost_time=0:00:04.823466 2021-04-10 02:26:43,609 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=8.37ms, fps=2224 images/s, loss=1.2159, top1-acc=67.65%, top5-acc=89.89%, remaining_time=0:00:17.447730, arrival_time=2021-04-10 02:27:01.057358, cost_time=0:00:05.975266 2021-04-10 02:26:44,756 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=1.59ms, fps=2234 images/s, loss=1.2196, top1-acc=67.45%, top5-acc=89.92%, remaining_time=0:00:16.142656, arrival_time=2021-04-10 02:27:00.898813, cost_time=0:00:07.121772 2021-04-10 02:26:45,906 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=1.47ms, fps=2226 images/s, loss=1.2189, top1-acc=67.40%, top5-acc=90.04%, remaining_time=0:00:14.890050, arrival_time=2021-04-10 02:27:00.796621, cost_time=0:00:08.272229 2021-04-10 02:26:47,056 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=1.86ms, fps=2227 images/s, loss=1.2173, top1-acc=67.37%, top5-acc=90.07%, remaining_time=0:00:13.662364, arrival_time=2021-04-10 02:27:00.719050, cost_time=0:00:09.422341 2021-04-10 02:26:48,205 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=1.55ms, fps=2229 images/s, loss=1.2202, top1-acc=67.35%, top5-acc=90.02%, remaining_time=0:00:12.450336, arrival_time=2021-04-10 02:27:00.656002, cost_time=0:00:10.571082 2021-04-10 02:26:49,360 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=1.51ms, fps=2218 images/s, loss=1.2235, top1-acc=67.18%, top5-acc=89.95%, remaining_time=0:00:11.257152, arrival_time=2021-04-10 02:27:00.617709, cost_time=0:00:11.726169 2021-04-10 02:26:50,515 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=1.97ms, fps=2217 images/s, loss=1.2282, top1-acc=67.03%, top5-acc=89.87%, remaining_time=0:00:10.070944, arrival_time=2021-04-10 02:27:00.586810, cost_time=0:00:12.881414 2021-04-10 02:26:51,668 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=1.36ms, fps=2222 images/s, loss=1.2303, top1-acc=66.98%, top5-acc=89.81%, remaining_time=0:00:08.888276, arrival_time=2021-04-10 02:27:00.556727, cost_time=0:00:14.034102 2021-04-10 02:26:52,824 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=1.51ms, fps=2216 images/s, loss=1.2324, top1-acc=66.88%, top5-acc=89.80%, remaining_time=0:00:07.711770, arrival_time=2021-04-10 02:27:00.536100, cost_time=0:00:15.189910 2021-04-10 02:26:53,974 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=1.37ms, fps=2228 images/s, loss=1.2308, top1-acc=66.93%, top5-acc=89.83%, remaining_time=0:00:06.535872, arrival_time=2021-04-10 02:27:00.509876, cost_time=0:00:16.339654 2021-04-10 02:26:55,126 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=3.94ms, fps=2223 images/s, loss=1.2351, top1-acc=66.84%, top5-acc=89.75%, remaining_time=0:00:05.364060, arrival_time=2021-04-10 02:27:00.490060, cost_time=0:00:17.491534 2021-04-10 02:26:56,272 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=1.50ms, fps=2233 images/s, loss=1.2360, top1-acc=66.83%, top5-acc=89.76%, remaining_time=0:00:04.193676, arrival_time=2021-04-10 02:27:00.466540, cost_time=0:00:18.638504 2021-04-10 02:26:57,423 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=1.36ms, fps=2226 images/s, loss=1.2356, top1-acc=66.87%, top5-acc=89.74%, remaining_time=0:00:03.026530, arrival_time=2021-04-10 02:27:00.449823, cost_time=0:00:19.788792 2021-04-10 02:26:58,569 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=1.35ms, fps=2235 images/s, loss=1.2405, top1-acc=66.77%, top5-acc=89.65%, remaining_time=0:00:01.860896, arrival_time=2021-04-10 02:27:00.430253, cost_time=0:00:20.935003 2021-04-10 02:26:59,716 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.19ms, fps=2233 images/s, loss=1.2393, top1-acc=66.80%, top5-acc=89.68%, remaining_time=0:00:00.697332, arrival_time=2021-04-10 02:27:00.413903, cost_time=0:00:22.082216 2021-04-10 02:27:00,333 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=1.25ms, fps=2205 images/s, loss=1.2406, top1-acc=66.74%, top5-acc=89.65%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:00.333754, cost_time=0:00:22.699414 2021-04-10 02:27:00,816 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=0.19ms, fps=5311 images/s, loss=1.7465, top1-acc=57.34%, top5-acc=81.91%, remaining_time=0:00:01.445910, arrival_time=2021-04-10 02:27:02.262632, cost_time=0:00:00.481966 2021-04-10 02:27:01,187 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=0.25ms, fps=6920 images/s, loss=1.7752, top1-acc=56.23%, top5-acc=81.15%, remaining_time=0:00:00.852340, arrival_time=2021-04-10 02:27:02.039444, cost_time=0:00:00.852347 2021-04-10 02:27:01,562 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=1.50ms, fps=6828 images/s, loss=1.7912, top1-acc=55.64%, top5-acc=80.70%, remaining_time=0:00:00.409260, arrival_time=2021-04-10 02:27:01.971795, cost_time=0:00:01.227774 2021-04-10 02:27:01,905 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=0.12ms, fps=6775 images/s, loss=1.8071, top1-acc=55.39%, top5-acc=80.85%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:01.905423, cost_time=0:00:01.570670 2021-04-10 02:27:02,560 INFO : Epoch=0034 complete, best val top1-acc=56.83%, top5-acc=83.16% (epoch=30), remaining_time=1:09:23.459612, arrival_time=2021-04-10 03:36:26.020459, cost_time=0:14:12.756793 2021-04-10 02:27:02,561 INFO : Train start, epoch=0035, lr=0.093037 2021-04-10 02:27:03,977 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=0.25ms, fps=1808 images/s, loss=1.2187, top1-acc=67.46%, top5-acc=89.69%, remaining_time=0:00:26.336484, arrival_time=2021-04-10 02:27:30.314256, cost_time=0:00:01.415940 2021-04-10 02:27:05,123 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=1.53ms, fps=2235 images/s, loss=1.1849, top1-acc=68.44%, top5-acc=90.25%, remaining_time=0:00:22.544368, arrival_time=2021-04-10 02:27:27.668110, cost_time=0:00:02.561864 2021-04-10 02:27:06,274 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=1.82ms, fps=2225 images/s, loss=1.1570, top1-acc=69.27%, top5-acc=90.44%, remaining_time=0:00:20.544492, arrival_time=2021-04-10 02:27:26.819323, cost_time=0:00:03.712862 2021-04-10 02:27:07,426 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=1.41ms, fps=2224 images/s, loss=1.1543, top1-acc=69.31%, top5-acc=90.60%, remaining_time=0:00:18.971940, arrival_time=2021-04-10 02:27:26.398437, cost_time=0:00:04.864582 2021-04-10 02:27:08,578 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=1.33ms, fps=2224 images/s, loss=1.1537, top1-acc=69.31%, top5-acc=90.55%, remaining_time=0:00:17.568180, arrival_time=2021-04-10 02:27:26.146592, cost_time=0:00:06.016523 2021-04-10 02:27:09,727 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=1.42ms, fps=2229 images/s, loss=1.1707, top1-acc=68.70%, top5-acc=90.40%, remaining_time=0:00:16.241528, arrival_time=2021-04-10 02:27:25.968783, cost_time=0:00:07.165375 2021-04-10 02:27:10,886 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=1.60ms, fps=2211 images/s, loss=1.1674, top1-acc=68.93%, top5-acc=90.41%, remaining_time=0:00:14.982912, arrival_time=2021-04-10 02:27:25.868811, cost_time=0:00:08.323875 2021-04-10 02:27:12,038 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=1.57ms, fps=2223 images/s, loss=1.1669, top1-acc=68.84%, top5-acc=90.42%, remaining_time=0:00:13.740432, arrival_time=2021-04-10 02:27:25.778498, cost_time=0:00:09.476134 2021-04-10 02:27:13,193 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=1.79ms, fps=2218 images/s, loss=1.1720, top1-acc=68.68%, top5-acc=90.34%, remaining_time=0:00:12.521038, arrival_time=2021-04-10 02:27:25.714060, cost_time=0:00:10.631110 2021-04-10 02:27:14,345 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=1.92ms, fps=2223 images/s, loss=1.1760, top1-acc=68.52%, top5-acc=90.24%, remaining_time=0:00:11.311872, arrival_time=2021-04-10 02:27:25.656962, cost_time=0:00:11.783155 2021-04-10 02:27:15,492 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=1.51ms, fps=2233 images/s, loss=1.1772, top1-acc=68.41%, top5-acc=90.22%, remaining_time=0:00:10.109214, arrival_time=2021-04-10 02:27:25.601478, cost_time=0:00:12.930414 2021-04-10 02:27:16,641 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=1.65ms, fps=2229 images/s, loss=1.1834, top1-acc=68.25%, top5-acc=90.14%, remaining_time=0:00:08.916852, arrival_time=2021-04-10 02:27:25.558034, cost_time=0:00:14.079263 2021-04-10 02:27:17,793 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=1.50ms, fps=2224 images/s, loss=1.1904, top1-acc=68.11%, top5-acc=90.00%, remaining_time=0:00:07.732758, arrival_time=2021-04-10 02:27:25.525750, cost_time=0:00:15.231145 2021-04-10 02:27:18,942 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=1.50ms, fps=2228 images/s, loss=1.1940, top1-acc=68.01%, top5-acc=89.99%, remaining_time=0:00:06.552280, arrival_time=2021-04-10 02:27:25.494867, cost_time=0:00:16.380631 2021-04-10 02:27:20,104 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=1.99ms, fps=2204 images/s, loss=1.2009, top1-acc=67.85%, top5-acc=89.93%, remaining_time=0:00:05.379792, arrival_time=2021-04-10 02:27:25.484410, cost_time=0:00:17.542766 2021-04-10 02:27:21,264 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=2.22ms, fps=2209 images/s, loss=1.2041, top1-acc=67.80%, top5-acc=89.89%, remaining_time=0:00:04.208004, arrival_time=2021-04-10 02:27:25.472296, cost_time=0:00:18.702304 2021-04-10 02:27:22,419 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=1.52ms, fps=2218 images/s, loss=1.2089, top1-acc=67.62%, top5-acc=89.90%, remaining_time=0:00:03.036982, arrival_time=2021-04-10 02:27:25.456019, cost_time=0:00:19.857121 2021-04-10 02:27:23,568 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=1.47ms, fps=2228 images/s, loss=1.2146, top1-acc=67.50%, top5-acc=89.83%, remaining_time=0:00:01.867280, arrival_time=2021-04-10 02:27:25.436128, cost_time=0:00:21.006929 2021-04-10 02:27:24,721 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=1.41ms, fps=2221 images/s, loss=1.2162, top1-acc=67.45%, top5-acc=89.81%, remaining_time=0:00:00.699786, arrival_time=2021-04-10 02:27:25.421612, cost_time=0:00:22.159967 2021-04-10 02:27:25,344 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=0.12ms, fps=2186 images/s, loss=1.2189, top1-acc=67.40%, top5-acc=89.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:25.344471, cost_time=0:00:22.782563 2021-04-10 02:27:25,832 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=0.22ms, fps=5260 images/s, loss=1.7269, top1-acc=58.36%, top5-acc=82.23%, remaining_time=0:00:01.459950, arrival_time=2021-04-10 02:27:27.292138, cost_time=0:00:00.486652 2021-04-10 02:27:26,202 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=0.30ms, fps=6914 images/s, loss=1.6917, top1-acc=58.40%, top5-acc=82.21%, remaining_time=0:00:00.857320, arrival_time=2021-04-10 02:27:27.060201, cost_time=0:00:00.857314 2021-04-10 02:27:26,578 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=1.46ms, fps=6831 images/s, loss=1.7109, top1-acc=57.70%, top5-acc=82.11%, remaining_time=0:00:00.410860, arrival_time=2021-04-10 02:27:26.989008, cost_time=0:00:01.232572 2021-04-10 02:27:26,923 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=0.14ms, fps=6734 images/s, loss=1.7324, top1-acc=57.48%, top5-acc=82.19%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:26.923181, cost_time=0:00:01.577598 2021-04-10 02:27:27,938 INFO : Epoch=0035 complete, best val top1-acc=57.48%, top5-acc=82.19% (epoch=35), remaining_time=1:08:59.775420, arrival_time=2021-04-10 03:36:27.713627, cost_time=0:14:38.134163 2021-04-10 02:27:27,938 INFO : Train start, epoch=0036, lr=0.092632 2021-04-10 02:27:29,274 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=1.61ms, fps=1917 images/s, loss=1.1022, top1-acc=69.84%, top5-acc=90.94%, remaining_time=0:00:24.844020, arrival_time=2021-04-10 02:27:54.118731, cost_time=0:00:01.335702 2021-04-10 02:27:30,435 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=2.70ms, fps=2207 images/s, loss=1.1252, top1-acc=69.06%, top5-acc=90.80%, remaining_time=0:00:21.969728, arrival_time=2021-04-10 02:27:52.405319, cost_time=0:00:02.496559 2021-04-10 02:27:31,588 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=1.66ms, fps=2221 images/s, loss=1.1382, top1-acc=68.74%, top5-acc=90.51%, remaining_time=0:00:20.195062, arrival_time=2021-04-10 02:27:51.783704, cost_time=0:00:03.649702 2021-04-10 02:27:32,735 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=1.50ms, fps=2234 images/s, loss=1.1367, top1-acc=68.93%, top5-acc=90.57%, remaining_time=0:00:18.705492, arrival_time=2021-04-10 02:27:51.440741, cost_time=0:00:04.796276 2021-04-10 02:27:33,883 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=1.49ms, fps=2230 images/s, loss=1.1388, top1-acc=68.95%, top5-acc=90.56%, remaining_time=0:00:17.358670, arrival_time=2021-04-10 02:27:51.242503, cost_time=0:00:05.944755 2021-04-10 02:27:35,036 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=2.11ms, fps=2223 images/s, loss=1.1428, top1-acc=68.99%, top5-acc=90.52%, remaining_time=0:00:16.087168, arrival_time=2021-04-10 02:27:51.123367, cost_time=0:00:07.097296 2021-04-10 02:27:36,187 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=1.74ms, fps=2224 images/s, loss=1.1477, top1-acc=68.95%, top5-acc=90.52%, remaining_time=0:00:14.847462, arrival_time=2021-04-10 02:27:51.035035, cost_time=0:00:08.248606 2021-04-10 02:27:37,340 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=1.53ms, fps=2221 images/s, loss=1.1474, top1-acc=68.88%, top5-acc=90.58%, remaining_time=0:00:13.632436, arrival_time=2021-04-10 02:27:50.973103, cost_time=0:00:09.401707 2021-04-10 02:27:38,494 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=1.54ms, fps=2220 images/s, loss=1.1591, top1-acc=68.63%, top5-acc=90.50%, remaining_time=0:00:12.431892, arrival_time=2021-04-10 02:27:50.926343, cost_time=0:00:10.555396 2021-04-10 02:27:39,643 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=1.70ms, fps=2230 images/s, loss=1.1687, top1-acc=68.46%, top5-acc=90.38%, remaining_time=0:00:11.236032, arrival_time=2021-04-10 02:27:50.879140, cost_time=0:00:11.704206 2021-04-10 02:27:40,794 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=1.75ms, fps=2225 images/s, loss=1.1718, top1-acc=68.38%, top5-acc=90.40%, remaining_time=0:00:10.050390, arrival_time=2021-04-10 02:27:50.844549, cost_time=0:00:12.855166 2021-04-10 02:27:41,941 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=2.15ms, fps=2232 images/s, loss=1.1734, top1-acc=68.32%, top5-acc=90.43%, remaining_time=0:00:08.868516, arrival_time=2021-04-10 02:27:50.810320, cost_time=0:00:14.002896 2021-04-10 02:27:43,088 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=1.50ms, fps=2234 images/s, loss=1.1755, top1-acc=68.25%, top5-acc=90.40%, remaining_time=0:00:07.691244, arrival_time=2021-04-10 02:27:50.779611, cost_time=0:00:15.149464 2021-04-10 02:27:44,237 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=1.64ms, fps=2229 images/s, loss=1.1795, top1-acc=68.14%, top5-acc=90.35%, remaining_time=0:00:06.519408, arrival_time=2021-04-10 02:27:50.756917, cost_time=0:00:16.298532 2021-04-10 02:27:45,389 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=2.16ms, fps=2224 images/s, loss=1.1802, top1-acc=68.14%, top5-acc=90.32%, remaining_time=0:00:05.351456, arrival_time=2021-04-10 02:27:50.740757, cost_time=0:00:17.450337 2021-04-10 02:27:46,539 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=1.43ms, fps=2227 images/s, loss=1.1819, top1-acc=68.11%, top5-acc=90.30%, remaining_time=0:00:04.185072, arrival_time=2021-04-10 02:27:50.724350, cost_time=0:00:18.600378 2021-04-10 02:27:47,694 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=1.96ms, fps=2217 images/s, loss=1.1847, top1-acc=68.03%, top5-acc=90.28%, remaining_time=0:00:03.021460, arrival_time=2021-04-10 02:27:50.716122, cost_time=0:00:19.755708 2021-04-10 02:27:48,860 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=2.32ms, fps=2197 images/s, loss=1.1909, top1-acc=67.97%, top5-acc=90.18%, remaining_time=0:00:01.859680, arrival_time=2021-04-10 02:27:50.720094, cost_time=0:00:20.921490 2021-04-10 02:27:50,011 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.27ms, fps=2224 images/s, loss=1.1963, top1-acc=67.85%, top5-acc=90.09%, remaining_time=0:00:00.697038, arrival_time=2021-04-10 02:27:50.708910, cost_time=0:00:22.072918 2021-04-10 02:27:50,631 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=1.41ms, fps=2197 images/s, loss=1.1965, top1-acc=67.84%, top5-acc=90.08%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:50.631610, cost_time=0:00:22.692631 2021-04-10 02:27:51,113 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=0.20ms, fps=5323 images/s, loss=1.6702, top1-acc=57.73%, top5-acc=83.32%, remaining_time=0:00:01.442850, arrival_time=2021-04-10 02:27:52.556514, cost_time=0:00:00.480950 2021-04-10 02:27:51,488 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=1.78ms, fps=6839 images/s, loss=1.6701, top1-acc=57.70%, top5-acc=83.61%, remaining_time=0:00:00.855640, arrival_time=2021-04-10 02:27:52.343996, cost_time=0:00:00.855643 2021-04-10 02:27:51,868 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=2.18ms, fps=6741 images/s, loss=1.6757, top1-acc=57.55%, top5-acc=83.52%, remaining_time=0:00:00.411920, arrival_time=2021-04-10 02:27:52.280551, cost_time=0:00:01.235765 2021-04-10 02:27:52,213 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=0.08ms, fps=6743 images/s, loss=1.6841, top1-acc=57.27%, top5-acc=83.21%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:52.213270, cost_time=0:00:01.580584 2021-04-10 02:27:52,783 INFO : Epoch=0036 complete, best val top1-acc=57.48%, top5-acc=82.19% (epoch=35), remaining_time=1:08:33.571492, arrival_time=2021-04-10 03:36:26.354615, cost_time=0:15:02.979106 2021-04-10 02:27:52,783 INFO : Train start, epoch=0037, lr=0.092216 2021-04-10 02:27:54,100 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=0.55ms, fps=1945 images/s, loss=1.1342, top1-acc=69.06%, top5-acc=91.64%, remaining_time=0:00:24.477600, arrival_time=2021-04-10 02:28:18.577522, cost_time=0:00:01.316004 2021-04-10 02:27:55,250 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=1.45ms, fps=2226 images/s, loss=1.1012, top1-acc=69.61%, top5-acc=91.82%, remaining_time=0:00:21.707664, arrival_time=2021-04-10 02:28:16.958235, cost_time=0:00:02.466771 2021-04-10 02:27:56,400 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=1.90ms, fps=2227 images/s, loss=1.1126, top1-acc=69.54%, top5-acc=91.52%, remaining_time=0:00:20.011798, arrival_time=2021-04-10 02:28:16.412341, cost_time=0:00:03.616576 2021-04-10 02:27:57,555 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=1.30ms, fps=2218 images/s, loss=1.1139, top1-acc=69.47%, top5-acc=91.46%, remaining_time=0:00:18.608772, arrival_time=2021-04-10 02:28:16.164061, cost_time=0:00:04.771498 2021-04-10 02:27:58,723 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=1.90ms, fps=2192 images/s, loss=1.1184, top1-acc=69.42%, top5-acc=91.32%, remaining_time=0:00:17.344362, arrival_time=2021-04-10 02:28:16.068157, cost_time=0:00:05.939832 2021-04-10 02:27:59,876 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=3.95ms, fps=2222 images/s, loss=1.1305, top1-acc=69.14%, top5-acc=91.10%, remaining_time=0:00:16.076832, arrival_time=2021-04-10 02:28:15.953364, cost_time=0:00:07.092718 2021-04-10 02:28:01,025 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=1.29ms, fps=2229 images/s, loss=1.1379, top1-acc=69.01%, top5-acc=91.06%, remaining_time=0:00:14.834862, arrival_time=2021-04-10 02:28:15.860216, cost_time=0:00:08.241561 2021-04-10 02:28:02,174 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=2.21ms, fps=2228 images/s, loss=1.1471, top1-acc=68.78%, top5-acc=90.94%, remaining_time=0:00:13.616660, arrival_time=2021-04-10 02:28:15.791357, cost_time=0:00:09.390831 2021-04-10 02:28:03,324 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=1.59ms, fps=2227 images/s, loss=1.1559, top1-acc=68.62%, top5-acc=90.72%, remaining_time=0:00:12.414720, arrival_time=2021-04-10 02:28:15.739352, cost_time=0:00:10.540834 2021-04-10 02:28:04,473 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=2.47ms, fps=2230 images/s, loss=1.1542, top1-acc=68.59%, top5-acc=90.79%, remaining_time=0:00:11.221824, arrival_time=2021-04-10 02:28:15.695106, cost_time=0:00:11.689367 2021-04-10 02:28:05,631 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=1.43ms, fps=2211 images/s, loss=1.1635, top1-acc=68.43%, top5-acc=90.67%, remaining_time=0:00:10.044628, arrival_time=2021-04-10 02:28:15.676285, cost_time=0:00:12.847832 2021-04-10 02:28:06,775 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=1.62ms, fps=2238 images/s, loss=1.1659, top1-acc=68.37%, top5-acc=90.67%, remaining_time=0:00:08.861600, arrival_time=2021-04-10 02:28:15.637448, cost_time=0:00:13.992056 2021-04-10 02:28:07,921 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.62ms, fps=2235 images/s, loss=1.1679, top1-acc=68.38%, top5-acc=90.65%, remaining_time=0:00:07.685502, arrival_time=2021-04-10 02:28:15.607387, cost_time=0:00:15.138094 2021-04-10 02:28:09,070 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=1.44ms, fps=2230 images/s, loss=1.1696, top1-acc=68.32%, top5-acc=90.58%, remaining_time=0:00:06.514536, arrival_time=2021-04-10 02:28:15.584676, cost_time=0:00:16.286292 2021-04-10 02:28:10,238 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=1.66ms, fps=2192 images/s, loss=1.1743, top1-acc=68.18%, top5-acc=90.47%, remaining_time=0:00:05.352836, arrival_time=2021-04-10 02:28:15.591536, cost_time=0:00:17.454851 2021-04-10 02:28:11,395 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=1.57ms, fps=2214 images/s, loss=1.1737, top1-acc=68.19%, top5-acc=90.45%, remaining_time=0:00:04.187628, arrival_time=2021-04-10 02:28:15.583208, cost_time=0:00:18.611735 2021-04-10 02:28:12,540 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=1.37ms, fps=2236 images/s, loss=1.1775, top1-acc=68.12%, top5-acc=90.39%, remaining_time=0:00:03.021642, arrival_time=2021-04-10 02:28:15.562336, cost_time=0:00:19.756901 2021-04-10 02:28:13,684 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=1.63ms, fps=2240 images/s, loss=1.1847, top1-acc=67.96%, top5-acc=90.31%, remaining_time=0:00:01.857792, arrival_time=2021-04-10 02:28:15.541792, cost_time=0:00:20.900135 2021-04-10 02:28:14,831 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=1.31ms, fps=2233 images/s, loss=1.1865, top1-acc=67.96%, top5-acc=90.27%, remaining_time=0:00:00.696228, arrival_time=2021-04-10 02:28:15.527340, cost_time=0:00:22.047312 2021-04-10 02:28:15,448 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=1.43ms, fps=2203 images/s, loss=1.1861, top1-acc=67.93%, top5-acc=90.26%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:15.448862, cost_time=0:00:22.665085 2021-04-10 02:28:15,909 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=3.36ms, fps=5572 images/s, loss=1.7400, top1-acc=56.84%, top5-acc=81.91%, remaining_time=0:00:01.378200, arrival_time=2021-04-10 02:28:17.287430, cost_time=0:00:00.459396 2021-04-10 02:28:16,286 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=3.09ms, fps=6802 images/s, loss=1.7485, top1-acc=56.58%, top5-acc=81.58%, remaining_time=0:00:00.836320, arrival_time=2021-04-10 02:28:17.122414, cost_time=0:00:00.836328 2021-04-10 02:28:16,665 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=1.84ms, fps=6749 images/s, loss=1.7231, top1-acc=56.98%, top5-acc=82.14%, remaining_time=0:00:00.405320, arrival_time=2021-04-10 02:28:17.071094, cost_time=0:00:01.215946 2021-04-10 02:28:17,004 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.07ms, fps=6865 images/s, loss=1.7193, top1-acc=56.83%, top5-acc=82.20%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:17.004140, cost_time=0:00:01.554407 2021-04-10 02:28:17,517 INFO : Epoch=0037 complete, best val top1-acc=57.48%, top5-acc=82.19% (epoch=35), remaining_time=1:08:06.953768, arrival_time=2021-04-10 03:36:24.471223, cost_time=0:15:27.713428 2021-04-10 02:28:17,518 INFO : Train start, epoch=0038, lr=0.091790 2021-04-10 02:28:18,874 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=1.89ms, fps=1888 images/s, loss=1.1762, top1-acc=68.67%, top5-acc=90.66%, remaining_time=0:00:25.217136, arrival_time=2021-04-10 02:28:44.091092, cost_time=0:00:01.355762 2021-04-10 02:28:20,027 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=1.41ms, fps=2221 images/s, loss=1.1459, top1-acc=69.18%, top5-acc=91.25%, remaining_time=0:00:22.080784, arrival_time=2021-04-10 02:28:42.108243, cost_time=0:00:02.509180 2021-04-10 02:28:21,189 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=1.62ms, fps=2205 images/s, loss=1.1389, top1-acc=69.57%, top5-acc=91.11%, remaining_time=0:00:20.314084, arrival_time=2021-04-10 02:28:41.503570, cost_time=0:00:03.671234 2021-04-10 02:28:22,351 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=2.44ms, fps=2204 images/s, loss=1.1373, top1-acc=69.67%, top5-acc=91.08%, remaining_time=0:00:18.850260, arrival_time=2021-04-10 02:28:41.201823, cost_time=0:00:04.833382 2021-04-10 02:28:23,506 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=1.41ms, fps=2218 images/s, loss=1.1359, top1-acc=69.59%, top5-acc=91.02%, remaining_time=0:00:17.485690, arrival_time=2021-04-10 02:28:40.992164, cost_time=0:00:05.988267 2021-04-10 02:28:24,654 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=2.60ms, fps=2232 images/s, loss=1.1450, top1-acc=69.23%, top5-acc=90.79%, remaining_time=0:00:16.174480, arrival_time=2021-04-10 02:28:40.828455, cost_time=0:00:07.135804 2021-04-10 02:28:25,808 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=1.49ms, fps=2218 images/s, loss=1.1512, top1-acc=69.06%, top5-acc=90.88%, remaining_time=0:00:14.922810, arrival_time=2021-04-10 02:28:40.731418, cost_time=0:00:08.290440 2021-04-10 02:28:26,961 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=1.64ms, fps=2222 images/s, loss=1.1505, top1-acc=69.12%, top5-acc=90.80%, remaining_time=0:00:13.692640, arrival_time=2021-04-10 02:28:40.653957, cost_time=0:00:09.443195 2021-04-10 02:28:28,110 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=1.44ms, fps=2228 images/s, loss=1.1563, top1-acc=69.05%, top5-acc=90.68%, remaining_time=0:00:12.475776, arrival_time=2021-04-10 02:28:40.586624, cost_time=0:00:10.592646 2021-04-10 02:28:29,259 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=1.43ms, fps=2230 images/s, loss=1.1546, top1-acc=69.00%, top5-acc=90.71%, remaining_time=0:00:11.271648, arrival_time=2021-04-10 02:28:40.531067, cost_time=0:00:11.741298 2021-04-10 02:28:30,406 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=1.45ms, fps=2234 images/s, loss=1.1593, top1-acc=68.80%, top5-acc=90.69%, remaining_time=0:00:10.075932, arrival_time=2021-04-10 02:28:40.481954, cost_time=0:00:12.887828 2021-04-10 02:28:31,560 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=1.92ms, fps=2219 images/s, loss=1.1540, top1-acc=68.86%, top5-acc=90.74%, remaining_time=0:00:08.893292, arrival_time=2021-04-10 02:28:40.453470, cost_time=0:00:14.042039 2021-04-10 02:28:32,714 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=1.41ms, fps=2219 images/s, loss=1.1526, top1-acc=68.90%, top5-acc=90.72%, remaining_time=0:00:07.715070, arrival_time=2021-04-10 02:28:40.429531, cost_time=0:00:15.196288 2021-04-10 02:28:33,864 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=1.47ms, fps=2228 images/s, loss=1.1529, top1-acc=68.87%, top5-acc=90.77%, remaining_time=0:00:06.538336, arrival_time=2021-04-10 02:28:40.402352, cost_time=0:00:16.345822 2021-04-10 02:28:35,015 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=1.59ms, fps=2225 images/s, loss=1.1560, top1-acc=68.86%, top5-acc=90.70%, remaining_time=0:00:05.365762, arrival_time=2021-04-10 02:28:40.381004, cost_time=0:00:17.497045 2021-04-10 02:28:36,173 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=1.84ms, fps=2212 images/s, loss=1.1599, top1-acc=68.72%, top5-acc=90.69%, remaining_time=0:00:04.197420, arrival_time=2021-04-10 02:28:40.370768, cost_time=0:00:18.655214 2021-04-10 02:28:37,320 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=1.83ms, fps=2232 images/s, loss=1.1665, top1-acc=68.60%, top5-acc=90.60%, remaining_time=0:00:03.028636, arrival_time=2021-04-10 02:28:40.349550, cost_time=0:00:19.802668 2021-04-10 02:28:38,478 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=2.68ms, fps=2214 images/s, loss=1.1669, top1-acc=68.65%, top5-acc=90.60%, remaining_time=0:00:01.863088, arrival_time=2021-04-10 02:28:40.341092, cost_time=0:00:20.959798 2021-04-10 02:28:39,632 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=1.23ms, fps=2219 images/s, loss=1.1673, top1-acc=68.63%, top5-acc=90.60%, remaining_time=0:00:00.698352, arrival_time=2021-04-10 02:28:40.330972, cost_time=0:00:22.114429 2021-04-10 02:28:40,252 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=1.28ms, fps=2197 images/s, loss=1.1681, top1-acc=68.56%, top5-acc=90.62%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:40.252124, cost_time=0:00:22.733999 2021-04-10 02:28:40,706 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=1.91ms, fps=5647 images/s, loss=1.7811, top1-acc=56.60%, top5-acc=80.39%, remaining_time=0:00:01.359870, arrival_time=2021-04-10 02:28:42.066359, cost_time=0:00:00.453290 2021-04-10 02:28:41,080 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=1.54ms, fps=6858 images/s, loss=1.8040, top1-acc=56.02%, top5-acc=80.72%, remaining_time=0:00:00.827080, arrival_time=2021-04-10 02:28:41.907309, cost_time=0:00:00.827076 2021-04-10 02:28:41,455 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=0.20ms, fps=6822 images/s, loss=1.7929, top1-acc=56.11%, top5-acc=81.05%, remaining_time=0:00:00.400910, arrival_time=2021-04-10 02:28:41.856823, cost_time=0:00:01.202716 2021-04-10 02:28:41,806 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=0.07ms, fps=6632 images/s, loss=1.8149, top1-acc=56.17%, top5-acc=81.10%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:41.806228, cost_time=0:00:01.553033 2021-04-10 02:28:42,394 INFO : Epoch=0038 complete, best val top1-acc=57.48%, top5-acc=82.19% (epoch=35), remaining_time=1:07:41.042082, arrival_time=2021-04-10 03:36:23.436236, cost_time=0:15:52.590123 2021-04-10 02:28:42,394 INFO : Train start, epoch=0039, lr=0.091354 2021-04-10 02:28:43,754 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=2.02ms, fps=1883 images/s, loss=1.1289, top1-acc=68.44%, top5-acc=91.09%, remaining_time=0:00:25.287258, arrival_time=2021-04-10 02:29:09.041685, cost_time=0:00:01.359532 2021-04-10 02:28:44,905 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=1.49ms, fps=2225 images/s, loss=1.1167, top1-acc=69.32%, top5-acc=91.21%, remaining_time=0:00:22.095392, arrival_time=2021-04-10 02:29:07.001139, cost_time=0:00:02.510841 2021-04-10 02:28:46,068 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=2.81ms, fps=2203 images/s, loss=1.1156, top1-acc=69.67%, top5-acc=91.17%, remaining_time=0:00:20.325372, arrival_time=2021-04-10 02:29:06.393475, cost_time=0:00:03.673274 2021-04-10 02:28:47,220 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=1.81ms, fps=2222 images/s, loss=1.1211, top1-acc=69.52%, top5-acc=91.12%, remaining_time=0:00:18.820308, arrival_time=2021-04-10 02:29:06.040992, cost_time=0:00:04.825713 2021-04-10 02:28:48,375 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=1.37ms, fps=2219 images/s, loss=1.1217, top1-acc=69.42%, top5-acc=91.16%, remaining_time=0:00:17.462622, arrival_time=2021-04-10 02:29:05.837890, cost_time=0:00:05.980340 2021-04-10 02:28:49,516 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=1.28ms, fps=2245 images/s, loss=1.1253, top1-acc=69.52%, top5-acc=91.08%, remaining_time=0:00:16.142384, arrival_time=2021-04-10 02:29:05.658862, cost_time=0:00:07.121664 2021-04-10 02:28:50,663 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=1.41ms, fps=2233 images/s, loss=1.1384, top1-acc=69.25%, top5-acc=90.98%, remaining_time=0:00:14.883246, arrival_time=2021-04-10 02:29:05.546598, cost_time=0:00:08.268462 2021-04-10 02:28:51,815 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=1.87ms, fps=2224 images/s, loss=1.1381, top1-acc=69.26%, top5-acc=91.05%, remaining_time=0:00:13.659580, arrival_time=2021-04-10 02:29:05.474757, cost_time=0:00:09.420371 2021-04-10 02:28:52,967 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=1.35ms, fps=2223 images/s, loss=1.1420, top1-acc=69.08%, top5-acc=91.00%, remaining_time=0:00:12.451926, arrival_time=2021-04-10 02:29:05.419198, cost_time=0:00:10.572377 2021-04-10 02:28:54,113 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=1.52ms, fps=2234 images/s, loss=1.1420, top1-acc=69.07%, top5-acc=91.01%, remaining_time=0:00:11.250144, arrival_time=2021-04-10 02:29:05.363835, cost_time=0:00:11.718874 2021-04-10 02:28:55,272 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=1.85ms, fps=2210 images/s, loss=1.1411, top1-acc=69.20%, top5-acc=90.97%, remaining_time=0:00:10.068020, arrival_time=2021-04-10 02:29:05.340629, cost_time=0:00:12.877666 2021-04-10 02:28:56,437 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=1.40ms, fps=2199 images/s, loss=1.1472, top1-acc=69.08%, top5-acc=90.92%, remaining_time=0:00:08.893444, arrival_time=2021-04-10 02:29:05.330561, cost_time=0:00:14.042278 2021-04-10 02:28:57,586 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=1.54ms, fps=2229 images/s, loss=1.1495, top1-acc=69.05%, top5-acc=90.90%, remaining_time=0:00:07.712562, arrival_time=2021-04-10 02:29:05.298825, cost_time=0:00:15.191375 2021-04-10 02:28:58,733 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=1.52ms, fps=2234 images/s, loss=1.1493, top1-acc=69.05%, top5-acc=90.89%, remaining_time=0:00:06.535256, arrival_time=2021-04-10 02:29:05.268280, cost_time=0:00:16.338119 2021-04-10 02:28:59,888 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=1.62ms, fps=2217 images/s, loss=1.1536, top1-acc=68.94%, top5-acc=90.81%, remaining_time=0:00:05.364658, arrival_time=2021-04-10 02:29:05.253069, cost_time=0:00:17.493514 2021-04-10 02:29:01,042 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=1.44ms, fps=2220 images/s, loss=1.1560, top1-acc=68.89%, top5-acc=90.77%, remaining_time=0:00:04.195620, arrival_time=2021-04-10 02:29:05.237709, cost_time=0:00:18.647210 2021-04-10 02:29:02,191 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=1.51ms, fps=2229 images/s, loss=1.1589, top1-acc=68.82%, top5-acc=90.77%, remaining_time=0:00:03.027726, arrival_time=2021-04-10 02:29:05.219366, cost_time=0:00:19.796746 2021-04-10 02:29:03,342 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=2.19ms, fps=2226 images/s, loss=1.1659, top1-acc=68.65%, top5-acc=90.69%, remaining_time=0:00:01.862016, arrival_time=2021-04-10 02:29:05.204562, cost_time=0:00:20.947621 2021-04-10 02:29:04,497 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=1.17ms, fps=2218 images/s, loss=1.1676, top1-acc=68.63%, top5-acc=90.64%, remaining_time=0:00:00.697974, arrival_time=2021-04-10 02:29:05.195372, cost_time=0:00:22.102559 2021-04-10 02:29:05,117 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=1.54ms, fps=2197 images/s, loss=1.1666, top1-acc=68.63%, top5-acc=90.67%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:05.117058, cost_time=0:00:22.722192 2021-04-10 02:29:05,606 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=0.39ms, fps=5240 images/s, loss=1.7740, top1-acc=56.21%, top5-acc=82.07%, remaining_time=0:00:01.465470, arrival_time=2021-04-10 02:29:07.072399, cost_time=0:00:00.488493 2021-04-10 02:29:05,977 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=1.42ms, fps=6914 images/s, loss=1.7728, top1-acc=55.96%, top5-acc=82.07%, remaining_time=0:00:00.859140, arrival_time=2021-04-10 02:29:06.836746, cost_time=0:00:00.859136 2021-04-10 02:29:06,349 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=1.32ms, fps=6889 images/s, loss=1.7714, top1-acc=56.08%, top5-acc=82.21%, remaining_time=0:00:00.410390, arrival_time=2021-04-10 02:29:06.760033, cost_time=0:00:01.231166 2021-04-10 02:29:06,687 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=0.07ms, fps=6874 images/s, loss=1.7653, top1-acc=56.44%, top5-acc=82.22%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:06.687639, cost_time=0:00:01.569238 2021-04-10 02:29:07,231 INFO : Epoch=0039 complete, best val top1-acc=57.48%, top5-acc=82.19% (epoch=35), remaining_time=1:07:15.022733, arrival_time=2021-04-10 03:36:22.254629, cost_time=0:16:17.427859 2021-04-10 02:29:07,232 INFO : Train start, epoch=0040, lr=0.090907 2021-04-10 02:29:08,585 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=1.87ms, fps=1892 images/s, loss=1.0652, top1-acc=70.62%, top5-acc=91.95%, remaining_time=0:00:25.166358, arrival_time=2021-04-10 02:29:33.752032, cost_time=0:00:01.353032 2021-04-10 02:29:09,735 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=1.45ms, fps=2228 images/s, loss=1.0895, top1-acc=69.84%, top5-acc=91.54%, remaining_time=0:00:22.021296, arrival_time=2021-04-10 02:29:31.756432, cost_time=0:00:02.502429 2021-04-10 02:29:10,896 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=1.61ms, fps=2206 images/s, loss=1.0916, top1-acc=69.95%, top5-acc=91.48%, remaining_time=0:00:20.271090, arrival_time=2021-04-10 02:29:31.167204, cost_time=0:00:03.663457 2021-04-10 02:29:12,044 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=1.78ms, fps=2231 images/s, loss=1.0976, top1-acc=69.96%, top5-acc=91.26%, remaining_time=0:00:18.764304, arrival_time=2021-04-10 02:29:30.808277, cost_time=0:00:04.811375 2021-04-10 02:29:13,199 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=1.95ms, fps=2217 images/s, loss=1.1087, top1-acc=70.02%, top5-acc=91.21%, remaining_time=0:00:17.422326, arrival_time=2021-04-10 02:29:30.621557, cost_time=0:00:05.966569 2021-04-10 02:29:14,349 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=2.63ms, fps=2227 images/s, loss=1.1192, top1-acc=69.82%, top5-acc=91.11%, remaining_time=0:00:16.130688, arrival_time=2021-04-10 02:29:30.479868, cost_time=0:00:07.116503 2021-04-10 02:29:15,500 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=1.58ms, fps=2225 images/s, loss=1.1177, top1-acc=69.86%, top5-acc=91.19%, remaining_time=0:00:14.881608, arrival_time=2021-04-10 02:29:30.381841, cost_time=0:00:08.267572 2021-04-10 02:29:16,654 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=1.59ms, fps=2220 images/s, loss=1.1201, top1-acc=69.88%, top5-acc=91.07%, remaining_time=0:00:13.661088, arrival_time=2021-04-10 02:29:30.315212, cost_time=0:00:09.421415 2021-04-10 02:29:17,815 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=1.68ms, fps=2206 images/s, loss=1.1259, top1-acc=69.72%, top5-acc=91.11%, remaining_time=0:00:12.463586, arrival_time=2021-04-10 02:29:30.278546, cost_time=0:00:10.582272 2021-04-10 02:29:18,979 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=1.33ms, fps=2199 images/s, loss=1.1341, top1-acc=69.49%, top5-acc=90.99%, remaining_time=0:00:11.277312, arrival_time=2021-04-10 02:29:30.257176, cost_time=0:00:11.747210 2021-04-10 02:29:20,135 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=1.55ms, fps=2217 images/s, loss=1.1336, top1-acc=69.44%, top5-acc=91.05%, remaining_time=0:00:10.087370, arrival_time=2021-04-10 02:29:30.222457, cost_time=0:00:12.902434 2021-04-10 02:29:21,284 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=1.56ms, fps=2229 images/s, loss=1.1393, top1-acc=69.32%, top5-acc=91.00%, remaining_time=0:00:08.899372, arrival_time=2021-04-10 02:29:30.183739, cost_time=0:00:14.051661 2021-04-10 02:29:22,445 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=4.08ms, fps=2206 images/s, loss=1.1449, top1-acc=69.18%, top5-acc=90.90%, remaining_time=0:00:07.723518, arrival_time=2021-04-10 02:29:30.169150, cost_time=0:00:15.212994 2021-04-10 02:29:23,601 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=1.42ms, fps=2217 images/s, loss=1.1542, top1-acc=69.02%, top5-acc=90.78%, remaining_time=0:00:06.547352, arrival_time=2021-04-10 02:29:30.148403, cost_time=0:00:16.368372 2021-04-10 02:29:24,764 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=1.40ms, fps=2202 images/s, loss=1.1559, top1-acc=68.99%, top5-acc=90.79%, remaining_time=0:00:05.376342, arrival_time=2021-04-10 02:29:30.140491, cost_time=0:00:17.531586 2021-04-10 02:29:25,917 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=1.50ms, fps=2221 images/s, loss=1.1589, top1-acc=68.98%, top5-acc=90.74%, remaining_time=0:00:04.204008, arrival_time=2021-04-10 02:29:30.121110, cost_time=0:00:18.684444 2021-04-10 02:29:27,065 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=1.49ms, fps=2231 images/s, loss=1.1608, top1-acc=68.86%, top5-acc=90.76%, remaining_time=0:00:03.033186, arrival_time=2021-04-10 02:29:30.098197, cost_time=0:00:19.832432 2021-04-10 02:29:28,222 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=1.45ms, fps=2213 images/s, loss=1.1611, top1-acc=68.82%, top5-acc=90.74%, remaining_time=0:00:01.865760, arrival_time=2021-04-10 02:29:30.088239, cost_time=0:00:20.989759 2021-04-10 02:29:29,375 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.24ms, fps=2222 images/s, loss=1.1648, top1-acc=68.73%, top5-acc=90.64%, remaining_time=0:00:00.699246, arrival_time=2021-04-10 02:29:30.074682, cost_time=0:00:22.142870 2021-04-10 02:29:30,001 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=1.39ms, fps=2175 images/s, loss=1.1639, top1-acc=68.74%, top5-acc=90.65%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:30.001354, cost_time=0:00:22.768513 2021-04-10 02:29:30,472 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=2.87ms, fps=5454 images/s, loss=1.7295, top1-acc=56.84%, top5-acc=82.03%, remaining_time=0:00:01.408020, arrival_time=2021-04-10 02:29:31.880572, cost_time=0:00:00.469342 2021-04-10 02:29:30,845 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=1.45ms, fps=6873 images/s, loss=1.7298, top1-acc=57.01%, top5-acc=81.93%, remaining_time=0:00:00.842200, arrival_time=2021-04-10 02:29:31.687653, cost_time=0:00:00.842192 2021-04-10 02:29:31,224 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=1.73ms, fps=6758 images/s, loss=1.7440, top1-acc=56.64%, top5-acc=82.15%, remaining_time=0:00:00.407210, arrival_time=2021-04-10 02:29:31.632035, cost_time=0:00:01.221625 2021-04-10 02:29:31,566 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=0.09ms, fps=6807 images/s, loss=1.7768, top1-acc=56.16%, top5-acc=82.10%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:31.566039, cost_time=0:00:01.562849 2021-04-10 02:29:32,088 INFO : Epoch=0040 complete, best val top1-acc=57.48%, top5-acc=82.19% (epoch=35), remaining_time=1:06:49.139200, arrival_time=2021-04-10 03:36:21.228027, cost_time=0:16:42.284791 2021-04-10 02:29:32,089 INFO : Train start, epoch=0041, lr=0.090451 2021-04-10 02:29:33,492 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=1.47ms, fps=1825 images/s, loss=1.1152, top1-acc=70.16%, top5-acc=91.87%, remaining_time=0:00:26.091894, arrival_time=2021-04-10 02:29:59.584306, cost_time=0:00:01.402788 2021-04-10 02:29:34,644 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=1.47ms, fps=2224 images/s, loss=1.1106, top1-acc=70.39%, top5-acc=91.46%, remaining_time=0:00:22.479424, arrival_time=2021-04-10 02:29:57.123546, cost_time=0:00:02.554475 2021-04-10 02:29:35,800 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=1.64ms, fps=2216 images/s, loss=1.1040, top1-acc=70.38%, top5-acc=91.80%, remaining_time=0:00:20.531876, arrival_time=2021-04-10 02:29:56.332089, cost_time=0:00:03.710580 2021-04-10 02:29:36,946 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=1.49ms, fps=2234 images/s, loss=1.1179, top1-acc=70.11%, top5-acc=91.48%, remaining_time=0:00:18.942456, arrival_time=2021-04-10 02:29:55.889048, cost_time=0:00:04.857035 2021-04-10 02:29:38,095 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=1.86ms, fps=2229 images/s, loss=1.1180, top1-acc=69.92%, top5-acc=91.58%, remaining_time=0:00:17.536644, arrival_time=2021-04-10 02:29:55.631988, cost_time=0:00:06.005716 2021-04-10 02:29:39,243 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=2.03ms, fps=2232 images/s, loss=1.1218, top1-acc=69.82%, top5-acc=91.58%, remaining_time=0:00:16.214600, arrival_time=2021-04-10 02:29:55.457703, cost_time=0:00:07.153517 2021-04-10 02:29:40,391 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=1.84ms, fps=2231 images/s, loss=1.1263, top1-acc=69.82%, top5-acc=91.55%, remaining_time=0:00:14.942592, arrival_time=2021-04-10 02:29:55.333631, cost_time=0:00:08.301452 2021-04-10 02:29:41,540 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=2.57ms, fps=2229 images/s, loss=1.1265, top1-acc=69.76%, top5-acc=91.43%, remaining_time=0:00:13.702964, arrival_time=2021-04-10 02:29:55.242916, cost_time=0:00:09.450346 2021-04-10 02:29:42,703 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=1.89ms, fps=2201 images/s, loss=1.1211, top1-acc=69.84%, top5-acc=91.51%, remaining_time=0:00:12.500686, arrival_time=2021-04-10 02:29:55.204086, cost_time=0:00:10.613827 2021-04-10 02:29:43,854 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=1.46ms, fps=2225 images/s, loss=1.1268, top1-acc=69.73%, top5-acc=91.45%, remaining_time=0:00:11.294400, arrival_time=2021-04-10 02:29:55.148980, cost_time=0:00:11.765024 2021-04-10 02:29:45,002 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=1.43ms, fps=2231 images/s, loss=1.1289, top1-acc=69.67%, top5-acc=91.38%, remaining_time=0:00:10.095368, arrival_time=2021-04-10 02:29:55.097749, cost_time=0:00:12.912712 2021-04-10 02:29:46,152 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=1.39ms, fps=2228 images/s, loss=1.1278, top1-acc=69.68%, top5-acc=91.37%, remaining_time=0:00:08.906212, arrival_time=2021-04-10 02:29:55.058267, cost_time=0:00:14.062456 2021-04-10 02:29:47,301 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=1.78ms, fps=2229 images/s, loss=1.1303, top1-acc=69.64%, top5-acc=91.35%, remaining_time=0:00:07.722858, arrival_time=2021-04-10 02:29:55.024077, cost_time=0:00:15.211667 2021-04-10 02:29:48,451 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=1.74ms, fps=2227 images/s, loss=1.1329, top1-acc=69.56%, top5-acc=91.27%, remaining_time=0:00:06.544720, arrival_time=2021-04-10 02:29:54.996138, cost_time=0:00:16.361776 2021-04-10 02:29:49,606 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=1.43ms, fps=2217 images/s, loss=1.1386, top1-acc=69.43%, top5-acc=91.16%, remaining_time=0:00:05.371880, arrival_time=2021-04-10 02:29:54.978371, cost_time=0:00:17.516934 2021-04-10 02:29:50,758 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=2.33ms, fps=2222 images/s, loss=1.1394, top1-acc=69.44%, top5-acc=91.13%, remaining_time=0:00:04.200588, arrival_time=2021-04-10 02:29:54.959410, cost_time=0:00:18.669216 2021-04-10 02:29:51,915 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.58ms, fps=2215 images/s, loss=1.1411, top1-acc=69.40%, top5-acc=91.10%, remaining_time=0:00:03.032172, arrival_time=2021-04-10 02:29:54.947454, cost_time=0:00:19.825668 2021-04-10 02:29:53,069 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=1.37ms, fps=2220 images/s, loss=1.1457, top1-acc=69.31%, top5-acc=91.04%, remaining_time=0:00:01.864832, arrival_time=2021-04-10 02:29:54.933846, cost_time=0:00:20.979431 2021-04-10 02:29:54,219 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=1.24ms, fps=2226 images/s, loss=1.1482, top1-acc=69.24%, top5-acc=91.00%, remaining_time=0:00:00.698838, arrival_time=2021-04-10 02:29:54.918253, cost_time=0:00:22.129863 2021-04-10 02:29:54,834 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=1.41ms, fps=2211 images/s, loss=1.1489, top1-acc=69.27%, top5-acc=90.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:54.834934, cost_time=0:00:22.745385 2021-04-10 02:29:55,284 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=0.19ms, fps=5704 images/s, loss=1.8999, top1-acc=53.52%, top5-acc=80.62%, remaining_time=0:00:01.346340, arrival_time=2021-04-10 02:29:56.631009, cost_time=0:00:00.448780 2021-04-10 02:29:55,664 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=1.96ms, fps=6754 images/s, loss=1.8913, top1-acc=53.87%, top5-acc=80.86%, remaining_time=0:00:00.828160, arrival_time=2021-04-10 02:29:56.492270, cost_time=0:00:00.828168 2021-04-10 02:29:56,045 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=2.08ms, fps=6729 images/s, loss=1.8562, top1-acc=54.13%, top5-acc=81.17%, remaining_time=0:00:00.403020, arrival_time=2021-04-10 02:29:56.448127, cost_time=0:00:01.209061 2021-04-10 02:29:56,385 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=0.09ms, fps=6827 images/s, loss=1.8613, top1-acc=54.25%, top5-acc=81.24%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:56.385452, cost_time=0:00:01.549562 2021-04-10 02:29:56,929 INFO : Epoch=0041 complete, best val top1-acc=57.48%, top5-acc=82.19% (epoch=35), remaining_time=1:06:23.240811, arrival_time=2021-04-10 03:36:20.169837, cost_time=0:17:07.124999 2021-04-10 02:29:56,929 INFO : Train start, epoch=0042, lr=0.089984 2021-04-10 02:29:58,276 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=1.56ms, fps=1901 images/s, loss=1.0878, top1-acc=70.66%, top5-acc=91.64%, remaining_time=0:00:25.047132, arrival_time=2021-04-10 02:30:23.323507, cost_time=0:00:01.346621 2021-04-10 02:29:59,426 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=1.54ms, fps=2227 images/s, loss=1.0886, top1-acc=70.80%, top5-acc=91.45%, remaining_time=0:00:21.973248, arrival_time=2021-04-10 02:30:21.400057, cost_time=0:00:02.496956 2021-04-10 02:30:00,602 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=1.91ms, fps=2179 images/s, loss=1.1081, top1-acc=70.14%, top5-acc=91.29%, remaining_time=0:00:20.323380, arrival_time=2021-04-10 02:30:20.926141, cost_time=0:00:03.672892 2021-04-10 02:30:01,753 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=1.42ms, fps=2226 images/s, loss=1.1003, top1-acc=70.38%, top5-acc=91.42%, remaining_time=0:00:18.811884, arrival_time=2021-04-10 02:30:20.565307, cost_time=0:00:04.823556 2021-04-10 02:30:02,913 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=1.95ms, fps=2208 images/s, loss=1.0893, top1-acc=70.46%, top5-acc=91.70%, remaining_time=0:00:17.472696, arrival_time=2021-04-10 02:30:20.386379, cost_time=0:00:05.983805 2021-04-10 02:30:04,073 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=1.64ms, fps=2210 images/s, loss=1.0843, top1-acc=70.64%, top5-acc=91.67%, remaining_time=0:00:16.191344, arrival_time=2021-04-10 02:30:20.264407, cost_time=0:00:07.143268 2021-04-10 02:30:05,220 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=2.65ms, fps=2232 images/s, loss=1.0875, top1-acc=70.61%, top5-acc=91.56%, remaining_time=0:00:14.923944, arrival_time=2021-04-10 02:30:20.144796, cost_time=0:00:08.291071 2021-04-10 02:30:06,369 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=1.38ms, fps=2231 images/s, loss=1.0874, top1-acc=70.65%, top5-acc=91.62%, remaining_time=0:00:13.686956, arrival_time=2021-04-10 02:30:20.055974, cost_time=0:00:09.439276 2021-04-10 02:30:07,515 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=1.80ms, fps=2234 images/s, loss=1.0911, top1-acc=70.56%, top5-acc=91.57%, remaining_time=0:00:12.467508, arrival_time=2021-04-10 02:30:19.982951, cost_time=0:00:10.585585 2021-04-10 02:30:08,665 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=1.55ms, fps=2228 images/s, loss=1.0954, top1-acc=70.46%, top5-acc=91.50%, remaining_time=0:00:11.266176, arrival_time=2021-04-10 02:30:19.931535, cost_time=0:00:11.735628 2021-04-10 02:30:09,821 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=1.73ms, fps=2216 images/s, loss=1.0956, top1-acc=70.36%, top5-acc=91.54%, remaining_time=0:00:10.078770, arrival_time=2021-04-10 02:30:19.900160, cost_time=0:00:12.891500 2021-04-10 02:30:10,976 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=1.55ms, fps=2218 images/s, loss=1.0993, top1-acc=70.27%, top5-acc=91.51%, remaining_time=0:00:08.896332, arrival_time=2021-04-10 02:30:19.872855, cost_time=0:00:14.046793 2021-04-10 02:30:12,127 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=1.52ms, fps=2225 images/s, loss=1.1020, top1-acc=70.24%, top5-acc=91.41%, remaining_time=0:00:07.715796, arrival_time=2021-04-10 02:30:19.843492, cost_time=0:00:15.197830 2021-04-10 02:30:13,280 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=1.38ms, fps=2222 images/s, loss=1.1063, top1-acc=70.18%, top5-acc=91.36%, remaining_time=0:00:06.540296, arrival_time=2021-04-10 02:30:19.820760, cost_time=0:00:16.350710 2021-04-10 02:30:14,439 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.42ms, fps=2211 images/s, loss=1.1135, top1-acc=70.01%, top5-acc=91.26%, remaining_time=0:00:05.369488, arrival_time=2021-04-10 02:30:19.808449, cost_time=0:00:17.509249 2021-04-10 02:30:15,588 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=1.85ms, fps=2228 images/s, loss=1.1166, top1-acc=69.89%, top5-acc=91.24%, remaining_time=0:00:04.198248, arrival_time=2021-04-10 02:30:19.786847, cost_time=0:00:18.658807 2021-04-10 02:30:16,733 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=1.61ms, fps=2236 images/s, loss=1.1185, top1-acc=69.86%, top5-acc=91.23%, remaining_time=0:00:03.028870, arrival_time=2021-04-10 02:30:19.762727, cost_time=0:00:19.804113 2021-04-10 02:30:17,877 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=1.54ms, fps=2239 images/s, loss=1.1231, top1-acc=69.79%, top5-acc=91.17%, remaining_time=0:00:01.862032, arrival_time=2021-04-10 02:30:19.739687, cost_time=0:00:20.947911 2021-04-10 02:30:19,030 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.27ms, fps=2222 images/s, loss=1.1272, top1-acc=69.70%, top5-acc=91.11%, remaining_time=0:00:00.697914, arrival_time=2021-04-10 02:30:19.728280, cost_time=0:00:22.100667 2021-04-10 02:30:19,649 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=0.08ms, fps=2197 images/s, loss=1.1291, top1-acc=69.67%, top5-acc=91.08%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:19.649889, cost_time=0:00:22.720078 2021-04-10 02:30:20,124 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=2.60ms, fps=5409 images/s, loss=1.8653, top1-acc=55.66%, top5-acc=80.43%, remaining_time=0:00:01.419720, arrival_time=2021-04-10 02:30:21.544021, cost_time=0:00:00.473240 2021-04-10 02:30:20,505 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=1.49ms, fps=6737 images/s, loss=1.8600, top1-acc=55.94%, top5-acc=80.62%, remaining_time=0:00:00.853900, arrival_time=2021-04-10 02:30:21.358859, cost_time=0:00:00.853907 2021-04-10 02:30:20,884 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=1.43ms, fps=6761 images/s, loss=1.8307, top1-acc=56.39%, top5-acc=80.92%, remaining_time=0:00:00.411030, arrival_time=2021-04-10 02:30:21.295162, cost_time=0:00:01.233095 2021-04-10 02:30:21,224 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=0.06ms, fps=6821 images/s, loss=1.8039, top1-acc=56.68%, top5-acc=81.36%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:21.224664, cost_time=0:00:01.573722 2021-04-10 02:30:21,786 INFO : Epoch=0042 complete, best val top1-acc=57.48%, top5-acc=82.19% (epoch=35), remaining_time=1:05:57.456336, arrival_time=2021-04-10 03:36:19.242424, cost_time=0:17:31.982054 2021-04-10 02:30:21,786 INFO : Train start, epoch=0043, lr=0.089508 2021-04-10 02:30:23,115 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=0.26ms, fps=1927 images/s, loss=1.1168, top1-acc=70.16%, top5-acc=91.02%, remaining_time=0:00:24.711402, arrival_time=2021-04-10 02:30:47.826792, cost_time=0:00:01.328569 2021-04-10 02:30:24,273 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=1.55ms, fps=2212 images/s, loss=1.0929, top1-acc=70.04%, top5-acc=91.41%, remaining_time=0:00:21.881552, arrival_time=2021-04-10 02:30:46.154953, cost_time=0:00:02.486549 2021-04-10 02:30:25,424 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=1.48ms, fps=2225 images/s, loss=1.0976, top1-acc=69.80%, top5-acc=91.33%, remaining_time=0:00:20.129326, arrival_time=2021-04-10 02:30:45.553972, cost_time=0:00:03.637828 2021-04-10 02:30:26,583 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.74ms, fps=2210 images/s, loss=1.0870, top1-acc=70.41%, top5-acc=91.39%, remaining_time=0:00:18.707208, arrival_time=2021-04-10 02:30:45.290770, cost_time=0:00:04.796734 2021-04-10 02:30:27,734 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=1.51ms, fps=2225 images/s, loss=1.0810, top1-acc=70.58%, top5-acc=91.58%, remaining_time=0:00:17.367576, arrival_time=2021-04-10 02:30:45.102212, cost_time=0:00:05.947812 2021-04-10 02:30:28,880 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=1.42ms, fps=2235 images/s, loss=1.0907, top1-acc=70.53%, top5-acc=91.43%, remaining_time=0:00:16.079008, arrival_time=2021-04-10 02:30:44.959459, cost_time=0:00:07.093661 2021-04-10 02:30:30,040 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=1.84ms, fps=2208 images/s, loss=1.0978, top1-acc=70.37%, top5-acc=91.38%, remaining_time=0:00:14.856408, arrival_time=2021-04-10 02:30:44.896815, cost_time=0:00:08.253527 2021-04-10 02:30:31,197 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=1.99ms, fps=2215 images/s, loss=1.0994, top1-acc=70.34%, top5-acc=91.34%, remaining_time=0:00:13.644732, arrival_time=2021-04-10 02:30:44.841894, cost_time=0:00:09.410164 2021-04-10 02:30:32,350 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=1.55ms, fps=2221 images/s, loss=1.0966, top1-acc=70.37%, top5-acc=91.41%, remaining_time=0:00:12.441644, arrival_time=2021-04-10 02:30:44.792097, cost_time=0:00:10.563627 2021-04-10 02:30:33,497 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=1.64ms, fps=2233 images/s, loss=1.1020, top1-acc=70.27%, top5-acc=91.35%, remaining_time=0:00:11.242080, arrival_time=2021-04-10 02:30:44.739375, cost_time=0:00:11.710544 2021-04-10 02:30:34,647 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=1.50ms, fps=2227 images/s, loss=1.1032, top1-acc=70.22%, top5-acc=91.35%, remaining_time=0:00:10.054690, arrival_time=2021-04-10 02:30:44.702211, cost_time=0:00:12.860694 2021-04-10 02:30:35,796 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=1.31ms, fps=2230 images/s, loss=1.1050, top1-acc=70.16%, top5-acc=91.32%, remaining_time=0:00:08.872696, arrival_time=2021-04-10 02:30:44.668918, cost_time=0:00:14.009464 2021-04-10 02:30:36,944 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=1.55ms, fps=2230 images/s, loss=1.1044, top1-acc=70.29%, top5-acc=91.29%, remaining_time=0:00:07.695468, arrival_time=2021-04-10 02:30:44.639995, cost_time=0:00:15.157773 2021-04-10 02:30:38,094 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=1.46ms, fps=2228 images/s, loss=1.1078, top1-acc=70.20%, top5-acc=91.31%, remaining_time=0:00:06.522824, arrival_time=2021-04-10 02:30:44.616769, cost_time=0:00:16.307120 2021-04-10 02:30:39,251 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=1.48ms, fps=2213 images/s, loss=1.1083, top1-acc=70.20%, top5-acc=91.32%, remaining_time=0:00:05.355826, arrival_time=2021-04-10 02:30:44.607204, cost_time=0:00:17.464615 2021-04-10 02:30:40,414 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=1.92ms, fps=2202 images/s, loss=1.1138, top1-acc=70.13%, top5-acc=91.24%, remaining_time=0:00:04.191192, arrival_time=2021-04-10 02:30:44.605490, cost_time=0:00:18.627471 2021-04-10 02:30:41,562 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=1.58ms, fps=2230 images/s, loss=1.1167, top1-acc=70.01%, top5-acc=91.19%, remaining_time=0:00:03.024580, arrival_time=2021-04-10 02:30:44.587480, cost_time=0:00:19.776065 2021-04-10 02:30:42,714 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=2.26ms, fps=2224 images/s, loss=1.1218, top1-acc=69.93%, top5-acc=91.09%, remaining_time=0:00:01.860272, arrival_time=2021-04-10 02:30:44.575085, cost_time=0:00:20.928017 2021-04-10 02:30:43,868 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=1.57ms, fps=2221 images/s, loss=1.1238, top1-acc=69.88%, top5-acc=91.06%, remaining_time=0:00:00.697302, arrival_time=2021-04-10 02:30:44.565326, cost_time=0:00:22.081261 2021-04-10 02:30:44,491 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=1.25ms, fps=2184 images/s, loss=1.1251, top1-acc=69.86%, top5-acc=91.05%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:44.491242, cost_time=0:00:22.704450 2021-04-10 02:30:44,978 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=0.30ms, fps=5267 images/s, loss=1.7566, top1-acc=57.19%, top5-acc=82.15%, remaining_time=0:00:01.458180, arrival_time=2021-04-10 02:30:46.436550, cost_time=0:00:00.486062 2021-04-10 02:30:45,352 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=1.39ms, fps=6862 images/s, loss=1.7793, top1-acc=57.09%, top5-acc=81.58%, remaining_time=0:00:00.859760, arrival_time=2021-04-10 02:30:46.211808, cost_time=0:00:00.859762 2021-04-10 02:30:45,726 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=1.38ms, fps=6840 images/s, loss=1.7851, top1-acc=56.82%, top5-acc=81.82%, remaining_time=0:00:00.411510, arrival_time=2021-04-10 02:30:46.138268, cost_time=0:00:01.234536 2021-04-10 02:30:46,063 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=0.07ms, fps=6894 images/s, loss=1.7947, top1-acc=56.42%, top5-acc=81.75%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:46.063570, cost_time=0:00:01.571371 2021-04-10 02:30:46,576 INFO : Epoch=0043 complete, best val top1-acc=57.48%, top5-acc=82.19% (epoch=35), remaining_time=1:05:31.470284, arrival_time=2021-04-10 03:36:18.046445, cost_time=0:17:56.772107 2021-04-10 02:30:46,577 INFO : Train start, epoch=0044, lr=0.089022 2021-04-10 02:30:47,891 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=0.39ms, fps=1948 images/s, loss=1.1142, top1-acc=70.62%, top5-acc=90.55%, remaining_time=0:00:24.440772, arrival_time=2021-04-10 02:31:12.332088, cost_time=0:00:01.314017 2021-04-10 02:30:49,065 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=7.47ms, fps=2183 images/s, loss=1.0755, top1-acc=71.41%, top5-acc=91.21%, remaining_time=0:00:21.892288, arrival_time=2021-04-10 02:31:10.957290, cost_time=0:00:02.487754 2021-04-10 02:30:50,216 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=1.56ms, fps=2225 images/s, loss=1.0904, top1-acc=70.94%, top5-acc=91.29%, remaining_time=0:00:20.135966, arrival_time=2021-04-10 02:31:10.352227, cost_time=0:00:03.639041 2021-04-10 02:30:51,370 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=2.12ms, fps=2220 images/s, loss=1.0861, top1-acc=70.84%, top5-acc=91.57%, remaining_time=0:00:18.690984, arrival_time=2021-04-10 02:31:10.060957, cost_time=0:00:04.792547 2021-04-10 02:30:52,521 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=1.35ms, fps=2225 images/s, loss=1.0819, top1-acc=70.83%, top5-acc=91.66%, remaining_time=0:00:17.356480, arrival_time=2021-04-10 02:31:09.877683, cost_time=0:00:05.944025 2021-04-10 02:30:53,677 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=1.82ms, fps=2215 images/s, loss=1.0849, top1-acc=70.85%, top5-acc=91.60%, remaining_time=0:00:16.093560, arrival_time=2021-04-10 02:31:09.770879, cost_time=0:00:07.100094 2021-04-10 02:30:54,839 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=1.32ms, fps=2205 images/s, loss=1.0863, top1-acc=70.79%, top5-acc=91.62%, remaining_time=0:00:14.871528, arrival_time=2021-04-10 02:31:09.710636, cost_time=0:00:08.261940 2021-04-10 02:30:56,008 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=1.41ms, fps=2191 images/s, loss=1.0872, top1-acc=70.80%, top5-acc=91.56%, remaining_time=0:00:13.674544, arrival_time=2021-04-10 02:31:09.682459, cost_time=0:00:09.430690 2021-04-10 02:30:57,163 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=1.55ms, fps=2216 images/s, loss=1.0915, top1-acc=70.75%, top5-acc=91.51%, remaining_time=0:00:12.468356, arrival_time=2021-04-10 02:31:09.631797, cost_time=0:00:10.586296 2021-04-10 02:30:58,312 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=2.13ms, fps=2230 images/s, loss=1.0951, top1-acc=70.53%, top5-acc=91.52%, remaining_time=0:00:11.265312, arrival_time=2021-04-10 02:31:09.577381, cost_time=0:00:11.734744 2021-04-10 02:30:59,456 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=1.78ms, fps=2239 images/s, loss=1.0937, top1-acc=70.51%, top5-acc=91.56%, remaining_time=0:00:10.068966, arrival_time=2021-04-10 02:31:09.525056, cost_time=0:00:12.878944 2021-04-10 02:31:00,614 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=1.42ms, fps=2210 images/s, loss=1.0961, top1-acc=70.39%, top5-acc=91.57%, remaining_time=0:00:08.890404, arrival_time=2021-04-10 02:31:09.505133, cost_time=0:00:14.037511 2021-04-10 02:31:01,775 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=1.59ms, fps=2207 images/s, loss=1.0993, top1-acc=70.35%, top5-acc=91.55%, remaining_time=0:00:07.715928, arrival_time=2021-04-10 02:31:09.491178, cost_time=0:00:15.198055 2021-04-10 02:31:02,927 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.86ms, fps=2222 images/s, loss=1.1012, top1-acc=70.33%, top5-acc=91.51%, remaining_time=0:00:06.540184, arrival_time=2021-04-10 02:31:09.467854, cost_time=0:00:16.350528 2021-04-10 02:31:04,081 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=1.51ms, fps=2220 images/s, loss=1.1044, top1-acc=70.25%, top5-acc=91.47%, remaining_time=0:00:05.367832, arrival_time=2021-04-10 02:31:09.448901, cost_time=0:00:17.503858 2021-04-10 02:31:05,232 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=2.07ms, fps=2225 images/s, loss=1.1083, top1-acc=70.22%, top5-acc=91.32%, remaining_time=0:00:04.197312, arrival_time=2021-04-10 02:31:09.429269, cost_time=0:00:18.654759 2021-04-10 02:31:06,384 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=1.34ms, fps=2222 images/s, loss=1.1108, top1-acc=70.20%, top5-acc=91.28%, remaining_time=0:00:03.029416, arrival_time=2021-04-10 02:31:09.414235, cost_time=0:00:19.807661 2021-04-10 02:31:07,545 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=2.41ms, fps=2207 images/s, loss=1.1146, top1-acc=70.17%, top5-acc=91.23%, remaining_time=0:00:01.863808, arrival_time=2021-04-10 02:31:09.409013, cost_time=0:00:20.967797 2021-04-10 02:31:08,702 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=1.76ms, fps=2214 images/s, loss=1.1177, top1-acc=70.19%, top5-acc=91.16%, remaining_time=0:00:00.698688, arrival_time=2021-04-10 02:31:09.401019, cost_time=0:00:22.125164 2021-04-10 02:31:09,322 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=1.56ms, fps=2197 images/s, loss=1.1181, top1-acc=70.18%, top5-acc=91.15%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:09.321962, cost_time=0:00:22.744751 2021-04-10 02:31:09,808 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=0.36ms, fps=5277 images/s, loss=1.8290, top1-acc=56.13%, top5-acc=82.66%, remaining_time=0:00:01.455330, arrival_time=2021-04-10 02:31:11.263476, cost_time=0:00:00.485113 2021-04-10 02:31:10,178 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=1.33ms, fps=6912 images/s, loss=1.8175, top1-acc=56.00%, top5-acc=82.21%, remaining_time=0:00:00.855880, arrival_time=2021-04-10 02:31:11.034776, cost_time=0:00:00.855889 2021-04-10 02:31:10,558 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=1.51ms, fps=6755 images/s, loss=1.8233, top1-acc=55.90%, top5-acc=81.93%, remaining_time=0:00:00.411750, arrival_time=2021-04-10 02:31:10.970133, cost_time=0:00:01.235241 2021-04-10 02:31:10,905 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.11ms, fps=6701 images/s, loss=1.8025, top1-acc=55.71%, top5-acc=82.01%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:10.905202, cost_time=0:00:01.582192 2021-04-10 02:31:11,393 INFO : Epoch=0044 complete, best val top1-acc=57.48%, top5-acc=82.19% (epoch=35), remaining_time=1:05:05.636592, arrival_time=2021-04-10 03:36:17.030433, cost_time=0:18:21.589815 2021-04-10 02:31:11,394 INFO : Train start, epoch=0045, lr=0.088526 2021-04-10 02:31:12,711 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=0.25ms, fps=1944 images/s, loss=1.0716, top1-acc=71.09%, top5-acc=91.80%, remaining_time=0:00:24.491364, arrival_time=2021-04-10 02:31:37.202684, cost_time=0:00:01.316736 2021-04-10 02:31:13,861 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=1.82ms, fps=2227 images/s, loss=1.0511, top1-acc=71.25%, top5-acc=92.19%, remaining_time=0:00:21.707136, arrival_time=2021-04-10 02:31:35.568478, cost_time=0:00:02.466727 2021-04-10 02:31:15,021 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=1.35ms, fps=2209 images/s, loss=1.0549, top1-acc=71.09%, top5-acc=91.91%, remaining_time=0:00:20.066080, arrival_time=2021-04-10 02:31:35.087043, cost_time=0:00:03.626396 2021-04-10 02:31:16,172 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=4.04ms, fps=2224 images/s, loss=1.0510, top1-acc=71.16%, top5-acc=92.19%, remaining_time=0:00:18.635292, arrival_time=2021-04-10 02:31:34.808170, cost_time=0:00:04.778266 2021-04-10 02:31:17,331 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=2.12ms, fps=2212 images/s, loss=1.0655, top1-acc=71.09%, top5-acc=91.85%, remaining_time=0:00:17.334142, arrival_time=2021-04-10 02:31:34.665173, cost_time=0:00:05.936337 2021-04-10 02:31:18,480 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=1.71ms, fps=2228 images/s, loss=1.0610, top1-acc=71.41%, top5-acc=91.96%, remaining_time=0:00:16.062280, arrival_time=2021-04-10 02:31:34.543118, cost_time=0:00:07.086295 2021-04-10 02:31:19,631 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=1.42ms, fps=2226 images/s, loss=1.0575, top1-acc=71.53%, top5-acc=91.94%, remaining_time=0:00:14.826420, arrival_time=2021-04-10 02:31:34.457939, cost_time=0:00:08.236876 2021-04-10 02:31:20,777 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=1.54ms, fps=2235 images/s, loss=1.0567, top1-acc=71.55%, top5-acc=92.02%, remaining_time=0:00:13.605292, arrival_time=2021-04-10 02:31:34.382800, cost_time=0:00:09.382977 2021-04-10 02:31:21,928 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=1.36ms, fps=2226 images/s, loss=1.0630, top1-acc=71.36%, top5-acc=91.90%, remaining_time=0:00:12.406134, arrival_time=2021-04-10 02:31:34.334311, cost_time=0:00:10.533536 2021-04-10 02:31:23,078 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=1.41ms, fps=2227 images/s, loss=1.0710, top1-acc=71.15%, top5-acc=91.76%, remaining_time=0:00:11.216544, arrival_time=2021-04-10 02:31:34.294989, cost_time=0:00:11.683851 2021-04-10 02:31:24,236 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=1.85ms, fps=2212 images/s, loss=1.0667, top1-acc=71.17%, top5-acc=91.82%, remaining_time=0:00:10.040070, arrival_time=2021-04-10 02:31:34.276646, cost_time=0:00:12.841911 2021-04-10 02:31:25,392 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=1.96ms, fps=2217 images/s, loss=1.0730, top1-acc=71.07%, top5-acc=91.73%, remaining_time=0:00:08.865096, arrival_time=2021-04-10 02:31:34.257201, cost_time=0:00:13.997506 2021-04-10 02:31:26,548 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=1.54ms, fps=2215 images/s, loss=1.0764, top1-acc=71.06%, top5-acc=91.63%, remaining_time=0:00:07.693488, arrival_time=2021-04-10 02:31:34.241924, cost_time=0:00:15.153859 2021-04-10 02:31:27,714 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=1.66ms, fps=2198 images/s, loss=1.0794, top1-acc=70.97%, top5-acc=91.60%, remaining_time=0:00:06.527752, arrival_time=2021-04-10 02:31:34.241800, cost_time=0:00:16.319331 2021-04-10 02:31:28,868 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=1.37ms, fps=2220 images/s, loss=1.0820, top1-acc=70.98%, top5-acc=91.51%, remaining_time=0:00:05.358494, arrival_time=2021-04-10 02:31:34.226449, cost_time=0:00:17.473405 2021-04-10 02:31:30,014 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=1.48ms, fps=2234 images/s, loss=1.0853, top1-acc=70.83%, top5-acc=91.52%, remaining_time=0:00:04.189464, arrival_time=2021-04-10 02:31:34.203916, cost_time=0:00:18.619915 2021-04-10 02:31:31,171 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=2.45ms, fps=2214 images/s, loss=1.0844, top1-acc=70.79%, top5-acc=91.54%, remaining_time=0:00:03.024684, arrival_time=2021-04-10 02:31:34.196040, cost_time=0:00:19.776711 2021-04-10 02:31:32,316 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=1.66ms, fps=2238 images/s, loss=1.0868, top1-acc=70.72%, top5-acc=91.50%, remaining_time=0:00:01.859680, arrival_time=2021-04-10 02:31:34.175691, cost_time=0:00:20.921398 2021-04-10 02:31:33,464 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.38ms, fps=2231 images/s, loss=1.0923, top1-acc=70.60%, top5-acc=91.48%, remaining_time=0:00:00.696936, arrival_time=2021-04-10 02:31:34.161034, cost_time=0:00:22.069558 2021-04-10 02:31:34,082 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=0.08ms, fps=2202 images/s, loss=1.0958, top1-acc=70.58%, top5-acc=91.41%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:34.081977, cost_time=0:00:22.687487 2021-04-10 02:31:34,549 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=3.57ms, fps=5484 images/s, loss=2.1711, top1-acc=50.59%, top5-acc=77.93%, remaining_time=0:00:01.400280, arrival_time=2021-04-10 02:31:35.949871, cost_time=0:00:00.466761 2021-04-10 02:31:34,925 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=0.19ms, fps=6825 images/s, loss=2.1624, top1-acc=50.45%, top5-acc=77.75%, remaining_time=0:00:00.842200, arrival_time=2021-04-10 02:31:35.767213, cost_time=0:00:00.842203 2021-04-10 02:31:35,298 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=2.11ms, fps=6861 images/s, loss=2.1758, top1-acc=50.60%, top5-acc=77.83%, remaining_time=0:00:00.405240, arrival_time=2021-04-10 02:31:35.703787, cost_time=0:00:01.215707 2021-04-10 02:31:35,636 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=0.06ms, fps=6870 images/s, loss=2.1903, top1-acc=51.05%, top5-acc=77.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:35.636701, cost_time=0:00:01.553870 2021-04-10 02:31:36,140 INFO : Epoch=0045 complete, best val top1-acc=57.48%, top5-acc=82.19% (epoch=35), remaining_time=1:04:39.604740, arrival_time=2021-04-10 03:36:15.745639, cost_time=0:18:46.336880 2021-04-10 02:31:36,141 INFO : Train start, epoch=0046, lr=0.088020 2021-04-10 02:31:37,458 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=0.45ms, fps=1944 images/s, loss=1.1344, top1-acc=69.96%, top5-acc=90.82%, remaining_time=0:00:24.498618, arrival_time=2021-04-10 02:32:01.957403, cost_time=0:00:01.317126 2021-04-10 02:31:38,609 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=1.43ms, fps=2226 images/s, loss=1.1073, top1-acc=70.23%, top5-acc=91.09%, remaining_time=0:00:21.715584, arrival_time=2021-04-10 02:32:00.324865, cost_time=0:00:02.467671 2021-04-10 02:31:39,764 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=1.44ms, fps=2217 images/s, loss=1.0993, top1-acc=70.42%, top5-acc=91.15%, remaining_time=0:00:20.046824, arrival_time=2021-04-10 02:31:59.811388, cost_time=0:00:03.622932 2021-04-10 02:31:40,921 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=1.60ms, fps=2214 images/s, loss=1.0829, top1-acc=70.71%, top5-acc=91.41%, remaining_time=0:00:18.641064, arrival_time=2021-04-10 02:31:59.562420, cost_time=0:00:04.779755 2021-04-10 02:31:42,074 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=1.52ms, fps=2221 images/s, loss=1.0833, top1-acc=70.63%, top5-acc=91.36%, remaining_time=0:00:17.324068, arrival_time=2021-04-10 02:31:59.398625, cost_time=0:00:05.932915 2021-04-10 02:31:43,220 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=1.50ms, fps=2234 images/s, loss=1.0747, top1-acc=71.05%, top5-acc=91.48%, remaining_time=0:00:16.046368, arrival_time=2021-04-10 02:31:59.267196, cost_time=0:00:07.079258 2021-04-10 02:31:44,370 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.40ms, fps=2227 images/s, loss=1.0771, top1-acc=71.09%, top5-acc=91.61%, remaining_time=0:00:14.812812, arrival_time=2021-04-10 02:31:59.183725, cost_time=0:00:08.229348 2021-04-10 02:31:45,521 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=1.97ms, fps=2225 images/s, loss=1.0788, top1-acc=71.12%, top5-acc=91.65%, remaining_time=0:00:13.601348, arrival_time=2021-04-10 02:31:59.123195, cost_time=0:00:09.380278 2021-04-10 02:31:46,669 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=1.40ms, fps=2231 images/s, loss=1.0711, top1-acc=71.29%, top5-acc=91.71%, remaining_time=0:00:12.399668, arrival_time=2021-04-10 02:31:59.069264, cost_time=0:00:10.528027 2021-04-10 02:31:47,829 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=1.35ms, fps=2207 images/s, loss=1.0716, top1-acc=71.29%, top5-acc=91.70%, remaining_time=0:00:11.220768, arrival_time=2021-04-10 02:31:59.050705, cost_time=0:00:11.688306 2021-04-10 02:31:48,976 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=1.48ms, fps=2233 images/s, loss=1.0684, top1-acc=71.36%, top5-acc=91.72%, remaining_time=0:00:10.034738, arrival_time=2021-04-10 02:31:59.011534, cost_time=0:00:12.835171 2021-04-10 02:31:50,125 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=1.45ms, fps=2229 images/s, loss=1.0716, top1-acc=71.32%, top5-acc=91.70%, remaining_time=0:00:08.856660, arrival_time=2021-04-10 02:31:58.982537, cost_time=0:00:13.984247 2021-04-10 02:31:51,278 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=1.44ms, fps=2223 images/s, loss=1.0741, top1-acc=71.20%, top5-acc=91.67%, remaining_time=0:00:07.684710, arrival_time=2021-04-10 02:31:58.962871, cost_time=0:00:15.136588 2021-04-10 02:31:52,422 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=1.54ms, fps=2239 images/s, loss=1.0773, top1-acc=71.09%, top5-acc=91.67%, remaining_time=0:00:06.512128, arrival_time=2021-04-10 02:31:58.934089, cost_time=0:00:16.280386 2021-04-10 02:31:53,574 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=1.61ms, fps=2223 images/s, loss=1.0795, top1-acc=71.08%, top5-acc=91.63%, remaining_time=0:00:05.345982, arrival_time=2021-04-10 02:31:58.920069, cost_time=0:00:17.432508 2021-04-10 02:31:54,725 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=1.41ms, fps=2223 images/s, loss=1.0814, top1-acc=71.07%, top5-acc=91.59%, remaining_time=0:00:04.181472, arrival_time=2021-04-10 02:31:58.907390, cost_time=0:00:18.584304 2021-04-10 02:31:55,879 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=1.96ms, fps=2220 images/s, loss=1.0850, top1-acc=70.99%, top5-acc=91.53%, remaining_time=0:00:03.018730, arrival_time=2021-04-10 02:31:58.898241, cost_time=0:00:19.737874 2021-04-10 02:31:57,029 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=2.23ms, fps=2228 images/s, loss=1.0874, top1-acc=70.89%, top5-acc=91.53%, remaining_time=0:00:01.856672, arrival_time=2021-04-10 02:31:58.885929, cost_time=0:00:20.887623 2021-04-10 02:31:58,184 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=1.22ms, fps=2217 images/s, loss=1.0898, top1-acc=70.84%, top5-acc=91.51%, remaining_time=0:00:00.696102, arrival_time=2021-04-10 02:31:58.880944, cost_time=0:00:22.043218 2021-04-10 02:31:58,804 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=1.45ms, fps=2196 images/s, loss=1.0893, top1-acc=70.83%, top5-acc=91.53%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:58.804585, cost_time=0:00:22.663005 2021-04-10 02:31:59,281 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=1.48ms, fps=5378 images/s, loss=1.8263, top1-acc=57.27%, top5-acc=82.03%, remaining_time=0:00:01.427910, arrival_time=2021-04-10 02:32:00.709440, cost_time=0:00:00.475968 2021-04-10 02:31:59,656 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=1.49ms, fps=6837 images/s, loss=1.7603, top1-acc=57.81%, top5-acc=82.71%, remaining_time=0:00:00.850760, arrival_time=2021-04-10 02:32:00.507080, cost_time=0:00:00.850767 2021-04-10 02:32:00,035 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=1.81ms, fps=6762 images/s, loss=1.7684, top1-acc=57.47%, top5-acc=82.37%, remaining_time=0:00:00.409910, arrival_time=2021-04-10 02:32:00.445309, cost_time=0:00:01.229722 2021-04-10 02:32:00,377 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=0.10ms, fps=6789 images/s, loss=1.7600, top1-acc=57.22%, top5-acc=82.55%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:00.377693, cost_time=0:00:01.572126 2021-04-10 02:32:00,981 INFO : Epoch=0046 complete, best val top1-acc=57.48%, top5-acc=82.19% (epoch=35), remaining_time=1:04:13.941168, arrival_time=2021-04-10 03:36:14.922439, cost_time=0:19:11.177244 2021-04-10 02:32:00,981 INFO : Train start, epoch=0047, lr=0.087506 2021-04-10 02:32:02,327 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=1.48ms, fps=1903 images/s, loss=1.0170, top1-acc=72.27%, top5-acc=92.81%, remaining_time=0:00:25.019046, arrival_time=2021-04-10 02:32:27.346105, cost_time=0:00:01.345107 2021-04-10 02:32:03,476 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=1.68ms, fps=2229 images/s, loss=1.0075, top1-acc=72.73%, top5-acc=92.54%, remaining_time=0:00:21.949664, arrival_time=2021-04-10 02:32:25.425876, cost_time=0:00:02.494286 2021-04-10 02:32:04,627 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=1.56ms, fps=2225 images/s, loss=1.0250, top1-acc=72.23%, top5-acc=92.37%, remaining_time=0:00:20.170494, arrival_time=2021-04-10 02:32:24.797741, cost_time=0:00:03.645263 2021-04-10 02:32:05,778 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=1.44ms, fps=2225 images/s, loss=1.0424, top1-acc=71.66%, top5-acc=92.05%, remaining_time=0:00:18.706896, arrival_time=2021-04-10 02:32:24.485519, cost_time=0:00:04.796644 2021-04-10 02:32:06,926 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=1.54ms, fps=2231 images/s, loss=1.0474, top1-acc=71.53%, top5-acc=91.94%, remaining_time=0:00:17.357794, arrival_time=2021-04-10 02:32:24.284188, cost_time=0:00:05.944432 2021-04-10 02:32:08,082 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=1.82ms, fps=2216 images/s, loss=1.0543, top1-acc=71.35%, top5-acc=91.95%, remaining_time=0:00:16.094240, arrival_time=2021-04-10 02:32:24.176612, cost_time=0:00:07.100425 2021-04-10 02:32:09,230 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=1.37ms, fps=2230 images/s, loss=1.0529, top1-acc=71.47%, top5-acc=91.95%, remaining_time=0:00:14.848092, arrival_time=2021-04-10 02:32:24.078960, cost_time=0:00:08.248955 2021-04-10 02:32:10,376 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=1.49ms, fps=2235 images/s, loss=1.0542, top1-acc=71.51%, top5-acc=91.93%, remaining_time=0:00:13.622576, arrival_time=2021-04-10 02:32:23.999372, cost_time=0:00:09.394863 2021-04-10 02:32:11,522 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=1.99ms, fps=2235 images/s, loss=1.0527, top1-acc=71.59%, top5-acc=91.88%, remaining_time=0:00:12.414720, arrival_time=2021-04-10 02:32:23.937476, cost_time=0:00:10.540819 2021-04-10 02:32:12,667 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=1.61ms, fps=2236 images/s, loss=1.0596, top1-acc=71.45%, top5-acc=91.80%, remaining_time=0:00:11.218560, arrival_time=2021-04-10 02:32:23.886442, cost_time=0:00:11.685956 2021-04-10 02:32:13,816 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=1.75ms, fps=2229 images/s, loss=1.0593, top1-acc=71.45%, top5-acc=91.84%, remaining_time=0:00:10.034394, arrival_time=2021-04-10 02:32:23.851012, cost_time=0:00:12.834671 2021-04-10 02:32:14,966 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.72ms, fps=2228 images/s, loss=1.0622, top1-acc=71.33%, top5-acc=91.84%, remaining_time=0:00:08.856736, arrival_time=2021-04-10 02:32:23.823024, cost_time=0:00:13.984295 2021-04-10 02:32:16,118 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=1.38ms, fps=2224 images/s, loss=1.0641, top1-acc=71.30%, top5-acc=91.80%, remaining_time=0:00:07.684446, arrival_time=2021-04-10 02:32:23.802489, cost_time=0:00:15.136065 2021-04-10 02:32:17,268 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=1.37ms, fps=2226 images/s, loss=1.0711, top1-acc=71.18%, top5-acc=91.74%, remaining_time=0:00:06.514704, arrival_time=2021-04-10 02:32:23.783426, cost_time=0:00:16.286793 2021-04-10 02:32:18,425 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=1.43ms, fps=2215 images/s, loss=1.0714, top1-acc=71.11%, top5-acc=91.73%, remaining_time=0:00:05.349248, arrival_time=2021-04-10 02:32:23.774319, cost_time=0:00:17.443128 2021-04-10 02:32:19,575 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=1.45ms, fps=2228 images/s, loss=1.0730, top1-acc=71.03%, top5-acc=91.73%, remaining_time=0:00:04.183344, arrival_time=2021-04-10 02:32:23.759006, cost_time=0:00:18.592714 2021-04-10 02:32:20,730 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=1.43ms, fps=2219 images/s, loss=1.0760, top1-acc=70.94%, top5-acc=91.71%, remaining_time=0:00:03.020368, arrival_time=2021-04-10 02:32:23.750819, cost_time=0:00:19.748518 2021-04-10 02:32:21,878 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=1.44ms, fps=2230 images/s, loss=1.0805, top1-acc=70.87%, top5-acc=91.67%, remaining_time=0:00:01.857488, arrival_time=2021-04-10 02:32:23.736256, cost_time=0:00:20.896782 2021-04-10 02:32:23,026 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.42ms, fps=2232 images/s, loss=1.0809, top1-acc=70.88%, top5-acc=91.67%, remaining_time=0:00:00.696138, arrival_time=2021-04-10 02:32:23.722677, cost_time=0:00:22.044448 2021-04-10 02:32:23,651 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=1.65ms, fps=2180 images/s, loss=1.0834, top1-acc=70.86%, top5-acc=91.63%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:23.651173, cost_time=0:00:22.669228 2021-04-10 02:32:24,152 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=0.45ms, fps=5117 images/s, loss=1.8084, top1-acc=55.59%, top5-acc=82.89%, remaining_time=0:00:01.500930, arrival_time=2021-04-10 02:32:25.653525, cost_time=0:00:00.500311 2021-04-10 02:32:24,534 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=1.74ms, fps=6718 images/s, loss=1.8533, top1-acc=54.73%, top5-acc=81.66%, remaining_time=0:00:00.881820, arrival_time=2021-04-10 02:32:25.415898, cost_time=0:00:00.881827 2021-04-10 02:32:24,917 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=1.80ms, fps=6681 images/s, loss=1.8901, top1-acc=54.23%, top5-acc=80.81%, remaining_time=0:00:00.421830, arrival_time=2021-04-10 02:32:25.339594, cost_time=0:00:01.265497 2021-04-10 02:32:25,297 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=0.21ms, fps=6118 images/s, loss=1.8815, top1-acc=53.81%, top5-acc=80.49%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:25.297556, cost_time=0:00:01.645238 2021-04-10 02:32:25,866 INFO : Epoch=0047 complete, best val top1-acc=57.48%, top5-acc=82.19% (epoch=35), remaining_time=1:03:48.459942, arrival_time=2021-04-10 03:36:14.326842, cost_time=0:19:36.062875 2021-04-10 02:32:25,867 INFO : Train start, epoch=0048, lr=0.086982 2021-04-10 02:32:27,209 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=0.26ms, fps=1908 images/s, loss=1.0671, top1-acc=72.50%, top5-acc=90.94%, remaining_time=0:00:24.958596, arrival_time=2021-04-10 02:32:52.168147, cost_time=0:00:01.341863 2021-04-10 02:32:28,358 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=1.55ms, fps=2229 images/s, loss=1.0368, top1-acc=72.46%, top5-acc=91.66%, remaining_time=0:00:21.922560, arrival_time=2021-04-10 02:32:50.281435, cost_time=0:00:02.491206 2021-04-10 02:32:29,507 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=1.81ms, fps=2230 images/s, loss=1.0489, top1-acc=71.99%, top5-acc=91.82%, remaining_time=0:00:20.141444, arrival_time=2021-04-10 02:32:49.649174, cost_time=0:00:03.640022 2021-04-10 02:32:30,662 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=1.53ms, fps=2219 images/s, loss=1.0398, top1-acc=72.10%, top5-acc=91.83%, remaining_time=0:00:18.698472, arrival_time=2021-04-10 02:32:49.360620, cost_time=0:00:04.794495 2021-04-10 02:32:31,812 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=1.84ms, fps=2226 images/s, loss=1.0433, top1-acc=72.16%, top5-acc=91.79%, remaining_time=0:00:17.359838, arrival_time=2021-04-10 02:32:49.172636, cost_time=0:00:05.945130 2021-04-10 02:32:32,961 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=2.18ms, fps=2231 images/s, loss=1.0487, top1-acc=71.81%, top5-acc=91.80%, remaining_time=0:00:16.078192, arrival_time=2021-04-10 02:32:49.039224, cost_time=0:00:07.093300 2021-04-10 02:32:34,109 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=1.41ms, fps=2230 images/s, loss=1.0461, top1-acc=71.80%, top5-acc=91.90%, remaining_time=0:00:14.835492, arrival_time=2021-04-10 02:32:48.945034, cost_time=0:00:08.241918 2021-04-10 02:32:35,254 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=1.31ms, fps=2237 images/s, loss=1.0479, top1-acc=71.65%, top5-acc=91.91%, remaining_time=0:00:13.611092, arrival_time=2021-04-10 02:32:48.865780, cost_time=0:00:09.386952 2021-04-10 02:32:36,401 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=1.45ms, fps=2233 images/s, loss=1.0551, top1-acc=71.55%, top5-acc=91.84%, remaining_time=0:00:12.407088, arrival_time=2021-04-10 02:32:48.808986, cost_time=0:00:10.534279 2021-04-10 02:32:37,547 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=1.37ms, fps=2235 images/s, loss=1.0592, top1-acc=71.52%, top5-acc=91.83%, remaining_time=0:00:11.212800, arrival_time=2021-04-10 02:32:48.760407, cost_time=0:00:11.680025 2021-04-10 02:32:38,697 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=1.45ms, fps=2227 images/s, loss=1.0563, top1-acc=71.56%, top5-acc=91.89%, remaining_time=0:00:10.030782, arrival_time=2021-04-10 02:32:48.728589, cost_time=0:00:12.830072 2021-04-10 02:32:39,847 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=1.56ms, fps=2228 images/s, loss=1.0609, top1-acc=71.39%, top5-acc=91.87%, remaining_time=0:00:08.854000, arrival_time=2021-04-10 02:32:48.701634, cost_time=0:00:13.980032 2021-04-10 02:32:40,994 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=1.54ms, fps=2233 images/s, loss=1.0639, top1-acc=71.33%, top5-acc=91.83%, remaining_time=0:00:07.679892, arrival_time=2021-04-10 02:32:48.674622, cost_time=0:00:15.127085 2021-04-10 02:32:42,148 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=1.85ms, fps=2221 images/s, loss=1.0696, top1-acc=71.23%, top5-acc=91.75%, remaining_time=0:00:06.512072, arrival_time=2021-04-10 02:32:48.660010, cost_time=0:00:16.280185 2021-04-10 02:32:43,315 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=1.35ms, fps=2210 images/s, loss=1.0727, top1-acc=71.11%, top5-acc=91.72%, remaining_time=0:00:05.350720, arrival_time=2021-04-10 02:32:48.666413, cost_time=0:00:17.448055 2021-04-10 02:32:44,467 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=1.41ms, fps=2223 images/s, loss=1.0733, top1-acc=71.14%, top5-acc=91.68%, remaining_time=0:00:04.185036, arrival_time=2021-04-10 02:32:48.652792, cost_time=0:00:18.600170 2021-04-10 02:32:45,615 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=1.55ms, fps=2231 images/s, loss=1.0748, top1-acc=71.05%, top5-acc=91.70%, remaining_time=0:00:03.020290, arrival_time=2021-04-10 02:32:48.635996, cost_time=0:00:19.748034 2021-04-10 02:32:46,759 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=1.63ms, fps=2239 images/s, loss=1.0788, top1-acc=70.91%, top5-acc=91.67%, remaining_time=0:00:01.857056, arrival_time=2021-04-10 02:32:48.616460, cost_time=0:00:20.891832 2021-04-10 02:32:47,911 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.50ms, fps=2222 images/s, loss=1.0833, top1-acc=70.79%, top5-acc=91.61%, remaining_time=0:00:00.696132, arrival_time=2021-04-10 02:32:48.607904, cost_time=0:00:22.044140 2021-04-10 02:32:48,534 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=1.22ms, fps=2186 images/s, loss=1.0824, top1-acc=70.80%, top5-acc=91.61%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:48.534322, cost_time=0:00:22.666743 2021-04-10 02:32:48,987 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=0.19ms, fps=5666 images/s, loss=1.9074, top1-acc=55.04%, top5-acc=80.31%, remaining_time=0:00:01.355520, arrival_time=2021-04-10 02:32:50.342677, cost_time=0:00:00.451836 2021-04-10 02:32:49,362 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=2.03ms, fps=6837 images/s, loss=1.9054, top1-acc=55.29%, top5-acc=80.10%, remaining_time=0:00:00.826600, arrival_time=2021-04-10 02:32:50.188583, cost_time=0:00:00.826598 2021-04-10 02:32:49,734 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=1.28ms, fps=6890 images/s, loss=1.9237, top1-acc=54.66%, top5-acc=79.88%, remaining_time=0:00:00.399560, arrival_time=2021-04-10 02:32:50.133611, cost_time=0:00:01.198685 2021-04-10 02:32:50,070 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=0.07ms, fps=6910 images/s, loss=1.9236, top1-acc=54.61%, top5-acc=79.70%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:50.070147, cost_time=0:00:01.534868 2021-04-10 02:32:50,670 INFO : Epoch=0048 complete, best val top1-acc=57.48%, top5-acc=82.19% (epoch=35), remaining_time=1:03:22.742688, arrival_time=2021-04-10 03:36:13.412865, cost_time=0:20:00.866109 2021-04-10 02:32:50,671 INFO : Train start, epoch=0049, lr=0.086448 2021-04-10 02:32:52,097 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=1.39ms, fps=1795 images/s, loss=1.0017, top1-acc=72.70%, top5-acc=91.99%, remaining_time=0:00:26.531040, arrival_time=2021-04-10 02:33:18.628726, cost_time=0:00:01.426397 2021-04-10 02:32:53,245 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=1.45ms, fps=2230 images/s, loss=1.0009, top1-acc=72.81%, top5-acc=92.46%, remaining_time=0:00:22.656832, arrival_time=2021-04-10 02:33:15.902760, cost_time=0:00:02.574637 2021-04-10 02:32:54,403 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=1.37ms, fps=2212 images/s, loss=1.0089, top1-acc=72.63%, top5-acc=92.45%, remaining_time=0:00:20.653056, arrival_time=2021-04-10 02:33:15.056891, cost_time=0:00:03.732487 2021-04-10 02:32:55,562 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=1.38ms, fps=2211 images/s, loss=0.9995, top1-acc=72.90%, top5-acc=92.66%, remaining_time=0:00:19.075056, arrival_time=2021-04-10 02:33:14.637490, cost_time=0:00:04.891054 2021-04-10 02:32:56,720 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=1.90ms, fps=2212 images/s, loss=1.0074, top1-acc=72.73%, top5-acc=92.63%, remaining_time=0:00:17.662642, arrival_time=2021-04-10 02:33:14.382835, cost_time=0:00:06.048852 2021-04-10 02:32:57,887 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=7.94ms, fps=2194 images/s, loss=0.9945, top1-acc=72.92%, top5-acc=92.76%, remaining_time=0:00:16.356856, arrival_time=2021-04-10 02:33:14.244458, cost_time=0:00:07.216262 2021-04-10 02:32:59,044 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=1.48ms, fps=2215 images/s, loss=0.9989, top1-acc=72.81%, top5-acc=92.73%, remaining_time=0:00:15.070986, arrival_time=2021-04-10 02:33:14.115020, cost_time=0:00:08.372748 2021-04-10 02:33:00,193 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=2.00ms, fps=2228 images/s, loss=0.9985, top1-acc=72.78%, top5-acc=92.72%, remaining_time=0:00:13.807364, arrival_time=2021-04-10 02:33:14.000930, cost_time=0:00:09.522282 2021-04-10 02:33:01,341 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.38ms, fps=2230 images/s, loss=1.0173, top1-acc=72.35%, top5-acc=92.51%, remaining_time=0:00:12.567466, arrival_time=2021-04-10 02:33:13.909204, cost_time=0:00:10.670451 2021-04-10 02:33:02,495 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=1.57ms, fps=2220 images/s, loss=1.0260, top1-acc=72.25%, top5-acc=92.35%, remaining_time=0:00:11.351040, arrival_time=2021-04-10 02:33:13.846431, cost_time=0:00:11.823957 2021-04-10 02:33:03,644 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=1.53ms, fps=2229 images/s, loss=1.0307, top1-acc=72.22%, top5-acc=92.25%, remaining_time=0:00:10.142754, arrival_time=2021-04-10 02:33:13.787381, cost_time=0:00:12.973321 2021-04-10 02:33:04,794 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=1.34ms, fps=2226 images/s, loss=1.0297, top1-acc=72.22%, top5-acc=92.28%, remaining_time=0:00:08.944972, arrival_time=2021-04-10 02:33:13.739880, cost_time=0:00:14.123620 2021-04-10 02:33:05,946 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=1.46ms, fps=2224 images/s, loss=1.0286, top1-acc=72.22%, top5-acc=92.29%, remaining_time=0:00:07.755132, arrival_time=2021-04-10 02:33:13.701637, cost_time=0:00:15.275226 2021-04-10 02:33:07,101 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=1.83ms, fps=2218 images/s, loss=1.0337, top1-acc=72.07%, top5-acc=92.25%, remaining_time=0:00:06.571880, arrival_time=2021-04-10 02:33:13.672863, cost_time=0:00:16.429665 2021-04-10 02:33:08,251 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=1.87ms, fps=2226 images/s, loss=1.0379, top1-acc=71.92%, top5-acc=92.25%, remaining_time=0:00:05.391200, arrival_time=2021-04-10 02:33:13.642547, cost_time=0:00:17.580066 2021-04-10 02:33:09,404 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=1.40ms, fps=2220 images/s, loss=1.0359, top1-acc=71.99%, top5-acc=92.25%, remaining_time=0:00:04.215024, arrival_time=2021-04-10 02:33:13.619738, cost_time=0:00:18.733441 2021-04-10 02:33:10,559 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=1.43ms, fps=2217 images/s, loss=1.0425, top1-acc=71.80%, top5-acc=92.19%, remaining_time=0:00:03.041740, arrival_time=2021-04-10 02:33:13.601497, cost_time=0:00:19.888361 2021-04-10 02:33:11,718 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=1.85ms, fps=2211 images/s, loss=1.0460, top1-acc=71.76%, top5-acc=92.17%, remaining_time=0:00:01.870832, arrival_time=2021-04-10 02:33:13.589076, cost_time=0:00:21.046937 2021-04-10 02:33:12,870 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=1.36ms, fps=2223 images/s, loss=1.0500, top1-acc=71.70%, top5-acc=92.06%, remaining_time=0:00:00.701028, arrival_time=2021-04-10 02:33:13.571552, cost_time=0:00:22.199227 2021-04-10 02:33:13,492 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=1.24ms, fps=2190 images/s, loss=1.0497, top1-acc=71.71%, top5-acc=92.07%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:13.491984, cost_time=0:00:22.820722 2021-04-10 02:33:13,967 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=1.48ms, fps=5391 images/s, loss=1.8018, top1-acc=55.51%, top5-acc=81.13%, remaining_time=0:00:01.424640, arrival_time=2021-04-10 02:33:15.392543, cost_time=0:00:00.474883 2021-04-10 02:33:14,340 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=1.55ms, fps=6887 images/s, loss=1.7769, top1-acc=56.31%, top5-acc=81.39%, remaining_time=0:00:00.846940, arrival_time=2021-04-10 02:33:15.186907, cost_time=0:00:00.846939 2021-04-10 02:33:14,714 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=1.32ms, fps=6842 images/s, loss=1.7847, top1-acc=56.35%, top5-acc=81.52%, remaining_time=0:00:00.407150, arrival_time=2021-04-10 02:33:15.121615, cost_time=0:00:01.221442 2021-04-10 02:33:15,053 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=0.07ms, fps=6851 images/s, loss=1.7854, top1-acc=56.09%, top5-acc=81.51%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:15.053436, cost_time=0:00:01.560446 2021-04-10 02:33:15,590 INFO : Epoch=0049 complete, best val top1-acc=57.48%, top5-acc=82.19% (epoch=35), remaining_time=1:02:57.423550, arrival_time=2021-04-10 03:36:13.014002, cost_time=0:20:25.786434 2021-04-10 02:33:15,590 INFO : Train start, epoch=0050, lr=0.085906 2021-04-10 02:33:16,923 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=2.63ms, fps=1922 images/s, loss=1.0972, top1-acc=70.35%, top5-acc=91.33%, remaining_time=0:00:24.778920, arrival_time=2021-04-10 02:33:41.702294, cost_time=0:00:01.332205 2021-04-10 02:33:18,081 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=1.43ms, fps=2212 images/s, loss=1.0614, top1-acc=71.78%, top5-acc=91.64%, remaining_time=0:00:21.914992, arrival_time=2021-04-10 02:33:39.996518, cost_time=0:00:02.490336 2021-04-10 02:33:19,233 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=1.84ms, fps=2223 images/s, loss=1.0520, top1-acc=71.87%, top5-acc=91.80%, remaining_time=0:00:20.155222, arrival_time=2021-04-10 02:33:39.388884, cost_time=0:00:03.642517 2021-04-10 02:33:20,385 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=1.93ms, fps=2224 images/s, loss=1.0360, top1-acc=72.38%, top5-acc=92.07%, remaining_time=0:00:18.696444, arrival_time=2021-04-10 02:33:39.081515, cost_time=0:00:04.793948 2021-04-10 02:33:21,545 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=6.89ms, fps=2208 images/s, loss=1.0322, top1-acc=72.37%, top5-acc=92.10%, remaining_time=0:00:17.385680, arrival_time=2021-04-10 02:33:38.930885, cost_time=0:00:05.954024 2021-04-10 02:33:22,694 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=1.41ms, fps=2228 images/s, loss=1.0407, top1-acc=72.25%, top5-acc=91.96%, remaining_time=0:00:16.101040, arrival_time=2021-04-10 02:33:38.795541, cost_time=0:00:07.103419 2021-04-10 02:33:23,843 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=1.43ms, fps=2230 images/s, loss=1.0399, top1-acc=72.24%, top5-acc=91.95%, remaining_time=0:00:14.853258, arrival_time=2021-04-10 02:33:38.696302, cost_time=0:00:08.251805 2021-04-10 02:33:24,994 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=1.88ms, fps=2224 images/s, loss=1.0389, top1-acc=72.26%, top5-acc=92.01%, remaining_time=0:00:13.635104, arrival_time=2021-04-10 02:33:38.629700, cost_time=0:00:09.403508 2021-04-10 02:33:26,150 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=2.04ms, fps=2217 images/s, loss=1.0365, top1-acc=72.30%, top5-acc=92.10%, remaining_time=0:00:12.435920, arrival_time=2021-04-10 02:33:38.585997, cost_time=0:00:10.558839 2021-04-10 02:33:27,303 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=1.64ms, fps=2222 images/s, loss=1.0340, top1-acc=72.39%, top5-acc=92.11%, remaining_time=0:00:11.243424, arrival_time=2021-04-10 02:33:38.546392, cost_time=0:00:11.711875 2021-04-10 02:33:28,457 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=1.50ms, fps=2218 images/s, loss=1.0327, top1-acc=72.32%, top5-acc=92.10%, remaining_time=0:00:10.059334, arrival_time=2021-04-10 02:33:38.517073, cost_time=0:00:12.866538 2021-04-10 02:33:29,612 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=1.29ms, fps=2218 images/s, loss=1.0315, top1-acc=72.38%, top5-acc=92.14%, remaining_time=0:00:08.880144, arrival_time=2021-04-10 02:33:38.492542, cost_time=0:00:14.021253 2021-04-10 02:33:30,768 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=2.07ms, fps=2215 images/s, loss=1.0343, top1-acc=72.35%, top5-acc=92.12%, remaining_time=0:00:07.705566, arrival_time=2021-04-10 02:33:38.474341, cost_time=0:00:15.177575 2021-04-10 02:33:31,922 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=2.41ms, fps=2220 images/s, loss=1.0331, top1-acc=72.37%, top5-acc=92.17%, remaining_time=0:00:06.532624, arrival_time=2021-04-10 02:33:38.455407, cost_time=0:00:16.331615 2021-04-10 02:33:33,081 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=6.42ms, fps=2210 images/s, loss=1.0333, top1-acc=72.36%, top5-acc=92.12%, remaining_time=0:00:05.363738, arrival_time=2021-04-10 02:33:38.445400, cost_time=0:00:17.490477 2021-04-10 02:33:34,241 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=1.33ms, fps=2209 images/s, loss=1.0375, top1-acc=72.21%, top5-acc=92.09%, remaining_time=0:00:04.196268, arrival_time=2021-04-10 02:33:38.437564, cost_time=0:00:18.650098 2021-04-10 02:33:35,391 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=1.35ms, fps=2227 images/s, loss=1.0410, top1-acc=72.14%, top5-acc=92.03%, remaining_time=0:00:03.028324, arrival_time=2021-04-10 02:33:38.420092, cost_time=0:00:19.800592 2021-04-10 02:33:36,538 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=1.66ms, fps=2235 images/s, loss=1.0431, top1-acc=72.10%, top5-acc=92.06%, remaining_time=0:00:01.861936, arrival_time=2021-04-10 02:33:38.399860, cost_time=0:00:20.946719 2021-04-10 02:33:37,685 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=1.42ms, fps=2233 images/s, loss=1.0473, top1-acc=72.00%, top5-acc=92.00%, remaining_time=0:00:00.697704, arrival_time=2021-04-10 02:33:38.382842, cost_time=0:00:22.093893 2021-04-10 02:33:38,303 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=0.10ms, fps=2202 images/s, loss=1.0508, top1-acc=71.95%, top5-acc=91.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:38.303260, cost_time=0:00:22.712160 2021-04-10 02:33:38,791 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=0.41ms, fps=5255 images/s, loss=2.2591, top1-acc=51.13%, top5-acc=77.30%, remaining_time=0:00:01.461420, arrival_time=2021-04-10 02:33:40.252875, cost_time=0:00:00.487136 2021-04-10 02:33:39,160 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=1.35ms, fps=6939 images/s, loss=2.2814, top1-acc=50.78%, top5-acc=76.54%, remaining_time=0:00:00.856540, arrival_time=2021-04-10 02:33:40.017399, cost_time=0:00:00.856546 2021-04-10 02:33:39,538 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=1.30ms, fps=6796 images/s, loss=2.2725, top1-acc=51.02%, top5-acc=76.72%, remaining_time=0:00:00.411250, arrival_time=2021-04-10 02:33:39.949302, cost_time=0:00:01.233754 2021-04-10 02:33:39,880 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=0.08ms, fps=6792 images/s, loss=2.2395, top1-acc=51.38%, top5-acc=76.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:39.880096, cost_time=0:00:01.575782 2021-04-10 02:33:40,416 INFO : Epoch=0050 complete, best val top1-acc=57.48%, top5-acc=82.19% (epoch=35), remaining_time=1:02:31.836750, arrival_time=2021-04-10 03:36:12.253030, cost_time=0:20:50.612237 2021-04-10 02:33:40,417 INFO : Train start, epoch=0051, lr=0.085355 2021-04-10 02:33:41,785 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=1.57ms, fps=1871 images/s, loss=1.0602, top1-acc=71.05%, top5-acc=92.34%, remaining_time=0:00:25.451310, arrival_time=2021-04-10 02:34:07.236883, cost_time=0:00:01.368349 2021-04-10 02:33:42,936 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=1.33ms, fps=2226 images/s, loss=1.0419, top1-acc=71.64%, top5-acc=92.05%, remaining_time=0:00:22.167552, arrival_time=2021-04-10 02:34:05.103866, cost_time=0:00:02.519041 2021-04-10 02:33:44,083 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=1.83ms, fps=2233 images/s, loss=1.0285, top1-acc=71.81%, top5-acc=92.33%, remaining_time=0:00:20.286196, arrival_time=2021-04-10 02:34:04.369559, cost_time=0:00:03.666179 2021-04-10 02:33:45,242 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=1.47ms, fps=2210 images/s, loss=1.0193, top1-acc=72.03%, top5-acc=92.49%, remaining_time=0:00:18.816720, arrival_time=2021-04-10 02:34:04.058792, cost_time=0:00:04.824811 2021-04-10 02:33:46,394 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=1.62ms, fps=2223 images/s, loss=1.0062, top1-acc=72.23%, top5-acc=92.62%, remaining_time=0:00:17.452110, arrival_time=2021-04-10 02:34:03.846127, cost_time=0:00:05.976750 2021-04-10 02:33:47,548 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=1.82ms, fps=2219 images/s, loss=1.0077, top1-acc=72.30%, top5-acc=92.63%, remaining_time=0:00:16.163464, arrival_time=2021-04-10 02:34:03.711593, cost_time=0:00:07.130937 2021-04-10 02:33:48,694 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=1.33ms, fps=2235 images/s, loss=1.0121, top1-acc=72.40%, top5-acc=92.64%, remaining_time=0:00:14.898366, arrival_time=2021-04-10 02:34:03.592516, cost_time=0:00:08.276878 2021-04-10 02:33:49,848 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=1.62ms, fps=2218 images/s, loss=1.0119, top1-acc=72.37%, top5-acc=92.63%, remaining_time=0:00:13.675704, arrival_time=2021-04-10 02:34:03.524407, cost_time=0:00:09.431500 2021-04-10 02:33:51,000 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=1.44ms, fps=2223 images/s, loss=1.0075, top1-acc=72.52%, top5-acc=92.66%, remaining_time=0:00:12.464964, arrival_time=2021-04-10 02:34:03.465642, cost_time=0:00:10.583477 2021-04-10 02:33:52,152 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=1.43ms, fps=2224 images/s, loss=1.0108, top1-acc=72.41%, top5-acc=92.64%, remaining_time=0:00:11.265408, arrival_time=2021-04-10 02:34:03.417423, cost_time=0:00:11.734763 2021-04-10 02:33:53,303 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=2.16ms, fps=2225 images/s, loss=1.0140, top1-acc=72.31%, top5-acc=92.63%, remaining_time=0:00:10.074298, arrival_time=2021-04-10 02:34:03.377303, cost_time=0:00:12.885720 2021-04-10 02:33:54,454 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=1.36ms, fps=2225 images/s, loss=1.0183, top1-acc=72.21%, top5-acc=92.60%, remaining_time=0:00:08.890100, arrival_time=2021-04-10 02:34:03.344260, cost_time=0:00:14.036964 2021-04-10 02:33:55,602 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=1.67ms, fps=2230 images/s, loss=1.0239, top1-acc=72.19%, top5-acc=92.50%, remaining_time=0:00:07.709526, arrival_time=2021-04-10 02:34:03.312149, cost_time=0:00:15.185398 2021-04-10 02:33:56,767 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=2.13ms, fps=2199 images/s, loss=1.0249, top1-acc=72.20%, top5-acc=92.47%, remaining_time=0:00:06.539960, arrival_time=2021-04-10 02:34:03.307137, cost_time=0:00:16.349921 2021-04-10 02:33:57,929 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=1.34ms, fps=2204 images/s, loss=1.0262, top1-acc=72.16%, top5-acc=92.45%, remaining_time=0:00:05.370316, arrival_time=2021-04-10 02:34:03.299418, cost_time=0:00:17.511847 2021-04-10 02:33:59,079 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=1.60ms, fps=2226 images/s, loss=1.0290, top1-acc=72.13%, top5-acc=92.41%, remaining_time=0:00:04.199076, arrival_time=2021-04-10 02:34:03.278879, cost_time=0:00:18.662612 2021-04-10 02:34:00,229 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=1.44ms, fps=2227 images/s, loss=1.0306, top1-acc=72.05%, top5-acc=92.36%, remaining_time=0:00:03.030170, arrival_time=2021-04-10 02:34:03.260092, cost_time=0:00:19.812726 2021-04-10 02:34:01,378 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=1.96ms, fps=2230 images/s, loss=1.0346, top1-acc=71.96%, top5-acc=92.31%, remaining_time=0:00:01.863200, arrival_time=2021-04-10 02:34:03.241408, cost_time=0:00:20.960983 2021-04-10 02:34:02,526 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.45ms, fps=2231 images/s, loss=1.0356, top1-acc=71.88%, top5-acc=92.31%, remaining_time=0:00:00.698184, arrival_time=2021-04-10 02:34:03.224599, cost_time=0:00:22.109170 2021-04-10 02:34:03,142 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=1.40ms, fps=2209 images/s, loss=1.0374, top1-acc=71.89%, top5-acc=92.28%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:03.142565, cost_time=0:00:22.725347 2021-04-10 02:34:03,631 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=1.50ms, fps=5244 images/s, loss=1.8015, top1-acc=58.05%, top5-acc=81.45%, remaining_time=0:00:01.464390, arrival_time=2021-04-10 02:34:05.096203, cost_time=0:00:00.488132 2021-04-10 02:34:04,006 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=1.22ms, fps=6841 images/s, loss=1.7443, top1-acc=58.93%, top5-acc=82.62%, remaining_time=0:00:00.862720, arrival_time=2021-04-10 02:34:04.869122, cost_time=0:00:00.862722 2021-04-10 02:34:04,381 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=1.52ms, fps=6834 images/s, loss=1.7490, top1-acc=58.62%, top5-acc=82.40%, remaining_time=0:00:00.412600, arrival_time=2021-04-10 02:34:04.794063, cost_time=0:00:01.237786 2021-04-10 02:34:04,719 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=0.07ms, fps=6864 images/s, loss=1.7585, top1-acc=58.38%, top5-acc=82.24%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:04.719777, cost_time=0:00:01.576143 2021-04-10 02:34:05,714 INFO : Epoch=0051 complete, best val top1-acc=58.38%, top5-acc=82.24% (epoch=51), remaining_time=1:02:07.658309, arrival_time=2021-04-10 03:36:13.372241, cost_time=0:21:15.909876 2021-04-10 02:34:05,714 INFO : Train start, epoch=0052, lr=0.084796 2021-04-10 02:34:07,056 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=0.45ms, fps=1909 images/s, loss=0.9637, top1-acc=74.30%, top5-acc=93.79%, remaining_time=0:00:24.943716, arrival_time=2021-04-10 02:34:31.999672, cost_time=0:00:01.341065 2021-04-10 02:34:08,209 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=1.54ms, fps=2221 images/s, loss=0.9999, top1-acc=73.38%, top5-acc=92.64%, remaining_time=0:00:21.951952, arrival_time=2021-04-10 02:34:30.161318, cost_time=0:00:02.494546 2021-04-10 02:34:09,355 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=1.69ms, fps=2236 images/s, loss=1.0055, top1-acc=73.32%, top5-acc=92.64%, remaining_time=0:00:20.142274, arrival_time=2021-04-10 02:34:29.497349, cost_time=0:00:03.640169 2021-04-10 02:34:10,510 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=1.88ms, fps=2217 images/s, loss=1.0243, top1-acc=72.85%, top5-acc=92.46%, remaining_time=0:00:18.702996, arrival_time=2021-04-10 02:34:29.213413, cost_time=0:00:04.795641 2021-04-10 02:34:11,688 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=2.65ms, fps=2175 images/s, loss=1.0169, top1-acc=72.81%, top5-acc=92.57%, remaining_time=0:00:17.441744, arrival_time=2021-04-10 02:34:29.129867, cost_time=0:00:05.973217 2021-04-10 02:34:12,855 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=2.28ms, fps=2195 images/s, loss=1.0083, top1-acc=73.11%, top5-acc=92.67%, remaining_time=0:00:16.184544, arrival_time=2021-04-10 02:34:29.039713, cost_time=0:00:07.140232 2021-04-10 02:34:14,014 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=1.58ms, fps=2210 images/s, loss=1.0011, top1-acc=73.19%, top5-acc=92.73%, remaining_time=0:00:14.939190, arrival_time=2021-04-10 02:34:28.953561, cost_time=0:00:08.299548 2021-04-10 02:34:15,162 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=1.43ms, fps=2232 images/s, loss=1.0047, top1-acc=73.11%, top5-acc=92.66%, remaining_time=0:00:13.698672, arrival_time=2021-04-10 02:34:28.860825, cost_time=0:00:09.447323 2021-04-10 02:34:16,315 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=1.52ms, fps=2221 images/s, loss=1.0013, top1-acc=73.05%, top5-acc=92.73%, remaining_time=0:00:12.484892, arrival_time=2021-04-10 02:34:28.800214, cost_time=0:00:10.600416 2021-04-10 02:34:17,460 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=1.55ms, fps=2236 images/s, loss=1.0054, top1-acc=72.93%, top5-acc=92.67%, remaining_time=0:00:11.276256, arrival_time=2021-04-10 02:34:28.737113, cost_time=0:00:11.746086 2021-04-10 02:34:18,617 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=2.44ms, fps=2214 images/s, loss=1.0072, top1-acc=72.94%, top5-acc=92.63%, remaining_time=0:00:10.087714, arrival_time=2021-04-10 02:34:28.705542, cost_time=0:00:12.902930 2021-04-10 02:34:19,800 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=1.43ms, fps=2166 images/s, loss=1.0087, top1-acc=72.85%, top5-acc=92.61%, remaining_time=0:00:08.920956, arrival_time=2021-04-10 02:34:28.721394, cost_time=0:00:14.085694 2021-04-10 02:34:20,947 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=1.80ms, fps=2232 images/s, loss=1.0085, top1-acc=72.85%, top5-acc=92.63%, remaining_time=0:00:07.733616, arrival_time=2021-04-10 02:34:28.681305, cost_time=0:00:15.232871 2021-04-10 02:34:22,098 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=2.20ms, fps=2227 images/s, loss=1.0136, top1-acc=72.69%, top5-acc=92.56%, remaining_time=0:00:06.553288, arrival_time=2021-04-10 02:34:28.651286, cost_time=0:00:16.383196 2021-04-10 02:34:23,252 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=1.63ms, fps=2219 images/s, loss=1.0182, top1-acc=72.57%, top5-acc=92.53%, remaining_time=0:00:05.378044, arrival_time=2021-04-10 02:34:28.630137, cost_time=0:00:17.537172 2021-04-10 02:34:24,404 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=1.35ms, fps=2224 images/s, loss=1.0213, top1-acc=72.49%, top5-acc=92.47%, remaining_time=0:00:04.205088, arrival_time=2021-04-10 02:34:28.609127, cost_time=0:00:18.689293 2021-04-10 02:34:25,549 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=1.45ms, fps=2236 images/s, loss=1.0230, top1-acc=72.45%, top5-acc=92.43%, remaining_time=0:00:03.033550, arrival_time=2021-04-10 02:34:28.583115, cost_time=0:00:19.834688 2021-04-10 02:34:26,700 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=1.95ms, fps=2226 images/s, loss=1.0260, top1-acc=72.42%, top5-acc=92.37%, remaining_time=0:00:01.865360, arrival_time=2021-04-10 02:34:28.565494, cost_time=0:00:20.985359 2021-04-10 02:34:27,860 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.33ms, fps=2208 images/s, loss=1.0258, top1-acc=72.41%, top5-acc=92.37%, remaining_time=0:00:00.699336, arrival_time=2021-04-10 02:34:28.559657, cost_time=0:00:22.145579 2021-04-10 02:34:28,478 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=1.44ms, fps=2201 images/s, loss=1.0275, top1-acc=72.39%, top5-acc=92.35%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:28.478524, cost_time=0:00:22.763795 2021-04-10 02:34:28,964 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=1.92ms, fps=5284 images/s, loss=1.8000, top1-acc=57.85%, top5-acc=81.76%, remaining_time=0:00:01.453440, arrival_time=2021-04-10 02:34:30.417484, cost_time=0:00:00.484481 2021-04-10 02:34:29,337 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=2.73ms, fps=6872 images/s, loss=1.7769, top1-acc=58.38%, top5-acc=81.89%, remaining_time=0:00:00.857580, arrival_time=2021-04-10 02:34:30.194628, cost_time=0:00:00.857580 2021-04-10 02:34:29,707 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=1.33ms, fps=6928 images/s, loss=1.8119, top1-acc=57.10%, top5-acc=81.45%, remaining_time=0:00:00.409180, arrival_time=2021-04-10 02:34:30.116205, cost_time=0:00:01.227552 2021-04-10 02:34:30,048 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=0.07ms, fps=6810 images/s, loss=1.7874, top1-acc=57.40%, top5-acc=81.62%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:30.048108, cost_time=0:00:01.568674 2021-04-10 02:34:30,569 INFO : Epoch=0052 complete, best val top1-acc=58.38%, top5-acc=82.24% (epoch=51), remaining_time=1:01:42.177524, arrival_time=2021-04-10 03:36:12.746653, cost_time=0:21:40.765095 2021-04-10 02:34:30,569 INFO : Train start, epoch=0053, lr=0.084227 2021-04-10 02:34:31,911 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=2.28ms, fps=1908 images/s, loss=1.0022, top1-acc=73.44%, top5-acc=92.73%, remaining_time=0:00:24.957852, arrival_time=2021-04-10 02:34:56.869516, cost_time=0:00:01.341820 2021-04-10 02:34:33,063 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=1.60ms, fps=2224 images/s, loss=0.9798, top1-acc=73.52%, top5-acc=92.97%, remaining_time=0:00:21.942800, arrival_time=2021-04-10 02:34:55.006162, cost_time=0:00:02.493493 2021-04-10 02:34:34,216 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=1.41ms, fps=2221 images/s, loss=0.9752, top1-acc=73.70%, top5-acc=93.05%, remaining_time=0:00:20.178960, arrival_time=2021-04-10 02:34:54.395586, cost_time=0:00:03.646785 2021-04-10 02:34:35,369 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=1.48ms, fps=2222 images/s, loss=0.9683, top1-acc=73.85%, top5-acc=93.04%, remaining_time=0:00:18.717504, arrival_time=2021-04-10 02:34:54.086710, cost_time=0:00:04.799354 2021-04-10 02:34:36,523 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=1.48ms, fps=2219 images/s, loss=0.9775, top1-acc=73.54%, top5-acc=92.85%, remaining_time=0:00:17.384658, arrival_time=2021-04-10 02:34:53.908205, cost_time=0:00:05.953642 2021-04-10 02:34:37,673 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=1.45ms, fps=2228 images/s, loss=0.9872, top1-acc=73.27%, top5-acc=92.73%, remaining_time=0:00:16.100768, arrival_time=2021-04-10 02:34:53.773877, cost_time=0:00:07.103253 2021-04-10 02:34:38,826 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=2.10ms, fps=2221 images/s, loss=0.9927, top1-acc=73.24%, top5-acc=92.65%, remaining_time=0:00:14.861196, arrival_time=2021-04-10 02:34:53.687329, cost_time=0:00:08.256238 2021-04-10 02:34:39,977 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=1.85ms, fps=2226 images/s, loss=1.0062, top1-acc=72.92%, top5-acc=92.54%, remaining_time=0:00:13.640440, arrival_time=2021-04-10 02:34:53.617466, cost_time=0:00:09.407171 2021-04-10 02:34:41,129 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=1.71ms, fps=2224 images/s, loss=1.0072, top1-acc=72.96%, top5-acc=92.50%, remaining_time=0:00:12.436238, arrival_time=2021-04-10 02:34:53.565180, cost_time=0:00:10.559056 2021-04-10 02:34:42,280 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=1.33ms, fps=2223 images/s, loss=1.0066, top1-acc=72.93%, top5-acc=92.46%, remaining_time=0:00:11.242656, arrival_time=2021-04-10 02:34:53.523598, cost_time=0:00:11.711134 2021-04-10 02:34:43,432 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=1.50ms, fps=2225 images/s, loss=1.0100, top1-acc=72.76%, top5-acc=92.41%, remaining_time=0:00:10.055894, arrival_time=2021-04-10 02:34:53.488021, cost_time=0:00:12.862240 2021-04-10 02:34:44,583 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=1.82ms, fps=2225 images/s, loss=1.0121, top1-acc=72.67%, top5-acc=92.42%, remaining_time=0:00:08.875052, arrival_time=2021-04-10 02:34:53.458198, cost_time=0:00:14.013297 2021-04-10 02:34:45,736 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=1.71ms, fps=2222 images/s, loss=1.0158, top1-acc=72.55%, top5-acc=92.35%, remaining_time=0:00:07.699758, arrival_time=2021-04-10 02:34:53.435906, cost_time=0:00:15.166208 2021-04-10 02:34:46,886 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=1.86ms, fps=2227 images/s, loss=1.0204, top1-acc=72.46%, top5-acc=92.30%, remaining_time=0:00:06.526576, arrival_time=2021-04-10 02:34:53.412886, cost_time=0:00:16.316505 2021-04-10 02:34:48,036 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=1.60ms, fps=2227 images/s, loss=1.0237, top1-acc=72.41%, top5-acc=92.26%, remaining_time=0:00:05.356424, arrival_time=2021-04-10 02:34:53.392977, cost_time=0:00:17.466551 2021-04-10 02:34:49,187 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=1.88ms, fps=2226 images/s, loss=1.0236, top1-acc=72.42%, top5-acc=92.27%, remaining_time=0:00:04.188960, arrival_time=2021-04-10 02:34:53.376485, cost_time=0:00:18.617673 2021-04-10 02:34:50,337 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=1.77ms, fps=2227 images/s, loss=1.0237, top1-acc=72.41%, top5-acc=92.30%, remaining_time=0:00:03.023306, arrival_time=2021-04-10 02:34:53.360986, cost_time=0:00:19.767735 2021-04-10 02:34:51,491 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=1.79ms, fps=2220 images/s, loss=1.0264, top1-acc=72.39%, top5-acc=92.24%, remaining_time=0:00:01.859712, arrival_time=2021-04-10 02:34:53.351347, cost_time=0:00:20.921674 2021-04-10 02:34:52,647 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=1.44ms, fps=2216 images/s, loss=1.0285, top1-acc=72.30%, top5-acc=92.21%, remaining_time=0:00:00.697182, arrival_time=2021-04-10 02:34:53.344520, cost_time=0:00:22.077442 2021-04-10 02:34:53,273 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=1.28ms, fps=2176 images/s, loss=1.0271, top1-acc=72.31%, top5-acc=92.26%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:53.273068, cost_time=0:00:22.703171 2021-04-10 02:34:53,757 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=0.21ms, fps=5296 images/s, loss=1.6492, top1-acc=59.34%, top5-acc=83.98%, remaining_time=0:00:01.450170, arrival_time=2021-04-10 02:34:55.207786, cost_time=0:00:00.483390 2021-04-10 02:34:54,129 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=1.63ms, fps=6886 images/s, loss=1.6445, top1-acc=59.04%, top5-acc=83.85%, remaining_time=0:00:00.855540, arrival_time=2021-04-10 02:34:54.985344, cost_time=0:00:00.855532 2021-04-10 02:34:54,503 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=1.58ms, fps=6857 images/s, loss=1.6545, top1-acc=58.78%, top5-acc=83.79%, remaining_time=0:00:00.409800, arrival_time=2021-04-10 02:34:54.913457, cost_time=0:00:01.229401 2021-04-10 02:34:54,843 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=0.07ms, fps=6833 images/s, loss=1.6603, top1-acc=58.70%, top5-acc=83.58%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:54.843643, cost_time=0:00:01.569405 2021-04-10 02:34:55,870 INFO : Epoch=0053 complete, best val top1-acc=58.70%, top5-acc=83.58% (epoch=53), remaining_time=1:01:17.958081, arrival_time=2021-04-10 03:36:13.828662, cost_time=0:22:06.066538 2021-04-10 02:34:55,871 INFO : Train start, epoch=0054, lr=0.083651 2021-04-10 02:34:57,294 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=2.51ms, fps=1799 images/s, loss=0.9686, top1-acc=74.14%, top5-acc=93.09%, remaining_time=0:00:26.471892, arrival_time=2021-04-10 02:35:23.766562, cost_time=0:00:01.423224 2021-04-10 02:34:58,471 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=2.20ms, fps=2177 images/s, loss=0.9464, top1-acc=74.12%, top5-acc=93.38%, remaining_time=0:00:22.880176, arrival_time=2021-04-10 02:35:21.351503, cost_time=0:00:02.600011 2021-04-10 02:34:59,627 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=1.41ms, fps=2216 images/s, loss=0.9562, top1-acc=74.02%, top5-acc=93.23%, remaining_time=0:00:20.782038, arrival_time=2021-04-10 02:35:20.409218, cost_time=0:00:03.755799 2021-04-10 02:35:00,783 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=1.77ms, fps=2216 images/s, loss=0.9611, top1-acc=74.04%, top5-acc=93.16%, remaining_time=0:00:19.156332, arrival_time=2021-04-10 02:35:19.939573, cost_time=0:00:04.911864 2021-04-10 02:35:01,933 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=1.45ms, fps=2227 images/s, loss=0.9658, top1-acc=73.91%, top5-acc=93.02%, remaining_time=0:00:17.701478, arrival_time=2021-04-10 02:35:19.635064, cost_time=0:00:06.062173 2021-04-10 02:35:03,083 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=1.37ms, fps=2228 images/s, loss=0.9618, top1-acc=73.90%, top5-acc=93.05%, remaining_time=0:00:16.346656, arrival_time=2021-04-10 02:35:19.429874, cost_time=0:00:07.211768 2021-04-10 02:35:04,236 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=2.14ms, fps=2222 images/s, loss=0.9599, top1-acc=73.97%, top5-acc=93.05%, remaining_time=0:00:15.056496, arrival_time=2021-04-10 02:35:19.292647, cost_time=0:00:08.364731 2021-04-10 02:35:05,398 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=1.44ms, fps=2204 images/s, loss=0.9639, top1-acc=73.79%, top5-acc=93.13%, remaining_time=0:00:13.814092, arrival_time=2021-04-10 02:35:19.212418, cost_time=0:00:09.526959 2021-04-10 02:35:06,549 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=1.80ms, fps=2226 images/s, loss=0.9648, top1-acc=73.72%, top5-acc=93.16%, remaining_time=0:00:12.575840, arrival_time=2021-04-10 02:35:19.124782, cost_time=0:00:10.677615 2021-04-10 02:35:07,701 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=2.14ms, fps=2223 images/s, loss=0.9660, top1-acc=73.64%, top5-acc=93.15%, remaining_time=0:00:11.356608, arrival_time=2021-04-10 02:35:19.057785, cost_time=0:00:11.829808 2021-04-10 02:35:08,853 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=1.40ms, fps=2223 images/s, loss=0.9705, top1-acc=73.60%, top5-acc=93.05%, remaining_time=0:00:10.149376, arrival_time=2021-04-10 02:35:19.002419, cost_time=0:00:12.981716 2021-04-10 02:35:10,009 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=1.62ms, fps=2215 images/s, loss=0.9724, top1-acc=73.56%, top5-acc=93.00%, remaining_time=0:00:08.954168, arrival_time=2021-04-10 02:35:18.963607, cost_time=0:00:14.138123 2021-04-10 02:35:11,163 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.49ms, fps=2219 images/s, loss=0.9716, top1-acc=73.53%, top5-acc=93.06%, remaining_time=0:00:07.763712, arrival_time=2021-04-10 02:35:18.927206, cost_time=0:00:15.292108 2021-04-10 02:35:12,322 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=1.94ms, fps=2211 images/s, loss=0.9756, top1-acc=73.42%, top5-acc=92.97%, remaining_time=0:00:06.580336, arrival_time=2021-04-10 02:35:18.902457, cost_time=0:00:16.450809 2021-04-10 02:35:13,473 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=2.05ms, fps=2225 images/s, loss=0.9814, top1-acc=73.35%, top5-acc=92.92%, remaining_time=0:00:05.397870, arrival_time=2021-04-10 02:35:18.870996, cost_time=0:00:17.601683 2021-04-10 02:35:14,627 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.56ms, fps=2219 images/s, loss=0.9865, top1-acc=73.26%, top5-acc=92.83%, remaining_time=0:00:04.220100, arrival_time=2021-04-10 02:35:18.847522, cost_time=0:00:18.756079 2021-04-10 02:35:15,781 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=1.92ms, fps=2220 images/s, loss=0.9921, top1-acc=73.07%, top5-acc=92.75%, remaining_time=0:00:03.045068, arrival_time=2021-04-10 02:35:18.826412, cost_time=0:00:19.910038 2021-04-10 02:35:16,930 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=1.39ms, fps=2228 images/s, loss=0.9978, top1-acc=72.97%, top5-acc=92.65%, remaining_time=0:00:01.871952, arrival_time=2021-04-10 02:35:18.802796, cost_time=0:00:21.059536 2021-04-10 02:35:18,078 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.26ms, fps=2233 images/s, loss=0.9999, top1-acc=72.93%, top5-acc=92.63%, remaining_time=0:00:00.701262, arrival_time=2021-04-10 02:35:18.779215, cost_time=0:00:22.206582 2021-04-10 02:35:18,695 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=1.63ms, fps=2203 images/s, loss=1.0051, top1-acc=72.83%, top5-acc=92.59%, remaining_time=0:00:00, arrival_time=2021-04-10 02:35:18.695865, cost_time=0:00:22.824550 2021-04-10 02:35:19,183 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=0.31ms, fps=5265 images/s, loss=1.6563, top1-acc=60.12%, top5-acc=84.18%, remaining_time=0:00:01.458660, arrival_time=2021-04-10 02:35:20.641745, cost_time=0:00:00.486217 2021-04-10 02:35:19,552 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=1.39ms, fps=6941 images/s, loss=1.6642, top1-acc=59.53%, top5-acc=84.20%, remaining_time=0:00:00.855400, arrival_time=2021-04-10 02:35:20.407656, cost_time=0:00:00.855393 2021-04-10 02:35:19,935 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=2.34ms, fps=6683 images/s, loss=1.6882, top1-acc=58.75%, top5-acc=84.05%, remaining_time=0:00:00.412940, arrival_time=2021-04-10 02:35:20.348645, cost_time=0:00:01.238809 2021-04-10 02:35:20,286 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=0.10ms, fps=6622 images/s, loss=1.7171, top1-acc=58.75%, top5-acc=83.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:35:20.286496, cost_time=0:00:01.589617 2021-04-10 02:35:21,398 INFO : Epoch=0054 complete, best val top1-acc=58.75%, top5-acc=83.79% (epoch=54), remaining_time=1:00:54.311818, arrival_time=2021-04-10 03:36:15.710631, cost_time=0:22:31.594763 2021-04-10 02:35:21,399 INFO : Train start, epoch=0055, lr=0.083066 2021-04-10 02:35:22,767 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=1.61ms, fps=1871 images/s, loss=0.9432, top1-acc=75.27%, top5-acc=93.05%, remaining_time=0:00:25.443684, arrival_time=2021-04-10 02:35:48.211394, cost_time=0:00:01.367943 2021-04-10 02:35:23,919 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=1.51ms, fps=2224 images/s, loss=0.9394, top1-acc=75.06%, top5-acc=93.16%, remaining_time=0:00:22.173008, arrival_time=2021-04-10 02:35:46.092432, cost_time=0:00:02.519654 2021-04-10 02:35:25,074 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=1.58ms, fps=2217 images/s, loss=0.9476, top1-acc=74.95%, top5-acc=93.02%, remaining_time=0:00:20.333672, arrival_time=2021-04-10 02:35:45.408222, cost_time=0:00:03.674747 2021-04-10 02:35:26,220 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.50ms, fps=2236 images/s, loss=0.9450, top1-acc=75.02%, top5-acc=93.01%, remaining_time=0:00:18.799248, arrival_time=2021-04-10 02:35:45.019521, cost_time=0:00:04.820318 2021-04-10 02:35:27,399 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=1.93ms, fps=2172 images/s, loss=0.9382, top1-acc=75.19%, top5-acc=93.12%, remaining_time=0:00:17.519270, arrival_time=2021-04-10 02:35:44.918805, cost_time=0:00:05.999749 2021-04-10 02:35:28,562 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=1.48ms, fps=2203 images/s, loss=0.9420, top1-acc=75.08%, top5-acc=93.11%, remaining_time=0:00:16.235544, arrival_time=2021-04-10 02:35:44.798148, cost_time=0:00:07.162754 2021-04-10 02:35:29,716 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=1.52ms, fps=2220 images/s, loss=0.9377, top1-acc=75.02%, top5-acc=93.18%, remaining_time=0:00:14.969934, arrival_time=2021-04-10 02:35:44.686325, cost_time=0:00:08.316629 2021-04-10 02:35:30,868 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=1.82ms, fps=2224 images/s, loss=0.9461, top1-acc=74.82%, top5-acc=93.09%, remaining_time=0:00:13.728948, arrival_time=2021-04-10 02:35:44.596967, cost_time=0:00:09.468264 2021-04-10 02:35:32,018 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=1.58ms, fps=2226 images/s, loss=0.9588, top1-acc=74.44%, top5-acc=92.99%, remaining_time=0:00:12.506834, arrival_time=2021-04-10 02:35:44.525570, cost_time=0:00:10.619012 2021-04-10 02:35:33,170 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=1.52ms, fps=2223 images/s, loss=0.9623, top1-acc=74.28%, top5-acc=92.96%, remaining_time=0:00:11.300064, arrival_time=2021-04-10 02:35:44.470642, cost_time=0:00:11.770883 2021-04-10 02:35:34,320 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=1.85ms, fps=2227 images/s, loss=0.9611, top1-acc=74.24%, top5-acc=92.97%, remaining_time=0:00:10.101732, arrival_time=2021-04-10 02:35:44.422433, cost_time=0:00:12.920874 2021-04-10 02:35:35,474 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=1.30ms, fps=2220 images/s, loss=0.9691, top1-acc=74.06%, top5-acc=92.94%, remaining_time=0:00:08.914192, arrival_time=2021-04-10 02:35:44.388954, cost_time=0:00:14.075092 2021-04-10 02:35:36,635 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=1.41ms, fps=2207 images/s, loss=0.9758, top1-acc=73.96%, top5-acc=92.87%, remaining_time=0:00:07.734804, arrival_time=2021-04-10 02:35:44.369872, cost_time=0:00:15.235212 2021-04-10 02:35:37,787 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=2.33ms, fps=2223 images/s, loss=0.9807, top1-acc=73.77%, top5-acc=92.80%, remaining_time=0:00:06.554968, arrival_time=2021-04-10 02:35:44.342100, cost_time=0:00:16.387410 2021-04-10 02:35:38,937 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=1.69ms, fps=2227 images/s, loss=0.9853, top1-acc=73.59%, top5-acc=92.76%, remaining_time=0:00:05.378228, arrival_time=2021-04-10 02:35:44.315625, cost_time=0:00:17.537702 2021-04-10 02:35:40,082 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=1.42ms, fps=2236 images/s, loss=0.9879, top1-acc=73.56%, top5-acc=92.79%, remaining_time=0:00:04.203684, arrival_time=2021-04-10 02:35:44.286515, cost_time=0:00:18.683084 2021-04-10 02:35:41,236 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=1.69ms, fps=2221 images/s, loss=0.9906, top1-acc=73.42%, top5-acc=92.76%, remaining_time=0:00:03.033784, arrival_time=2021-04-10 02:35:44.269844, cost_time=0:00:19.836302 2021-04-10 02:35:42,383 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=1.97ms, fps=2232 images/s, loss=0.9943, top1-acc=73.32%, top5-acc=92.71%, remaining_time=0:00:01.865200, arrival_time=2021-04-10 02:35:44.248515, cost_time=0:00:20.983523 2021-04-10 02:35:43,544 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=1.97ms, fps=2207 images/s, loss=0.9957, top1-acc=73.30%, top5-acc=92.66%, remaining_time=0:00:00.699294, arrival_time=2021-04-10 02:35:44.243367, cost_time=0:00:22.144273 2021-04-10 02:35:44,170 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=1.28ms, fps=2175 images/s, loss=0.9971, top1-acc=73.26%, top5-acc=92.64%, remaining_time=0:00:00, arrival_time=2021-04-10 02:35:44.170256, cost_time=0:00:22.770475 2021-04-10 02:35:44,629 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=0.20ms, fps=5591 images/s, loss=1.6300, top1-acc=60.31%, top5-acc=84.14%, remaining_time=0:00:01.373490, arrival_time=2021-04-10 02:35:46.002781, cost_time=0:00:00.457831 2021-04-10 02:35:45,002 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=1.29ms, fps=6862 images/s, loss=1.6336, top1-acc=60.04%, top5-acc=84.10%, remaining_time=0:00:00.831300, arrival_time=2021-04-10 02:35:45.834110, cost_time=0:00:00.831304 2021-04-10 02:35:45,381 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=1.83ms, fps=6770 images/s, loss=1.6344, top1-acc=60.25%, top5-acc=84.32%, remaining_time=0:00:00.403320, arrival_time=2021-04-10 02:35:45.784817, cost_time=0:00:01.209973 2021-04-10 02:35:45,721 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=0.08ms, fps=6831 images/s, loss=1.5980, top1-acc=60.33%, top5-acc=84.59%, remaining_time=0:00:00, arrival_time=2021-04-10 02:35:45.721617, cost_time=0:00:01.550196 2021-04-10 02:35:46,745 INFO : Epoch=0055 complete, best val top1-acc=60.33%, top5-acc=84.59% (epoch=55), remaining_time=1:00:30.117630, arrival_time=2021-04-10 03:36:16.862846, cost_time=0:22:56.941185 2021-04-10 02:35:46,745 INFO : Train start, epoch=0056, lr=0.082472 2021-04-10 02:35:48,067 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=0.29ms, fps=1937 images/s, loss=0.9237, top1-acc=73.79%, top5-acc=94.61%, remaining_time=0:00:24.585852, arrival_time=2021-04-10 02:36:12.653619, cost_time=0:00:01.321817 2021-04-10 02:35:49,226 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=1.39ms, fps=2211 images/s, loss=0.9345, top1-acc=74.18%, top5-acc=93.96%, remaining_time=0:00:21.828576, arrival_time=2021-04-10 02:36:11.055062, cost_time=0:00:02.480513 2021-04-10 02:35:50,388 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=1.62ms, fps=2204 images/s, loss=0.9203, top1-acc=74.36%, top5-acc=93.95%, remaining_time=0:00:20.156384, arrival_time=2021-04-10 02:36:10.544992, cost_time=0:00:03.642734 2021-04-10 02:35:51,538 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=1.49ms, fps=2227 images/s, loss=0.9260, top1-acc=74.55%, top5-acc=93.91%, remaining_time=0:00:18.690984, arrival_time=2021-04-10 02:36:10.229456, cost_time=0:00:04.792540 2021-04-10 02:35:52,694 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=1.81ms, fps=2216 images/s, loss=0.9352, top1-acc=74.54%, top5-acc=93.82%, remaining_time=0:00:17.369474, arrival_time=2021-04-10 02:36:10.063878, cost_time=0:00:05.948441 2021-04-10 02:35:53,853 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=1.97ms, fps=2210 images/s, loss=0.9428, top1-acc=74.53%, top5-acc=93.63%, remaining_time=0:00:16.109744, arrival_time=2021-04-10 02:36:09.963087, cost_time=0:00:07.107252 2021-04-10 02:35:54,999 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=1.31ms, fps=2235 images/s, loss=0.9478, top1-acc=74.43%, top5-acc=93.61%, remaining_time=0:00:14.856408, arrival_time=2021-04-10 02:36:09.855862, cost_time=0:00:08.253550 2021-04-10 02:35:56,147 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.57ms, fps=2230 images/s, loss=0.9498, top1-acc=74.41%, top5-acc=93.46%, remaining_time=0:00:13.632668, arrival_time=2021-04-10 02:36:09.780437, cost_time=0:00:09.401842 2021-04-10 02:35:57,296 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=1.49ms, fps=2230 images/s, loss=0.9554, top1-acc=74.31%, top5-acc=93.39%, remaining_time=0:00:12.425850, arrival_time=2021-04-10 02:36:09.722037, cost_time=0:00:10.550283 2021-04-10 02:35:58,445 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=1.86ms, fps=2229 images/s, loss=0.9621, top1-acc=74.13%, top5-acc=93.32%, remaining_time=0:00:11.231232, arrival_time=2021-04-10 02:36:09.676439, cost_time=0:00:11.699179 2021-04-10 02:35:59,602 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=1.45ms, fps=2213 images/s, loss=0.9639, top1-acc=74.15%, top5-acc=93.31%, remaining_time=0:00:10.051422, arrival_time=2021-04-10 02:36:09.653898, cost_time=0:00:12.856520 2021-04-10 02:36:00,759 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=1.34ms, fps=2213 images/s, loss=0.9624, top1-acc=74.05%, top5-acc=93.31%, remaining_time=0:00:08.875432, arrival_time=2021-04-10 02:36:09.635186, cost_time=0:00:14.013887 2021-04-10 02:36:01,913 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=1.86ms, fps=2219 images/s, loss=0.9652, top1-acc=73.95%, top5-acc=93.30%, remaining_time=0:00:07.700550, arrival_time=2021-04-10 02:36:09.614327, cost_time=0:00:15.167781 2021-04-10 02:36:03,062 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=1.93ms, fps=2229 images/s, loss=0.9671, top1-acc=73.86%, top5-acc=93.31%, remaining_time=0:00:06.526744, arrival_time=2021-04-10 02:36:09.589522, cost_time=0:00:16.316812 2021-04-10 02:36:04,209 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=1.62ms, fps=2234 images/s, loss=0.9731, top1-acc=73.75%, top5-acc=93.19%, remaining_time=0:00:05.355412, arrival_time=2021-04-10 02:36:09.564533, cost_time=0:00:17.463245 2021-04-10 02:36:05,359 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=2.00ms, fps=2226 images/s, loss=0.9745, top1-acc=73.72%, top5-acc=93.15%, remaining_time=0:00:04.188096, arrival_time=2021-04-10 02:36:09.547724, cost_time=0:00:18.613741 2021-04-10 02:36:06,540 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=1.67ms, fps=2168 images/s, loss=0.9780, top1-acc=73.63%, top5-acc=93.07%, remaining_time=0:00:03.027440, arrival_time=2021-04-10 02:36:09.568222, cost_time=0:00:19.794827 2021-04-10 02:36:07,694 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=1.34ms, fps=2221 images/s, loss=0.9780, top1-acc=73.65%, top5-acc=93.08%, remaining_time=0:00:01.862064, arrival_time=2021-04-10 02:36:09.556271, cost_time=0:00:20.948235 2021-04-10 02:36:08,849 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.46ms, fps=2217 images/s, loss=0.9817, top1-acc=73.61%, top5-acc=93.05%, remaining_time=0:00:00.698016, arrival_time=2021-04-10 02:36:09.547779, cost_time=0:00:22.103817 2021-04-10 02:36:09,466 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=1.23ms, fps=2208 images/s, loss=0.9838, top1-acc=73.58%, top5-acc=93.05%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:09.466168, cost_time=0:00:22.720293 2021-04-10 02:36:09,939 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=2.15ms, fps=5419 images/s, loss=1.5649, top1-acc=60.39%, top5-acc=84.84%, remaining_time=0:00:01.417290, arrival_time=2021-04-10 02:36:11.356955, cost_time=0:00:00.472428 2021-04-10 02:36:10,317 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=1.93ms, fps=6789 images/s, loss=1.5551, top1-acc=60.31%, top5-acc=85.02%, remaining_time=0:00:00.850060, arrival_time=2021-04-10 02:36:11.167363, cost_time=0:00:00.850056 2021-04-10 02:36:10,692 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=1.50ms, fps=6838 images/s, loss=1.5714, top1-acc=59.90%, top5-acc=85.07%, remaining_time=0:00:00.408350, arrival_time=2021-04-10 02:36:11.100565, cost_time=0:00:01.225054 2021-04-10 02:36:11,028 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=0.07ms, fps=6915 images/s, loss=1.5641, top1-acc=60.15%, top5-acc=85.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:11.028030, cost_time=0:00:01.560899 2021-04-10 02:36:11,517 INFO : Epoch=0056 complete, best val top1-acc=60.33%, top5-acc=84.59% (epoch=55), remaining_time=1:00:04.405104, arrival_time=2021-04-10 03:36:15.922241, cost_time=0:23:21.713110 2021-04-10 02:36:11,517 INFO : Train start, epoch=0057, lr=0.081871 2021-04-10 02:36:12,877 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=1.70ms, fps=1883 images/s, loss=0.9417, top1-acc=75.31%, top5-acc=93.24%, remaining_time=0:00:25.289118, arrival_time=2021-04-10 02:36:38.166640, cost_time=0:00:01.359628 2021-04-10 02:36:14,033 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=2.18ms, fps=2216 images/s, loss=0.9198, top1-acc=75.39%, top5-acc=93.59%, remaining_time=0:00:22.135344, arrival_time=2021-04-10 02:36:36.168604, cost_time=0:00:02.515375 2021-04-10 02:36:15,186 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=1.40ms, fps=2222 images/s, loss=0.9113, top1-acc=75.18%, top5-acc=93.61%, remaining_time=0:00:20.297484, arrival_time=2021-04-10 02:36:35.483541, cost_time=0:00:03.668234 2021-04-10 02:36:16,338 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=1.52ms, fps=2223 images/s, loss=0.9119, top1-acc=75.21%, top5-acc=93.72%, remaining_time=0:00:18.799248, arrival_time=2021-04-10 02:36:35.137489, cost_time=0:00:04.820334 2021-04-10 02:36:17,491 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=1.35ms, fps=2220 images/s, loss=0.9141, top1-acc=75.14%, top5-acc=93.69%, remaining_time=0:00:17.444080, arrival_time=2021-04-10 02:36:34.935924, cost_time=0:00:05.974017 2021-04-10 02:36:18,644 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=1.54ms, fps=2222 images/s, loss=0.9234, top1-acc=75.03%, top5-acc=93.65%, remaining_time=0:00:16.153808, arrival_time=2021-04-10 02:36:34.798481, cost_time=0:00:07.126699 2021-04-10 02:36:19,792 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=1.51ms, fps=2232 images/s, loss=0.9282, top1-acc=74.80%, top5-acc=93.61%, remaining_time=0:00:14.893578, arrival_time=2021-04-10 02:36:34.685602, cost_time=0:00:08.274190 2021-04-10 02:36:20,943 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=1.48ms, fps=2224 images/s, loss=0.9397, top1-acc=74.54%, top5-acc=93.48%, remaining_time=0:00:13.667236, arrival_time=2021-04-10 02:36:34.610735, cost_time=0:00:09.425684 2021-04-10 02:36:22,094 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=1.43ms, fps=2224 images/s, loss=0.9372, top1-acc=74.47%, top5-acc=93.45%, remaining_time=0:00:12.457332, arrival_time=2021-04-10 02:36:34.552220, cost_time=0:00:10.576941 2021-04-10 02:36:23,246 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=1.36ms, fps=2224 images/s, loss=0.9368, top1-acc=74.63%, top5-acc=93.40%, remaining_time=0:00:11.259744, arrival_time=2021-04-10 02:36:34.506449, cost_time=0:00:11.728872 2021-04-10 02:36:24,398 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=1.35ms, fps=2224 images/s, loss=0.9401, top1-acc=74.49%, top5-acc=93.39%, remaining_time=0:00:10.070256, arrival_time=2021-04-10 02:36:34.468576, cost_time=0:00:12.880512 2021-04-10 02:36:25,550 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=1.47ms, fps=2224 images/s, loss=0.9549, top1-acc=74.17%, top5-acc=93.24%, remaining_time=0:00:08.886984, arrival_time=2021-04-10 02:36:34.436925, cost_time=0:00:14.032071 2021-04-10 02:36:26,703 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=1.43ms, fps=2220 images/s, loss=0.9563, top1-acc=74.18%, top5-acc=93.22%, remaining_time=0:00:07.709658, arrival_time=2021-04-10 02:36:34.413218, cost_time=0:00:15.185683 2021-04-10 02:36:27,853 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=2.10ms, fps=2227 images/s, loss=0.9587, top1-acc=74.13%, top5-acc=93.19%, remaining_time=0:00:06.534360, arrival_time=2021-04-10 02:36:34.388174, cost_time=0:00:16.335950 2021-04-10 02:36:29,014 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=1.96ms, fps=2206 images/s, loss=0.9631, top1-acc=74.03%, top5-acc=93.12%, remaining_time=0:00:05.365716, arrival_time=2021-04-10 02:36:34.380502, cost_time=0:00:17.496915 2021-04-10 02:36:30,169 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=1.90ms, fps=2219 images/s, loss=0.9642, top1-acc=74.03%, top5-acc=93.08%, remaining_time=0:00:04.196520, arrival_time=2021-04-10 02:36:34.365593, cost_time=0:00:18.651211 2021-04-10 02:36:31,321 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=1.99ms, fps=2222 images/s, loss=0.9684, top1-acc=73.94%, top5-acc=93.03%, remaining_time=0:00:03.028792, arrival_time=2021-04-10 02:36:34.350354, cost_time=0:00:19.803671 2021-04-10 02:36:32,472 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=1.51ms, fps=2226 images/s, loss=0.9693, top1-acc=73.85%, top5-acc=93.04%, remaining_time=0:00:01.862592, arrival_time=2021-04-10 02:36:34.334613, cost_time=0:00:20.954195 2021-04-10 02:36:33,617 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.46ms, fps=2235 images/s, loss=0.9756, top1-acc=73.68%, top5-acc=92.97%, remaining_time=0:00:00.697896, arrival_time=2021-04-10 02:36:34.315808, cost_time=0:00:22.100103 2021-04-10 02:36:34,234 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=1.25ms, fps=2208 images/s, loss=0.9759, top1-acc=73.66%, top5-acc=92.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:34.234263, cost_time=0:00:22.716460 2021-04-10 02:36:34,712 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=0.20ms, fps=5368 images/s, loss=1.6874, top1-acc=59.34%, top5-acc=82.73%, remaining_time=0:00:01.430640, arrival_time=2021-04-10 02:36:36.142731, cost_time=0:00:00.476881 2021-04-10 02:36:35,096 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=1.78ms, fps=6667 images/s, loss=1.6415, top1-acc=59.61%, top5-acc=83.55%, remaining_time=0:00:00.861140, arrival_time=2021-04-10 02:36:35.957562, cost_time=0:00:00.861149 2021-04-10 02:36:35,469 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=2.57ms, fps=6865 images/s, loss=1.6277, top1-acc=59.83%, top5-acc=83.72%, remaining_time=0:00:00.411530, arrival_time=2021-04-10 02:36:35.881367, cost_time=0:00:01.234600 2021-04-10 02:36:35,808 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=0.07ms, fps=6869 images/s, loss=1.6214, top1-acc=59.56%, top5-acc=83.68%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:35.808041, cost_time=0:00:01.572852 2021-04-10 02:36:36,331 INFO : Epoch=0057 complete, best val top1-acc=60.33%, top5-acc=84.59% (epoch=55), remaining_time=0:59:38.831399, arrival_time=2021-04-10 03:36:15.162694, cost_time=0:23:46.527190 2021-04-10 02:36:36,332 INFO : Train start, epoch=0058, lr=0.081262 2021-04-10 02:36:37,688 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=1.45ms, fps=1888 images/s, loss=0.9999, top1-acc=72.89%, top5-acc=92.42%, remaining_time=0:00:25.213788, arrival_time=2021-04-10 02:37:02.902086, cost_time=0:00:01.355582 2021-04-10 02:36:38,842 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=1.35ms, fps=2220 images/s, loss=0.9717, top1-acc=73.65%, top5-acc=92.93%, remaining_time=0:00:22.081136, arrival_time=2021-04-10 02:37:00.923124, cost_time=0:00:02.509214 2021-04-10 02:36:39,995 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=1.55ms, fps=2220 images/s, loss=0.9528, top1-acc=74.10%, top5-acc=93.18%, remaining_time=0:00:20.268434, arrival_time=2021-04-10 02:37:00.264116, cost_time=0:00:03.662956 2021-04-10 02:36:41,149 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=1.41ms, fps=2220 images/s, loss=0.9448, top1-acc=74.30%, top5-acc=93.21%, remaining_time=0:00:18.784428, arrival_time=2021-04-10 02:36:59.933690, cost_time=0:00:04.816523 2021-04-10 02:36:42,298 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=1.91ms, fps=2229 images/s, loss=0.9441, top1-acc=74.26%, top5-acc=93.33%, remaining_time=0:00:17.419990, arrival_time=2021-04-10 02:36:59.718477, cost_time=0:00:05.965739 2021-04-10 02:36:43,447 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=1.34ms, fps=2230 images/s, loss=0.9396, top1-acc=74.33%, top5-acc=93.49%, remaining_time=0:00:16.125928, arrival_time=2021-04-10 02:36:59.572964, cost_time=0:00:07.114368 2021-04-10 02:36:44,596 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=2.22ms, fps=2229 images/s, loss=0.9415, top1-acc=74.28%, top5-acc=93.52%, remaining_time=0:00:14.873922, arrival_time=2021-04-10 02:36:59.470116, cost_time=0:00:08.263324 2021-04-10 02:36:45,752 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=1.32ms, fps=2216 images/s, loss=0.9434, top1-acc=74.28%, top5-acc=93.50%, remaining_time=0:00:13.659348, arrival_time=2021-04-10 02:36:59.412261, cost_time=0:00:09.420216 2021-04-10 02:36:46,902 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=1.55ms, fps=2229 images/s, loss=0.9434, top1-acc=74.33%, top5-acc=93.43%, remaining_time=0:00:12.448428, arrival_time=2021-04-10 02:36:59.350594, cost_time=0:00:10.569435 2021-04-10 02:36:48,060 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=1.83ms, fps=2211 images/s, loss=0.9443, top1-acc=74.31%, top5-acc=93.37%, remaining_time=0:00:11.258976, arrival_time=2021-04-10 02:36:59.319754, cost_time=0:00:11.728101 2021-04-10 02:36:49,216 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=2.37ms, fps=2217 images/s, loss=0.9473, top1-acc=74.20%, top5-acc=93.38%, remaining_time=0:00:10.072406, arrival_time=2021-04-10 02:36:59.288452, cost_time=0:00:12.883341 2021-04-10 02:36:50,361 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=1.63ms, fps=2236 images/s, loss=0.9469, top1-acc=74.19%, top5-acc=93.38%, remaining_time=0:00:08.884932, arrival_time=2021-04-10 02:36:59.246552, cost_time=0:00:14.028867 2021-04-10 02:36:51,522 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=1.86ms, fps=2207 images/s, loss=0.9474, top1-acc=74.25%, top5-acc=93.37%, remaining_time=0:00:07.711704, arrival_time=2021-04-10 02:36:59.234131, cost_time=0:00:15.189720 2021-04-10 02:36:52,684 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=2.33ms, fps=2206 images/s, loss=0.9544, top1-acc=74.12%, top5-acc=93.26%, remaining_time=0:00:06.540520, arrival_time=2021-04-10 02:36:59.224520, cost_time=0:00:16.351283 2021-04-10 02:36:53,831 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=1.42ms, fps=2233 images/s, loss=0.9618, top1-acc=74.03%, top5-acc=93.10%, remaining_time=0:00:05.366176, arrival_time=2021-04-10 02:36:59.197294, cost_time=0:00:17.498421 2021-04-10 02:36:54,982 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=1.50ms, fps=2224 images/s, loss=0.9633, top1-acc=73.95%, top5-acc=93.09%, remaining_time=0:00:04.196304, arrival_time=2021-04-10 02:36:59.179194, cost_time=0:00:18.650225 2021-04-10 02:36:56,127 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.57ms, fps=2237 images/s, loss=0.9669, top1-acc=73.91%, top5-acc=93.06%, remaining_time=0:00:03.027518, arrival_time=2021-04-10 02:36:59.155426, cost_time=0:00:19.795240 2021-04-10 02:36:57,286 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=1.61ms, fps=2210 images/s, loss=0.9680, top1-acc=73.85%, top5-acc=93.02%, remaining_time=0:00:01.862576, arrival_time=2021-04-10 02:36:59.149340, cost_time=0:00:20.954028 2021-04-10 02:36:58,451 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.21ms, fps=2200 images/s, loss=0.9663, top1-acc=73.89%, top5-acc=93.05%, remaining_time=0:00:00.698472, arrival_time=2021-04-10 02:36:59.149484, cost_time=0:00:22.118340 2021-04-10 02:36:59,069 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=2.33ms, fps=2202 images/s, loss=0.9687, top1-acc=73.86%, top5-acc=93.03%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:59.069197, cost_time=0:00:22.736491 2021-04-10 02:36:59,600 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=1.33ms, fps=4837 images/s, loss=2.0148, top1-acc=56.29%, top5-acc=78.75%, remaining_time=0:00:01.587870, arrival_time=2021-04-10 02:37:01.188029, cost_time=0:00:00.529288 2021-04-10 02:36:59,975 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=1.77ms, fps=6827 images/s, loss=1.9983, top1-acc=55.80%, top5-acc=79.06%, remaining_time=0:00:00.904600, arrival_time=2021-04-10 02:37:00.880142, cost_time=0:00:00.904599 2021-04-10 02:37:00,355 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=3.07ms, fps=6745 images/s, loss=2.0055, top1-acc=55.66%, top5-acc=78.97%, remaining_time=0:00:00.428230, arrival_time=2021-04-10 02:37:00.783816, cost_time=0:00:01.284678 2021-04-10 02:37:00,700 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=0.11ms, fps=6728 images/s, loss=1.9920, top1-acc=55.76%, top5-acc=79.34%, remaining_time=0:00:00, arrival_time=2021-04-10 02:37:00.700880, cost_time=0:00:01.629985 2021-04-10 02:37:01,314 INFO : Epoch=0058 complete, best val top1-acc=60.33%, top5-acc=84.59% (epoch=55), remaining_time=0:59:13.697254, arrival_time=2021-04-10 03:36:15.011429, cost_time=0:24:11.510124 2021-04-10 02:37:01,314 INFO : Train start, epoch=0059, lr=0.080645 2021-04-10 02:37:02,659 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=1.35ms, fps=1904 images/s, loss=0.9544, top1-acc=74.41%, top5-acc=93.91%, remaining_time=0:00:25.006398, arrival_time=2021-04-10 02:37:27.665945, cost_time=0:00:01.344426 2021-04-10 02:37:03,808 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=1.43ms, fps=2228 images/s, loss=0.9686, top1-acc=74.22%, top5-acc=93.57%, remaining_time=0:00:21.945440, arrival_time=2021-04-10 02:37:25.754314, cost_time=0:00:02.493804 2021-04-10 02:37:04,955 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=1.93ms, fps=2233 images/s, loss=0.9690, top1-acc=73.87%, top5-acc=93.31%, remaining_time=0:00:20.144266, arrival_time=2021-04-10 02:37:25.099848, cost_time=0:00:03.640525 2021-04-10 02:37:06,106 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=1.38ms, fps=2226 images/s, loss=0.9434, top1-acc=74.31%, top5-acc=93.47%, remaining_time=0:00:18.684744, arrival_time=2021-04-10 02:37:24.790752, cost_time=0:00:04.790952 2021-04-10 02:37:07,256 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=1.37ms, fps=2227 images/s, loss=0.9346, top1-acc=74.73%, top5-acc=93.52%, remaining_time=0:00:17.347136, arrival_time=2021-04-10 02:37:24.603064, cost_time=0:00:05.940787 2021-04-10 02:37:08,406 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=1.52ms, fps=2226 images/s, loss=0.9438, top1-acc=74.43%, top5-acc=93.35%, remaining_time=0:00:16.073704, arrival_time=2021-04-10 02:37:24.480143, cost_time=0:00:07.091345 2021-04-10 02:37:09,552 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=1.80ms, fps=2234 images/s, loss=0.9415, top1-acc=74.53%, top5-acc=93.43%, remaining_time=0:00:14.827806, arrival_time=2021-04-10 02:37:24.380531, cost_time=0:00:08.237647 2021-04-10 02:37:10,702 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=1.44ms, fps=2228 images/s, loss=0.9387, top1-acc=74.65%, top5-acc=93.42%, remaining_time=0:00:13.611440, arrival_time=2021-04-10 02:37:24.313708, cost_time=0:00:09.387225 2021-04-10 02:37:11,854 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=1.32ms, fps=2223 images/s, loss=0.9376, top1-acc=74.64%, top5-acc=93.45%, remaining_time=0:00:12.413024, arrival_time=2021-04-10 02:37:24.267468, cost_time=0:00:10.539333 2021-04-10 02:37:13,002 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=1.64ms, fps=2231 images/s, loss=0.9401, top1-acc=74.53%, top5-acc=93.39%, remaining_time=0:00:11.220000, arrival_time=2021-04-10 02:37:24.222601, cost_time=0:00:11.687541 2021-04-10 02:37:14,157 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=1.58ms, fps=2217 images/s, loss=0.9392, top1-acc=74.53%, top5-acc=93.39%, remaining_time=0:00:10.040672, arrival_time=2021-04-10 02:37:24.198559, cost_time=0:00:12.842715 2021-04-10 02:37:15,317 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=5.24ms, fps=2208 images/s, loss=0.9388, top1-acc=74.58%, top5-acc=93.41%, remaining_time=0:00:08.868364, arrival_time=2021-04-10 02:37:24.186206, cost_time=0:00:14.002701 2021-04-10 02:37:16,474 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=1.65ms, fps=2215 images/s, loss=0.9383, top1-acc=74.54%, top5-acc=93.46%, remaining_time=0:00:07.696326, arrival_time=2021-04-10 02:37:24.170785, cost_time=0:00:15.159409 2021-04-10 02:37:17,624 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=1.55ms, fps=2227 images/s, loss=0.9431, top1-acc=74.44%, top5-acc=93.41%, remaining_time=0:00:06.523720, arrival_time=2021-04-10 02:37:24.148060, cost_time=0:00:16.309234 2021-04-10 02:37:18,782 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=1.46ms, fps=2212 images/s, loss=0.9488, top1-acc=74.28%, top5-acc=93.39%, remaining_time=0:00:05.356608, arrival_time=2021-04-10 02:37:24.138950, cost_time=0:00:17.467240 2021-04-10 02:37:19,928 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.46ms, fps=2234 images/s, loss=0.9576, top1-acc=74.03%, top5-acc=93.27%, remaining_time=0:00:04.188132, arrival_time=2021-04-10 02:37:24.117019, cost_time=0:00:18.613850 2021-04-10 02:37:21,077 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=1.42ms, fps=2230 images/s, loss=0.9622, top1-acc=73.95%, top5-acc=93.19%, remaining_time=0:00:03.022422, arrival_time=2021-04-10 02:37:24.099469, cost_time=0:00:19.761994 2021-04-10 02:37:22,233 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.52ms, fps=2214 images/s, loss=0.9647, top1-acc=73.82%, top5-acc=93.19%, remaining_time=0:00:01.859440, arrival_time=2021-04-10 02:37:24.093330, cost_time=0:00:20.918782 2021-04-10 02:37:23,389 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=1.24ms, fps=2216 images/s, loss=0.9683, top1-acc=73.72%, top5-acc=93.15%, remaining_time=0:00:00.697086, arrival_time=2021-04-10 02:37:24.086516, cost_time=0:00:22.074353 2021-04-10 02:37:24,006 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=0.08ms, fps=2205 images/s, loss=0.9708, top1-acc=73.69%, top5-acc=93.11%, remaining_time=0:00:00, arrival_time=2021-04-10 02:37:24.006813, cost_time=0:00:22.691765 2021-04-10 02:37:24,490 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=0.20ms, fps=5306 images/s, loss=1.6139, top1-acc=59.53%, top5-acc=84.69%, remaining_time=0:00:01.447260, arrival_time=2021-04-10 02:37:25.937456, cost_time=0:00:00.482420 2021-04-10 02:37:24,865 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=1.31ms, fps=6824 images/s, loss=1.6490, top1-acc=59.57%, top5-acc=84.30%, remaining_time=0:00:00.857920, arrival_time=2021-04-10 02:37:25.723590, cost_time=0:00:00.857916 2021-04-10 02:37:25,238 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=2.43ms, fps=6868 images/s, loss=1.6298, top1-acc=60.10%, top5-acc=84.45%, remaining_time=0:00:00.410320, arrival_time=2021-04-10 02:37:25.649102, cost_time=0:00:01.230949 2021-04-10 02:37:25,578 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=0.07ms, fps=6848 images/s, loss=1.6321, top1-acc=59.97%, top5-acc=84.36%, remaining_time=0:00:00, arrival_time=2021-04-10 02:37:25.577983, cost_time=0:00:01.570242 2021-04-10 02:37:26,085 INFO : Epoch=0059 complete, best val top1-acc=60.33%, top5-acc=84.59% (epoch=55), remaining_time=0:58:48.062943, arrival_time=2021-04-10 03:36:14.148626, cost_time=0:24:36.281637 2021-04-10 02:37:26,086 INFO : Train start, epoch=0060, lr=0.080021 2021-04-10 02:37:27,455 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=1.38ms, fps=1870 images/s, loss=0.9201, top1-acc=74.37%, top5-acc=93.67%, remaining_time=0:00:25.460796, arrival_time=2021-04-10 02:37:52.916399, cost_time=0:00:01.368857 2021-04-10 02:37:28,610 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=2.11ms, fps=2219 images/s, loss=0.8953, top1-acc=75.45%, top5-acc=94.00%, remaining_time=0:00:22.206272, arrival_time=2021-04-10 02:37:50.816469, cost_time=0:00:02.523435 2021-04-10 02:37:29,775 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=2.09ms, fps=2198 images/s, loss=0.8868, top1-acc=75.85%, top5-acc=94.04%, remaining_time=0:00:20.413352, arrival_time=2021-04-10 02:37:50.189224, cost_time=0:00:03.689148 2021-04-10 02:37:30,935 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=1.89ms, fps=2209 images/s, loss=0.8983, top1-acc=75.62%, top5-acc=93.97%, remaining_time=0:00:18.910008, arrival_time=2021-04-10 02:37:49.845403, cost_time=0:00:04.848716 2021-04-10 02:37:32,090 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=1.38ms, fps=2217 images/s, loss=0.9014, top1-acc=75.62%, top5-acc=93.91%, remaining_time=0:00:17.531388, arrival_time=2021-04-10 02:37:49.622046, cost_time=0:00:06.003910 2021-04-10 02:37:33,251 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=3.34ms, fps=2207 images/s, loss=0.9092, top1-acc=75.52%, top5-acc=93.78%, remaining_time=0:00:16.239760, arrival_time=2021-04-10 02:37:49.491127, cost_time=0:00:07.164610 2021-04-10 02:37:34,406 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=1.86ms, fps=2218 images/s, loss=0.9147, top1-acc=75.45%, top5-acc=93.68%, remaining_time=0:00:14.975604, arrival_time=2021-04-10 02:37:49.382056, cost_time=0:00:08.319757 2021-04-10 02:37:35,558 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=1.37ms, fps=2224 images/s, loss=0.9168, top1-acc=75.44%, top5-acc=93.69%, remaining_time=0:00:13.733472, arrival_time=2021-04-10 02:37:49.291481, cost_time=0:00:09.471333 2021-04-10 02:37:36,714 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.38ms, fps=2214 images/s, loss=0.9231, top1-acc=75.31%, top5-acc=93.58%, remaining_time=0:00:12.517328, arrival_time=2021-04-10 02:37:49.231872, cost_time=0:00:10.627910 2021-04-10 02:37:37,881 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=1.81ms, fps=2196 images/s, loss=0.9286, top1-acc=75.16%, top5-acc=93.49%, remaining_time=0:00:11.322624, arrival_time=2021-04-10 02:37:49.203725, cost_time=0:00:11.794391 2021-04-10 02:37:39,033 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=1.55ms, fps=2222 images/s, loss=0.9306, top1-acc=75.06%, top5-acc=93.46%, remaining_time=0:00:10.122286, arrival_time=2021-04-10 02:37:49.155996, cost_time=0:00:12.947086 2021-04-10 02:37:40,185 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=1.85ms, fps=2223 images/s, loss=0.9315, top1-acc=75.05%, top5-acc=93.46%, remaining_time=0:00:08.929392, arrival_time=2021-04-10 02:37:49.115155, cost_time=0:00:14.098989 2021-04-10 02:37:41,335 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=1.67ms, fps=2227 images/s, loss=0.9352, top1-acc=74.95%, top5-acc=93.43%, remaining_time=0:00:07.741866, arrival_time=2021-04-10 02:37:49.077611, cost_time=0:00:15.249104 2021-04-10 02:37:42,482 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=1.86ms, fps=2233 images/s, loss=0.9404, top1-acc=74.86%, top5-acc=93.36%, remaining_time=0:00:06.558496, arrival_time=2021-04-10 02:37:49.041351, cost_time=0:00:16.396238 2021-04-10 02:37:43,639 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=1.86ms, fps=2215 images/s, loss=0.9478, top1-acc=74.72%, top5-acc=93.28%, remaining_time=0:00:05.382782, arrival_time=2021-04-10 02:37:49.022021, cost_time=0:00:17.552538 2021-04-10 02:37:44,791 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.48ms, fps=2223 images/s, loss=0.9509, top1-acc=74.61%, top5-acc=93.30%, remaining_time=0:00:04.208580, arrival_time=2021-04-10 02:37:49.000051, cost_time=0:00:18.704813 2021-04-10 02:37:45,944 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=1.67ms, fps=2221 images/s, loss=0.9541, top1-acc=74.47%, top5-acc=93.27%, remaining_time=0:00:03.037112, arrival_time=2021-04-10 02:37:48.981875, cost_time=0:00:19.857973 2021-04-10 02:37:47,094 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.67ms, fps=2228 images/s, loss=0.9534, top1-acc=74.45%, top5-acc=93.26%, remaining_time=0:00:01.867376, arrival_time=2021-04-10 02:37:48.961925, cost_time=0:00:21.007903 2021-04-10 02:37:48,239 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.23ms, fps=2237 images/s, loss=0.9557, top1-acc=74.41%, top5-acc=93.23%, remaining_time=0:00:00.699564, arrival_time=2021-04-10 02:37:48.939030, cost_time=0:00:22.152852 2021-04-10 02:37:48,855 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=0.08ms, fps=2211 images/s, loss=0.9594, top1-acc=74.34%, top5-acc=93.19%, remaining_time=0:00:00, arrival_time=2021-04-10 02:37:48.855089, cost_time=0:00:22.768490 2021-04-10 02:37:49,347 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=3.40ms, fps=5209 images/s, loss=1.7521, top1-acc=57.89%, top5-acc=82.11%, remaining_time=0:00:01.474260, arrival_time=2021-04-10 02:37:50.821760, cost_time=0:00:00.491422 2021-04-10 02:37:49,722 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=2.03ms, fps=6836 images/s, loss=1.7314, top1-acc=58.89%, top5-acc=82.70%, remaining_time=0:00:00.866260, arrival_time=2021-04-10 02:37:50.588591, cost_time=0:00:00.866269 2021-04-10 02:37:50,099 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=2.09ms, fps=6790 images/s, loss=1.7326, top1-acc=58.53%, top5-acc=82.73%, remaining_time=0:00:00.414550, arrival_time=2021-04-10 02:37:50.514298, cost_time=0:00:01.243639 2021-04-10 02:37:50,439 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=0.08ms, fps=6829 images/s, loss=1.7641, top1-acc=58.00%, top5-acc=82.52%, remaining_time=0:00:00, arrival_time=2021-04-10 02:37:50.439845, cost_time=0:00:01.583784 2021-04-10 02:37:50,977 INFO : Epoch=0060 complete, best val top1-acc=60.33%, top5-acc=84.59% (epoch=55), remaining_time=0:58:22.737980, arrival_time=2021-04-10 03:36:13.715401, cost_time=0:25:01.173400 2021-04-10 02:37:50,977 INFO : Train start, epoch=0061, lr=0.079389 2021-04-10 02:37:52,309 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=0.25ms, fps=1923 images/s, loss=0.9531, top1-acc=73.05%, top5-acc=92.89%, remaining_time=0:00:24.756972, arrival_time=2021-04-10 02:38:17.066114, cost_time=0:00:01.331019 2021-04-10 02:37:53,458 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=1.84ms, fps=2229 images/s, loss=0.9208, top1-acc=74.73%, top5-acc=93.28%, remaining_time=0:00:21.825232, arrival_time=2021-04-10 02:38:15.283515, cost_time=0:00:02.480131 2021-04-10 02:37:54,615 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=1.42ms, fps=2214 images/s, loss=0.8987, top1-acc=75.30%, top5-acc=93.50%, remaining_time=0:00:20.125176, arrival_time=2021-04-10 02:38:14.740357, cost_time=0:00:03.637088 2021-04-10 02:37:55,764 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=1.56ms, fps=2228 images/s, loss=0.9040, top1-acc=75.07%, top5-acc=93.63%, remaining_time=0:00:18.668364, arrival_time=2021-04-10 02:38:14.433256, cost_time=0:00:04.786745 2021-04-10 02:37:56,914 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=1.56ms, fps=2229 images/s, loss=0.9060, top1-acc=75.16%, top5-acc=93.73%, remaining_time=0:00:17.332828, arrival_time=2021-04-10 02:38:14.246904, cost_time=0:00:05.935914 2021-04-10 02:37:58,065 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=1.56ms, fps=2225 images/s, loss=0.9106, top1-acc=75.18%, top5-acc=93.61%, remaining_time=0:00:16.063776, arrival_time=2021-04-10 02:38:14.128800, cost_time=0:00:07.086955 2021-04-10 02:37:59,220 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=2.06ms, fps=2217 images/s, loss=0.9133, top1-acc=75.09%, top5-acc=93.66%, remaining_time=0:00:14.835366, arrival_time=2021-04-10 02:38:14.055420, cost_time=0:00:08.241875 2021-04-10 02:38:00,376 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=1.85ms, fps=2216 images/s, loss=0.9157, top1-acc=75.08%, top5-acc=93.71%, remaining_time=0:00:13.627216, arrival_time=2021-04-10 02:38:14.003368, cost_time=0:00:09.398044 2021-04-10 02:38:01,539 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=4.58ms, fps=2202 images/s, loss=0.9170, top1-acc=75.14%, top5-acc=93.74%, remaining_time=0:00:12.438464, arrival_time=2021-04-10 02:38:13.977643, cost_time=0:00:10.560932 2021-04-10 02:38:02,691 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=1.68ms, fps=2223 images/s, loss=0.9177, top1-acc=75.20%, top5-acc=93.71%, remaining_time=0:00:11.245056, arrival_time=2021-04-10 02:38:13.936770, cost_time=0:00:11.713627 2021-04-10 02:38:03,842 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=1.85ms, fps=2226 images/s, loss=0.9206, top1-acc=75.13%, top5-acc=93.66%, remaining_time=0:00:10.057184, arrival_time=2021-04-10 02:38:13.899296, cost_time=0:00:12.863886 2021-04-10 02:38:05,001 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=1.87ms, fps=2210 images/s, loss=0.9265, top1-acc=75.02%, top5-acc=93.59%, remaining_time=0:00:08.881284, arrival_time=2021-04-10 02:38:13.882486, cost_time=0:00:14.023124 2021-04-10 02:38:06,164 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=1.70ms, fps=2202 images/s, loss=0.9306, top1-acc=74.95%, top5-acc=93.53%, remaining_time=0:00:07.709922, arrival_time=2021-04-10 02:38:13.874343, cost_time=0:00:15.186264 2021-04-10 02:38:07,319 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=1.88ms, fps=2218 images/s, loss=0.9354, top1-acc=74.77%, top5-acc=93.49%, remaining_time=0:00:06.536488, arrival_time=2021-04-10 02:38:13.855944, cost_time=0:00:16.341238 2021-04-10 02:38:08,478 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=1.58ms, fps=2210 images/s, loss=0.9367, top1-acc=74.72%, top5-acc=93.44%, remaining_time=0:00:05.366820, arrival_time=2021-04-10 02:38:13.845550, cost_time=0:00:17.500509 2021-04-10 02:38:09,632 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=1.40ms, fps=2219 images/s, loss=0.9370, top1-acc=74.67%, top5-acc=93.43%, remaining_time=0:00:04.197312, arrival_time=2021-04-10 02:38:13.830147, cost_time=0:00:18.654750 2021-04-10 02:38:10,783 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=1.49ms, fps=2226 images/s, loss=0.9408, top1-acc=74.63%, top5-acc=93.35%, remaining_time=0:00:03.029052, arrival_time=2021-04-10 02:38:13.812619, cost_time=0:00:19.805421 2021-04-10 02:38:11,929 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=1.78ms, fps=2235 images/s, loss=0.9431, top1-acc=74.61%, top5-acc=93.31%, remaining_time=0:00:01.862352, arrival_time=2021-04-10 02:38:13.791863, cost_time=0:00:20.951383 2021-04-10 02:38:13,079 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.41ms, fps=2226 images/s, loss=0.9448, top1-acc=74.58%, top5-acc=93.28%, remaining_time=0:00:00.697950, arrival_time=2021-04-10 02:38:13.777808, cost_time=0:00:22.101763 2021-04-10 02:38:13,698 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=1.34ms, fps=2200 images/s, loss=0.9457, top1-acc=74.54%, top5-acc=93.28%, remaining_time=0:00:00, arrival_time=2021-04-10 02:38:13.698504, cost_time=0:00:22.720432 2021-04-10 02:38:14,169 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=3.28ms, fps=5447 images/s, loss=1.6996, top1-acc=58.83%, top5-acc=83.59%, remaining_time=0:00:01.409820, arrival_time=2021-04-10 02:38:15.579387, cost_time=0:00:00.469944 2021-04-10 02:38:14,540 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=1.81ms, fps=6919 images/s, loss=1.6877, top1-acc=59.26%, top5-acc=83.81%, remaining_time=0:00:00.840400, arrival_time=2021-04-10 02:38:15.380477, cost_time=0:00:00.840396 2021-04-10 02:38:14,915 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=1.30ms, fps=6838 images/s, loss=1.7340, top1-acc=58.52%, top5-acc=83.12%, remaining_time=0:00:00.405160, arrival_time=2021-04-10 02:38:15.320231, cost_time=0:00:01.215484 2021-04-10 02:38:15,254 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=0.06ms, fps=6849 images/s, loss=1.7462, top1-acc=58.44%, top5-acc=83.32%, remaining_time=0:00:00, arrival_time=2021-04-10 02:38:15.254209, cost_time=0:00:01.554645 2021-04-10 02:38:15,777 INFO : Epoch=0061 complete, best val top1-acc=60.33%, top5-acc=84.59% (epoch=55), remaining_time=0:57:57.217467, arrival_time=2021-04-10 03:36:12.994594, cost_time=0:25:25.973104 2021-04-10 02:38:15,777 INFO : Train start, epoch=0062, lr=0.078750 2021-04-10 02:38:17,104 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=1.38ms, fps=1930 images/s, loss=0.8524, top1-acc=75.86%, top5-acc=94.69%, remaining_time=0:00:24.668622, arrival_time=2021-04-10 02:38:41.772681, cost_time=0:00:01.326274 2021-04-10 02:38:18,251 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=2.15ms, fps=2232 images/s, loss=0.8632, top1-acc=76.31%, top5-acc=94.61%, remaining_time=0:00:21.765744, arrival_time=2021-04-10 02:38:40.016970, cost_time=0:00:02.473387 2021-04-10 02:38:19,401 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=1.45ms, fps=2227 images/s, loss=0.8642, top1-acc=76.50%, top5-acc=94.35%, remaining_time=0:00:20.049480, arrival_time=2021-04-10 02:38:39.450683, cost_time=0:00:03.623409 2021-04-10 02:38:20,552 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=1.45ms, fps=2225 images/s, loss=0.8691, top1-acc=76.54%, top5-acc=94.28%, remaining_time=0:00:18.620628, arrival_time=2021-04-10 02:38:39.172976, cost_time=0:00:04.774539 2021-04-10 02:38:21,704 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=1.43ms, fps=2224 images/s, loss=0.8640, top1-acc=76.55%, top5-acc=94.35%, remaining_time=0:00:17.304212, arrival_time=2021-04-10 02:38:39.008252, cost_time=0:00:05.926112 2021-04-10 02:38:22,852 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=1.31ms, fps=2231 images/s, loss=0.8720, top1-acc=76.37%, top5-acc=94.23%, remaining_time=0:00:16.035352, arrival_time=2021-04-10 02:38:38.887568, cost_time=0:00:07.074426 2021-04-10 02:38:23,993 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=1.54ms, fps=2244 images/s, loss=0.8751, top1-acc=76.32%, top5-acc=94.19%, remaining_time=0:00:14.788494, arrival_time=2021-04-10 02:38:38.782075, cost_time=0:00:08.215799 2021-04-10 02:38:25,139 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=1.62ms, fps=2236 images/s, loss=0.8790, top1-acc=76.15%, top5-acc=94.19%, remaining_time=0:00:13.573740, arrival_time=2021-04-10 02:38:38.712767, cost_time=0:00:09.361188 2021-04-10 02:38:26,281 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=1.48ms, fps=2243 images/s, loss=0.8839, top1-acc=75.97%, top5-acc=94.11%, remaining_time=0:00:12.370518, arrival_time=2021-04-10 02:38:38.651570, cost_time=0:00:10.503241 2021-04-10 02:38:27,424 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=1.42ms, fps=2240 images/s, loss=0.8857, top1-acc=75.91%, top5-acc=94.05%, remaining_time=0:00:11.180736, arrival_time=2021-04-10 02:38:38.605101, cost_time=0:00:11.646577 2021-04-10 02:38:28,569 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=1.51ms, fps=2237 images/s, loss=0.8938, top1-acc=75.68%, top5-acc=93.95%, remaining_time=0:00:10.000682, arrival_time=2021-04-10 02:38:38.570037, cost_time=0:00:12.791561 2021-04-10 02:38:29,715 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=2.15ms, fps=2234 images/s, loss=0.9019, top1-acc=75.43%, top5-acc=93.85%, remaining_time=0:00:08.827400, arrival_time=2021-04-10 02:38:38.543295, cost_time=0:00:13.938027 2021-04-10 02:38:30,863 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=1.46ms, fps=2232 images/s, loss=0.9099, top1-acc=75.28%, top5-acc=93.77%, remaining_time=0:00:07.658904, arrival_time=2021-04-10 02:38:38.522489, cost_time=0:00:15.085728 2021-04-10 02:38:32,011 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=1.40ms, fps=2231 images/s, loss=0.9110, top1-acc=75.27%, top5-acc=93.74%, remaining_time=0:00:06.493536, arrival_time=2021-04-10 02:38:38.505188, cost_time=0:00:16.233816 2021-04-10 02:38:33,160 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=1.35ms, fps=2229 images/s, loss=0.9149, top1-acc=75.19%, top5-acc=93.69%, remaining_time=0:00:05.330756, arrival_time=2021-04-10 02:38:38.491501, cost_time=0:00:17.382959 2021-04-10 02:38:34,318 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=3.98ms, fps=2212 images/s, loss=0.9216, top1-acc=75.09%, top5-acc=93.59%, remaining_time=0:00:04.171644, arrival_time=2021-04-10 02:38:38.490194, cost_time=0:00:18.540711 2021-04-10 02:38:35,465 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=1.45ms, fps=2233 images/s, loss=0.9263, top1-acc=74.97%, top5-acc=93.50%, remaining_time=0:00:03.011060, arrival_time=2021-04-10 02:38:38.476611, cost_time=0:00:19.687715 2021-04-10 02:38:36,606 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=1.53ms, fps=2244 images/s, loss=0.9246, top1-acc=74.97%, top5-acc=93.48%, remaining_time=0:00:01.851472, arrival_time=2021-04-10 02:38:38.458372, cost_time=0:00:20.829090 2021-04-10 02:38:37,751 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=1.56ms, fps=2238 images/s, loss=0.9260, top1-acc=74.93%, top5-acc=93.49%, remaining_time=0:00:00.693894, arrival_time=2021-04-10 02:38:38.444964, cost_time=0:00:21.973281 2021-04-10 02:38:38,367 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=1.55ms, fps=2208 images/s, loss=0.9286, top1-acc=74.89%, top5-acc=93.50%, remaining_time=0:00:00, arrival_time=2021-04-10 02:38:38.367339, cost_time=0:00:22.589552 2021-04-10 02:38:38,846 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=6.53ms, fps=5355 images/s, loss=1.8878, top1-acc=57.19%, top5-acc=80.47%, remaining_time=0:00:01.434090, arrival_time=2021-04-10 02:38:40.280552, cost_time=0:00:00.478028 2021-04-10 02:38:39,214 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=0.31ms, fps=6970 images/s, loss=1.8391, top1-acc=58.07%, top5-acc=81.52%, remaining_time=0:00:00.845820, arrival_time=2021-04-10 02:38:40.060012, cost_time=0:00:00.845820 2021-04-10 02:38:39,593 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=1.84ms, fps=6749 images/s, loss=1.8073, top1-acc=58.55%, top5-acc=81.93%, remaining_time=0:00:00.408500, arrival_time=2021-04-10 02:38:40.002434, cost_time=0:00:01.225495 2021-04-10 02:38:39,935 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=0.09ms, fps=6796 images/s, loss=1.8136, top1-acc=58.58%, top5-acc=81.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:38:39.935756, cost_time=0:00:01.567413 2021-04-10 02:38:40,474 INFO : Epoch=0062 complete, best val top1-acc=60.33%, top5-acc=84.59% (epoch=55), remaining_time=0:57:31.492194, arrival_time=2021-04-10 03:36:11.966654, cost_time=0:25:50.670430 2021-04-10 02:38:40,475 INFO : Train start, epoch=0063, lr=0.078104 2021-04-10 02:38:41,858 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=0.35ms, fps=1850 images/s, loss=0.8634, top1-acc=76.21%, top5-acc=94.41%, remaining_time=0:00:25.732170, arrival_time=2021-04-10 02:39:07.590786, cost_time=0:00:01.383449 2021-04-10 02:38:43,005 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=1.39ms, fps=2233 images/s, loss=0.9059, top1-acc=75.20%, top5-acc=94.16%, remaining_time=0:00:22.265232, arrival_time=2021-04-10 02:39:05.270555, cost_time=0:00:02.530142 2021-04-10 02:38:44,149 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=1.38ms, fps=2238 images/s, loss=0.8941, top1-acc=75.33%, top5-acc=94.19%, remaining_time=0:00:20.331680, arrival_time=2021-04-10 02:39:04.481190, cost_time=0:00:03.674394 2021-04-10 02:38:45,298 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=1.77ms, fps=2229 images/s, loss=0.8807, top1-acc=75.71%, top5-acc=94.36%, remaining_time=0:00:18.810168, arrival_time=2021-04-10 02:39:04.108434, cost_time=0:00:04.823106 2021-04-10 02:38:46,447 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=1.84ms, fps=2229 images/s, loss=0.8790, top1-acc=75.80%, top5-acc=94.30%, remaining_time=0:00:17.439262, arrival_time=2021-04-10 02:39:03.886721, cost_time=0:00:05.972339 2021-04-10 02:38:47,588 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=1.38ms, fps=2244 images/s, loss=0.8834, top1-acc=75.71%, top5-acc=94.23%, remaining_time=0:00:16.124568, arrival_time=2021-04-10 02:39:03.713449, cost_time=0:00:07.113765 2021-04-10 02:38:48,730 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=1.31ms, fps=2243 images/s, loss=0.8958, top1-acc=75.41%, top5-acc=94.13%, remaining_time=0:00:14.859810, arrival_time=2021-04-10 02:39:03.590378, cost_time=0:00:08.255452 2021-04-10 02:38:49,876 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=1.90ms, fps=2235 images/s, loss=0.8957, top1-acc=75.45%, top5-acc=94.08%, remaining_time=0:00:13.632204, arrival_time=2021-04-10 02:39:03.508945, cost_time=0:00:09.401484 2021-04-10 02:38:51,017 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=1.48ms, fps=2246 images/s, loss=0.8965, top1-acc=75.45%, top5-acc=94.07%, remaining_time=0:00:12.415992, arrival_time=2021-04-10 02:39:03.432961, cost_time=0:00:10.541847 2021-04-10 02:38:52,161 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=1.42ms, fps=2238 images/s, loss=0.8943, top1-acc=75.45%, top5-acc=94.11%, remaining_time=0:00:11.218752, arrival_time=2021-04-10 02:39:03.380117, cost_time=0:00:11.686237 2021-04-10 02:38:53,304 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=1.53ms, fps=2240 images/s, loss=0.9027, top1-acc=75.30%, top5-acc=94.02%, remaining_time=0:00:10.030524, arrival_time=2021-04-10 02:39:03.335390, cost_time=0:00:12.829741 2021-04-10 02:38:54,452 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=2.23ms, fps=2232 images/s, loss=0.9130, top1-acc=75.02%, top5-acc=93.89%, remaining_time=0:00:08.852176, arrival_time=2021-04-10 02:39:03.304425, cost_time=0:00:13.977075 2021-04-10 02:38:55,599 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=2.09ms, fps=2233 images/s, loss=0.9173, top1-acc=74.97%, top5-acc=93.81%, remaining_time=0:00:07.678308, arrival_time=2021-04-10 02:39:03.277426, cost_time=0:00:15.123997 2021-04-10 02:38:56,743 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=1.50ms, fps=2237 images/s, loss=0.9197, top1-acc=74.94%, top5-acc=93.78%, remaining_time=0:00:06.507424, arrival_time=2021-04-10 02:39:03.251207, cost_time=0:00:16.268624 2021-04-10 02:38:57,888 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=1.35ms, fps=2238 images/s, loss=0.9183, top1-acc=74.95%, top5-acc=93.79%, remaining_time=0:00:05.340002, arrival_time=2021-04-10 02:39:03.228107, cost_time=0:00:17.412986 2021-04-10 02:38:59,034 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=1.58ms, fps=2234 images/s, loss=0.9225, top1-acc=74.97%, top5-acc=93.74%, remaining_time=0:00:04.175892, arrival_time=2021-04-10 02:39:03.210630, cost_time=0:00:18.559561 2021-04-10 02:39:00,179 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=1.46ms, fps=2237 images/s, loss=0.9279, top1-acc=74.86%, top5-acc=93.67%, remaining_time=0:00:03.013582, arrival_time=2021-04-10 02:39:03.193001, cost_time=0:00:19.704273 2021-04-10 02:39:01,340 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=1.45ms, fps=2206 images/s, loss=0.9319, top1-acc=74.78%, top5-acc=93.62%, remaining_time=0:00:01.854688, arrival_time=2021-04-10 02:39:03.194963, cost_time=0:00:20.865158 2021-04-10 02:39:02,488 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.24ms, fps=2231 images/s, loss=0.9336, top1-acc=74.75%, top5-acc=93.58%, remaining_time=0:00:00.695148, arrival_time=2021-04-10 02:39:03.183260, cost_time=0:00:22.012993 2021-04-10 02:39:03,104 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=1.89ms, fps=2207 images/s, loss=0.9344, top1-acc=74.72%, top5-acc=93.57%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:03.104854, cost_time=0:00:22.629681 2021-04-10 02:39:03,557 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=2.64ms, fps=5669 images/s, loss=1.5890, top1-acc=61.25%, top5-acc=84.30%, remaining_time=0:00:01.354620, arrival_time=2021-04-10 02:39:04.912432, cost_time=0:00:00.451544 2021-04-10 02:39:03,929 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=1.34ms, fps=6903 images/s, loss=1.5825, top1-acc=61.07%, top5-acc=84.86%, remaining_time=0:00:00.822760, arrival_time=2021-04-10 02:39:04.751819, cost_time=0:00:00.822751 2021-04-10 02:39:04,304 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=1.48ms, fps=6818 images/s, loss=1.5831, top1-acc=60.82%, top5-acc=84.92%, remaining_time=0:00:00.399560, arrival_time=2021-04-10 02:39:04.704508, cost_time=0:00:01.198691 2021-04-10 02:39:04,641 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=0.05ms, fps=6904 images/s, loss=1.6123, top1-acc=60.84%, top5-acc=84.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:04.641325, cost_time=0:00:01.535092 2021-04-10 02:39:05,640 INFO : Epoch=0063 complete, best val top1-acc=60.84%, top5-acc=84.99% (epoch=63), remaining_time=0:57:06.819634, arrival_time=2021-04-10 03:36:12.460438, cost_time=0:26:15.836776 2021-04-10 02:39:05,641 INFO : Train start, epoch=0064, lr=0.077451 2021-04-10 02:39:06,944 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=1.34ms, fps=1964 images/s, loss=0.9050, top1-acc=75.86%, top5-acc=94.77%, remaining_time=0:00:24.243240, arrival_time=2021-04-10 02:39:31.188151, cost_time=0:00:01.303397 2021-04-10 02:39:08,088 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=1.78ms, fps=2239 images/s, loss=0.8722, top1-acc=76.23%, top5-acc=94.63%, remaining_time=0:00:21.536768, arrival_time=2021-04-10 02:39:29.625592, cost_time=0:00:02.447352 2021-04-10 02:39:09,231 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=1.35ms, fps=2241 images/s, loss=0.8552, top1-acc=76.50%, top5-acc=94.67%, remaining_time=0:00:19.865220, arrival_time=2021-04-10 02:39:29.096791, cost_time=0:00:03.590092 2021-04-10 02:39:10,387 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=1.66ms, fps=2216 images/s, loss=0.8639, top1-acc=76.39%, top5-acc=94.43%, remaining_time=0:00:18.508152, arrival_time=2021-04-10 02:39:28.895356, cost_time=0:00:04.745700 2021-04-10 02:39:11,538 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=2.10ms, fps=2225 images/s, loss=0.8814, top1-acc=76.13%, top5-acc=94.24%, remaining_time=0:00:17.218218, arrival_time=2021-04-10 02:39:28.756335, cost_time=0:00:05.896643 2021-04-10 02:39:12,688 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=1.97ms, fps=2226 images/s, loss=0.8866, top1-acc=75.96%, top5-acc=94.21%, remaining_time=0:00:15.972928, arrival_time=2021-04-10 02:39:28.661305, cost_time=0:00:07.046870 2021-04-10 02:39:13,833 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=1.46ms, fps=2237 images/s, loss=0.8934, top1-acc=75.87%, top5-acc=94.05%, remaining_time=0:00:14.745654, arrival_time=2021-04-10 02:39:28.579166, cost_time=0:00:08.192038 2021-04-10 02:39:14,978 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=1.43ms, fps=2236 images/s, loss=0.8980, top1-acc=75.64%, top5-acc=93.98%, remaining_time=0:00:13.538940, arrival_time=2021-04-10 02:39:28.517604, cost_time=0:00:09.337186 2021-04-10 02:39:16,126 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=1.53ms, fps=2231 images/s, loss=0.9032, top1-acc=75.59%, top5-acc=93.93%, remaining_time=0:00:12.349000, arrival_time=2021-04-10 02:39:28.475433, cost_time=0:00:10.484972 2021-04-10 02:39:17,277 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=1.75ms, fps=2226 images/s, loss=0.9049, top1-acc=75.40%, top5-acc=93.96%, remaining_time=0:00:11.169984, arrival_time=2021-04-10 02:39:28.446949, cost_time=0:00:11.635442 2021-04-10 02:39:18,443 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=2.09ms, fps=2195 images/s, loss=0.9062, top1-acc=75.36%, top5-acc=93.96%, remaining_time=0:00:10.008938, arrival_time=2021-04-10 02:39:28.452569, cost_time=0:00:12.802076 2021-04-10 02:39:19,593 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=1.50ms, fps=2227 images/s, loss=0.9082, top1-acc=75.33%, top5-acc=93.96%, remaining_time=0:00:08.836520, arrival_time=2021-04-10 02:39:28.430443, cost_time=0:00:13.952390 2021-04-10 02:39:20,734 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=1.42ms, fps=2247 images/s, loss=0.9117, top1-acc=75.27%, top5-acc=93.86%, remaining_time=0:00:07.662204, arrival_time=2021-04-10 02:39:28.396105, cost_time=0:00:15.092262 2021-04-10 02:39:21,879 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=1.72ms, fps=2236 images/s, loss=0.9141, top1-acc=75.28%, top5-acc=93.81%, remaining_time=0:00:06.495104, arrival_time=2021-04-10 02:39:28.374344, cost_time=0:00:16.237739 2021-04-10 02:39:23,030 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=2.14ms, fps=2226 images/s, loss=0.9146, top1-acc=75.28%, top5-acc=93.84%, remaining_time=0:00:05.332504, arrival_time=2021-04-10 02:39:28.362571, cost_time=0:00:17.388527 2021-04-10 02:39:24,182 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=1.49ms, fps=2223 images/s, loss=0.9161, top1-acc=75.33%, top5-acc=93.83%, remaining_time=0:00:04.171680, arrival_time=2021-04-10 02:39:28.354010, cost_time=0:00:18.540789 2021-04-10 02:39:25,332 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=1.88ms, fps=2226 images/s, loss=0.9155, top1-acc=75.32%, top5-acc=93.80%, remaining_time=0:00:03.011606, arrival_time=2021-04-10 02:39:28.344389, cost_time=0:00:19.691250 2021-04-10 02:39:26,482 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=1.82ms, fps=2228 images/s, loss=0.9188, top1-acc=75.25%, top5-acc=93.76%, remaining_time=0:00:01.852512, arrival_time=2021-04-10 02:39:28.334804, cost_time=0:00:20.840676 2021-04-10 02:39:27,626 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.33ms, fps=2240 images/s, loss=0.9222, top1-acc=75.16%, top5-acc=93.73%, remaining_time=0:00:00.694248, arrival_time=2021-04-10 02:39:28.320208, cost_time=0:00:21.984462 2021-04-10 02:39:28,241 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=1.37ms, fps=2211 images/s, loss=0.9246, top1-acc=75.15%, top5-acc=93.69%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:28.241542, cost_time=0:00:22.600016 2021-04-10 02:39:28,727 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=0.19ms, fps=5282 images/s, loss=1.7528, top1-acc=58.95%, top5-acc=82.15%, remaining_time=0:00:01.453860, arrival_time=2021-04-10 02:39:30.181075, cost_time=0:00:00.484616 2021-04-10 02:39:29,100 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=2.00ms, fps=6861 images/s, loss=1.7169, top1-acc=59.39%, top5-acc=83.05%, remaining_time=0:00:00.858260, arrival_time=2021-04-10 02:39:29.959088, cost_time=0:00:00.858252 2021-04-10 02:39:29,476 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=1.44ms, fps=6821 images/s, loss=1.6950, top1-acc=59.86%, top5-acc=83.32%, remaining_time=0:00:00.411300, arrival_time=2021-04-10 02:39:29.887784, cost_time=0:00:01.233899 2021-04-10 02:39:29,815 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=0.07ms, fps=6856 images/s, loss=1.7043, top1-acc=59.67%, top5-acc=83.06%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:29.815302, cost_time=0:00:01.572678 2021-04-10 02:39:30,321 INFO : Epoch=0064 complete, best val top1-acc=60.84%, top5-acc=84.99% (epoch=63), remaining_time=0:56:41.099560, arrival_time=2021-04-10 03:36:11.421019, cost_time=0:26:40.517425 2021-04-10 02:39:30,322 INFO : Train start, epoch=0065, lr=0.076791 2021-04-10 02:39:31,744 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=0.24ms, fps=1799 images/s, loss=0.8626, top1-acc=77.15%, top5-acc=94.53%, remaining_time=0:00:26.463150, arrival_time=2021-04-10 02:39:58.208077, cost_time=0:00:01.422746 2021-04-10 02:39:32,908 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=1.67ms, fps=2201 images/s, loss=0.8440, top1-acc=77.13%, top5-acc=94.55%, remaining_time=0:00:22.759792, arrival_time=2021-04-10 02:39:55.668422, cost_time=0:00:02.586342 2021-04-10 02:39:34,059 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=1.53ms, fps=2227 images/s, loss=0.8343, top1-acc=77.53%, top5-acc=94.67%, remaining_time=0:00:20.677458, arrival_time=2021-04-10 02:39:54.736501, cost_time=0:00:03.736899 2021-04-10 02:39:35,203 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=1.60ms, fps=2238 images/s, loss=0.8439, top1-acc=77.34%, top5-acc=94.56%, remaining_time=0:00:19.037460, arrival_time=2021-04-10 02:39:54.241085, cost_time=0:00:04.881416 2021-04-10 02:39:36,346 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=1.37ms, fps=2242 images/s, loss=0.8431, top1-acc=77.32%, top5-acc=94.56%, remaining_time=0:00:17.589496, arrival_time=2021-04-10 02:39:53.935442, cost_time=0:00:06.023790 2021-04-10 02:39:37,489 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=1.37ms, fps=2240 images/s, loss=0.8496, top1-acc=77.25%, top5-acc=94.50%, remaining_time=0:00:16.245200, arrival_time=2021-04-10 02:39:53.734580, cost_time=0:00:07.167004 2021-04-10 02:39:38,637 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=1.54ms, fps=2232 images/s, loss=0.8555, top1-acc=76.96%, top5-acc=94.45%, remaining_time=0:00:14.967162, arrival_time=2021-04-10 02:39:53.604440, cost_time=0:00:08.315094 2021-04-10 02:39:39,785 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=1.50ms, fps=2230 images/s, loss=0.8690, top1-acc=76.67%, top5-acc=94.30%, remaining_time=0:00:13.721988, arrival_time=2021-04-10 02:39:53.507533, cost_time=0:00:09.463416 2021-04-10 02:39:40,939 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=1.60ms, fps=2219 images/s, loss=0.8770, top1-acc=76.37%, top5-acc=94.13%, remaining_time=0:00:12.505244, arrival_time=2021-04-10 02:39:53.445134, cost_time=0:00:10.617696 2021-04-10 02:39:42,093 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=1.39ms, fps=2220 images/s, loss=0.8781, top1-acc=76.41%, top5-acc=94.07%, remaining_time=0:00:11.300640, arrival_time=2021-04-10 02:39:53.394283, cost_time=0:00:11.771477 2021-04-10 02:39:43,242 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=1.42ms, fps=2229 images/s, loss=0.8819, top1-acc=76.36%, top5-acc=94.06%, remaining_time=0:00:10.101302, arrival_time=2021-04-10 02:39:53.343747, cost_time=0:00:12.920297 2021-04-10 02:39:44,387 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=1.49ms, fps=2236 images/s, loss=0.8865, top1-acc=76.25%, top5-acc=93.99%, remaining_time=0:00:08.908188, arrival_time=2021-04-10 02:39:53.295955, cost_time=0:00:14.065618 2021-04-10 02:39:45,535 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=1.41ms, fps=2232 images/s, loss=0.8897, top1-acc=76.17%, top5-acc=93.94%, remaining_time=0:00:07.723452, arrival_time=2021-04-10 02:39:53.258555, cost_time=0:00:15.212892 2021-04-10 02:39:46,685 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=2.01ms, fps=2226 images/s, loss=0.8909, top1-acc=76.13%, top5-acc=93.88%, remaining_time=0:00:06.545448, arrival_time=2021-04-10 02:39:53.231283, cost_time=0:00:16.363686 2021-04-10 02:39:47,830 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=1.47ms, fps=2237 images/s, loss=0.8871, top1-acc=76.20%, top5-acc=93.92%, remaining_time=0:00:05.369212, arrival_time=2021-04-10 02:39:53.199725, cost_time=0:00:17.508337 2021-04-10 02:39:48,977 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=1.36ms, fps=2233 images/s, loss=0.8859, top1-acc=76.20%, top5-acc=93.98%, remaining_time=0:00:04.197420, arrival_time=2021-04-10 02:39:53.174743, cost_time=0:00:18.655184 2021-04-10 02:39:50,124 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=1.56ms, fps=2232 images/s, loss=0.8877, top1-acc=76.17%, top5-acc=93.89%, remaining_time=0:00:03.028610, arrival_time=2021-04-10 02:39:53.153319, cost_time=0:00:19.802501 2021-04-10 02:39:51,267 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=1.39ms, fps=2241 images/s, loss=0.8898, top1-acc=76.14%, top5-acc=93.88%, remaining_time=0:00:01.861808, arrival_time=2021-04-10 02:39:53.129251, cost_time=0:00:20.945289 2021-04-10 02:39:52,415 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=1.22ms, fps=2231 images/s, loss=0.8917, top1-acc=76.08%, top5-acc=93.84%, remaining_time=0:00:00.697680, arrival_time=2021-04-10 02:39:53.113002, cost_time=0:00:22.093130 2021-04-10 02:39:53,031 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=0.08ms, fps=2208 images/s, loss=0.8924, top1-acc=76.09%, top5-acc=93.83%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:53.031671, cost_time=0:00:22.709545 2021-04-10 02:39:53,506 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=0.27ms, fps=5404 images/s, loss=1.8483, top1-acc=57.50%, top5-acc=82.62%, remaining_time=0:00:01.421250, arrival_time=2021-04-10 02:39:54.927622, cost_time=0:00:00.473746 2021-04-10 02:39:53,880 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=1.72ms, fps=6844 images/s, loss=1.7866, top1-acc=58.24%, top5-acc=82.91%, remaining_time=0:00:00.848140, arrival_time=2021-04-10 02:39:54.728931, cost_time=0:00:00.848147 2021-04-10 02:39:54,258 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=1.85ms, fps=6784 images/s, loss=1.7803, top1-acc=58.55%, top5-acc=83.29%, remaining_time=0:00:00.408720, arrival_time=2021-04-10 02:39:54.667549, cost_time=0:00:01.226169 2021-04-10 02:39:54,597 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=0.07ms, fps=6853 images/s, loss=1.7706, top1-acc=59.04%, top5-acc=83.21%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:54.597769, cost_time=0:00:01.565190 2021-04-10 02:39:55,117 INFO : Epoch=0065 complete, best val top1-acc=60.84%, top5-acc=84.99% (epoch=63), remaining_time=0:56:15.650160, arrival_time=2021-04-10 03:36:10.767294, cost_time=0:27:05.313035 2021-04-10 02:39:55,118 INFO : Train start, epoch=0066, lr=0.076125 2021-04-10 02:39:56,472 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=0.33ms, fps=1892 images/s, loss=0.8436, top1-acc=76.48%, top5-acc=94.61%, remaining_time=0:00:25.173240, arrival_time=2021-04-10 02:40:21.645334, cost_time=0:00:01.353398 2021-04-10 02:39:57,630 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=1.56ms, fps=2212 images/s, loss=0.8642, top1-acc=76.04%, top5-acc=94.18%, remaining_time=0:00:22.099264, arrival_time=2021-04-10 02:40:19.729320, cost_time=0:00:02.511286 2021-04-10 02:39:58,778 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=1.67ms, fps=2232 images/s, loss=0.8507, top1-acc=76.54%, top5-acc=94.34%, remaining_time=0:00:20.247518, arrival_time=2021-04-10 02:40:19.025430, cost_time=0:00:03.659201 2021-04-10 02:39:59,924 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=1.42ms, fps=2234 images/s, loss=0.8521, top1-acc=76.54%, top5-acc=94.36%, remaining_time=0:00:18.741528, arrival_time=2021-04-10 02:40:18.665692, cost_time=0:00:04.805532 2021-04-10 02:40:01,077 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=2.56ms, fps=2221 images/s, loss=0.8575, top1-acc=76.38%, top5-acc=94.27%, remaining_time=0:00:17.399112, arrival_time=2021-04-10 02:40:18.476474, cost_time=0:00:05.958595 2021-04-10 02:40:02,230 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=2.20ms, fps=2222 images/s, loss=0.8619, top1-acc=76.28%, top5-acc=94.32%, remaining_time=0:00:16.119400, arrival_time=2021-04-10 02:40:18.349595, cost_time=0:00:07.111482 2021-04-10 02:40:03,379 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=1.54ms, fps=2229 images/s, loss=0.8541, top1-acc=76.55%, top5-acc=94.37%, remaining_time=0:00:14.869008, arrival_time=2021-04-10 02:40:18.248205, cost_time=0:00:08.260572 2021-04-10 02:40:04,527 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.41ms, fps=2230 images/s, loss=0.8550, top1-acc=76.54%, top5-acc=94.41%, remaining_time=0:00:13.642992, arrival_time=2021-04-10 02:40:18.170669, cost_time=0:00:09.408967 2021-04-10 02:40:05,672 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=1.62ms, fps=2238 images/s, loss=0.8548, top1-acc=76.58%, top5-acc=94.31%, remaining_time=0:00:12.429560, arrival_time=2021-04-10 02:40:18.101660, cost_time=0:00:10.553423 2021-04-10 02:40:06,813 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=1.74ms, fps=2244 images/s, loss=0.8612, top1-acc=76.45%, top5-acc=94.26%, remaining_time=0:00:11.227200, arrival_time=2021-04-10 02:40:18.040831, cost_time=0:00:11.694979 2021-04-10 02:40:07,959 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=1.53ms, fps=2235 images/s, loss=0.8684, top1-acc=76.27%, top5-acc=94.14%, remaining_time=0:00:10.039296, arrival_time=2021-04-10 02:40:17.998996, cost_time=0:00:12.841012 2021-04-10 02:40:09,107 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=1.30ms, fps=2232 images/s, loss=0.8726, top1-acc=76.19%, top5-acc=94.09%, remaining_time=0:00:08.859548, arrival_time=2021-04-10 02:40:17.966894, cost_time=0:00:13.988727 2021-04-10 02:40:10,251 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=1.59ms, fps=2239 images/s, loss=0.8759, top1-acc=76.11%, top5-acc=94.10%, remaining_time=0:00:07.682532, arrival_time=2021-04-10 02:40:17.933519, cost_time=0:00:15.132290 2021-04-10 02:40:11,393 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.41ms, fps=2242 images/s, loss=0.8793, top1-acc=76.02%, top5-acc=94.05%, remaining_time=0:00:06.509832, arrival_time=2021-04-10 02:40:17.903069, cost_time=0:00:16.274609 2021-04-10 02:40:12,539 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=1.37ms, fps=2234 images/s, loss=0.8867, top1-acc=75.89%, top5-acc=93.93%, remaining_time=0:00:05.342440, arrival_time=2021-04-10 02:40:17.882064, cost_time=0:00:17.421005 2021-04-10 02:40:13,691 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=1.59ms, fps=2224 images/s, loss=0.8915, top1-acc=75.73%, top5-acc=93.89%, remaining_time=0:00:04.178808, arrival_time=2021-04-10 02:40:17.869986, cost_time=0:00:18.572509 2021-04-10 02:40:14,832 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=1.44ms, fps=2244 images/s, loss=0.8940, top1-acc=75.64%, top5-acc=93.87%, remaining_time=0:00:03.015064, arrival_time=2021-04-10 02:40:17.847555, cost_time=0:00:19.713849 2021-04-10 02:40:15,984 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=1.57ms, fps=2222 images/s, loss=0.8967, top1-acc=75.60%, top5-acc=93.85%, remaining_time=0:00:01.854784, arrival_time=2021-04-10 02:40:17.839703, cost_time=0:00:20.866309 2021-04-10 02:40:17,130 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.28ms, fps=2236 images/s, loss=0.8957, top1-acc=75.62%, top5-acc=93.85%, remaining_time=0:00:00.695100, arrival_time=2021-04-10 02:40:17.825203, cost_time=0:00:22.011482 2021-04-10 02:40:17,744 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=1.28ms, fps=2214 images/s, loss=0.8969, top1-acc=75.56%, top5-acc=93.81%, remaining_time=0:00:00, arrival_time=2021-04-10 02:40:17.744874, cost_time=0:00:22.626227 2021-04-10 02:40:18,221 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=0.37ms, fps=5388 images/s, loss=1.8309, top1-acc=57.27%, top5-acc=82.77%, remaining_time=0:00:01.425330, arrival_time=2021-04-10 02:40:19.646308, cost_time=0:00:00.475112 2021-04-10 02:40:18,593 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=1.46ms, fps=6886 images/s, loss=1.8498, top1-acc=57.34%, top5-acc=82.25%, remaining_time=0:00:00.847380, arrival_time=2021-04-10 02:40:19.440568, cost_time=0:00:00.847377 2021-04-10 02:40:18,965 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=2.36ms, fps=6887 images/s, loss=1.8209, top1-acc=57.43%, top5-acc=82.54%, remaining_time=0:00:00.406470, arrival_time=2021-04-10 02:40:19.371751, cost_time=0:00:01.219413 2021-04-10 02:40:19,316 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=0.09ms, fps=6614 images/s, loss=1.7948, top1-acc=57.91%, top5-acc=83.03%, remaining_time=0:00:00, arrival_time=2021-04-10 02:40:19.316550, cost_time=0:00:01.570694 2021-04-10 02:40:19,837 INFO : Epoch=0066 complete, best val top1-acc=60.84%, top5-acc=84.99% (epoch=63), remaining_time=0:55:50.067804, arrival_time=2021-04-10 03:36:09.905239, cost_time=0:27:30.033402 2021-04-10 02:40:19,838 INFO : Train start, epoch=0067, lr=0.075452 2021-04-10 02:40:21,137 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=1.43ms, fps=1970 images/s, loss=0.8564, top1-acc=76.84%, top5-acc=94.34%, remaining_time=0:00:24.173862, arrival_time=2021-04-10 02:40:45.311700, cost_time=0:00:01.299667 2021-04-10 02:40:22,283 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=1.34ms, fps=2235 images/s, loss=0.8218, top1-acc=77.27%, top5-acc=94.90%, remaining_time=0:00:21.518992, arrival_time=2021-04-10 02:40:43.802498, cost_time=0:00:02.445347 2021-04-10 02:40:23,428 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=1.41ms, fps=2237 images/s, loss=0.8066, top1-acc=77.64%, top5-acc=95.00%, remaining_time=0:00:19.865552, arrival_time=2021-04-10 02:40:43.293928, cost_time=0:00:03.590158 2021-04-10 02:40:24,572 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=1.48ms, fps=2238 images/s, loss=0.8221, top1-acc=77.24%, top5-acc=94.75%, remaining_time=0:00:18.465096, arrival_time=2021-04-10 02:40:43.037981, cost_time=0:00:04.734659 2021-04-10 02:40:25,723 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=2.04ms, fps=2225 images/s, loss=0.8204, top1-acc=77.37%, top5-acc=94.70%, remaining_time=0:00:17.185952, arrival_time=2021-04-10 02:40:42.909748, cost_time=0:00:05.885624 2021-04-10 02:40:26,872 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=1.82ms, fps=2230 images/s, loss=0.8278, top1-acc=77.31%, top5-acc=94.60%, remaining_time=0:00:15.944096, arrival_time=2021-04-10 02:40:42.816392, cost_time=0:00:07.034130 2021-04-10 02:40:28,016 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=1.90ms, fps=2239 images/s, loss=0.8240, top1-acc=77.36%, top5-acc=94.56%, remaining_time=0:00:14.720706, arrival_time=2021-04-10 02:40:42.737006, cost_time=0:00:08.178143 2021-04-10 02:40:29,162 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=1.70ms, fps=2234 images/s, loss=0.8383, top1-acc=77.10%, top5-acc=94.46%, remaining_time=0:00:13.520032, arrival_time=2021-04-10 02:40:42.682547, cost_time=0:00:09.324189 2021-04-10 02:40:30,317 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.30ms, fps=2219 images/s, loss=0.8412, top1-acc=76.97%, top5-acc=94.40%, remaining_time=0:00:12.341686, arrival_time=2021-04-10 02:40:42.658650, cost_time=0:00:10.478780 2021-04-10 02:40:31,460 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=1.49ms, fps=2241 images/s, loss=0.8400, top1-acc=76.98%, top5-acc=94.41%, remaining_time=0:00:11.156928, arrival_time=2021-04-10 02:40:42.616911, cost_time=0:00:11.621817 2021-04-10 02:40:32,642 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=1.90ms, fps=2166 images/s, loss=0.8443, top1-acc=76.80%, top5-acc=94.40%, remaining_time=0:00:10.010400, arrival_time=2021-04-10 02:40:42.652617, cost_time=0:00:12.804052 2021-04-10 02:40:33,789 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=2.52ms, fps=2232 images/s, loss=0.8534, top1-acc=76.66%, top5-acc=94.29%, remaining_time=0:00:08.835836, arrival_time=2021-04-10 02:40:42.625320, cost_time=0:00:13.951298 2021-04-10 02:40:34,934 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=1.37ms, fps=2237 images/s, loss=0.8562, top1-acc=76.61%, top5-acc=94.27%, remaining_time=0:00:07.664250, arrival_time=2021-04-10 02:40:42.598708, cost_time=0:00:15.096296 2021-04-10 02:40:36,074 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.64ms, fps=2246 images/s, loss=0.8609, top1-acc=76.57%, top5-acc=94.15%, remaining_time=0:00:06.494600, arrival_time=2021-04-10 02:40:42.569286, cost_time=0:00:16.236513 2021-04-10 02:40:37,221 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=1.41ms, fps=2234 images/s, loss=0.8658, top1-acc=76.45%, top5-acc=94.10%, remaining_time=0:00:05.330802, arrival_time=2021-04-10 02:40:42.552016, cost_time=0:00:17.382998 2021-04-10 02:40:38,362 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=1.38ms, fps=2244 images/s, loss=0.8708, top1-acc=76.35%, top5-acc=94.08%, remaining_time=0:00:04.167936, arrival_time=2021-04-10 02:40:42.530356, cost_time=0:00:18.524234 2021-04-10 02:40:39,510 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=1.52ms, fps=2231 images/s, loss=0.8744, top1-acc=76.25%, top5-acc=94.04%, remaining_time=0:00:03.008668, arrival_time=2021-04-10 02:40:42.518923, cost_time=0:00:19.672043 2021-04-10 02:40:40,662 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=1.56ms, fps=2222 images/s, loss=0.8792, top1-acc=76.13%, top5-acc=93.98%, remaining_time=0:00:01.851056, arrival_time=2021-04-10 02:40:42.513711, cost_time=0:00:20.824437 2021-04-10 02:40:41,807 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=1.30ms, fps=2237 images/s, loss=0.8800, top1-acc=76.10%, top5-acc=94.00%, remaining_time=0:00:00.693768, arrival_time=2021-04-10 02:40:42.501234, cost_time=0:00:21.969303 2021-04-10 02:40:42,421 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=1.30ms, fps=2216 images/s, loss=0.8822, top1-acc=76.05%, top5-acc=93.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:40:42.421572, cost_time=0:00:22.583427 2021-04-10 02:40:42,887 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=0.31ms, fps=5503 images/s, loss=1.9339, top1-acc=56.13%, top5-acc=81.25%, remaining_time=0:00:01.395480, arrival_time=2021-04-10 02:40:44.283148, cost_time=0:00:00.465159 2021-04-10 02:40:43,257 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=1.51ms, fps=6922 images/s, loss=1.9014, top1-acc=57.07%, top5-acc=81.62%, remaining_time=0:00:00.835480, arrival_time=2021-04-10 02:40:44.093405, cost_time=0:00:00.835487 2021-04-10 02:40:43,629 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=1.34ms, fps=6898 images/s, loss=1.9154, top1-acc=56.76%, top5-acc=81.61%, remaining_time=0:00:00.402310, arrival_time=2021-04-10 02:40:44.031695, cost_time=0:00:01.206931 2021-04-10 02:40:43,966 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=0.06ms, fps=6895 images/s, loss=1.8894, top1-acc=57.25%, top5-acc=81.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:40:43.966217, cost_time=0:00:01.543799 2021-04-10 02:40:44,489 INFO : Epoch=0067 complete, best val top1-acc=60.84%, top5-acc=84.99% (epoch=63), remaining_time=0:55:24.375299, arrival_time=2021-04-10 03:36:08.864636, cost_time=0:27:54.685284 2021-04-10 02:40:44,490 INFO : Train start, epoch=0068, lr=0.074773 2021-04-10 02:40:45,802 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=0.45ms, fps=1951 images/s, loss=0.9945, top1-acc=73.75%, top5-acc=93.05%, remaining_time=0:00:24.409524, arrival_time=2021-04-10 02:41:10.212274, cost_time=0:00:01.312337 2021-04-10 02:40:46,948 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=1.59ms, fps=2236 images/s, loss=0.9530, top1-acc=74.53%, top5-acc=93.30%, remaining_time=0:00:21.631280, arrival_time=2021-04-10 02:41:08.579828, cost_time=0:00:02.458097 2021-04-10 02:40:48,098 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=1.92ms, fps=2227 images/s, loss=0.9184, top1-acc=75.34%, top5-acc=93.53%, remaining_time=0:00:19.965484, arrival_time=2021-04-10 02:41:08.064186, cost_time=0:00:03.608227 2021-04-10 02:40:49,246 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=1.50ms, fps=2232 images/s, loss=0.8969, top1-acc=75.73%, top5-acc=93.87%, remaining_time=0:00:18.548400, arrival_time=2021-04-10 02:41:07.794813, cost_time=0:00:04.755996 2021-04-10 02:40:50,397 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=1.41ms, fps=2226 images/s, loss=0.8878, top1-acc=76.20%, top5-acc=93.86%, remaining_time=0:00:17.248002, arrival_time=2021-04-10 02:41:07.645231, cost_time=0:00:05.906843 2021-04-10 02:40:51,539 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=1.36ms, fps=2242 images/s, loss=0.8881, top1-acc=76.13%, top5-acc=93.89%, remaining_time=0:00:15.978096, arrival_time=2021-04-10 02:41:07.517628, cost_time=0:00:07.049169 2021-04-10 02:40:52,686 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=1.39ms, fps=2233 images/s, loss=0.8841, top1-acc=76.27%, top5-acc=93.87%, remaining_time=0:00:14.753088, arrival_time=2021-04-10 02:41:07.439630, cost_time=0:00:08.196137 2021-04-10 02:40:53,832 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=1.52ms, fps=2234 images/s, loss=0.8796, top1-acc=76.22%, top5-acc=93.99%, remaining_time=0:00:13.546596, arrival_time=2021-04-10 02:41:07.379400, cost_time=0:00:09.342459 2021-04-10 02:40:54,982 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=1.96ms, fps=2228 images/s, loss=0.8802, top1-acc=76.25%, top5-acc=94.00%, remaining_time=0:00:12.357056, arrival_time=2021-04-10 02:41:07.339319, cost_time=0:00:10.491830 2021-04-10 02:40:56,127 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=1.83ms, fps=2237 images/s, loss=0.8841, top1-acc=76.16%, top5-acc=93.99%, remaining_time=0:00:11.171520, arrival_time=2021-04-10 02:41:07.298830, cost_time=0:00:11.636978 2021-04-10 02:40:57,281 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=1.41ms, fps=2219 images/s, loss=0.8825, top1-acc=76.17%, top5-acc=93.98%, remaining_time=0:00:10.000424, arrival_time=2021-04-10 02:41:07.281999, cost_time=0:00:12.791186 2021-04-10 02:40:58,437 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=1.51ms, fps=2216 images/s, loss=0.8859, top1-acc=76.07%, top5-acc=93.91%, remaining_time=0:00:08.832948, arrival_time=2021-04-10 02:41:07.270169, cost_time=0:00:13.946816 2021-04-10 02:40:59,595 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=1.85ms, fps=2211 images/s, loss=0.8856, top1-acc=76.08%, top5-acc=93.91%, remaining_time=0:00:07.668804, arrival_time=2021-04-10 02:41:07.264294, cost_time=0:00:15.105157 2021-04-10 02:41:00,748 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=8.70ms, fps=2221 images/s, loss=0.8828, top1-acc=76.17%, top5-acc=93.97%, remaining_time=0:00:06.503280, arrival_time=2021-04-10 02:41:07.251822, cost_time=0:00:16.258165 2021-04-10 02:41:01,893 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=1.38ms, fps=2238 images/s, loss=0.8834, top1-acc=76.15%, top5-acc=93.98%, remaining_time=0:00:05.336874, arrival_time=2021-04-10 02:41:07.230064, cost_time=0:00:17.402791 2021-04-10 02:41:03,041 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=1.47ms, fps=2231 images/s, loss=0.8891, top1-acc=76.03%, top5-acc=93.90%, remaining_time=0:00:04.173912, arrival_time=2021-04-10 02:41:07.215047, cost_time=0:00:18.550749 2021-04-10 02:41:04,186 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=1.41ms, fps=2236 images/s, loss=0.8909, top1-acc=75.98%, top5-acc=93.88%, remaining_time=0:00:03.012360, arrival_time=2021-04-10 02:41:07.198831, cost_time=0:00:19.696136 2021-04-10 02:41:05,336 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=1.42ms, fps=2228 images/s, loss=0.8917, top1-acc=75.97%, top5-acc=93.87%, remaining_time=0:00:01.852944, arrival_time=2021-04-10 02:41:07.188986, cost_time=0:00:20.845651 2021-04-10 02:41:06,487 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.66ms, fps=2225 images/s, loss=0.8905, top1-acc=76.01%, top5-acc=93.88%, remaining_time=0:00:00.694632, arrival_time=2021-04-10 02:41:07.181710, cost_time=0:00:21.996667 2021-04-10 02:41:07,106 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=1.52ms, fps=2199 images/s, loss=0.8926, top1-acc=75.99%, top5-acc=93.88%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:07.106285, cost_time=0:00:22.615962 2021-04-10 02:41:07,597 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=0.21ms, fps=5222 images/s, loss=1.6142, top1-acc=61.56%, top5-acc=86.21%, remaining_time=0:00:01.470660, arrival_time=2021-04-10 02:41:09.068371, cost_time=0:00:00.490222 2021-04-10 02:41:07,975 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=1.48ms, fps=6790 images/s, loss=1.6292, top1-acc=60.94%, top5-acc=85.72%, remaining_time=0:00:00.867820, arrival_time=2021-04-10 02:41:08.843056, cost_time=0:00:00.867816 2021-04-10 02:41:08,352 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=1.67ms, fps=6793 images/s, loss=1.6601, top1-acc=60.33%, top5-acc=85.18%, remaining_time=0:00:00.414990, arrival_time=2021-04-10 02:41:08.767452, cost_time=0:00:01.244980 2021-04-10 02:41:08,691 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=0.05ms, fps=6856 images/s, loss=1.6696, top1-acc=60.28%, top5-acc=85.27%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:08.691320, cost_time=0:00:01.583934 2021-04-10 02:41:09,191 INFO : Epoch=0068 complete, best val top1-acc=60.84%, top5-acc=84.99% (epoch=63), remaining_time=0:54:58.810284, arrival_time=2021-04-10 03:36:08.001407, cost_time=0:28:19.387107 2021-04-10 02:41:09,191 INFO : Train start, epoch=0069, lr=0.074088 2021-04-10 02:41:10,501 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=0.35ms, fps=1955 images/s, loss=0.8636, top1-acc=77.23%, top5-acc=94.26%, remaining_time=0:00:24.358932, arrival_time=2021-04-10 02:41:34.860410, cost_time=0:00:01.309618 2021-04-10 02:41:11,651 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=1.59ms, fps=2228 images/s, loss=0.8512, top1-acc=77.58%, top5-acc=94.30%, remaining_time=0:00:21.639728, arrival_time=2021-04-10 02:41:33.290718, cost_time=0:00:02.459051 2021-04-10 02:41:12,804 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=2.10ms, fps=2221 images/s, loss=0.8389, top1-acc=77.63%, top5-acc=94.56%, remaining_time=0:00:19.988890, arrival_time=2021-04-10 02:41:32.793192, cost_time=0:00:03.612449 2021-04-10 02:41:13,950 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=1.48ms, fps=2234 images/s, loss=0.8205, top1-acc=78.02%, top5-acc=94.79%, remaining_time=0:00:18.559008, arrival_time=2021-04-10 02:41:32.509546, cost_time=0:00:04.758718 2021-04-10 02:41:15,096 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=2.05ms, fps=2236 images/s, loss=0.8192, top1-acc=77.91%, top5-acc=94.75%, remaining_time=0:00:17.239826, arrival_time=2021-04-10 02:41:32.335760, cost_time=0:00:05.904064 2021-04-10 02:41:16,240 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=1.95ms, fps=2239 images/s, loss=0.8242, top1-acc=77.64%, top5-acc=94.70%, remaining_time=0:00:15.975920, arrival_time=2021-04-10 02:41:32.215905, cost_time=0:00:07.048199 2021-04-10 02:41:17,385 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=1.39ms, fps=2236 images/s, loss=0.8331, top1-acc=77.48%, top5-acc=94.60%, remaining_time=0:00:14.747922, arrival_time=2021-04-10 02:41:32.133133, cost_time=0:00:08.193281 2021-04-10 02:41:18,555 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=1.60ms, fps=2190 images/s, loss=0.8417, top1-acc=77.29%, top5-acc=94.49%, remaining_time=0:00:13.576756, arrival_time=2021-04-10 02:41:32.131803, cost_time=0:00:09.363254 2021-04-10 02:41:19,706 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=1.51ms, fps=2225 images/s, loss=0.8489, top1-acc=77.06%, top5-acc=94.38%, remaining_time=0:00:12.383450, arrival_time=2021-04-10 02:41:32.089558, cost_time=0:00:10.514229 2021-04-10 02:41:20,856 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=2.16ms, fps=2227 images/s, loss=0.8519, top1-acc=76.97%, top5-acc=94.36%, remaining_time=0:00:11.197920, arrival_time=2021-04-10 02:41:32.054286, cost_time=0:00:11.664517 2021-04-10 02:41:22,010 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=2.16ms, fps=2220 images/s, loss=0.8519, top1-acc=76.89%, top5-acc=94.34%, remaining_time=0:00:10.021494, arrival_time=2021-04-10 02:41:32.031495, cost_time=0:00:12.818144 2021-04-10 02:41:23,159 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=1.58ms, fps=2227 images/s, loss=0.8557, top1-acc=76.84%, top5-acc=94.23%, remaining_time=0:00:08.846476, arrival_time=2021-04-10 02:41:32.006359, cost_time=0:00:13.968077 2021-04-10 02:41:24,302 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=1.36ms, fps=2241 images/s, loss=0.8584, top1-acc=76.79%, top5-acc=94.26%, remaining_time=0:00:07.671708, arrival_time=2021-04-10 02:41:31.974415, cost_time=0:00:15.110912 2021-04-10 02:41:25,455 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=1.55ms, fps=2222 images/s, loss=0.8605, top1-acc=76.75%, top5-acc=94.26%, remaining_time=0:00:06.505296, arrival_time=2021-04-10 02:41:31.960416, cost_time=0:00:16.263255 2021-04-10 02:41:26,606 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=2.01ms, fps=2225 images/s, loss=0.8633, top1-acc=76.67%, top5-acc=94.23%, remaining_time=0:00:05.340462, arrival_time=2021-04-10 02:41:31.946813, cost_time=0:00:17.414548 2021-04-10 02:41:27,754 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=1.36ms, fps=2231 images/s, loss=0.8683, top1-acc=76.56%, top5-acc=94.19%, remaining_time=0:00:04.176540, arrival_time=2021-04-10 02:41:31.930774, cost_time=0:00:18.562440 2021-04-10 02:41:28,919 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.47ms, fps=2199 images/s, loss=0.8695, top1-acc=76.51%, top5-acc=94.13%, remaining_time=0:00:03.017092, arrival_time=2021-04-10 02:41:31.936091, cost_time=0:00:19.727148 2021-04-10 02:41:30,067 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=1.32ms, fps=2231 images/s, loss=0.8706, top1-acc=76.46%, top5-acc=94.15%, remaining_time=0:00:01.855584, arrival_time=2021-04-10 02:41:31.922754, cost_time=0:00:20.875334 2021-04-10 02:41:31,246 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.32ms, fps=2172 images/s, loss=0.8729, top1-acc=76.44%, top5-acc=94.09%, remaining_time=0:00:00.696456, arrival_time=2021-04-10 02:41:31.942699, cost_time=0:00:22.054450 2021-04-10 02:41:31,862 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=1.19ms, fps=2207 images/s, loss=0.8736, top1-acc=76.44%, top5-acc=94.09%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:31.862774, cost_time=0:00:22.670986 2021-04-10 02:41:32,350 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=3.84ms, fps=5258 images/s, loss=1.6525, top1-acc=60.08%, top5-acc=83.71%, remaining_time=0:00:01.460520, arrival_time=2021-04-10 02:41:33.811128, cost_time=0:00:00.486835 2021-04-10 02:41:32,721 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=1.46ms, fps=6911 images/s, loss=1.6464, top1-acc=60.20%, top5-acc=83.65%, remaining_time=0:00:00.857940, arrival_time=2021-04-10 02:41:33.579606, cost_time=0:00:00.857944 2021-04-10 02:41:33,093 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=1.75ms, fps=6887 images/s, loss=1.6659, top1-acc=60.16%, top5-acc=83.44%, remaining_time=0:00:00.410000, arrival_time=2021-04-10 02:41:33.503721, cost_time=0:00:01.230012 2021-04-10 02:41:33,434 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=0.07ms, fps=6823 images/s, loss=1.6669, top1-acc=60.53%, top5-acc=83.60%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:33.434106, cost_time=0:00:01.570363 2021-04-10 02:41:34,018 INFO : Epoch=0069 complete, best val top1-acc=60.84%, top5-acc=84.99% (epoch=63), remaining_time=0:54:33.509089, arrival_time=2021-04-10 03:36:07.527779, cost_time=0:28:44.214680 2021-04-10 02:41:34,019 INFO : Train start, epoch=0070, lr=0.073396 2021-04-10 02:41:35,360 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=0.52ms, fps=1909 images/s, loss=0.8403, top1-acc=77.62%, top5-acc=94.96%, remaining_time=0:00:24.945204, arrival_time=2021-04-10 02:42:00.305803, cost_time=0:00:01.341144 2021-04-10 02:41:36,503 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=1.58ms, fps=2241 images/s, loss=0.8549, top1-acc=77.19%, top5-acc=94.55%, remaining_time=0:00:21.861840, arrival_time=2021-04-10 02:41:58.365730, cost_time=0:00:02.484294 2021-04-10 02:41:37,647 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=1.85ms, fps=2239 images/s, loss=0.8413, top1-acc=77.25%, top5-acc=94.67%, remaining_time=0:00:20.076538, arrival_time=2021-04-10 02:41:57.724237, cost_time=0:00:03.628299 2021-04-10 02:41:38,799 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=2.04ms, fps=2224 images/s, loss=0.8169, top1-acc=77.80%, top5-acc=94.79%, remaining_time=0:00:18.641844, arrival_time=2021-04-10 02:41:57.441235, cost_time=0:00:04.779943 2021-04-10 02:41:39,943 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=1.63ms, fps=2240 images/s, loss=0.8175, top1-acc=77.81%, top5-acc=94.73%, remaining_time=0:00:17.296766, arrival_time=2021-04-10 02:41:57.239718, cost_time=0:00:05.923563 2021-04-10 02:41:41,089 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=1.41ms, fps=2235 images/s, loss=0.8277, top1-acc=77.49%, top5-acc=94.65%, remaining_time=0:00:16.024744, arrival_time=2021-04-10 02:41:57.113891, cost_time=0:00:07.069717 2021-04-10 02:41:42,230 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=1.41ms, fps=2244 images/s, loss=0.8263, top1-acc=77.60%, top5-acc=94.67%, remaining_time=0:00:14.779926, arrival_time=2021-04-10 02:41:57.010402, cost_time=0:00:08.211049 2021-04-10 02:41:43,380 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.72ms, fps=2228 images/s, loss=0.8286, top1-acc=77.55%, top5-acc=94.67%, remaining_time=0:00:13.572812, arrival_time=2021-04-10 02:41:56.952867, cost_time=0:00:09.360544 2021-04-10 02:41:44,521 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=1.40ms, fps=2243 images/s, loss=0.8316, top1-acc=77.47%, top5-acc=94.61%, remaining_time=0:00:12.369670, arrival_time=2021-04-10 02:41:56.891586, cost_time=0:00:10.502548 2021-04-10 02:41:45,676 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=1.89ms, fps=2219 images/s, loss=0.8356, top1-acc=77.35%, top5-acc=94.56%, remaining_time=0:00:11.190240, arrival_time=2021-04-10 02:41:56.866246, cost_time=0:00:11.656516 2021-04-10 02:41:46,824 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=1.40ms, fps=2229 images/s, loss=0.8415, top1-acc=77.22%, top5-acc=94.49%, remaining_time=0:00:10.011518, arrival_time=2021-04-10 02:41:56.836380, cost_time=0:00:12.805468 2021-04-10 02:41:47,976 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=1.90ms, fps=2225 images/s, loss=0.8464, top1-acc=77.15%, top5-acc=94.43%, remaining_time=0:00:08.839180, arrival_time=2021-04-10 02:41:56.815176, cost_time=0:00:13.956628 2021-04-10 02:41:49,134 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=1.95ms, fps=2210 images/s, loss=0.8472, top1-acc=77.03%, top5-acc=94.40%, remaining_time=0:00:07.673820, arrival_time=2021-04-10 02:41:56.808476, cost_time=0:00:15.115156 2021-04-10 02:41:50,290 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=1.38ms, fps=2216 images/s, loss=0.8472, top1-acc=77.07%, top5-acc=94.38%, remaining_time=0:00:06.508376, arrival_time=2021-04-10 02:41:56.798916, cost_time=0:00:16.270995 2021-04-10 02:41:51,435 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=1.38ms, fps=2238 images/s, loss=0.8502, top1-acc=76.98%, top5-acc=94.37%, remaining_time=0:00:05.340876, arrival_time=2021-04-10 02:41:56.776076, cost_time=0:00:17.415835 2021-04-10 02:41:52,579 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.48ms, fps=2237 images/s, loss=0.8535, top1-acc=76.94%, top5-acc=94.35%, remaining_time=0:00:04.176108, arrival_time=2021-04-10 02:41:56.755871, cost_time=0:00:18.560401 2021-04-10 02:41:53,722 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=1.55ms, fps=2242 images/s, loss=0.8565, top1-acc=76.88%, top5-acc=94.30%, remaining_time=0:00:03.013348, arrival_time=2021-04-10 02:41:56.735456, cost_time=0:00:19.702671 2021-04-10 02:41:54,873 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=1.76ms, fps=2225 images/s, loss=0.8594, top1-acc=76.80%, top5-acc=94.30%, remaining_time=0:00:01.853664, arrival_time=2021-04-10 02:41:56.726854, cost_time=0:00:20.853762 2021-04-10 02:41:56,021 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=1.23ms, fps=2231 images/s, loss=0.8632, top1-acc=76.69%, top5-acc=94.24%, remaining_time=0:00:00.694800, arrival_time=2021-04-10 02:41:56.716124, cost_time=0:00:22.001970 2021-04-10 02:41:56,640 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=0.12ms, fps=2198 images/s, loss=0.8639, top1-acc=76.71%, top5-acc=94.23%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:56.640298, cost_time=0:00:22.620947 2021-04-10 02:41:57,106 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=0.32ms, fps=5505 images/s, loss=1.7779, top1-acc=58.52%, top5-acc=81.84%, remaining_time=0:00:01.395000, arrival_time=2021-04-10 02:41:58.501235, cost_time=0:00:00.465005 2021-04-10 02:41:57,476 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=1.48ms, fps=6924 images/s, loss=1.7686, top1-acc=58.61%, top5-acc=82.07%, remaining_time=0:00:00.835100, arrival_time=2021-04-10 02:41:58.311540, cost_time=0:00:00.835098 2021-04-10 02:41:57,874 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=16.24ms, fps=6434 images/s, loss=1.7280, top1-acc=59.22%, top5-acc=82.90%, remaining_time=0:00:00.411200, arrival_time=2021-04-10 02:41:58.286085, cost_time=0:00:01.233600 2021-04-10 02:41:58,214 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=0.08ms, fps=6833 images/s, loss=1.7500, top1-acc=58.67%, top5-acc=82.95%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:58.214860, cost_time=0:00:01.573637 2021-04-10 02:41:58,754 INFO : Epoch=0070 complete, best val top1-acc=60.84%, top5-acc=84.99% (epoch=63), remaining_time=0:54:08.050130, arrival_time=2021-04-10 03:36:06.804203, cost_time=0:29:08.950041 2021-04-10 02:41:58,754 INFO : Train start, epoch=0071, lr=0.072700 2021-04-10 02:42:00,109 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=2.35ms, fps=1890 images/s, loss=0.8366, top1-acc=77.54%, top5-acc=94.45%, remaining_time=0:00:25.191282, arrival_time=2021-04-10 02:42:25.300387, cost_time=0:00:01.354370 2021-04-10 02:42:01,254 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=1.47ms, fps=2236 images/s, loss=0.8307, top1-acc=77.09%, top5-acc=94.59%, remaining_time=0:00:21.998944, arrival_time=2021-04-10 02:42:23.253565, cost_time=0:00:02.499887 2021-04-10 02:42:02,400 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=1.51ms, fps=2235 images/s, loss=0.8151, top1-acc=77.30%, top5-acc=94.86%, remaining_time=0:00:20.174312, arrival_time=2021-04-10 02:42:22.575072, cost_time=0:00:03.645972 2021-04-10 02:42:03,544 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=1.54ms, fps=2239 images/s, loss=0.8094, top1-acc=77.65%, top5-acc=94.79%, remaining_time=0:00:18.681000, arrival_time=2021-04-10 02:42:22.225821, cost_time=0:00:04.790011 2021-04-10 02:42:04,692 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=1.51ms, fps=2233 images/s, loss=0.8097, top1-acc=77.86%, top5-acc=94.77%, remaining_time=0:00:17.336478, arrival_time=2021-04-10 02:42:22.028417, cost_time=0:00:05.937154 2021-04-10 02:42:05,839 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=1.34ms, fps=2232 images/s, loss=0.8159, top1-acc=77.74%, top5-acc=94.71%, remaining_time=0:00:16.058200, arrival_time=2021-04-10 02:42:21.897461, cost_time=0:00:07.084528 2021-04-10 02:42:06,986 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=1.39ms, fps=2233 images/s, loss=0.8217, top1-acc=77.56%, top5-acc=94.57%, remaining_time=0:00:14.816844, arrival_time=2021-04-10 02:42:21.803157, cost_time=0:00:08.231577 2021-04-10 02:42:08,131 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=1.94ms, fps=2236 images/s, loss=0.8210, top1-acc=77.53%, top5-acc=94.66%, remaining_time=0:00:13.596476, arrival_time=2021-04-10 02:42:21.728122, cost_time=0:00:09.376908 2021-04-10 02:42:09,280 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=1.64ms, fps=2228 images/s, loss=0.8300, top1-acc=77.39%, top5-acc=94.50%, remaining_time=0:00:12.397442, arrival_time=2021-04-10 02:42:21.678364, cost_time=0:00:10.526123 2021-04-10 02:42:10,426 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=2.04ms, fps=2236 images/s, loss=0.8365, top1-acc=77.30%, top5-acc=94.41%, remaining_time=0:00:11.204544, arrival_time=2021-04-10 02:42:21.630727, cost_time=0:00:11.671419 2021-04-10 02:42:11,572 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=1.66ms, fps=2234 images/s, loss=0.8408, top1-acc=77.18%, top5-acc=94.39%, remaining_time=0:00:10.021322, arrival_time=2021-04-10 02:42:21.594096, cost_time=0:00:12.818023 2021-04-10 02:42:12,724 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=2.02ms, fps=2225 images/s, loss=0.8389, top1-acc=77.14%, top5-acc=94.44%, remaining_time=0:00:08.847160, arrival_time=2021-04-10 02:42:21.571127, cost_time=0:00:13.969226 2021-04-10 02:42:13,875 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=1.40ms, fps=2225 images/s, loss=0.8390, top1-acc=77.11%, top5-acc=94.46%, remaining_time=0:00:07.676460, arrival_time=2021-04-10 02:42:21.551588, cost_time=0:00:15.120340 2021-04-10 02:42:15,019 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=1.36ms, fps=2238 images/s, loss=0.8432, top1-acc=77.00%, top5-acc=94.40%, remaining_time=0:00:06.505912, arrival_time=2021-04-10 02:42:21.525471, cost_time=0:00:16.264824 2021-04-10 02:42:16,164 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.51ms, fps=2237 images/s, loss=0.8466, top1-acc=76.94%, top5-acc=94.35%, remaining_time=0:00:05.338990, arrival_time=2021-04-10 02:42:21.503540, cost_time=0:00:17.409809 2021-04-10 02:42:17,308 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=1.66ms, fps=2239 images/s, loss=0.8508, top1-acc=76.80%, top5-acc=94.28%, remaining_time=0:00:04.174488, arrival_time=2021-04-10 02:42:21.482607, cost_time=0:00:18.553324 2021-04-10 02:42:18,457 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=1.53ms, fps=2229 images/s, loss=0.8551, top1-acc=76.71%, top5-acc=94.25%, remaining_time=0:00:03.013322, arrival_time=2021-04-10 02:42:21.470506, cost_time=0:00:19.702423 2021-04-10 02:42:19,604 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=1.29ms, fps=2232 images/s, loss=0.8566, top1-acc=76.68%, top5-acc=94.24%, remaining_time=0:00:01.853312, arrival_time=2021-04-10 02:42:21.457808, cost_time=0:00:20.849737 2021-04-10 02:42:20,749 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.27ms, fps=2236 images/s, loss=0.8586, top1-acc=76.72%, top5-acc=94.19%, remaining_time=0:00:00.694578, arrival_time=2021-04-10 02:42:21.444304, cost_time=0:00:21.994993 2021-04-10 02:42:21,365 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=1.29ms, fps=2210 images/s, loss=0.8595, top1-acc=76.71%, top5-acc=94.17%, remaining_time=0:00:00, arrival_time=2021-04-10 02:42:21.365541, cost_time=0:00:22.610820 2021-04-10 02:42:21,857 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=0.46ms, fps=5215 images/s, loss=1.6278, top1-acc=61.99%, top5-acc=85.55%, remaining_time=0:00:01.472640, arrival_time=2021-04-10 02:42:23.330148, cost_time=0:00:00.490879 2021-04-10 02:42:22,231 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=1.46ms, fps=6854 images/s, loss=1.6609, top1-acc=61.17%, top5-acc=85.41%, remaining_time=0:00:00.864840, arrival_time=2021-04-10 02:42:23.096296, cost_time=0:00:00.864835 2021-04-10 02:42:22,607 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=1.76ms, fps=6807 images/s, loss=1.6386, top1-acc=61.25%, top5-acc=85.66%, remaining_time=0:00:00.413790, arrival_time=2021-04-10 02:42:23.021744, cost_time=0:00:01.241378 2021-04-10 02:42:22,946 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=0.11ms, fps=6861 images/s, loss=1.6359, top1-acc=61.07%, top5-acc=85.71%, remaining_time=0:00:00, arrival_time=2021-04-10 02:42:22.946414, cost_time=0:00:01.579868 2021-04-10 02:42:24,045 INFO : Epoch=0071 complete, best val top1-acc=61.07%, top5-acc=85.71% (epoch=71), remaining_time=0:53:43.621893, arrival_time=2021-04-10 03:36:07.667465, cost_time=0:29:34.241506 2021-04-10 02:42:24,046 INFO : Train start, epoch=0072, lr=0.071997 2021-04-10 02:42:25,414 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=1.83ms, fps=1871 images/s, loss=0.8026, top1-acc=77.89%, top5-acc=95.39%, remaining_time=0:00:25.447776, arrival_time=2021-04-10 02:42:50.862451, cost_time=0:00:01.368164 2021-04-10 02:42:26,557 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=1.69ms, fps=2241 images/s, loss=0.8064, top1-acc=77.99%, top5-acc=94.98%, remaining_time=0:00:22.097152, arrival_time=2021-04-10 02:42:48.654782, cost_time=0:00:02.511047 2021-04-10 02:42:27,712 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=1.93ms, fps=2218 images/s, loss=0.8099, top1-acc=78.02%, top5-acc=94.75%, remaining_time=0:00:20.283208, arrival_time=2021-04-10 02:42:47.995464, cost_time=0:00:03.665632 2021-04-10 02:42:28,895 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=1.39ms, fps=2165 images/s, loss=0.8133, top1-acc=78.20%, top5-acc=94.68%, remaining_time=0:00:18.911100, arrival_time=2021-04-10 02:42:47.806716, cost_time=0:00:04.848999 2021-04-10 02:42:30,047 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=2.32ms, fps=2224 images/s, loss=0.8118, top1-acc=78.23%, top5-acc=94.60%, remaining_time=0:00:17.522190, arrival_time=2021-04-10 02:42:47.569648, cost_time=0:00:06.000739 2021-04-10 02:42:31,206 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=1.99ms, fps=2211 images/s, loss=0.8140, top1-acc=78.13%, top5-acc=94.59%, remaining_time=0:00:16.228064, arrival_time=2021-04-10 02:42:47.434256, cost_time=0:00:07.159422 2021-04-10 02:42:32,352 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=1.44ms, fps=2235 images/s, loss=0.8101, top1-acc=78.18%, top5-acc=94.70%, remaining_time=0:00:14.950152, arrival_time=2021-04-10 02:42:47.302386, cost_time=0:00:08.305625 2021-04-10 02:42:33,506 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=2.07ms, fps=2219 images/s, loss=0.8186, top1-acc=77.93%, top5-acc=94.58%, remaining_time=0:00:13.717232, arrival_time=2021-04-10 02:42:47.224110, cost_time=0:00:09.460195 2021-04-10 02:42:34,659 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=2.41ms, fps=2223 images/s, loss=0.8227, top1-acc=77.80%, top5-acc=94.58%, remaining_time=0:00:12.499414, arrival_time=2021-04-10 02:42:47.158696, cost_time=0:00:10.612681 2021-04-10 02:42:35,812 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=1.49ms, fps=2220 images/s, loss=0.8191, top1-acc=77.84%, top5-acc=94.66%, remaining_time=0:00:11.295648, arrival_time=2021-04-10 02:42:47.108547, cost_time=0:00:11.766284 2021-04-10 02:42:36,963 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=1.37ms, fps=2225 images/s, loss=0.8211, top1-acc=77.74%, top5-acc=94.64%, remaining_time=0:00:10.099066, arrival_time=2021-04-10 02:42:47.062945, cost_time=0:00:12.917356 2021-04-10 02:42:38,107 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=1.67ms, fps=2239 images/s, loss=0.8275, top1-acc=77.59%, top5-acc=94.65%, remaining_time=0:00:08.905452, arrival_time=2021-04-10 02:42:47.013266, cost_time=0:00:14.061229 2021-04-10 02:42:39,251 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=1.45ms, fps=2240 images/s, loss=0.8341, top1-acc=77.47%, top5-acc=94.53%, remaining_time=0:00:07.719162, arrival_time=2021-04-10 02:42:46.970130, cost_time=0:00:15.204457 2021-04-10 02:42:40,392 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=1.41ms, fps=2243 images/s, loss=0.8338, top1-acc=77.49%, top5-acc=94.52%, remaining_time=0:00:06.538504, arrival_time=2021-04-10 02:42:46.931387, cost_time=0:00:16.346303 2021-04-10 02:42:41,537 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=1.43ms, fps=2238 images/s, loss=0.8343, top1-acc=77.46%, top5-acc=94.54%, remaining_time=0:00:05.363738, arrival_time=2021-04-10 02:42:46.900794, cost_time=0:00:17.490508 2021-04-10 02:42:42,681 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=1.52ms, fps=2238 images/s, loss=0.8358, top1-acc=77.46%, top5-acc=94.49%, remaining_time=0:00:04.192812, arrival_time=2021-04-10 02:42:46.874083, cost_time=0:00:18.634754 2021-04-10 02:42:43,832 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=1.47ms, fps=2226 images/s, loss=0.8382, top1-acc=77.35%, top5-acc=94.49%, remaining_time=0:00:03.026010, arrival_time=2021-04-10 02:42:46.858009, cost_time=0:00:19.785418 2021-04-10 02:42:44,975 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=1.84ms, fps=2240 images/s, loss=0.8380, top1-acc=77.32%, top5-acc=94.48%, remaining_time=0:00:01.860320, arrival_time=2021-04-10 02:42:46.835452, cost_time=0:00:20.928608 2021-04-10 02:42:46,118 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=1.21ms, fps=2240 images/s, loss=0.8380, top1-acc=77.30%, top5-acc=94.46%, remaining_time=0:00:00.697014, arrival_time=2021-04-10 02:42:46.815596, cost_time=0:00:22.072064 2021-04-10 02:42:46,735 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=1.33ms, fps=2207 images/s, loss=0.8408, top1-acc=77.23%, top5-acc=94.44%, remaining_time=0:00:00, arrival_time=2021-04-10 02:42:46.735234, cost_time=0:00:22.688722 2021-04-10 02:42:47,224 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=0.32ms, fps=5245 images/s, loss=1.5665, top1-acc=62.23%, top5-acc=85.62%, remaining_time=0:00:01.464180, arrival_time=2021-04-10 02:42:48.688515, cost_time=0:00:00.488063 2021-04-10 02:42:47,601 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=1.83ms, fps=6801 images/s, loss=1.5467, top1-acc=62.27%, top5-acc=85.96%, remaining_time=0:00:00.864880, arrival_time=2021-04-10 02:42:48.466041, cost_time=0:00:00.864890 2021-04-10 02:42:47,976 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=1.75ms, fps=6823 images/s, loss=1.5372, top1-acc=62.62%, top5-acc=86.24%, remaining_time=0:00:00.413530, arrival_time=2021-04-10 02:42:48.390364, cost_time=0:00:01.240595 2021-04-10 02:42:48,315 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=0.10ms, fps=6856 images/s, loss=1.5574, top1-acc=62.30%, top5-acc=85.92%, remaining_time=0:00:00, arrival_time=2021-04-10 02:42:48.315685, cost_time=0:00:01.579440 2021-04-10 02:42:49,287 INFO : Epoch=0072 complete, best val top1-acc=62.30%, top5-acc=85.92% (epoch=72), remaining_time=0:53:19.082368, arrival_time=2021-04-10 03:36:08.370260, cost_time=0:29:59.483846 2021-04-10 02:42:49,288 INFO : Train start, epoch=0073, lr=0.071289 2021-04-10 02:42:50,633 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=1.92ms, fps=1903 images/s, loss=0.7655, top1-acc=79.06%, top5-acc=94.65%, remaining_time=0:00:25.022580, arrival_time=2021-04-10 02:43:15.656508, cost_time=0:00:01.345305 2021-04-10 02:42:51,777 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=1.84ms, fps=2239 images/s, loss=0.7606, top1-acc=78.89%, top5-acc=94.77%, remaining_time=0:00:21.903024, arrival_time=2021-04-10 02:43:13.680586, cost_time=0:00:02.488989 2021-04-10 02:42:52,922 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=1.44ms, fps=2236 images/s, loss=0.7830, top1-acc=78.49%, top5-acc=94.84%, remaining_time=0:00:20.108410, arrival_time=2021-04-10 02:43:13.031119, cost_time=0:00:03.634043 2021-04-10 02:42:54,074 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.56ms, fps=2224 images/s, loss=0.7921, top1-acc=78.23%, top5-acc=94.81%, remaining_time=0:00:18.663996, arrival_time=2021-04-10 02:43:12.738333, cost_time=0:00:04.785647 2021-04-10 02:42:55,221 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=1.45ms, fps=2233 images/s, loss=0.7953, top1-acc=78.05%, top5-acc=94.86%, remaining_time=0:00:17.323484, arrival_time=2021-04-10 02:43:12.544771, cost_time=0:00:05.932686 2021-04-10 02:42:56,384 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=1.93ms, fps=2201 images/s, loss=0.8018, top1-acc=78.07%, top5-acc=94.80%, remaining_time=0:00:16.084992, arrival_time=2021-04-10 02:43:12.469881, cost_time=0:00:07.096323 2021-04-10 02:42:57,534 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=1.41ms, fps=2228 images/s, loss=0.8024, top1-acc=78.11%, top5-acc=94.74%, remaining_time=0:00:14.842674, arrival_time=2021-04-10 02:43:12.377197, cost_time=0:00:08.245959 2021-04-10 02:42:58,676 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=1.52ms, fps=2242 images/s, loss=0.8068, top1-acc=77.94%, top5-acc=94.73%, remaining_time=0:00:13.612948, arrival_time=2021-04-10 02:43:12.289832, cost_time=0:00:09.388264 2021-04-10 02:42:59,819 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=1.59ms, fps=2241 images/s, loss=0.8115, top1-acc=77.84%, top5-acc=94.68%, remaining_time=0:00:12.403272, arrival_time=2021-04-10 02:43:12.222967, cost_time=0:00:10.531071 2021-04-10 02:43:00,964 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.38ms, fps=2237 images/s, loss=0.8118, top1-acc=77.86%, top5-acc=94.69%, remaining_time=0:00:11.208864, arrival_time=2021-04-10 02:43:12.173398, cost_time=0:00:11.675941 2021-04-10 02:43:02,109 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=1.90ms, fps=2237 images/s, loss=0.8181, top1-acc=77.69%, top5-acc=94.67%, remaining_time=0:00:10.023730, arrival_time=2021-04-10 02:43:12.133377, cost_time=0:00:12.821076 2021-04-10 02:43:03,277 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=1.70ms, fps=2193 images/s, loss=0.8156, top1-acc=77.79%, top5-acc=94.67%, remaining_time=0:00:08.859624, arrival_time=2021-04-10 02:43:12.137090, cost_time=0:00:13.988898 2021-04-10 02:43:04,420 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=1.62ms, fps=2241 images/s, loss=0.8167, top1-acc=77.82%, top5-acc=94.65%, remaining_time=0:00:07.682268, arrival_time=2021-04-10 02:43:12.102526, cost_time=0:00:15.131678 2021-04-10 02:43:05,578 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=1.89ms, fps=2212 images/s, loss=0.8180, top1-acc=77.81%, top5-acc=94.60%, remaining_time=0:00:06.515824, arrival_time=2021-04-10 02:43:12.094060, cost_time=0:00:16.289520 2021-04-10 02:43:06,733 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=1.63ms, fps=2218 images/s, loss=0.8205, top1-acc=77.73%, top5-acc=94.58%, remaining_time=0:00:05.349616, arrival_time=2021-04-10 02:43:12.082590, cost_time=0:00:17.444381 2021-04-10 02:43:07,878 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=1.42ms, fps=2236 images/s, loss=0.8209, top1-acc=77.76%, top5-acc=94.58%, remaining_time=0:00:04.182696, arrival_time=2021-04-10 02:43:12.061012, cost_time=0:00:18.589689 2021-04-10 02:43:09,018 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.71ms, fps=2246 images/s, loss=0.8232, top1-acc=77.66%, top5-acc=94.57%, remaining_time=0:00:03.017534, arrival_time=2021-04-10 02:43:12.036212, cost_time=0:00:19.730079 2021-04-10 02:43:10,161 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=1.41ms, fps=2240 images/s, loss=0.8256, top1-acc=77.57%, top5-acc=94.52%, remaining_time=0:00:01.855408, arrival_time=2021-04-10 02:43:12.017290, cost_time=0:00:20.873309 2021-04-10 02:43:11,309 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.39ms, fps=2231 images/s, loss=0.8253, top1-acc=77.54%, top5-acc=94.53%, remaining_time=0:00:00.695406, arrival_time=2021-04-10 02:43:12.005272, cost_time=0:00:22.021283 2021-04-10 02:43:11,928 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=1.69ms, fps=2201 images/s, loss=0.8272, top1-acc=77.49%, top5-acc=94.51%, remaining_time=0:00:00, arrival_time=2021-04-10 02:43:11.928139, cost_time=0:00:22.639577 2021-04-10 02:43:12,427 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=0.43ms, fps=5139 images/s, loss=1.6603, top1-acc=60.43%, top5-acc=83.55%, remaining_time=0:00:01.494390, arrival_time=2021-04-10 02:43:13.921810, cost_time=0:00:00.498131 2021-04-10 02:43:12,811 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=1.80ms, fps=6676 images/s, loss=1.6655, top1-acc=60.51%, top5-acc=83.93%, remaining_time=0:00:00.882400, arrival_time=2021-04-10 02:43:13.694073, cost_time=0:00:00.882406 2021-04-10 02:43:13,183 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=1.44ms, fps=6902 images/s, loss=1.6591, top1-acc=60.27%, top5-acc=84.05%, remaining_time=0:00:00.417940, arrival_time=2021-04-10 02:43:13.600988, cost_time=0:00:01.253820 2021-04-10 02:43:13,521 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=0.07ms, fps=6866 images/s, loss=1.6689, top1-acc=59.89%, top5-acc=84.07%, remaining_time=0:00:00, arrival_time=2021-04-10 02:43:13.521312, cost_time=0:00:01.592060 2021-04-10 02:43:14,077 INFO : Epoch=0073 complete, best val top1-acc=62.30%, top5-acc=85.92% (epoch=72), remaining_time=0:52:53.736477, arrival_time=2021-04-10 03:36:07.814224, cost_time=0:30:24.273724 2021-04-10 02:43:14,078 INFO : Train start, epoch=0074, lr=0.070576 2021-04-10 02:43:15,436 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=1.41ms, fps=1885 images/s, loss=0.8346, top1-acc=77.50%, top5-acc=94.02%, remaining_time=0:00:25.260474, arrival_time=2021-04-10 02:43:40.697017, cost_time=0:00:01.358088 2021-04-10 02:43:16,580 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=1.42ms, fps=2238 images/s, loss=0.7962, top1-acc=78.20%, top5-acc=94.43%, remaining_time=0:00:22.022000, arrival_time=2021-04-10 02:43:38.602928, cost_time=0:00:02.502491 2021-04-10 02:43:17,721 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=1.61ms, fps=2246 images/s, loss=0.7919, top1-acc=78.26%, top5-acc=94.60%, remaining_time=0:00:20.155886, arrival_time=2021-04-10 02:43:37.876959, cost_time=0:00:03.642626 2021-04-10 02:43:18,867 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=1.42ms, fps=2234 images/s, loss=0.7965, top1-acc=78.07%, top5-acc=94.78%, remaining_time=0:00:18.676476, arrival_time=2021-04-10 02:43:37.543732, cost_time=0:00:04.788838 2021-04-10 02:43:20,012 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=1.39ms, fps=2235 images/s, loss=0.7943, top1-acc=78.04%, top5-acc=94.87%, remaining_time=0:00:17.328594, arrival_time=2021-04-10 02:43:37.341460, cost_time=0:00:05.934441 2021-04-10 02:43:21,158 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=1.29ms, fps=2235 images/s, loss=0.7997, top1-acc=77.98%, top5-acc=94.82%, remaining_time=0:00:16.048544, arrival_time=2021-04-10 02:43:37.207214, cost_time=0:00:07.080248 2021-04-10 02:43:22,304 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=1.38ms, fps=2234 images/s, loss=0.7972, top1-acc=78.08%, top5-acc=94.85%, remaining_time=0:00:14.807394, arrival_time=2021-04-10 02:43:37.112137, cost_time=0:00:08.226318 2021-04-10 02:43:23,445 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=1.63ms, fps=2245 images/s, loss=0.8010, top1-acc=77.99%, top5-acc=94.84%, remaining_time=0:00:13.582092, arrival_time=2021-04-10 02:43:37.027524, cost_time=0:00:09.366998 2021-04-10 02:43:24,591 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=1.98ms, fps=2234 images/s, loss=0.8022, top1-acc=77.99%, top5-acc=94.86%, remaining_time=0:00:12.382390, arrival_time=2021-04-10 02:43:36.974228, cost_time=0:00:10.513362 2021-04-10 02:43:25,736 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=2.05ms, fps=2237 images/s, loss=0.8035, top1-acc=77.96%, top5-acc=94.86%, remaining_time=0:00:11.191872, arrival_time=2021-04-10 02:43:36.928568, cost_time=0:00:11.658204 2021-04-10 02:43:26,894 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=1.85ms, fps=2212 images/s, loss=0.8094, top1-acc=77.78%, top5-acc=94.78%, remaining_time=0:00:10.020032, arrival_time=2021-04-10 02:43:36.914742, cost_time=0:00:12.816275 2021-04-10 02:43:28,043 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=1.32ms, fps=2230 images/s, loss=0.8137, top1-acc=77.71%, top5-acc=94.70%, remaining_time=0:00:08.844424, arrival_time=2021-04-10 02:43:36.887746, cost_time=0:00:13.964861 2021-04-10 02:43:29,186 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=1.39ms, fps=2241 images/s, loss=0.8158, top1-acc=77.64%, top5-acc=94.64%, remaining_time=0:00:07.670190, arrival_time=2021-04-10 02:43:36.856545, cost_time=0:00:15.107939 2021-04-10 02:43:30,332 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=1.63ms, fps=2235 images/s, loss=0.8181, top1-acc=77.59%, top5-acc=94.60%, remaining_time=0:00:06.501488, arrival_time=2021-04-10 02:43:36.833610, cost_time=0:00:16.253705 2021-04-10 02:43:31,477 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=1.68ms, fps=2236 images/s, loss=0.8237, top1-acc=77.47%, top5-acc=94.59%, remaining_time=0:00:05.335770, arrival_time=2021-04-10 02:43:36.813407, cost_time=0:00:17.399176 2021-04-10 02:43:32,626 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.56ms, fps=2230 images/s, loss=0.8244, top1-acc=77.44%, top5-acc=94.60%, remaining_time=0:00:04.173264, arrival_time=2021-04-10 02:43:36.799521, cost_time=0:00:18.547801 2021-04-10 02:43:33,773 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=1.39ms, fps=2233 images/s, loss=0.8251, top1-acc=77.45%, top5-acc=94.63%, remaining_time=0:00:03.012126, arrival_time=2021-04-10 02:43:36.785156, cost_time=0:00:19.694609 2021-04-10 02:43:34,918 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=1.55ms, fps=2236 images/s, loss=0.8267, top1-acc=77.40%, top5-acc=94.63%, remaining_time=0:00:01.852416, arrival_time=2021-04-10 02:43:36.770582, cost_time=0:00:20.839672 2021-04-10 02:43:36,067 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=1.40ms, fps=2228 images/s, loss=0.8278, top1-acc=77.43%, top5-acc=94.61%, remaining_time=0:00:00.694398, arrival_time=2021-04-10 02:43:36.762181, cost_time=0:00:21.989276 2021-04-10 02:43:36,686 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=1.62ms, fps=2202 images/s, loss=0.8310, top1-acc=77.38%, top5-acc=94.59%, remaining_time=0:00:00, arrival_time=2021-04-10 02:43:36.686085, cost_time=0:00:22.607623 2021-04-10 02:43:37,142 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=3.40ms, fps=5631 images/s, loss=1.7260, top1-acc=60.20%, top5-acc=82.70%, remaining_time=0:00:01.363920, arrival_time=2021-04-10 02:43:38.506187, cost_time=0:00:00.454645 2021-04-10 02:43:37,517 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=1.95ms, fps=6838 images/s, loss=1.6807, top1-acc=60.55%, top5-acc=83.75%, remaining_time=0:00:00.829480, arrival_time=2021-04-10 02:43:38.346541, cost_time=0:00:00.829474 2021-04-10 02:43:37,892 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=1.40ms, fps=6826 images/s, loss=1.6859, top1-acc=60.35%, top5-acc=83.57%, remaining_time=0:00:00.401610, arrival_time=2021-04-10 02:43:38.294089, cost_time=0:00:01.204843 2021-04-10 02:43:38,231 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=0.08ms, fps=6844 images/s, loss=1.6636, top1-acc=60.38%, top5-acc=83.52%, remaining_time=0:00:00, arrival_time=2021-04-10 02:43:38.231939, cost_time=0:00:01.544388 2021-04-10 02:43:38,748 INFO : Epoch=0074 complete, best val top1-acc=62.30%, top5-acc=85.92% (epoch=72), remaining_time=0:52:28.203240, arrival_time=2021-04-10 03:36:06.952081, cost_time=0:30:48.944784 2021-04-10 02:43:38,749 INFO : Train start, epoch=0075, lr=0.069857 2021-04-10 02:43:40,099 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=0.25ms, fps=1897 images/s, loss=0.8339, top1-acc=76.84%, top5-acc=94.73%, remaining_time=0:00:25.104978, arrival_time=2021-04-10 02:44:05.204222, cost_time=0:00:01.349734 2021-04-10 02:43:41,243 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=1.52ms, fps=2237 images/s, loss=0.7979, top1-acc=78.28%, top5-acc=94.84%, remaining_time=0:00:21.950896, arrival_time=2021-04-10 02:44:03.194808, cost_time=0:00:02.494426 2021-04-10 02:43:42,386 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=1.74ms, fps=2241 images/s, loss=0.7979, top1-acc=78.16%, top5-acc=94.88%, remaining_time=0:00:20.124180, arrival_time=2021-04-10 02:44:02.510623, cost_time=0:00:03.636909 2021-04-10 02:43:43,533 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=1.84ms, fps=2233 images/s, loss=0.7879, top1-acc=78.44%, top5-acc=94.92%, remaining_time=0:00:18.656820, arrival_time=2021-04-10 02:44:02.190173, cost_time=0:00:04.783794 2021-04-10 02:43:44,687 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=1.49ms, fps=2220 images/s, loss=0.7824, top1-acc=78.52%, top5-acc=94.97%, remaining_time=0:00:17.338230, arrival_time=2021-04-10 02:44:02.025537, cost_time=0:00:05.937752 2021-04-10 02:43:45,837 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=1.49ms, fps=2226 images/s, loss=0.7836, top1-acc=78.43%, top5-acc=94.95%, remaining_time=0:00:16.066768, arrival_time=2021-04-10 02:44:01.904654, cost_time=0:00:07.088300 2021-04-10 02:43:46,986 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=1.48ms, fps=2229 images/s, loss=0.7838, top1-acc=78.40%, top5-acc=94.96%, remaining_time=0:00:14.827050, arrival_time=2021-04-10 02:44:01.813940, cost_time=0:00:08.237274 2021-04-10 02:43:48,129 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=1.80ms, fps=2242 images/s, loss=0.7870, top1-acc=78.40%, top5-acc=94.94%, remaining_time=0:00:13.600536, arrival_time=2021-04-10 02:44:01.729815, cost_time=0:00:09.379719 2021-04-10 02:43:49,276 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.58ms, fps=2233 images/s, loss=0.7840, top1-acc=78.44%, top5-acc=94.97%, remaining_time=0:00:12.398078, arrival_time=2021-04-10 02:44:01.674330, cost_time=0:00:10.526662 2021-04-10 02:43:50,427 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=1.58ms, fps=2225 images/s, loss=0.7884, top1-acc=78.36%, top5-acc=94.94%, remaining_time=0:00:11.210592, arrival_time=2021-04-10 02:44:01.637965, cost_time=0:00:11.677728 2021-04-10 02:43:51,584 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=1.93ms, fps=2213 images/s, loss=0.7907, top1-acc=78.33%, top5-acc=94.95%, remaining_time=0:00:10.034738, arrival_time=2021-04-10 02:44:01.619441, cost_time=0:00:12.835183 2021-04-10 02:43:52,741 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=1.51ms, fps=2214 images/s, loss=0.7905, top1-acc=78.32%, top5-acc=94.93%, remaining_time=0:00:08.861448, arrival_time=2021-04-10 02:44:01.602813, cost_time=0:00:13.991776 2021-04-10 02:43:53,887 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=1.51ms, fps=2235 images/s, loss=0.7946, top1-acc=78.19%, top5-acc=94.90%, remaining_time=0:00:07.685238, arrival_time=2021-04-10 02:44:01.572468, cost_time=0:00:15.137574 2021-04-10 02:43:55,038 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=1.36ms, fps=2224 images/s, loss=0.7937, top1-acc=78.20%, top5-acc=94.91%, remaining_time=0:00:06.515656, arrival_time=2021-04-10 02:44:01.554291, cost_time=0:00:16.289093 2021-04-10 02:43:56,185 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=1.42ms, fps=2234 images/s, loss=0.7985, top1-acc=78.06%, top5-acc=94.84%, remaining_time=0:00:05.346948, arrival_time=2021-04-10 02:44:01.532176, cost_time=0:00:17.435718 2021-04-10 02:43:57,328 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=1.61ms, fps=2240 images/s, loss=0.8028, top1-acc=77.98%, top5-acc=94.81%, remaining_time=0:00:04.180284, arrival_time=2021-04-10 02:44:01.508852, cost_time=0:00:18.578967 2021-04-10 02:43:58,473 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=1.41ms, fps=2237 images/s, loss=0.8036, top1-acc=77.93%, top5-acc=94.83%, remaining_time=0:00:03.016598, arrival_time=2021-04-10 02:44:01.490051, cost_time=0:00:19.723928 2021-04-10 02:43:59,615 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=1.43ms, fps=2243 images/s, loss=0.8079, top1-acc=77.85%, top5-acc=94.78%, remaining_time=0:00:01.854704, arrival_time=2021-04-10 02:44:01.469671, cost_time=0:00:20.865462 2021-04-10 02:44:00,761 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=1.42ms, fps=2234 images/s, loss=0.8104, top1-acc=77.77%, top5-acc=94.74%, remaining_time=0:00:00.695118, arrival_time=2021-04-10 02:44:01.456659, cost_time=0:00:22.011979 2021-04-10 02:44:01,378 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=1.23ms, fps=2208 images/s, loss=0.8121, top1-acc=77.75%, top5-acc=94.73%, remaining_time=0:00:00, arrival_time=2021-04-10 02:44:01.378065, cost_time=0:00:22.628548 2021-04-10 02:44:01,881 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=3.35ms, fps=5093 images/s, loss=1.6757, top1-acc=60.74%, top5-acc=85.16%, remaining_time=0:00:01.508040, arrival_time=2021-04-10 02:44:03.389855, cost_time=0:00:00.502675 2021-04-10 02:44:02,254 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=1.33ms, fps=6884 images/s, loss=1.6557, top1-acc=60.37%, top5-acc=85.37%, remaining_time=0:00:00.875060, arrival_time=2021-04-10 02:44:03.129203, cost_time=0:00:00.875066 2021-04-10 02:44:02,626 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=1.27ms, fps=6889 images/s, loss=1.6277, top1-acc=61.02%, top5-acc=85.31%, remaining_time=0:00:00.415660, arrival_time=2021-04-10 02:44:03.041749, cost_time=0:00:01.246982 2021-04-10 02:44:02,969 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=0.08ms, fps=6759 images/s, loss=1.6154, top1-acc=61.54%, top5-acc=85.51%, remaining_time=0:00:00, arrival_time=2021-04-10 02:44:02.969723, cost_time=0:00:01.590663 2021-04-10 02:44:03,495 INFO : Epoch=0075 complete, best val top1-acc=62.30%, top5-acc=85.92% (epoch=72), remaining_time=0:52:02.819750, arrival_time=2021-04-10 03:36:06.315620, cost_time=0:31:13.691826 2021-04-10 02:44:03,497 INFO : Train start, epoch=0076, lr=0.069134 2021-04-10 02:44:04,832 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=1.54ms, fps=1918 images/s, loss=0.7758, top1-acc=78.87%, top5-acc=95.39%, remaining_time=0:00:24.827838, arrival_time=2021-04-10 02:44:29.659976, cost_time=0:00:01.334827 2021-04-10 02:44:05,980 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=1.38ms, fps=2231 images/s, loss=0.7674, top1-acc=79.06%, top5-acc=95.18%, remaining_time=0:00:21.850400, arrival_time=2021-04-10 02:44:27.830651, cost_time=0:00:02.483008 2021-04-10 02:44:07,130 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=1.34ms, fps=2227 images/s, loss=0.7559, top1-acc=79.27%, top5-acc=95.27%, remaining_time=0:00:20.102932, arrival_time=2021-04-10 02:44:27.233259, cost_time=0:00:03.633069 2021-04-10 02:44:08,279 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=1.85ms, fps=2228 images/s, loss=0.7491, top1-acc=79.56%, top5-acc=95.44%, remaining_time=0:00:18.652296, arrival_time=2021-04-10 02:44:26.932162, cost_time=0:00:04.782632 2021-04-10 02:44:09,430 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=1.39ms, fps=2225 images/s, loss=0.7506, top1-acc=79.44%, top5-acc=95.47%, remaining_time=0:00:17.326404, arrival_time=2021-04-10 02:44:26.757293, cost_time=0:00:05.933697 2021-04-10 02:44:10,573 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=1.65ms, fps=2241 images/s, loss=0.7609, top1-acc=79.10%, top5-acc=95.35%, remaining_time=0:00:16.039704, arrival_time=2021-04-10 02:44:26.613367, cost_time=0:00:07.076363 2021-04-10 02:44:11,718 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=1.89ms, fps=2238 images/s, loss=0.7706, top1-acc=78.90%, top5-acc=95.27%, remaining_time=0:00:14.797944, arrival_time=2021-04-10 02:44:26.516277, cost_time=0:00:08.221070 2021-04-10 02:44:12,872 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.44ms, fps=2219 images/s, loss=0.7816, top1-acc=78.75%, top5-acc=95.20%, remaining_time=0:00:13.594620, arrival_time=2021-04-10 02:44:26.467434, cost_time=0:00:09.375561 2021-04-10 02:44:14,017 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=1.91ms, fps=2239 images/s, loss=0.7894, top1-acc=78.59%, top5-acc=95.09%, remaining_time=0:00:12.389916, arrival_time=2021-04-10 02:44:26.406841, cost_time=0:00:10.519719 2021-04-10 02:44:15,155 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=1.46ms, fps=2250 images/s, loss=0.7922, top1-acc=78.58%, top5-acc=95.05%, remaining_time=0:00:11.191872, arrival_time=2021-04-10 02:44:26.347261, cost_time=0:00:11.658219 2021-04-10 02:44:16,298 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=1.76ms, fps=2242 images/s, loss=0.7884, top1-acc=78.65%, top5-acc=95.14%, remaining_time=0:00:10.007734, arrival_time=2021-04-10 02:44:26.305614, cost_time=0:00:12.800563 2021-04-10 02:44:17,446 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.37ms, fps=2230 images/s, loss=0.7864, top1-acc=78.69%, top5-acc=95.14%, remaining_time=0:00:08.834696, arrival_time=2021-04-10 02:44:26.281404, cost_time=0:00:13.949549 2021-04-10 02:44:18,601 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=1.74ms, fps=2218 images/s, loss=0.7900, top1-acc=78.60%, top5-acc=95.07%, remaining_time=0:00:07.668210, arrival_time=2021-04-10 02:44:26.269635, cost_time=0:00:15.104086 2021-04-10 02:44:19,747 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=1.69ms, fps=2235 images/s, loss=0.7913, top1-acc=78.51%, top5-acc=95.07%, remaining_time=0:00:06.500032, arrival_time=2021-04-10 02:44:26.247275, cost_time=0:00:16.250034 2021-04-10 02:44:20,888 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=1.49ms, fps=2244 images/s, loss=0.7964, top1-acc=78.38%, top5-acc=95.04%, remaining_time=0:00:05.333424, arrival_time=2021-04-10 02:44:26.222224, cost_time=0:00:17.391630 2021-04-10 02:44:22,032 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=1.37ms, fps=2240 images/s, loss=0.7994, top1-acc=78.30%, top5-acc=94.99%, remaining_time=0:00:04.170384, arrival_time=2021-04-10 02:44:26.202582, cost_time=0:00:18.534968 2021-04-10 02:44:23,187 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=1.91ms, fps=2217 images/s, loss=0.8013, top1-acc=78.26%, top5-acc=94.94%, remaining_time=0:00:03.011424, arrival_time=2021-04-10 02:44:26.198831, cost_time=0:00:19.690108 2021-04-10 02:44:24,341 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=1.80ms, fps=2219 images/s, loss=0.8030, top1-acc=78.23%, top5-acc=94.89%, remaining_time=0:00:01.852832, arrival_time=2021-04-10 02:44:26.194396, cost_time=0:00:20.844308 2021-04-10 02:44:25,492 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.44ms, fps=2226 images/s, loss=0.8060, top1-acc=78.11%, top5-acc=94.87%, remaining_time=0:00:00.694578, arrival_time=2021-04-10 02:44:26.186889, cost_time=0:00:21.995054 2021-04-10 02:44:26,111 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=1.23ms, fps=2199 images/s, loss=0.8080, top1-acc=78.10%, top5-acc=94.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:44:26.111250, cost_time=0:00:22.614071 2021-04-10 02:44:26,564 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=0.20ms, fps=5661 images/s, loss=1.5758, top1-acc=63.16%, top5-acc=85.04%, remaining_time=0:00:01.356720, arrival_time=2021-04-10 02:44:27.921240, cost_time=0:00:00.452239 2021-04-10 02:44:26,940 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=1.86ms, fps=6812 images/s, loss=1.6020, top1-acc=62.13%, top5-acc=85.21%, remaining_time=0:00:00.828360, arrival_time=2021-04-10 02:44:27.769164, cost_time=0:00:00.828364 2021-04-10 02:44:27,320 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=1.43ms, fps=6748 images/s, loss=1.6067, top1-acc=62.17%, top5-acc=85.14%, remaining_time=0:00:00.402840, arrival_time=2021-04-10 02:44:27.723736, cost_time=0:00:01.208525 2021-04-10 02:44:27,665 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=0.08ms, fps=6744 images/s, loss=1.6110, top1-acc=62.08%, top5-acc=85.25%, remaining_time=0:00:00, arrival_time=2021-04-10 02:44:27.665381, cost_time=0:00:01.553134 2021-04-10 02:44:28,253 INFO : Epoch=0076 complete, best val top1-acc=62.30%, top5-acc=85.92% (epoch=72), remaining_time=0:51:37.470152, arrival_time=2021-04-10 03:36:05.723590, cost_time=0:31:38.449419 2021-04-10 02:44:28,253 INFO : Train start, epoch=0077, lr=0.068406 2021-04-10 02:44:29,662 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=1.62ms, fps=1818 images/s, loss=0.8055, top1-acc=77.85%, top5-acc=94.80%, remaining_time=0:00:26.194566, arrival_time=2021-04-10 02:44:55.857055, cost_time=0:00:01.408314 2021-04-10 02:44:30,826 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=17.83ms, fps=2201 images/s, loss=0.7753, top1-acc=78.85%, top5-acc=95.10%, remaining_time=0:00:22.632720, arrival_time=2021-04-10 02:44:53.458712, cost_time=0:00:02.571904 2021-04-10 02:44:31,971 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=2.16ms, fps=2235 images/s, loss=0.7771, top1-acc=78.87%, top5-acc=94.93%, remaining_time=0:00:20.570388, arrival_time=2021-04-10 02:44:52.542056, cost_time=0:00:03.717526 2021-04-10 02:44:33,133 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=2.20ms, fps=2204 images/s, loss=0.7780, top1-acc=78.80%, top5-acc=94.96%, remaining_time=0:00:19.030284, arrival_time=2021-04-10 02:44:52.163923, cost_time=0:00:04.879547 2021-04-10 02:44:34,280 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=1.42ms, fps=2233 images/s, loss=0.7856, top1-acc=78.66%, top5-acc=94.89%, remaining_time=0:00:17.597088, arrival_time=2021-04-10 02:44:51.877562, cost_time=0:00:06.026383 2021-04-10 02:44:35,426 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=1.78ms, fps=2235 images/s, loss=0.7784, top1-acc=78.87%, top5-acc=94.95%, remaining_time=0:00:16.257304, arrival_time=2021-04-10 02:44:51.683800, cost_time=0:00:07.172338 2021-04-10 02:44:36,578 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=1.35ms, fps=2224 images/s, loss=0.7779, top1-acc=78.81%, top5-acc=95.00%, remaining_time=0:00:14.983164, arrival_time=2021-04-10 02:44:51.561391, cost_time=0:00:08.323974 2021-04-10 02:44:37,724 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=1.72ms, fps=2234 images/s, loss=0.7767, top1-acc=78.85%, top5-acc=95.08%, remaining_time=0:00:13.732428, arrival_time=2021-04-10 02:44:51.457167, cost_time=0:00:09.470642 2021-04-10 02:44:38,871 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=2.05ms, fps=2234 images/s, loss=0.7774, top1-acc=78.71%, top5-acc=95.11%, remaining_time=0:00:12.504184, arrival_time=2021-04-10 02:44:51.375142, cost_time=0:00:10.616777 2021-04-10 02:44:40,012 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=1.55ms, fps=2244 images/s, loss=0.7744, top1-acc=78.82%, top5-acc=95.16%, remaining_time=0:00:11.287680, arrival_time=2021-04-10 02:44:51.299743, cost_time=0:00:11.757969 2021-04-10 02:44:41,165 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=2.21ms, fps=2221 images/s, loss=0.7772, top1-acc=78.79%, top5-acc=95.21%, remaining_time=0:00:10.093992, arrival_time=2021-04-10 02:44:51.259174, cost_time=0:00:12.910952 2021-04-10 02:44:42,317 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=1.50ms, fps=2223 images/s, loss=0.7835, top1-acc=78.64%, top5-acc=95.11%, remaining_time=0:00:08.906820, arrival_time=2021-04-10 02:44:51.224364, cost_time=0:00:14.063372 2021-04-10 02:44:43,464 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=1.54ms, fps=2234 images/s, loss=0.7810, top1-acc=78.70%, top5-acc=95.16%, remaining_time=0:00:07.722066, arrival_time=2021-04-10 02:44:51.186379, cost_time=0:00:15.210142 2021-04-10 02:44:44,614 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=1.36ms, fps=2228 images/s, loss=0.7821, top1-acc=78.68%, top5-acc=95.12%, remaining_time=0:00:06.543992, arrival_time=2021-04-10 02:44:51.158150, cost_time=0:00:16.359979 2021-04-10 02:44:45,763 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=1.95ms, fps=2229 images/s, loss=0.7822, top1-acc=78.73%, top5-acc=95.12%, remaining_time=0:00:05.369396, arrival_time=2021-04-10 02:44:51.132441, cost_time=0:00:17.508948 2021-04-10 02:44:46,908 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=1.44ms, fps=2237 images/s, loss=0.7832, top1-acc=78.68%, top5-acc=95.14%, remaining_time=0:00:04.197096, arrival_time=2021-04-10 02:44:51.105003, cost_time=0:00:18.653737 2021-04-10 02:44:48,054 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=2.39ms, fps=2235 images/s, loss=0.7860, top1-acc=78.57%, top5-acc=95.12%, remaining_time=0:00:03.028220, arrival_time=2021-04-10 02:44:51.082257, cost_time=0:00:19.799818 2021-04-10 02:44:49,204 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.62ms, fps=2226 images/s, loss=0.7878, top1-acc=78.50%, top5-acc=95.12%, remaining_time=0:00:01.862272, arrival_time=2021-04-10 02:44:51.067023, cost_time=0:00:20.950622 2021-04-10 02:44:50,359 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=1.24ms, fps=2219 images/s, loss=0.7913, top1-acc=78.45%, top5-acc=95.09%, remaining_time=0:00:00.698046, arrival_time=2021-04-10 02:44:51.057056, cost_time=0:00:22.104858 2021-04-10 02:44:50,974 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=1.37ms, fps=2211 images/s, loss=0.7929, top1-acc=78.41%, top5-acc=95.06%, remaining_time=0:00:00, arrival_time=2021-04-10 02:44:50.974705, cost_time=0:00:22.720594 2021-04-10 02:44:51,428 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=0.21ms, fps=5657 images/s, loss=1.8303, top1-acc=58.32%, top5-acc=82.03%, remaining_time=0:00:01.357590, arrival_time=2021-04-10 02:44:52.785944, cost_time=0:00:00.452530 2021-04-10 02:44:51,801 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=1.46ms, fps=6870 images/s, loss=1.8484, top1-acc=58.44%, top5-acc=81.91%, remaining_time=0:00:00.825640, arrival_time=2021-04-10 02:44:52.627057, cost_time=0:00:00.825644 2021-04-10 02:44:52,174 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=1.40ms, fps=6877 images/s, loss=1.8051, top1-acc=59.04%, top5-acc=82.46%, remaining_time=0:00:00.399420, arrival_time=2021-04-10 02:44:52.573476, cost_time=0:00:01.198246 2021-04-10 02:44:52,520 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=0.10ms, fps=6716 images/s, loss=1.8337, top1-acc=58.23%, top5-acc=82.20%, remaining_time=0:00:00, arrival_time=2021-04-10 02:44:52.519955, cost_time=0:00:01.544156 2021-04-10 02:44:53,016 INFO : Epoch=0077 complete, best val top1-acc=62.30%, top5-acc=85.92% (epoch=72), remaining_time=0:51:12.143817, arrival_time=2021-04-10 03:36:05.159852, cost_time=0:32:03.211988 2021-04-10 02:44:53,016 INFO : Train start, epoch=0078, lr=0.067674 2021-04-10 02:44:54,337 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=1.45ms, fps=1938 images/s, loss=0.7688, top1-acc=79.41%, top5-acc=94.84%, remaining_time=0:00:24.570600, arrival_time=2021-04-10 02:45:18.908394, cost_time=0:00:01.320998 2021-04-10 02:44:55,480 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=1.37ms, fps=2241 images/s, loss=0.7303, top1-acc=79.75%, top5-acc=95.59%, remaining_time=0:00:21.682320, arrival_time=2021-04-10 02:45:17.162966, cost_time=0:00:02.463909 2021-04-10 02:44:56,622 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=1.49ms, fps=2242 images/s, loss=0.7266, top1-acc=79.95%, top5-acc=95.57%, remaining_time=0:00:19.953034, arrival_time=2021-04-10 02:45:16.575776, cost_time=0:00:03.605966 2021-04-10 02:44:57,775 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=1.45ms, fps=2223 images/s, loss=0.7360, top1-acc=79.52%, top5-acc=95.60%, remaining_time=0:00:18.556824, arrival_time=2021-04-10 02:45:16.331767, cost_time=0:00:04.758162 2021-04-10 02:44:58,919 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.43ms, fps=2237 images/s, loss=0.7482, top1-acc=79.27%, top5-acc=95.54%, remaining_time=0:00:17.237344, arrival_time=2021-04-10 02:45:16.157277, cost_time=0:00:05.903200 2021-04-10 02:45:00,062 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=1.45ms, fps=2242 images/s, loss=0.7613, top1-acc=79.05%, top5-acc=95.42%, remaining_time=0:00:15.969664, arrival_time=2021-04-10 02:45:16.031884, cost_time=0:00:07.045431 2021-04-10 02:45:01,212 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=1.57ms, fps=2226 images/s, loss=0.7600, top1-acc=79.10%, top5-acc=95.46%, remaining_time=0:00:14.752710, arrival_time=2021-04-10 02:45:15.965429, cost_time=0:00:08.195917 2021-04-10 02:45:02,359 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=1.64ms, fps=2233 images/s, loss=0.7609, top1-acc=79.09%, top5-acc=95.42%, remaining_time=0:00:13.546944, arrival_time=2021-04-10 02:45:15.906449, cost_time=0:00:09.342755 2021-04-10 02:45:03,502 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=1.92ms, fps=2240 images/s, loss=0.7674, top1-acc=78.94%, top5-acc=95.34%, remaining_time=0:00:12.350272, arrival_time=2021-04-10 02:45:15.853102, cost_time=0:00:10.486098 2021-04-10 02:45:04,643 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=1.41ms, fps=2245 images/s, loss=0.7746, top1-acc=78.70%, top5-acc=95.24%, remaining_time=0:00:11.161728, arrival_time=2021-04-10 02:45:15.805241, cost_time=0:00:11.626781 2021-04-10 02:45:05,796 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=1.86ms, fps=2222 images/s, loss=0.7760, top1-acc=78.67%, top5-acc=95.20%, remaining_time=0:00:09.991222, arrival_time=2021-04-10 02:45:15.787626, cost_time=0:00:12.779488 2021-04-10 02:45:06,946 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=1.52ms, fps=2228 images/s, loss=0.7827, top1-acc=78.54%, top5-acc=95.15%, remaining_time=0:00:08.822004, arrival_time=2021-04-10 02:45:15.768293, cost_time=0:00:13.929531 2021-04-10 02:45:08,091 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=1.33ms, fps=2236 images/s, loss=0.7829, top1-acc=78.54%, top5-acc=95.14%, remaining_time=0:00:07.653492, arrival_time=2021-04-10 02:45:15.745311, cost_time=0:00:15.075025 2021-04-10 02:45:09,234 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=1.56ms, fps=2242 images/s, loss=0.7818, top1-acc=78.59%, top5-acc=95.13%, remaining_time=0:00:06.487040, arrival_time=2021-04-10 02:45:15.721381, cost_time=0:00:16.217604 2021-04-10 02:45:10,378 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=1.65ms, fps=2239 images/s, loss=0.7831, top1-acc=78.63%, top5-acc=95.14%, remaining_time=0:00:05.324086, arrival_time=2021-04-10 02:45:15.702050, cost_time=0:00:17.361176 2021-04-10 02:45:11,529 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=1.47ms, fps=2226 images/s, loss=0.7866, top1-acc=78.53%, top5-acc=95.07%, remaining_time=0:00:04.165200, arrival_time=2021-04-10 02:45:15.694081, cost_time=0:00:18.511973 2021-04-10 02:45:12,672 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.63ms, fps=2239 images/s, loss=0.7879, top1-acc=78.47%, top5-acc=95.10%, remaining_time=0:00:03.006224, arrival_time=2021-04-10 02:45:15.679074, cost_time=0:00:19.656097 2021-04-10 02:45:13,818 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=1.86ms, fps=2236 images/s, loss=0.7915, top1-acc=78.38%, top5-acc=95.03%, remaining_time=0:00:01.849008, arrival_time=2021-04-10 02:45:15.667162, cost_time=0:00:20.801411 2021-04-10 02:45:14,958 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=1.31ms, fps=2245 images/s, loss=0.7958, top1-acc=78.32%, top5-acc=94.97%, remaining_time=0:00:00.692910, arrival_time=2021-04-10 02:45:15.651859, cost_time=0:00:21.942211 2021-04-10 02:45:15,578 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=1.26ms, fps=2198 images/s, loss=0.7980, top1-acc=78.26%, top5-acc=94.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:45:15.578012, cost_time=0:00:22.561294 2021-04-10 02:45:16,044 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=3.30ms, fps=5504 images/s, loss=1.5803, top1-acc=61.25%, top5-acc=85.51%, remaining_time=0:00:01.395180, arrival_time=2021-04-10 02:45:17.439180, cost_time=0:00:00.465055 2021-04-10 02:45:16,421 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=1.80ms, fps=6796 images/s, loss=1.5747, top1-acc=61.97%, top5-acc=85.78%, remaining_time=0:00:00.842280, arrival_time=2021-04-10 02:45:17.263442, cost_time=0:00:00.842271 2021-04-10 02:45:16,794 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=1.54ms, fps=6869 images/s, loss=1.5901, top1-acc=61.71%, top5-acc=85.79%, remaining_time=0:00:00.405110, arrival_time=2021-04-10 02:45:17.199360, cost_time=0:00:01.215325 2021-04-10 02:45:17,131 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=0.07ms, fps=6893 images/s, loss=1.5634, top1-acc=61.87%, top5-acc=85.70%, remaining_time=0:00:00, arrival_time=2021-04-10 02:45:17.131271, cost_time=0:00:01.552417 2021-04-10 02:45:17,622 INFO : Epoch=0078 complete, best val top1-acc=62.30%, top5-acc=85.92% (epoch=72), remaining_time=0:50:46.587050, arrival_time=2021-04-10 03:36:04.209075, cost_time=0:32:27.817981 2021-04-10 02:45:17,622 INFO : Train start, epoch=0079, lr=0.066937 2021-04-10 02:45:18,953 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=1.82ms, fps=1924 images/s, loss=0.7603, top1-acc=79.18%, top5-acc=95.70%, remaining_time=0:00:24.745626, arrival_time=2021-04-10 02:45:43.699053, cost_time=0:00:01.330410 2021-04-10 02:45:20,094 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=1.54ms, fps=2245 images/s, loss=0.7539, top1-acc=79.06%, top5-acc=95.90%, remaining_time=0:00:21.746912, arrival_time=2021-04-10 02:45:41.841209, cost_time=0:00:02.471248 2021-04-10 02:45:21,241 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=1.32ms, fps=2232 images/s, loss=0.7527, top1-acc=79.06%, top5-acc=95.83%, remaining_time=0:00:20.022422, arrival_time=2021-04-10 02:45:41.263978, cost_time=0:00:03.618519 2021-04-10 02:45:22,391 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=1.86ms, fps=2227 images/s, loss=0.7444, top1-acc=79.30%, top5-acc=95.99%, remaining_time=0:00:18.596916, arrival_time=2021-04-10 02:45:40.988338, cost_time=0:00:04.768443 2021-04-10 02:45:23,534 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=1.82ms, fps=2239 images/s, loss=0.7501, top1-acc=79.22%, top5-acc=95.80%, remaining_time=0:00:17.262894, arrival_time=2021-04-10 02:45:40.797821, cost_time=0:00:05.911936 2021-04-10 02:45:24,682 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=1.44ms, fps=2233 images/s, loss=0.7562, top1-acc=79.15%, top5-acc=95.76%, remaining_time=0:00:16.000400, arrival_time=2021-04-10 02:45:40.682513, cost_time=0:00:07.058996 2021-04-10 02:45:25,826 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=1.80ms, fps=2239 images/s, loss=0.7580, top1-acc=79.13%, top5-acc=95.72%, remaining_time=0:00:14.765940, arrival_time=2021-04-10 02:45:40.592253, cost_time=0:00:08.203266 2021-04-10 02:45:26,974 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=1.27ms, fps=2231 images/s, loss=0.7538, top1-acc=79.27%, top5-acc=95.68%, remaining_time=0:00:13.559588, arrival_time=2021-04-10 02:45:40.534087, cost_time=0:00:09.351471 2021-04-10 02:45:28,123 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=1.41ms, fps=2229 images/s, loss=0.7526, top1-acc=79.27%, top5-acc=95.67%, remaining_time=0:00:12.367338, arrival_time=2021-04-10 02:45:40.490921, cost_time=0:00:10.500599 2021-04-10 02:45:29,270 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=1.53ms, fps=2232 images/s, loss=0.7585, top1-acc=79.14%, top5-acc=95.57%, remaining_time=0:00:11.181984, arrival_time=2021-04-10 02:45:40.452887, cost_time=0:00:11.647917 2021-04-10 02:45:30,419 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=2.23ms, fps=2229 images/s, loss=0.7633, top1-acc=79.05%, top5-acc=95.51%, remaining_time=0:00:10.004810, arrival_time=2021-04-10 02:45:40.424697, cost_time=0:00:12.796894 2021-04-10 02:45:31,562 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=1.49ms, fps=2242 images/s, loss=0.7704, top1-acc=78.93%, top5-acc=95.39%, remaining_time=0:00:08.828160, arrival_time=2021-04-10 02:45:40.390340, cost_time=0:00:13.939151 2021-04-10 02:45:32,708 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=1.47ms, fps=2234 images/s, loss=0.7725, top1-acc=78.90%, top5-acc=95.35%, remaining_time=0:00:07.658904, arrival_time=2021-04-10 02:45:40.367572, cost_time=0:00:15.085682 2021-04-10 02:45:33,858 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=1.65ms, fps=2228 images/s, loss=0.7722, top1-acc=78.90%, top5-acc=95.30%, remaining_time=0:00:06.494040, arrival_time=2021-04-10 02:45:40.352078, cost_time=0:00:16.235060 2021-04-10 02:45:35,004 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=2.03ms, fps=2234 images/s, loss=0.7751, top1-acc=78.83%, top5-acc=95.26%, remaining_time=0:00:05.330250, arrival_time=2021-04-10 02:45:40.334499, cost_time=0:00:17.381205 2021-04-10 02:45:36,145 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=1.36ms, fps=2245 images/s, loss=0.7763, top1-acc=78.82%, top5-acc=95.27%, remaining_time=0:00:04.167468, arrival_time=2021-04-10 02:45:40.312571, cost_time=0:00:18.522092 2021-04-10 02:45:37,290 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=1.61ms, fps=2237 images/s, loss=0.7796, top1-acc=78.73%, top5-acc=95.22%, remaining_time=0:00:03.007914, arrival_time=2021-04-10 02:45:40.298064, cost_time=0:00:19.667113 2021-04-10 02:45:38,439 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=1.75ms, fps=2229 images/s, loss=0.7820, top1-acc=78.67%, top5-acc=95.21%, remaining_time=0:00:01.850336, arrival_time=2021-04-10 02:45:40.289613, cost_time=0:00:20.816226 2021-04-10 02:45:39,588 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=1.24ms, fps=2228 images/s, loss=0.7830, top1-acc=78.65%, top5-acc=95.18%, remaining_time=0:00:00.693654, arrival_time=2021-04-10 02:45:40.282386, cost_time=0:00:21.965748 2021-04-10 02:45:40,205 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=1.26ms, fps=2207 images/s, loss=0.7836, top1-acc=78.61%, top5-acc=95.15%, remaining_time=0:00:00, arrival_time=2021-04-10 02:45:40.205287, cost_time=0:00:22.582305 2021-04-10 02:45:40,703 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=0.27ms, fps=5147 images/s, loss=1.4912, top1-acc=64.02%, top5-acc=86.05%, remaining_time=0:00:01.492080, arrival_time=2021-04-10 02:45:42.195688, cost_time=0:00:00.497364 2021-04-10 02:45:41,089 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=2.11ms, fps=6644 images/s, loss=1.4858, top1-acc=63.87%, top5-acc=86.46%, remaining_time=0:00:00.883100, arrival_time=2021-04-10 02:45:41.972452, cost_time=0:00:00.883103 2021-04-10 02:45:41,476 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=2.19ms, fps=6629 images/s, loss=1.4856, top1-acc=63.82%, top5-acc=86.67%, remaining_time=0:00:00.423250, arrival_time=2021-04-10 02:45:41.899290, cost_time=0:00:01.269736 2021-04-10 02:45:41,808 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=0.08ms, fps=6989 images/s, loss=1.4943, top1-acc=63.78%, top5-acc=86.68%, remaining_time=0:00:00, arrival_time=2021-04-10 02:45:41.808490, cost_time=0:00:01.602310 2021-04-10 02:45:42,803 INFO : Epoch=0079 complete, best val top1-acc=63.78%, top5-acc=86.68% (epoch=79), remaining_time=0:50:21.935070, arrival_time=2021-04-10 03:36:04.738033, cost_time=0:32:52.998900 2021-04-10 02:45:42,803 INFO : Train start, epoch=0080, lr=0.066196 2021-04-10 02:45:44,182 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=1.36ms, fps=1857 images/s, loss=0.6779, top1-acc=81.41%, top5-acc=96.37%, remaining_time=0:00:25.639542, arrival_time=2021-04-10 02:46:09.821958, cost_time=0:00:01.378473 2021-04-10 02:45:45,339 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=1.68ms, fps=2214 images/s, loss=0.6967, top1-acc=81.33%, top5-acc=96.15%, remaining_time=0:00:22.312576, arrival_time=2021-04-10 02:46:07.652070, cost_time=0:00:02.535518 2021-04-10 02:45:46,504 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=15.00ms, fps=2200 images/s, loss=0.7021, top1-acc=81.08%, top5-acc=96.11%, remaining_time=0:00:20.472780, arrival_time=2021-04-10 02:46:06.976712, cost_time=0:00:03.699893 2021-04-10 02:45:47,654 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=2.10ms, fps=2227 images/s, loss=0.7171, top1-acc=80.36%, top5-acc=95.82%, remaining_time=0:00:18.916404, arrival_time=2021-04-10 02:46:06.570843, cost_time=0:00:04.850373 2021-04-10 02:45:48,795 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=1.39ms, fps=2245 images/s, loss=0.7163, top1-acc=80.27%, top5-acc=95.71%, remaining_time=0:00:17.496056, arrival_time=2021-04-10 02:46:06.291791, cost_time=0:00:05.991802 2021-04-10 02:45:49,940 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=1.55ms, fps=2237 images/s, loss=0.7199, top1-acc=80.16%, top5-acc=95.65%, remaining_time=0:00:16.176384, arrival_time=2021-04-10 02:46:06.117059, cost_time=0:00:07.136641 2021-04-10 02:45:51,087 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=1.79ms, fps=2234 images/s, loss=0.7213, top1-acc=80.18%, top5-acc=95.60%, remaining_time=0:00:14.910588, arrival_time=2021-04-10 02:46:05.998163, cost_time=0:00:08.283625 2021-04-10 02:45:52,237 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=2.17ms, fps=2227 images/s, loss=0.7197, top1-acc=80.23%, top5-acc=95.65%, remaining_time=0:00:13.678952, arrival_time=2021-04-10 02:46:05.916680, cost_time=0:00:09.433800 2021-04-10 02:45:53,382 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=2.22ms, fps=2237 images/s, loss=0.7235, top1-acc=80.05%, top5-acc=95.62%, remaining_time=0:00:12.459664, arrival_time=2021-04-10 02:46:05.842543, cost_time=0:00:10.578931 2021-04-10 02:45:54,524 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=1.59ms, fps=2243 images/s, loss=0.7258, top1-acc=80.02%, top5-acc=95.57%, remaining_time=0:00:11.252160, arrival_time=2021-04-10 02:46:05.777070, cost_time=0:00:11.720985 2021-04-10 02:45:55,677 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=1.38ms, fps=2222 images/s, loss=0.7256, top1-acc=79.89%, top5-acc=95.61%, remaining_time=0:00:10.064752, arrival_time=2021-04-10 02:46:05.742133, cost_time=0:00:12.873487 2021-04-10 02:45:56,833 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=1.44ms, fps=2216 images/s, loss=0.7302, top1-acc=79.85%, top5-acc=95.61%, remaining_time=0:00:08.885084, arrival_time=2021-04-10 02:46:05.718171, cost_time=0:00:14.029083 2021-04-10 02:45:57,974 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.48ms, fps=2245 images/s, loss=0.7307, top1-acc=79.81%, top5-acc=95.60%, remaining_time=0:00:07.701738, arrival_time=2021-04-10 02:46:05.675777, cost_time=0:00:15.170113 2021-04-10 02:45:59,117 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=1.58ms, fps=2240 images/s, loss=0.7361, top1-acc=79.64%, top5-acc=95.59%, remaining_time=0:00:06.525456, arrival_time=2021-04-10 02:46:05.642922, cost_time=0:00:16.313578 2021-04-10 02:46:00,261 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=1.73ms, fps=2240 images/s, loss=0.7382, top1-acc=79.64%, top5-acc=95.57%, remaining_time=0:00:05.353480, arrival_time=2021-04-10 02:46:05.614493, cost_time=0:00:17.457053 2021-04-10 02:46:01,412 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=1.51ms, fps=2240 images/s, loss=0.7418, top1-acc=79.57%, top5-acc=95.50%, remaining_time=0:00:04.186836, arrival_time=2021-04-10 02:46:05.598971, cost_time=0:00:18.608196 2021-04-10 02:46:02,567 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=1.56ms, fps=2217 images/s, loss=0.7453, top1-acc=79.49%, top5-acc=95.46%, remaining_time=0:00:03.022682, arrival_time=2021-04-10 02:46:05.590188, cost_time=0:00:19.763621 2021-04-10 02:46:03,715 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=1.49ms, fps=2231 images/s, loss=0.7492, top1-acc=79.42%, top5-acc=95.42%, remaining_time=0:00:01.858784, arrival_time=2021-04-10 02:46:05.574158, cost_time=0:00:20.911336 2021-04-10 02:46:04,862 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=1.22ms, fps=2233 images/s, loss=0.7551, top1-acc=79.31%, top5-acc=95.31%, remaining_time=0:00:00.696594, arrival_time=2021-04-10 02:46:05.559277, cost_time=0:00:22.058780 2021-04-10 02:46:05,476 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=1.26ms, fps=2217 images/s, loss=0.7556, top1-acc=79.33%, top5-acc=95.31%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:05.476457, cost_time=0:00:22.672558 2021-04-10 02:46:05,961 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=0.29ms, fps=5296 images/s, loss=1.8065, top1-acc=57.19%, top5-acc=84.26%, remaining_time=0:00:01.450200, arrival_time=2021-04-10 02:46:07.411368, cost_time=0:00:00.483396 2021-04-10 02:46:06,333 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=1.29ms, fps=6888 images/s, loss=1.8036, top1-acc=57.75%, top5-acc=83.52%, remaining_time=0:00:00.855440, arrival_time=2021-04-10 02:46:07.188656, cost_time=0:00:00.855441 2021-04-10 02:46:06,705 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=1.51ms, fps=6886 images/s, loss=1.7804, top1-acc=58.46%, top5-acc=83.66%, remaining_time=0:00:00.409190, arrival_time=2021-04-10 02:46:07.114537, cost_time=0:00:01.227573 2021-04-10 02:46:07,041 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=0.07ms, fps=6906 images/s, loss=1.7856, top1-acc=58.64%, top5-acc=83.49%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:07.041745, cost_time=0:00:01.563998 2021-04-10 02:46:07,564 INFO : Epoch=0080 complete, best val top1-acc=63.78%, top5-acc=86.68% (epoch=79), remaining_time=0:49:56.640000, arrival_time=2021-04-10 03:36:04.204043, cost_time=0:33:17.760032 2021-04-10 02:46:07,564 INFO : Train start, epoch=0081, lr=0.065451 2021-04-10 02:46:08,866 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=0.46ms, fps=1967 images/s, loss=0.7323, top1-acc=79.77%, top5-acc=95.43%, remaining_time=0:00:24.209946, arrival_time=2021-04-10 02:46:33.076321, cost_time=0:00:01.301611 2021-04-10 02:46:10,008 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=1.33ms, fps=2242 images/s, loss=0.7203, top1-acc=80.00%, top5-acc=95.61%, remaining_time=0:00:21.508256, arrival_time=2021-04-10 02:46:31.517180, cost_time=0:00:02.444129 2021-04-10 02:46:11,155 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=1.40ms, fps=2234 images/s, loss=0.7023, top1-acc=80.31%, top5-acc=95.98%, remaining_time=0:00:19.866714, arrival_time=2021-04-10 02:46:31.021788, cost_time=0:00:03.590370 2021-04-10 02:46:12,307 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=1.88ms, fps=2223 images/s, loss=0.7067, top1-acc=80.32%, top5-acc=95.87%, remaining_time=0:00:18.495672, arrival_time=2021-04-10 02:46:30.802903, cost_time=0:00:04.742478 2021-04-10 02:46:13,457 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=1.58ms, fps=2226 images/s, loss=0.7162, top1-acc=80.17%, top5-acc=95.73%, remaining_time=0:00:17.207268, arrival_time=2021-04-10 02:46:30.664928, cost_time=0:00:05.892919 2021-04-10 02:46:14,607 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=2.01ms, fps=2228 images/s, loss=0.7216, top1-acc=80.03%, top5-acc=95.68%, remaining_time=0:00:15.963136, arrival_time=2021-04-10 02:46:30.570415, cost_time=0:00:07.042530 2021-04-10 02:46:15,762 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=1.61ms, fps=2217 images/s, loss=0.7219, top1-acc=80.06%, top5-acc=95.70%, remaining_time=0:00:14.756490, arrival_time=2021-04-10 02:46:30.519272, cost_time=0:00:08.198036 2021-04-10 02:46:16,915 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=1.33ms, fps=2223 images/s, loss=0.7313, top1-acc=79.93%, top5-acc=95.52%, remaining_time=0:00:13.558080, arrival_time=2021-04-10 02:46:30.473206, cost_time=0:00:09.350421 2021-04-10 02:46:18,063 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=1.42ms, fps=2230 images/s, loss=0.7397, top1-acc=79.74%, top5-acc=95.50%, remaining_time=0:00:12.365218, arrival_time=2021-04-10 02:46:30.428692, cost_time=0:00:10.498766 2021-04-10 02:46:19,214 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=1.67ms, fps=2226 images/s, loss=0.7447, top1-acc=79.59%, top5-acc=95.44%, remaining_time=0:00:11.183328, arrival_time=2021-04-10 02:46:30.397316, cost_time=0:00:11.649284 2021-04-10 02:46:20,354 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=1.42ms, fps=2246 images/s, loss=0.7469, top1-acc=79.62%, top5-acc=95.42%, remaining_time=0:00:09.999134, arrival_time=2021-04-10 02:46:30.353529, cost_time=0:00:12.789537 2021-04-10 02:46:21,515 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=2.14ms, fps=2206 images/s, loss=0.7454, top1-acc=79.59%, top5-acc=95.44%, remaining_time=0:00:08.835380, arrival_time=2021-04-10 02:46:30.350734, cost_time=0:00:13.950642 2021-04-10 02:46:22,664 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=1.89ms, fps=2230 images/s, loss=0.7479, top1-acc=79.51%, top5-acc=95.40%, remaining_time=0:00:07.665768, arrival_time=2021-04-10 02:46:30.329707, cost_time=0:00:15.099181 2021-04-10 02:46:23,809 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=1.40ms, fps=2237 images/s, loss=0.7480, top1-acc=79.48%, top5-acc=95.38%, remaining_time=0:00:06.497736, arrival_time=2021-04-10 02:46:30.306806, cost_time=0:00:16.244372 2021-04-10 02:46:24,951 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=1.53ms, fps=2241 images/s, loss=0.7518, top1-acc=79.35%, top5-acc=95.40%, remaining_time=0:00:05.332044, arrival_time=2021-04-10 02:46:30.283816, cost_time=0:00:17.387065 2021-04-10 02:46:26,096 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.47ms, fps=2238 images/s, loss=0.7556, top1-acc=79.23%, top5-acc=95.37%, remaining_time=0:00:04.169556, arrival_time=2021-04-10 02:46:30.265554, cost_time=0:00:18.531295 2021-04-10 02:46:27,240 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=1.54ms, fps=2237 images/s, loss=0.7600, top1-acc=79.12%, top5-acc=95.28%, remaining_time=0:00:03.009292, arrival_time=2021-04-10 02:46:30.250145, cost_time=0:00:19.676151 2021-04-10 02:46:28,384 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=1.70ms, fps=2239 images/s, loss=0.7603, top1-acc=79.14%, top5-acc=95.27%, remaining_time=0:00:01.850656, arrival_time=2021-04-10 02:46:30.235377, cost_time=0:00:20.819878 2021-04-10 02:46:29,534 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=1.22ms, fps=2228 images/s, loss=0.7592, top1-acc=79.17%, top5-acc=95.27%, remaining_time=0:00:00.693780, arrival_time=2021-04-10 02:46:30.228210, cost_time=0:00:21.969674 2021-04-10 02:46:30,151 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=0.08ms, fps=2205 images/s, loss=0.7601, top1-acc=79.13%, top5-acc=95.24%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:30.151895, cost_time=0:00:22.587197 2021-04-10 02:46:30,608 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=6.41ms, fps=5617 images/s, loss=1.4952, top1-acc=63.48%, top5-acc=87.38%, remaining_time=0:00:01.367250, arrival_time=2021-04-10 02:46:31.975871, cost_time=0:00:00.455753 2021-04-10 02:46:30,977 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=1.93ms, fps=6955 images/s, loss=1.5645, top1-acc=62.60%, top5-acc=86.35%, remaining_time=0:00:00.824200, arrival_time=2021-04-10 02:46:31.801244, cost_time=0:00:00.824195 2021-04-10 02:46:31,350 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=0.37ms, fps=6856 images/s, loss=1.5351, top1-acc=62.73%, top5-acc=86.56%, remaining_time=0:00:00.399310, arrival_time=2021-04-10 02:46:31.750086, cost_time=0:00:01.197926 2021-04-10 02:46:31,688 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=0.10ms, fps=6876 images/s, loss=1.5105, top1-acc=63.14%, top5-acc=86.43%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:31.688568, cost_time=0:00:01.535703 2021-04-10 02:46:32,296 INFO : Epoch=0081 complete, best val top1-acc=63.78%, top5-acc=86.68% (epoch=79), remaining_time=0:49:31.316593, arrival_time=2021-04-10 03:36:03.613469, cost_time=0:33:42.492838 2021-04-10 02:46:32,297 INFO : Train start, epoch=0082, lr=0.064702 2021-04-10 02:46:33,624 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=1.76ms, fps=1930 images/s, loss=0.7748, top1-acc=78.28%, top5-acc=96.02%, remaining_time=0:00:24.673272, arrival_time=2021-04-10 02:46:58.297644, cost_time=0:00:01.326515 2021-04-10 02:46:34,769 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=1.95ms, fps=2236 images/s, loss=0.7561, top1-acc=79.57%, top5-acc=95.78%, remaining_time=0:00:21.752016, arrival_time=2021-04-10 02:46:56.521684, cost_time=0:00:02.471821 2021-04-10 02:46:35,917 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=1.43ms, fps=2231 images/s, loss=0.7424, top1-acc=79.87%, top5-acc=95.81%, remaining_time=0:00:20.028564, arrival_time=2021-04-10 02:46:55.945976, cost_time=0:00:03.619621 2021-04-10 02:46:37,065 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=1.77ms, fps=2230 images/s, loss=0.7359, top1-acc=80.00%, top5-acc=95.76%, remaining_time=0:00:18.594264, arrival_time=2021-04-10 02:46:55.659912, cost_time=0:00:04.767770 2021-04-10 02:46:38,215 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=1.36ms, fps=2228 images/s, loss=0.7240, top1-acc=80.34%, top5-acc=95.84%, remaining_time=0:00:17.278370, arrival_time=2021-04-10 02:46:55.493477, cost_time=0:00:05.917241 2021-04-10 02:46:39,364 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=1.50ms, fps=2228 images/s, loss=0.7250, top1-acc=80.29%, top5-acc=95.85%, remaining_time=0:00:16.018624, arrival_time=2021-04-10 02:46:55.383526, cost_time=0:00:07.067034 2021-04-10 02:46:40,508 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=1.36ms, fps=2240 images/s, loss=0.7227, top1-acc=80.28%, top5-acc=95.84%, remaining_time=0:00:14.778540, arrival_time=2021-04-10 02:46:55.286668, cost_time=0:00:08.210270 2021-04-10 02:46:41,654 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=1.36ms, fps=2234 images/s, loss=0.7204, top1-acc=80.31%, top5-acc=95.80%, remaining_time=0:00:13.567128, arrival_time=2021-04-10 02:46:55.221567, cost_time=0:00:09.356606 2021-04-10 02:46:42,799 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=1.58ms, fps=2237 images/s, loss=0.7264, top1-acc=80.17%, top5-acc=95.75%, remaining_time=0:00:12.368716, arrival_time=2021-04-10 02:46:55.168370, cost_time=0:00:10.501782 2021-04-10 02:46:43,939 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=1.39ms, fps=2248 images/s, loss=0.7294, top1-acc=80.07%, top5-acc=95.72%, remaining_time=0:00:11.175552, arrival_time=2021-04-10 02:46:55.114544, cost_time=0:00:11.641203 2021-04-10 02:46:45,094 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=1.80ms, fps=2216 images/s, loss=0.7322, top1-acc=80.02%, top5-acc=95.70%, remaining_time=0:00:10.004810, arrival_time=2021-04-10 02:46:55.099581, cost_time=0:00:12.796870 2021-04-10 02:46:46,252 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=2.06ms, fps=2213 images/s, loss=0.7351, top1-acc=79.93%, top5-acc=95.66%, remaining_time=0:00:08.837660, arrival_time=2021-04-10 02:46:55.089641, cost_time=0:00:13.954190 2021-04-10 02:46:47,394 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=1.44ms, fps=2241 images/s, loss=0.7347, top1-acc=79.96%, top5-acc=95.64%, remaining_time=0:00:07.664646, arrival_time=2021-04-10 02:46:55.059504, cost_time=0:00:15.096996 2021-04-10 02:46:48,558 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=1.40ms, fps=2201 images/s, loss=0.7366, top1-acc=79.88%, top5-acc=95.64%, remaining_time=0:00:06.504344, arrival_time=2021-04-10 02:46:55.063017, cost_time=0:00:16.260845 2021-04-10 02:46:49,708 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.45ms, fps=2228 images/s, loss=0.7407, top1-acc=79.76%, top5-acc=95.60%, remaining_time=0:00:05.339220, arrival_time=2021-04-10 02:46:55.047570, cost_time=0:00:17.410496 2021-04-10 02:46:50,864 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=1.24ms, fps=2216 images/s, loss=0.7423, top1-acc=79.75%, top5-acc=95.57%, remaining_time=0:00:04.177440, arrival_time=2021-04-10 02:46:55.041743, cost_time=0:00:18.566458 2021-04-10 02:46:52,005 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=1.41ms, fps=2245 images/s, loss=0.7426, top1-acc=79.73%, top5-acc=95.58%, remaining_time=0:00:03.014050, arrival_time=2021-04-10 02:46:55.019068, cost_time=0:00:19.707207 2021-04-10 02:46:53,143 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=1.30ms, fps=2250 images/s, loss=0.7438, top1-acc=79.71%, top5-acc=95.54%, remaining_time=0:00:01.852944, arrival_time=2021-04-10 02:46:54.996492, cost_time=0:00:20.845709 2021-04-10 02:46:54,330 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=1.87ms, fps=2159 images/s, loss=0.7474, top1-acc=79.61%, top5-acc=95.48%, remaining_time=0:00:00.695748, arrival_time=2021-04-10 02:46:55.025678, cost_time=0:00:22.031975 2021-04-10 02:46:54,954 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=2.20ms, fps=2179 images/s, loss=0.7495, top1-acc=79.56%, top5-acc=95.45%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:54.954809, cost_time=0:00:22.656967 2021-04-10 02:46:55,447 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=0.42ms, fps=5205 images/s, loss=1.6854, top1-acc=60.55%, top5-acc=83.59%, remaining_time=0:00:01.475430, arrival_time=2021-04-10 02:46:56.923230, cost_time=0:00:00.491809 2021-04-10 02:46:55,819 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=0.20ms, fps=6897 images/s, loss=1.7298, top1-acc=59.90%, top5-acc=83.22%, remaining_time=0:00:00.863680, arrival_time=2021-04-10 02:46:56.683250, cost_time=0:00:00.863673 2021-04-10 02:46:56,193 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=1.40ms, fps=6850 images/s, loss=1.7337, top1-acc=59.78%, top5-acc=83.41%, remaining_time=0:00:00.412570, arrival_time=2021-04-10 02:46:56.606191, cost_time=0:00:01.237724 2021-04-10 02:46:56,541 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=0.10ms, fps=6687 images/s, loss=1.7568, top1-acc=59.64%, top5-acc=83.35%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:56.540942, cost_time=0:00:01.585007 2021-04-10 02:46:57,050 INFO : Epoch=0082 complete, best val top1-acc=63.78%, top5-acc=86.68% (epoch=79), remaining_time=0:49:06.037206, arrival_time=2021-04-10 03:36:03.087447, cost_time=0:34:07.246199 2021-04-10 02:46:57,050 INFO : Train start, epoch=0083, lr=0.063950 2021-04-10 02:46:58,390 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=0.27ms, fps=1911 images/s, loss=0.7320, top1-acc=80.59%, top5-acc=95.27%, remaining_time=0:00:24.913398, arrival_time=2021-04-10 02:47:23.303804, cost_time=0:00:01.339430 2021-04-10 02:46:59,543 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=2.02ms, fps=2221 images/s, loss=0.7078, top1-acc=80.88%, top5-acc=95.68%, remaining_time=0:00:21.933296, arrival_time=2021-04-10 02:47:21.476764, cost_time=0:00:02.492426 2021-04-10 02:47:00,716 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=2.11ms, fps=2183 images/s, loss=0.7151, top1-acc=80.86%, top5-acc=95.53%, remaining_time=0:00:20.284038, arrival_time=2021-04-10 02:47:21.000748, cost_time=0:00:03.665784 2021-04-10 02:47:01,860 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=1.47ms, fps=2239 images/s, loss=0.7116, top1-acc=80.93%, top5-acc=95.63%, remaining_time=0:00:18.757752, arrival_time=2021-04-10 02:47:20.618402, cost_time=0:00:04.809660 2021-04-10 02:47:03,009 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.87ms, fps=2230 images/s, loss=0.7144, top1-acc=80.87%, top5-acc=95.64%, remaining_time=0:00:17.398382, arrival_time=2021-04-10 02:47:20.407698, cost_time=0:00:05.958333 2021-04-10 02:47:04,163 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=2.20ms, fps=2219 images/s, loss=0.7154, top1-acc=80.78%, top5-acc=95.80%, remaining_time=0:00:16.121984, arrival_time=2021-04-10 02:47:20.285607, cost_time=0:00:07.112657 2021-04-10 02:47:05,313 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=1.54ms, fps=2227 images/s, loss=0.7147, top1-acc=80.71%, top5-acc=95.84%, remaining_time=0:00:14.872788, arrival_time=2021-04-10 02:47:20.186406, cost_time=0:00:08.262677 2021-04-10 02:47:06,457 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=1.54ms, fps=2239 images/s, loss=0.7130, top1-acc=80.59%, top5-acc=95.89%, remaining_time=0:00:13.639512, arrival_time=2021-04-10 02:47:20.096960, cost_time=0:00:09.406547 2021-04-10 02:47:07,605 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=1.83ms, fps=2231 images/s, loss=0.7152, top1-acc=80.44%, top5-acc=95.85%, remaining_time=0:00:12.430514, arrival_time=2021-04-10 02:47:20.035736, cost_time=0:00:10.554242 2021-04-10 02:47:08,750 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=1.36ms, fps=2237 images/s, loss=0.7207, top1-acc=80.20%, top5-acc=95.84%, remaining_time=0:00:11.231136, arrival_time=2021-04-10 02:47:19.981214, cost_time=0:00:11.699118 2021-04-10 02:47:09,894 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=1.59ms, fps=2238 images/s, loss=0.7277, top1-acc=80.10%, top5-acc=95.76%, remaining_time=0:00:10.041446, arrival_time=2021-04-10 02:47:19.936156, cost_time=0:00:12.843660 2021-04-10 02:47:11,038 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=1.53ms, fps=2239 images/s, loss=0.7309, top1-acc=80.06%, top5-acc=95.73%, remaining_time=0:00:08.858788, arrival_time=2021-04-10 02:47:19.897327, cost_time=0:00:13.987597 2021-04-10 02:47:12,180 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=1.42ms, fps=2244 images/s, loss=0.7339, top1-acc=79.89%, top5-acc=95.70%, remaining_time=0:00:07.680948, arrival_time=2021-04-10 02:47:19.860984, cost_time=0:00:15.129123 2021-04-10 02:47:13,320 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=1.48ms, fps=2245 images/s, loss=0.7360, top1-acc=79.76%, top5-acc=95.71%, remaining_time=0:00:06.507872, arrival_time=2021-04-10 02:47:19.828468, cost_time=0:00:16.269677 2021-04-10 02:47:14,467 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=1.68ms, fps=2233 images/s, loss=0.7367, top1-acc=79.79%, top5-acc=95.67%, remaining_time=0:00:05.341014, arrival_time=2021-04-10 02:47:19.808346, cost_time=0:00:17.416340 2021-04-10 02:47:15,615 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=1.39ms, fps=2231 images/s, loss=0.7391, top1-acc=79.74%, top5-acc=95.66%, remaining_time=0:00:04.177008, arrival_time=2021-04-10 02:47:19.792406, cost_time=0:00:18.564423 2021-04-10 02:47:16,765 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=1.44ms, fps=2227 images/s, loss=0.7407, top1-acc=79.70%, top5-acc=95.64%, remaining_time=0:00:03.015142, arrival_time=2021-04-10 02:47:19.780515, cost_time=0:00:19.714459 2021-04-10 02:47:17,913 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=1.41ms, fps=2231 images/s, loss=0.7434, top1-acc=79.65%, top5-acc=95.59%, remaining_time=0:00:01.854432, arrival_time=2021-04-10 02:47:19.767783, cost_time=0:00:20.862389 2021-04-10 02:47:19,061 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.42ms, fps=2230 images/s, loss=0.7451, top1-acc=79.59%, top5-acc=95.58%, remaining_time=0:00:00.695082, arrival_time=2021-04-10 02:47:19.756919, cost_time=0:00:22.010840 2021-04-10 02:47:19,679 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=1.26ms, fps=2204 images/s, loss=0.7465, top1-acc=79.56%, top5-acc=95.56%, remaining_time=0:00:00, arrival_time=2021-04-10 02:47:19.679315, cost_time=0:00:22.628407 2021-04-10 02:47:20,131 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=1.33ms, fps=5669 images/s, loss=1.6907, top1-acc=60.51%, top5-acc=84.37%, remaining_time=0:00:01.354710, arrival_time=2021-04-10 02:47:21.486600, cost_time=0:00:00.451574 2021-04-10 02:47:20,504 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=1.35ms, fps=6873 images/s, loss=1.6453, top1-acc=61.87%, top5-acc=84.80%, remaining_time=0:00:00.824400, arrival_time=2021-04-10 02:47:21.329143, cost_time=0:00:00.824403 2021-04-10 02:47:20,874 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=1.29ms, fps=6936 images/s, loss=1.6685, top1-acc=61.47%, top5-acc=84.56%, remaining_time=0:00:00.397990, arrival_time=2021-04-10 02:47:21.272290, cost_time=0:00:01.193969 2021-04-10 02:47:21,208 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=0.06ms, fps=6946 images/s, loss=1.6627, top1-acc=61.16%, top5-acc=84.38%, remaining_time=0:00:00, arrival_time=2021-04-10 02:47:21.208685, cost_time=0:00:01.528418 2021-04-10 02:47:21,689 INFO : Epoch=0083 complete, best val top1-acc=63.78%, top5-acc=86.68% (epoch=79), remaining_time=0:48:40.609809, arrival_time=2021-04-10 03:36:02.299453, cost_time=0:34:31.885622 2021-04-10 02:47:21,690 INFO : Train start, epoch=0084, lr=0.063194 2021-04-10 02:47:23,006 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=1.52ms, fps=1945 images/s, loss=0.6648, top1-acc=80.78%, top5-acc=96.64%, remaining_time=0:00:24.484854, arrival_time=2021-04-10 02:47:47.491666, cost_time=0:00:01.316386 2021-04-10 02:47:24,150 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=1.49ms, fps=2241 images/s, loss=0.6403, top1-acc=81.82%, top5-acc=96.99%, remaining_time=0:00:21.645184, arrival_time=2021-04-10 02:47:45.795329, cost_time=0:00:02.459672 2021-04-10 02:47:25,297 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=1.72ms, fps=2233 images/s, loss=0.6474, top1-acc=81.67%, top5-acc=96.78%, remaining_time=0:00:19.959010, arrival_time=2021-04-10 02:47:45.256448, cost_time=0:00:03.607043 2021-04-10 02:47:26,451 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=1.91ms, fps=2220 images/s, loss=0.6627, top1-acc=81.55%, top5-acc=96.41%, remaining_time=0:00:18.567744, arrival_time=2021-04-10 02:47:45.019008, cost_time=0:00:04.760950 2021-04-10 02:47:27,597 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=1.40ms, fps=2235 images/s, loss=0.6692, top1-acc=81.34%, top5-acc=96.34%, remaining_time=0:00:17.248586, arrival_time=2021-04-10 02:47:44.846005, cost_time=0:00:05.907040 2021-04-10 02:47:28,742 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=1.35ms, fps=2236 images/s, loss=0.6760, top1-acc=81.15%, top5-acc=96.22%, remaining_time=0:00:15.985440, arrival_time=2021-04-10 02:47:44.728217, cost_time=0:00:07.052425 2021-04-10 02:47:29,884 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=1.39ms, fps=2243 images/s, loss=0.6823, top1-acc=81.02%, top5-acc=96.14%, remaining_time=0:00:14.749686, arrival_time=2021-04-10 02:47:44.634406, cost_time=0:00:08.194274 2021-04-10 02:47:31,028 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.54ms, fps=2240 images/s, loss=0.6893, top1-acc=80.87%, top5-acc=96.11%, remaining_time=0:00:13.540332, arrival_time=2021-04-10 02:47:44.568812, cost_time=0:00:09.338123 2021-04-10 02:47:32,179 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.58ms, fps=2227 images/s, loss=0.6942, top1-acc=80.78%, top5-acc=96.00%, remaining_time=0:00:12.353134, arrival_time=2021-04-10 02:47:44.532019, cost_time=0:00:10.488474 2021-04-10 02:47:33,332 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.44ms, fps=2220 images/s, loss=0.7062, top1-acc=80.43%, top5-acc=95.88%, remaining_time=0:00:11.176512, arrival_time=2021-04-10 02:47:44.508975, cost_time=0:00:11.642154 2021-04-10 02:47:34,488 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=1.70ms, fps=2215 images/s, loss=0.7115, top1-acc=80.25%, top5-acc=95.79%, remaining_time=0:00:10.005756, arrival_time=2021-04-10 02:47:44.494218, cost_time=0:00:12.798104 2021-04-10 02:47:35,638 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=1.39ms, fps=2227 images/s, loss=0.7132, top1-acc=80.26%, top5-acc=95.75%, remaining_time=0:00:08.833708, arrival_time=2021-04-10 02:47:44.472015, cost_time=0:00:13.947986 2021-04-10 02:47:36,781 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=1.61ms, fps=2241 images/s, loss=0.7122, top1-acc=80.24%, top5-acc=95.77%, remaining_time=0:00:07.661544, arrival_time=2021-04-10 02:47:44.442773, cost_time=0:00:15.090866 2021-04-10 02:47:37,926 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=1.41ms, fps=2237 images/s, loss=0.7116, top1-acc=80.27%, top5-acc=95.73%, remaining_time=0:00:06.494320, arrival_time=2021-04-10 02:47:44.420464, cost_time=0:00:16.235748 2021-04-10 02:47:39,073 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=1.39ms, fps=2231 images/s, loss=0.7133, top1-acc=80.23%, top5-acc=95.70%, remaining_time=0:00:05.330986, arrival_time=2021-04-10 02:47:44.404906, cost_time=0:00:17.383601 2021-04-10 02:47:40,214 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=1.45ms, fps=2245 images/s, loss=0.7164, top1-acc=80.10%, top5-acc=95.70%, remaining_time=0:00:04.167972, arrival_time=2021-04-10 02:47:44.382529, cost_time=0:00:18.524255 2021-04-10 02:47:41,355 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=1.99ms, fps=2244 images/s, loss=0.7186, top1-acc=80.04%, top5-acc=95.68%, remaining_time=0:00:03.007628, arrival_time=2021-04-10 02:47:44.363299, cost_time=0:00:19.665251 2021-04-10 02:47:42,506 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=1.75ms, fps=2225 images/s, loss=0.7186, top1-acc=80.00%, top5-acc=95.67%, remaining_time=0:00:01.850352, arrival_time=2021-04-10 02:47:44.357171, cost_time=0:00:20.816489 2021-04-10 02:47:43,650 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=1.20ms, fps=2241 images/s, loss=0.7218, top1-acc=79.92%, top5-acc=95.64%, remaining_time=0:00:00.693462, arrival_time=2021-04-10 02:47:44.343397, cost_time=0:00:21.959582 2021-04-10 02:47:44,270 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=1.72ms, fps=2195 images/s, loss=0.7263, top1-acc=79.87%, top5-acc=95.61%, remaining_time=0:00:00, arrival_time=2021-04-10 02:47:44.270147, cost_time=0:00:22.579806 2021-04-10 02:47:44,747 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=0.19ms, fps=5383 images/s, loss=1.8503, top1-acc=57.27%, top5-acc=83.12%, remaining_time=0:00:01.426740, arrival_time=2021-04-10 02:47:46.173719, cost_time=0:00:00.475582 2021-04-10 02:47:45,122 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=2.01ms, fps=6827 images/s, loss=1.8315, top1-acc=58.14%, top5-acc=83.18%, remaining_time=0:00:00.850880, arrival_time=2021-04-10 02:47:45.973208, cost_time=0:00:00.850889 2021-04-10 02:47:45,499 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=1.34ms, fps=6789 images/s, loss=1.8603, top1-acc=57.84%, top5-acc=82.81%, remaining_time=0:00:00.409490, arrival_time=2021-04-10 02:47:45.909347, cost_time=0:00:01.228458 2021-04-10 02:47:45,840 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=0.15ms, fps=6826 images/s, loss=1.8647, top1-acc=57.80%, top5-acc=83.01%, remaining_time=0:00:00, arrival_time=2021-04-10 02:47:45.840160, cost_time=0:00:01.568681 2021-04-10 02:47:46,364 INFO : Epoch=0084 complete, best val top1-acc=63.78%, top5-acc=86.68% (epoch=79), remaining_time=0:48:15.249684, arrival_time=2021-04-10 03:36:01.613828, cost_time=0:34:56.560119 2021-04-10 02:47:46,364 INFO : Train start, epoch=0085, lr=0.062434 2021-04-10 02:47:47,703 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=0.47ms, fps=1912 images/s, loss=0.7326, top1-acc=80.16%, top5-acc=95.66%, remaining_time=0:00:24.897402, arrival_time=2021-04-10 02:48:12.600894, cost_time=0:00:01.338573 2021-04-10 02:47:48,844 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=1.45ms, fps=2246 images/s, loss=0.7012, top1-acc=80.86%, top5-acc=95.80%, remaining_time=0:00:21.814320, arrival_time=2021-04-10 02:48:10.658321, cost_time=0:00:02.478908 2021-04-10 02:47:49,988 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=1.36ms, fps=2238 images/s, loss=0.6961, top1-acc=80.79%, top5-acc=95.85%, remaining_time=0:00:20.051306, arrival_time=2021-04-10 02:48:10.039932, cost_time=0:00:03.623728 2021-04-10 02:47:51,140 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=2.20ms, fps=2224 images/s, loss=0.6982, top1-acc=80.62%, top5-acc=95.95%, remaining_time=0:00:18.623436, arrival_time=2021-04-10 02:48:09.763589, cost_time=0:00:04.775236 2021-04-10 02:47:52,286 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=1.41ms, fps=2234 images/s, loss=0.6828, top1-acc=80.86%, top5-acc=96.12%, remaining_time=0:00:17.291364, arrival_time=2021-04-10 02:48:09.577935, cost_time=0:00:05.921725 2021-04-10 02:47:53,434 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=1.43ms, fps=2230 images/s, loss=0.6732, top1-acc=81.17%, top5-acc=96.26%, remaining_time=0:00:16.025152, arrival_time=2021-04-10 02:48:09.460027, cost_time=0:00:07.069939 2021-04-10 02:47:54,577 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=1.39ms, fps=2242 images/s, loss=0.6781, top1-acc=81.05%, top5-acc=96.24%, remaining_time=0:00:14.782572, arrival_time=2021-04-10 02:48:09.359928, cost_time=0:00:08.212513 2021-04-10 02:47:55,730 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=1.69ms, fps=2221 images/s, loss=0.6844, top1-acc=80.85%, top5-acc=96.15%, remaining_time=0:00:13.579656, arrival_time=2021-04-10 02:48:09.309895, cost_time=0:00:09.365309 2021-04-10 02:47:56,872 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=1.44ms, fps=2242 images/s, loss=0.6908, top1-acc=80.67%, top5-acc=96.06%, remaining_time=0:00:12.375712, arrival_time=2021-04-10 02:48:09.248295, cost_time=0:00:10.507720 2021-04-10 02:47:58,016 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=1.38ms, fps=2239 images/s, loss=0.6958, top1-acc=80.53%, top5-acc=95.98%, remaining_time=0:00:11.185440, arrival_time=2021-04-10 02:48:09.201867, cost_time=0:00:11.651470 2021-04-10 02:47:59,162 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=1.73ms, fps=2235 images/s, loss=0.6966, top1-acc=80.50%, top5-acc=95.99%, remaining_time=0:00:10.005412, arrival_time=2021-04-10 02:48:09.167956, cost_time=0:00:12.797629 2021-04-10 02:48:00,326 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=1.47ms, fps=2201 images/s, loss=0.6989, top1-acc=80.45%, top5-acc=95.98%, remaining_time=0:00:08.842144, arrival_time=2021-04-10 02:48:09.168272, cost_time=0:00:13.961279 2021-04-10 02:48:01,473 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=1.67ms, fps=2233 images/s, loss=0.7006, top1-acc=80.43%, top5-acc=95.98%, remaining_time=0:00:07.670388, arrival_time=2021-04-10 02:48:09.143615, cost_time=0:00:15.108312 2021-04-10 02:48:02,613 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=1.55ms, fps=2246 images/s, loss=0.7062, top1-acc=80.33%, top5-acc=95.94%, remaining_time=0:00:06.499416, arrival_time=2021-04-10 02:48:09.112873, cost_time=0:00:16.248566 2021-04-10 02:48:03,764 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=2.31ms, fps=2225 images/s, loss=0.7079, top1-acc=80.31%, top5-acc=95.92%, remaining_time=0:00:05.335862, arrival_time=2021-04-10 02:48:09.100288, cost_time=0:00:17.399576 2021-04-10 02:48:04,920 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=1.36ms, fps=2216 images/s, loss=0.7126, top1-acc=80.20%, top5-acc=95.88%, remaining_time=0:00:04.174992, arrival_time=2021-04-10 02:48:09.095350, cost_time=0:00:18.555453 2021-04-10 02:48:06,069 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=1.59ms, fps=2230 images/s, loss=0.7143, top1-acc=80.17%, top5-acc=95.83%, remaining_time=0:00:03.013556, arrival_time=2021-04-10 02:48:09.082503, cost_time=0:00:19.704081 2021-04-10 02:48:07,210 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=1.50ms, fps=2243 images/s, loss=0.7139, top1-acc=80.21%, top5-acc=95.84%, remaining_time=0:00:01.852960, arrival_time=2021-04-10 02:48:09.063617, cost_time=0:00:20.845819 2021-04-10 02:48:08,352 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=1.22ms, fps=2242 images/s, loss=0.7194, top1-acc=80.12%, top5-acc=95.77%, remaining_time=0:00:00.694356, arrival_time=2021-04-10 02:48:09.047201, cost_time=0:00:21.988003 2021-04-10 02:48:08,968 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=1.32ms, fps=2211 images/s, loss=0.7214, top1-acc=80.06%, top5-acc=95.75%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:08.968326, cost_time=0:00:22.603472 2021-04-10 02:48:09,452 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=0.45ms, fps=5305 images/s, loss=1.6668, top1-acc=61.84%, top5-acc=84.41%, remaining_time=0:00:01.447500, arrival_time=2021-04-10 02:48:10.899798, cost_time=0:00:00.482495 2021-04-10 02:48:09,828 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=1.29ms, fps=6818 images/s, loss=1.7264, top1-acc=60.23%, top5-acc=84.04%, remaining_time=0:00:00.858640, arrival_time=2021-04-10 02:48:10.686937, cost_time=0:00:00.858638 2021-04-10 02:48:10,202 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=1.28ms, fps=6857 images/s, loss=1.7469, top1-acc=59.78%, top5-acc=83.96%, remaining_time=0:00:00.410760, arrival_time=2021-04-10 02:48:10.612740, cost_time=0:00:01.232284 2021-04-10 02:48:10,545 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=0.07ms, fps=6765 images/s, loss=1.7453, top1-acc=59.70%, top5-acc=83.60%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:10.545343, cost_time=0:00:01.575638 2021-04-10 02:48:11,043 INFO : Epoch=0085 complete, best val top1-acc=63.78%, top5-acc=86.68% (epoch=79), remaining_time=0:47:49.912400, arrival_time=2021-04-10 03:36:00.956118, cost_time=0:35:21.239630 2021-04-10 02:48:11,044 INFO : Train start, epoch=0086, lr=0.061672 2021-04-10 02:48:12,398 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=0.25ms, fps=1892 images/s, loss=0.7000, top1-acc=80.94%, top5-acc=96.17%, remaining_time=0:00:25.165614, arrival_time=2021-04-10 02:48:37.563559, cost_time=0:00:01.352990 2021-04-10 02:48:13,543 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=1.84ms, fps=2237 images/s, loss=0.6897, top1-acc=80.98%, top5-acc=96.21%, remaining_time=0:00:21.988208, arrival_time=2021-04-10 02:48:35.531704, cost_time=0:00:02.498667 2021-04-10 02:48:14,689 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=1.77ms, fps=2235 images/s, loss=0.6812, top1-acc=81.12%, top5-acc=96.26%, remaining_time=0:00:20.166344, arrival_time=2021-04-10 02:48:34.855743, cost_time=0:00:03.644518 2021-04-10 02:48:15,842 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.30ms, fps=2222 images/s, loss=0.6794, top1-acc=81.47%, top5-acc=96.26%, remaining_time=0:00:18.709860, arrival_time=2021-04-10 02:48:34.552160, cost_time=0:00:04.797392 2021-04-10 02:48:16,992 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=1.76ms, fps=2228 images/s, loss=0.6760, top1-acc=81.66%, top5-acc=96.31%, remaining_time=0:00:17.366700, arrival_time=2021-04-10 02:48:34.359028, cost_time=0:00:05.947491 2021-04-10 02:48:18,134 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.55ms, fps=2242 images/s, loss=0.6800, top1-acc=81.64%, top5-acc=96.24%, remaining_time=0:00:16.069896, arrival_time=2021-04-10 02:48:34.204355, cost_time=0:00:07.089684 2021-04-10 02:48:19,282 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=1.68ms, fps=2230 images/s, loss=0.6790, top1-acc=81.64%, top5-acc=96.24%, remaining_time=0:00:14.828310, arrival_time=2021-04-10 02:48:34.111109, cost_time=0:00:08.237960 2021-04-10 02:48:20,426 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=1.36ms, fps=2239 images/s, loss=0.6789, top1-acc=81.63%, top5-acc=96.18%, remaining_time=0:00:13.603784, arrival_time=2021-04-10 02:48:34.030509, cost_time=0:00:09.381956 2021-04-10 02:48:21,569 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=1.48ms, fps=2241 images/s, loss=0.6813, top1-acc=81.50%, top5-acc=96.15%, remaining_time=0:00:12.395852, arrival_time=2021-04-10 02:48:33.965538, cost_time=0:00:10.524811 2021-04-10 02:48:22,713 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=1.38ms, fps=2239 images/s, loss=0.6850, top1-acc=81.43%, top5-acc=96.08%, remaining_time=0:00:11.202048, arrival_time=2021-04-10 02:48:33.915582, cost_time=0:00:11.668766 2021-04-10 02:48:23,856 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.53ms, fps=2241 images/s, loss=0.6874, top1-acc=81.36%, top5-acc=96.03%, remaining_time=0:00:10.016076, arrival_time=2021-04-10 02:48:33.872203, cost_time=0:00:12.811290 2021-04-10 02:48:25,006 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=1.52ms, fps=2227 images/s, loss=0.6886, top1-acc=81.30%, top5-acc=96.00%, remaining_time=0:00:08.842068, arrival_time=2021-04-10 02:48:33.848003, cost_time=0:00:13.961135 2021-04-10 02:48:26,148 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=1.52ms, fps=2242 images/s, loss=0.6897, top1-acc=81.22%, top5-acc=95.99%, remaining_time=0:00:07.668078, arrival_time=2021-04-10 02:48:33.816573, cost_time=0:00:15.103727 2021-04-10 02:48:27,291 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=1.52ms, fps=2241 images/s, loss=0.6944, top1-acc=81.09%, top5-acc=95.93%, remaining_time=0:00:06.498688, arrival_time=2021-04-10 02:48:33.790195, cost_time=0:00:16.246692 2021-04-10 02:48:28,438 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=1.54ms, fps=2232 images/s, loss=0.6963, top1-acc=81.04%, top5-acc=95.89%, remaining_time=0:00:05.334160, arrival_time=2021-04-10 02:48:33.772915, cost_time=0:00:17.393953 2021-04-10 02:48:29,583 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=1.55ms, fps=2237 images/s, loss=0.6964, top1-acc=81.04%, top5-acc=95.87%, remaining_time=0:00:04.171212, arrival_time=2021-04-10 02:48:33.754664, cost_time=0:00:18.538677 2021-04-10 02:48:30,727 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=2.28ms, fps=2239 images/s, loss=0.6967, top1-acc=80.97%, top5-acc=95.87%, remaining_time=0:00:03.010280, arrival_time=2021-04-10 02:48:33.737786, cost_time=0:00:19.682680 2021-04-10 02:48:31,876 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=1.63ms, fps=2230 images/s, loss=0.7002, top1-acc=80.88%, top5-acc=95.82%, remaining_time=0:00:01.851680, arrival_time=2021-04-10 02:48:33.727978, cost_time=0:00:20.831451 2021-04-10 02:48:33,032 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=1.57ms, fps=2216 images/s, loss=0.7017, top1-acc=80.83%, top5-acc=95.80%, remaining_time=0:00:00.694338, arrival_time=2021-04-10 02:48:33.726581, cost_time=0:00:21.987421 2021-04-10 02:48:33,653 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=1.69ms, fps=2191 images/s, loss=0.7038, top1-acc=80.81%, top5-acc=95.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:33.653543, cost_time=0:00:22.608764 2021-04-10 02:48:34,141 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=0.30ms, fps=5259 images/s, loss=1.6038, top1-acc=62.58%, top5-acc=85.86%, remaining_time=0:00:01.460190, arrival_time=2021-04-10 02:48:35.601730, cost_time=0:00:00.486730 2021-04-10 02:48:34,511 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=1.39ms, fps=6932 images/s, loss=1.5993, top1-acc=62.89%, top5-acc=86.11%, remaining_time=0:00:00.856520, arrival_time=2021-04-10 02:48:35.367788, cost_time=0:00:00.856513 2021-04-10 02:48:34,883 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=1.52ms, fps=6886 images/s, loss=1.5984, top1-acc=62.94%, top5-acc=85.77%, remaining_time=0:00:00.409550, arrival_time=2021-04-10 02:48:35.292957, cost_time=0:00:01.228658 2021-04-10 02:48:35,220 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.07ms, fps=6881 images/s, loss=1.5877, top1-acc=63.27%, top5-acc=85.76%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:35.220869, cost_time=0:00:01.566161 2021-04-10 02:48:35,756 INFO : Epoch=0086 complete, best val top1-acc=63.78%, top5-acc=86.68% (epoch=79), remaining_time=0:47:24.635160, arrival_time=2021-04-10 03:36:00.392031, cost_time=0:35:45.952850 2021-04-10 02:48:35,757 INFO : Train start, epoch=0087, lr=0.060907 2021-04-10 02:48:37,096 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=1.56ms, fps=1912 images/s, loss=0.6612, top1-acc=81.56%, top5-acc=96.13%, remaining_time=0:00:24.905772, arrival_time=2021-04-10 02:49:02.002414, cost_time=0:00:01.339024 2021-04-10 02:48:38,238 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=1.46ms, fps=2243 images/s, loss=0.6513, top1-acc=81.76%, top5-acc=96.37%, remaining_time=0:00:21.830512, arrival_time=2021-04-10 02:49:00.068804, cost_time=0:00:02.480749 2021-04-10 02:48:39,382 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=1.39ms, fps=2238 images/s, loss=0.6589, top1-acc=81.25%, top5-acc=96.34%, remaining_time=0:00:20.059606, arrival_time=2021-04-10 02:48:59.442424, cost_time=0:00:03.625242 2021-04-10 02:48:40,528 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=1.38ms, fps=2236 images/s, loss=0.6551, top1-acc=81.25%, top5-acc=96.34%, remaining_time=0:00:18.606276, arrival_time=2021-04-10 02:48:59.134680, cost_time=0:00:04.770850 2021-04-10 02:48:41,676 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=2.11ms, fps=2232 images/s, loss=0.6597, top1-acc=81.36%, top5-acc=96.29%, remaining_time=0:00:17.281582, arrival_time=2021-04-10 02:48:58.957555, cost_time=0:00:05.918356 2021-04-10 02:48:42,821 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=1.35ms, fps=2236 images/s, loss=0.6642, top1-acc=81.40%, top5-acc=96.32%, remaining_time=0:00:16.011280, arrival_time=2021-04-10 02:48:58.832610, cost_time=0:00:07.063771 2021-04-10 02:48:43,962 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=1.50ms, fps=2245 images/s, loss=0.6734, top1-acc=81.24%, top5-acc=96.24%, remaining_time=0:00:14.768334, arrival_time=2021-04-10 02:48:58.730490, cost_time=0:00:08.204620 2021-04-10 02:48:45,106 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=1.48ms, fps=2239 images/s, loss=0.6723, top1-acc=81.36%, top5-acc=96.20%, remaining_time=0:00:13.555412, arrival_time=2021-04-10 02:48:58.661526, cost_time=0:00:09.348565 2021-04-10 02:48:46,247 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=1.57ms, fps=2243 images/s, loss=0.6766, top1-acc=81.25%, top5-acc=96.20%, remaining_time=0:00:12.355360, arrival_time=2021-04-10 02:48:58.603265, cost_time=0:00:10.490370 2021-04-10 02:48:47,393 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=1.86ms, fps=2235 images/s, loss=0.6831, top1-acc=81.03%, top5-acc=96.16%, remaining_time=0:00:11.170464, arrival_time=2021-04-10 02:48:58.563934, cost_time=0:00:11.635925 2021-04-10 02:48:48,533 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=1.55ms, fps=2247 images/s, loss=0.6855, top1-acc=80.97%, top5-acc=96.12%, remaining_time=0:00:09.988040, arrival_time=2021-04-10 02:48:58.521138, cost_time=0:00:12.775450 2021-04-10 02:48:49,693 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=1.49ms, fps=2208 images/s, loss=0.6897, top1-acc=80.88%, top5-acc=96.11%, remaining_time=0:00:08.825728, arrival_time=2021-04-10 02:48:58.518685, cost_time=0:00:13.935407 2021-04-10 02:48:50,835 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=1.49ms, fps=2242 images/s, loss=0.6909, top1-acc=80.84%, top5-acc=96.13%, remaining_time=0:00:07.654746, arrival_time=2021-04-10 02:48:58.489810, cost_time=0:00:15.077525 2021-04-10 02:48:51,984 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=1.45ms, fps=2229 images/s, loss=0.6927, top1-acc=80.70%, top5-acc=96.09%, remaining_time=0:00:06.490568, arrival_time=2021-04-10 02:48:58.474528, cost_time=0:00:16.226423 2021-04-10 02:48:53,125 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=1.67ms, fps=2244 images/s, loss=0.6945, top1-acc=80.72%, top5-acc=96.06%, remaining_time=0:00:05.326018, arrival_time=2021-04-10 02:48:58.451067, cost_time=0:00:17.367501 2021-04-10 02:48:54,279 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=2.60ms, fps=2219 images/s, loss=0.6962, top1-acc=80.70%, top5-acc=96.04%, remaining_time=0:00:04.167324, arrival_time=2021-04-10 02:48:58.446299, cost_time=0:00:18.521409 2021-04-10 02:48:55,431 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=1.60ms, fps=2222 images/s, loss=0.7012, top1-acc=80.58%, top5-acc=96.03%, remaining_time=0:00:03.008928, arrival_time=2021-04-10 02:48:58.440344, cost_time=0:00:19.673742 2021-04-10 02:48:56,577 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=2.04ms, fps=2235 images/s, loss=0.7029, top1-acc=80.54%, top5-acc=96.00%, remaining_time=0:00:01.850672, arrival_time=2021-04-10 02:48:58.428275, cost_time=0:00:20.820044 2021-04-10 02:48:57,723 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.45ms, fps=2235 images/s, loss=0.7041, top1-acc=80.50%, top5-acc=95.99%, remaining_time=0:00:00.693660, arrival_time=2021-04-10 02:48:58.417112, cost_time=0:00:21.965893 2021-04-10 02:48:58,343 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=1.88ms, fps=2194 images/s, loss=0.7052, top1-acc=80.49%, top5-acc=95.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:58.343824, cost_time=0:00:22.586295 2021-04-10 02:48:58,800 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=3.66ms, fps=5624 images/s, loss=1.5754, top1-acc=63.75%, top5-acc=86.41%, remaining_time=0:00:01.365480, arrival_time=2021-04-10 02:49:00.165463, cost_time=0:00:00.455165 2021-04-10 02:48:59,172 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=1.34ms, fps=6877 images/s, loss=1.5334, top1-acc=64.47%, top5-acc=86.56%, remaining_time=0:00:00.827920, arrival_time=2021-04-10 02:49:00.000604, cost_time=0:00:00.827923 2021-04-10 02:48:59,546 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=1.90ms, fps=6863 images/s, loss=1.5712, top1-acc=63.79%, top5-acc=85.96%, remaining_time=0:00:00.400410, arrival_time=2021-04-10 02:48:59.946490, cost_time=0:00:01.201243 2021-04-10 02:48:59,889 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=0.09ms, fps=6772 images/s, loss=1.5742, top1-acc=63.86%, top5-acc=85.86%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:59.889170, cost_time=0:00:01.544398 2021-04-10 02:49:00,970 INFO : Epoch=0087 complete, best val top1-acc=63.86%, top5-acc=85.86% (epoch=87), remaining_time=0:47:00.020429, arrival_time=2021-04-10 03:36:00.990636, cost_time=0:36:11.166181 2021-04-10 02:49:00,970 INFO : Train start, epoch=0088, lr=0.060139 2021-04-10 02:49:02,306 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=1.48ms, fps=1917 images/s, loss=0.6596, top1-acc=82.34%, top5-acc=96.33%, remaining_time=0:00:24.836580, arrival_time=2021-04-10 02:49:27.142731, cost_time=0:00:01.335302 2021-04-10 02:49:03,456 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=1.54ms, fps=2226 images/s, loss=0.6761, top1-acc=82.01%, top5-acc=96.13%, remaining_time=0:00:21.873808, arrival_time=2021-04-10 02:49:25.330346, cost_time=0:00:02.485660 2021-04-10 02:49:04,611 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.39ms, fps=2217 images/s, loss=0.6621, top1-acc=82.11%, top5-acc=96.46%, remaining_time=0:00:20.146922, arrival_time=2021-04-10 02:49:24.758835, cost_time=0:00:03.640998 2021-04-10 02:49:05,758 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=1.64ms, fps=2234 images/s, loss=0.6516, top1-acc=82.32%, top5-acc=96.51%, remaining_time=0:00:18.670860, arrival_time=2021-04-10 02:49:24.429167, cost_time=0:00:04.787385 2021-04-10 02:49:06,901 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=1.92ms, fps=2241 images/s, loss=0.6536, top1-acc=82.32%, top5-acc=96.42%, remaining_time=0:00:17.316914, arrival_time=2021-04-10 02:49:24.218262, cost_time=0:00:05.930464 2021-04-10 02:49:08,052 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=2.12ms, fps=2225 images/s, loss=0.6527, top1-acc=82.21%, top5-acc=96.44%, remaining_time=0:00:16.051672, arrival_time=2021-04-10 02:49:24.104251, cost_time=0:00:07.081646 2021-04-10 02:49:09,203 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=2.01ms, fps=2227 images/s, loss=0.6524, top1-acc=82.18%, top5-acc=96.46%, remaining_time=0:00:14.817600, arrival_time=2021-04-10 02:49:24.020532, cost_time=0:00:08.231978 2021-04-10 02:49:10,345 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=1.37ms, fps=2241 images/s, loss=0.6581, top1-acc=82.02%, top5-acc=96.42%, remaining_time=0:00:13.593460, arrival_time=2021-04-10 02:49:23.939087, cost_time=0:00:09.374761 2021-04-10 02:49:11,489 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=1.52ms, fps=2240 images/s, loss=0.6599, top1-acc=81.98%, top5-acc=96.35%, remaining_time=0:00:12.388008, arrival_time=2021-04-10 02:49:23.877031, cost_time=0:00:10.518161 2021-04-10 02:49:12,635 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=1.89ms, fps=2233 images/s, loss=0.6638, top1-acc=81.84%, top5-acc=96.32%, remaining_time=0:00:11.198400, arrival_time=2021-04-10 02:49:23.834296, cost_time=0:00:11.665050 2021-04-10 02:49:13,784 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=2.13ms, fps=2229 images/s, loss=0.6664, top1-acc=81.76%, top5-acc=96.32%, remaining_time=0:00:10.018140, arrival_time=2021-04-10 02:49:23.802973, cost_time=0:00:12.813934 2021-04-10 02:49:14,936 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=1.51ms, fps=2223 images/s, loss=0.6726, top1-acc=81.59%, top5-acc=96.25%, remaining_time=0:00:08.845032, arrival_time=2021-04-10 02:49:23.781773, cost_time=0:00:13.965835 2021-04-10 02:49:16,084 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=1.34ms, fps=2232 images/s, loss=0.6765, top1-acc=81.54%, top5-acc=96.19%, remaining_time=0:00:07.672896, arrival_time=2021-04-10 02:49:23.756992, cost_time=0:00:15.113235 2021-04-10 02:49:17,232 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=1.36ms, fps=2231 images/s, loss=0.6831, top1-acc=81.38%, top5-acc=96.07%, remaining_time=0:00:06.504456, arrival_time=2021-04-10 02:49:23.736459, cost_time=0:00:16.261088 2021-04-10 02:49:18,372 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=1.57ms, fps=2246 images/s, loss=0.6838, top1-acc=81.33%, top5-acc=96.10%, remaining_time=0:00:05.336460, arrival_time=2021-04-10 02:49:23.708910, cost_time=0:00:17.401570 2021-04-10 02:49:19,515 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=1.61ms, fps=2241 images/s, loss=0.6846, top1-acc=81.29%, top5-acc=96.09%, remaining_time=0:00:04.172472, arrival_time=2021-04-10 02:49:23.687630, cost_time=0:00:18.544305 2021-04-10 02:49:20,665 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.42ms, fps=2225 images/s, loss=0.6887, top1-acc=81.19%, top5-acc=96.07%, remaining_time=0:00:03.012178, arrival_time=2021-04-10 02:49:23.678069, cost_time=0:00:19.695020 2021-04-10 02:49:21,813 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=1.87ms, fps=2232 images/s, loss=0.6957, top1-acc=81.00%, top5-acc=95.97%, remaining_time=0:00:01.852672, arrival_time=2021-04-10 02:49:23.666144, cost_time=0:00:20.842612 2021-04-10 02:49:22,960 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=1.49ms, fps=2233 images/s, loss=0.6969, top1-acc=80.96%, top5-acc=95.95%, remaining_time=0:00:00.694404, arrival_time=2021-04-10 02:49:23.654797, cost_time=0:00:21.989532 2021-04-10 02:49:23,575 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=1.29ms, fps=2214 images/s, loss=0.6980, top1-acc=80.96%, top5-acc=95.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:49:23.574979, cost_time=0:00:22.604131 2021-04-10 02:49:24,021 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=3.83ms, fps=5747 images/s, loss=1.6578, top1-acc=60.94%, top5-acc=84.69%, remaining_time=0:00:01.336200, arrival_time=2021-04-10 02:49:25.357585, cost_time=0:00:00.445403 2021-04-10 02:49:24,394 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=1.93ms, fps=6875 images/s, loss=1.6266, top1-acc=61.80%, top5-acc=84.96%, remaining_time=0:00:00.818080, arrival_time=2021-04-10 02:49:25.212189, cost_time=0:00:00.818077 2021-04-10 02:49:24,770 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=1.26ms, fps=6807 images/s, loss=1.6250, top1-acc=61.91%, top5-acc=84.95%, remaining_time=0:00:00.398220, arrival_time=2021-04-10 02:49:25.168893, cost_time=0:00:01.194655 2021-04-10 02:49:25,112 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=0.13ms, fps=6794 images/s, loss=1.6296, top1-acc=62.19%, top5-acc=85.19%, remaining_time=0:00:00, arrival_time=2021-04-10 02:49:25.112619, cost_time=0:00:01.536613 2021-04-10 02:49:25,606 INFO : Epoch=0088 complete, best val top1-acc=63.86%, top5-acc=85.86% (epoch=87), remaining_time=0:46:34.657152, arrival_time=2021-04-10 03:36:00.263230, cost_time=0:36:35.802047 2021-04-10 02:49:25,606 INFO : Train start, epoch=0089, lr=0.059369 2021-04-10 02:49:26,949 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=2.25ms, fps=1907 images/s, loss=0.6405, top1-acc=82.15%, top5-acc=96.95%, remaining_time=0:00:24.968454, arrival_time=2021-04-10 02:49:51.917820, cost_time=0:00:01.342393 2021-04-10 02:49:28,099 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=1.49ms, fps=2228 images/s, loss=0.6262, top1-acc=82.75%, top5-acc=96.80%, remaining_time=0:00:21.929776, arrival_time=2021-04-10 02:49:50.028912, cost_time=0:00:02.492024 2021-04-10 02:49:29,245 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=1.50ms, fps=2235 images/s, loss=0.6344, top1-acc=82.42%, top5-acc=96.72%, remaining_time=0:00:20.131484, arrival_time=2021-04-10 02:49:49.376672, cost_time=0:00:03.638227 2021-04-10 02:49:30,391 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.89ms, fps=2234 images/s, loss=0.6357, top1-acc=82.31%, top5-acc=96.62%, remaining_time=0:00:18.660720, arrival_time=2021-04-10 02:49:49.052529, cost_time=0:00:04.784795 2021-04-10 02:49:31,544 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=1.44ms, fps=2223 images/s, loss=0.6325, top1-acc=82.42%, top5-acc=96.61%, remaining_time=0:00:17.336478, arrival_time=2021-04-10 02:49:48.880684, cost_time=0:00:05.937169 2021-04-10 02:49:32,695 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=1.38ms, fps=2225 images/s, loss=0.6446, top1-acc=82.04%, top5-acc=96.52%, remaining_time=0:00:16.066904, arrival_time=2021-04-10 02:49:48.762210, cost_time=0:00:07.088365 2021-04-10 02:49:33,847 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=1.81ms, fps=2224 images/s, loss=0.6455, top1-acc=82.15%, top5-acc=96.48%, remaining_time=0:00:14.831838, arrival_time=2021-04-10 02:49:48.678747, cost_time=0:00:08.239892 2021-04-10 02:49:34,999 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=1.45ms, fps=2221 images/s, loss=0.6462, top1-acc=82.16%, top5-acc=96.47%, remaining_time=0:00:13.619792, arrival_time=2021-04-10 02:49:48.619682, cost_time=0:00:09.392952 2021-04-10 02:49:36,161 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=1.43ms, fps=2205 images/s, loss=0.6497, top1-acc=82.14%, top5-acc=96.48%, remaining_time=0:00:12.430620, arrival_time=2021-04-10 02:49:48.591982, cost_time=0:00:10.554289 2021-04-10 02:49:37,310 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=2.12ms, fps=2229 images/s, loss=0.6555, top1-acc=82.02%, top5-acc=96.43%, remaining_time=0:00:11.235456, arrival_time=2021-04-10 02:49:48.546072, cost_time=0:00:11.703637 2021-04-10 02:49:38,472 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=1.40ms, fps=2205 images/s, loss=0.6584, top1-acc=81.90%, top5-acc=96.40%, remaining_time=0:00:10.058474, arrival_time=2021-04-10 02:49:48.531200, cost_time=0:00:12.865530 2021-04-10 02:49:39,627 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=1.57ms, fps=2218 images/s, loss=0.6607, top1-acc=81.87%, top5-acc=96.38%, remaining_time=0:00:08.879916, arrival_time=2021-04-10 02:49:48.507815, cost_time=0:00:14.020929 2021-04-10 02:49:40,773 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=1.52ms, fps=2236 images/s, loss=0.6606, top1-acc=81.90%, top5-acc=96.37%, remaining_time=0:00:07.699956, arrival_time=2021-04-10 02:49:48.473403, cost_time=0:00:15.166521 2021-04-10 02:49:41,918 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=1.88ms, fps=2236 images/s, loss=0.6627, top1-acc=81.89%, top5-acc=96.34%, remaining_time=0:00:06.524672, arrival_time=2021-04-10 02:49:48.443386, cost_time=0:00:16.311718 2021-04-10 02:49:43,059 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=1.33ms, fps=2245 images/s, loss=0.6626, top1-acc=81.87%, top5-acc=96.35%, remaining_time=0:00:05.352146, arrival_time=2021-04-10 02:49:48.411732, cost_time=0:00:17.452621 2021-04-10 02:49:44,202 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.53ms, fps=2241 images/s, loss=0.6631, top1-acc=81.86%, top5-acc=96.33%, remaining_time=0:00:04.183956, arrival_time=2021-04-10 02:49:48.386250, cost_time=0:00:18.595358 2021-04-10 02:49:45,346 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=1.45ms, fps=2238 images/s, loss=0.6658, top1-acc=81.76%, top5-acc=96.29%, remaining_time=0:00:03.019016, arrival_time=2021-04-10 02:49:48.365584, cost_time=0:00:19.739641 2021-04-10 02:49:46,490 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=1.44ms, fps=2239 images/s, loss=0.6695, top1-acc=81.68%, top5-acc=96.24%, remaining_time=0:00:01.856304, arrival_time=2021-04-10 02:49:48.346814, cost_time=0:00:20.883496 2021-04-10 02:49:47,633 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.53ms, fps=2240 images/s, loss=0.6732, top1-acc=81.55%, top5-acc=96.22%, remaining_time=0:00:00.695586, arrival_time=2021-04-10 02:49:48.329338, cost_time=0:00:22.026808 2021-04-10 02:49:48,249 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=1.32ms, fps=2209 images/s, loss=0.6759, top1-acc=81.49%, top5-acc=96.20%, remaining_time=0:00:00, arrival_time=2021-04-10 02:49:48.249867, cost_time=0:00:22.642944 2021-04-10 02:49:48,706 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=0.19ms, fps=5622 images/s, loss=1.4577, top1-acc=65.08%, top5-acc=86.48%, remaining_time=0:00:01.366050, arrival_time=2021-04-10 02:49:50.072245, cost_time=0:00:00.455346 2021-04-10 02:49:49,076 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=1.21ms, fps=6926 images/s, loss=1.5010, top1-acc=64.06%, top5-acc=86.45%, remaining_time=0:00:00.825480, arrival_time=2021-04-10 02:49:49.901750, cost_time=0:00:00.825473 2021-04-10 02:49:49,451 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=1.99ms, fps=6830 images/s, loss=1.5100, top1-acc=64.09%, top5-acc=86.47%, remaining_time=0:00:00.400220, arrival_time=2021-04-10 02:49:49.851674, cost_time=0:00:01.200664 2021-04-10 02:49:49,787 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.06ms, fps=6911 images/s, loss=1.5214, top1-acc=64.14%, top5-acc=86.55%, remaining_time=0:00:00, arrival_time=2021-04-10 02:49:49.787460, cost_time=0:00:01.536698 2021-04-10 02:49:50,907 INFO : Epoch=0089 complete, best val top1-acc=64.14%, top5-acc=86.55% (epoch=89), remaining_time=0:46:10.139754, arrival_time=2021-04-10 03:36:01.046844, cost_time=0:37:01.103023 2021-04-10 02:49:50,907 INFO : Train start, epoch=0090, lr=0.058596 2021-04-10 02:49:52,238 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=1.84ms, fps=1924 images/s, loss=0.6426, top1-acc=82.11%, top5-acc=95.94%, remaining_time=0:00:24.744696, arrival_time=2021-04-10 02:50:16.983166, cost_time=0:00:01.330357 2021-04-10 02:49:53,384 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=1.85ms, fps=2235 images/s, loss=0.6544, top1-acc=81.91%, top5-acc=96.05%, remaining_time=0:00:21.790912, arrival_time=2021-04-10 02:50:15.175226, cost_time=0:00:02.476234 2021-04-10 02:49:54,525 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=1.36ms, fps=2245 images/s, loss=0.6506, top1-acc=82.06%, top5-acc=96.24%, remaining_time=0:00:20.014454, arrival_time=2021-04-10 02:50:14.539618, cost_time=0:00:03.617076 2021-04-10 02:49:55,674 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=2.06ms, fps=2229 images/s, loss=0.6397, top1-acc=82.13%, top5-acc=96.47%, remaining_time=0:00:18.587556, arrival_time=2021-04-10 02:50:14.261674, cost_time=0:00:04.766028 2021-04-10 02:49:56,821 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=1.39ms, fps=2233 images/s, loss=0.6335, top1-acc=82.21%, top5-acc=96.64%, remaining_time=0:00:17.265814, arrival_time=2021-04-10 02:50:14.086832, cost_time=0:00:05.912955 2021-04-10 02:49:57,964 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=1.77ms, fps=2240 images/s, loss=0.6358, top1-acc=82.16%, top5-acc=96.56%, remaining_time=0:00:15.994008, arrival_time=2021-04-10 02:50:13.958344, cost_time=0:00:07.056156 2021-04-10 02:49:59,117 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=1.80ms, fps=2221 images/s, loss=0.6371, top1-acc=82.24%, top5-acc=96.59%, remaining_time=0:00:14.776902, arrival_time=2021-04-10 02:50:13.894393, cost_time=0:00:08.209409 2021-04-10 02:50:00,271 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=1.52ms, fps=2219 images/s, loss=0.6428, top1-acc=82.15%, top5-acc=96.49%, remaining_time=0:00:13.577452, arrival_time=2021-04-10 02:50:13.849272, cost_time=0:00:09.363736 2021-04-10 02:50:01,420 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=4.10ms, fps=2230 images/s, loss=0.6421, top1-acc=82.30%, top5-acc=96.42%, remaining_time=0:00:12.380906, arrival_time=2021-04-10 02:50:13.801089, cost_time=0:00:10.512069 2021-04-10 02:50:02,568 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=1.37ms, fps=2232 images/s, loss=0.6476, top1-acc=82.10%, top5-acc=96.35%, remaining_time=0:00:11.193600, arrival_time=2021-04-10 02:50:13.761661, cost_time=0:00:11.660041 2021-04-10 02:50:03,725 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=2.35ms, fps=2213 images/s, loss=0.6466, top1-acc=82.13%, top5-acc=96.39%, remaining_time=0:00:10.020978, arrival_time=2021-04-10 02:50:13.746583, cost_time=0:00:12.817484 2021-04-10 02:50:04,878 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=2.24ms, fps=2222 images/s, loss=0.6495, top1-acc=82.00%, top5-acc=96.35%, remaining_time=0:00:08.847844, arrival_time=2021-04-10 02:50:13.726152, cost_time=0:00:13.970233 2021-04-10 02:50:06,030 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=1.72ms, fps=2222 images/s, loss=0.6531, top1-acc=81.90%, top5-acc=96.30%, remaining_time=0:00:07.677780, arrival_time=2021-04-10 02:50:13.708721, cost_time=0:00:15.122910 2021-04-10 02:50:07,181 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=1.45ms, fps=2234 images/s, loss=0.6601, top1-acc=81.73%, top5-acc=96.22%, remaining_time=0:00:06.509216, arrival_time=2021-04-10 02:50:13.690430, cost_time=0:00:16.273088 2021-04-10 02:50:08,326 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=1.34ms, fps=2236 images/s, loss=0.6651, top1-acc=81.62%, top5-acc=96.20%, remaining_time=0:00:05.341750, arrival_time=2021-04-10 02:50:13.668496, cost_time=0:00:17.418723 2021-04-10 02:50:09,478 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=1.41ms, fps=2224 images/s, loss=0.6702, top1-acc=81.45%, top5-acc=96.16%, remaining_time=0:00:04.178268, arrival_time=2021-04-10 02:50:13.656376, cost_time=0:00:18.570039 2021-04-10 02:50:10,626 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=1.67ms, fps=2231 images/s, loss=0.6718, top1-acc=81.41%, top5-acc=96.14%, remaining_time=0:00:03.015714, arrival_time=2021-04-10 02:50:13.641953, cost_time=0:00:19.718102 2021-04-10 02:50:11,771 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=1.40ms, fps=2236 images/s, loss=0.6735, top1-acc=81.37%, top5-acc=96.10%, remaining_time=0:00:01.854560, arrival_time=2021-04-10 02:50:13.626472, cost_time=0:00:20.863850 2021-04-10 02:50:12,916 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.43ms, fps=2238 images/s, loss=0.6745, top1-acc=81.32%, top5-acc=96.11%, remaining_time=0:00:00.694998, arrival_time=2021-04-10 02:50:13.611337, cost_time=0:00:22.008276 2021-04-10 02:50:13,532 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=1.42ms, fps=2208 images/s, loss=0.6751, top1-acc=81.33%, top5-acc=96.12%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:13.532893, cost_time=0:00:22.624880 2021-04-10 02:50:13,979 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=0.31ms, fps=5739 images/s, loss=1.6335, top1-acc=62.58%, top5-acc=84.10%, remaining_time=0:00:01.338240, arrival_time=2021-04-10 02:50:15.318127, cost_time=0:00:00.446078 2021-04-10 02:50:14,354 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=1.99ms, fps=6836 images/s, loss=1.6160, top1-acc=62.87%, top5-acc=84.47%, remaining_time=0:00:00.820940, arrival_time=2021-04-10 02:50:15.175729, cost_time=0:00:00.820933 2021-04-10 02:50:14,729 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=1.59ms, fps=6846 images/s, loss=1.6037, top1-acc=62.81%, top5-acc=84.96%, remaining_time=0:00:00.398460, arrival_time=2021-04-10 02:50:15.127650, cost_time=0:00:01.195385 2021-04-10 02:50:15,068 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=0.07ms, fps=6842 images/s, loss=1.5869, top1-acc=62.74%, top5-acc=85.14%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:15.068638, cost_time=0:00:01.534812 2021-04-10 02:50:15,602 INFO : Epoch=0090 complete, best val top1-acc=64.14%, top5-acc=86.55% (epoch=89), remaining_time=0:45:44.865200, arrival_time=2021-04-10 03:36:00.468038, cost_time=0:37:25.798815 2021-04-10 02:50:15,603 INFO : Train start, epoch=0091, lr=0.057822 2021-04-10 02:50:16,931 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=0.24ms, fps=1928 images/s, loss=0.6463, top1-acc=82.19%, top5-acc=96.64%, remaining_time=0:00:24.702846, arrival_time=2021-04-10 02:50:41.634488, cost_time=0:00:01.328108 2021-04-10 02:50:18,073 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=1.60ms, fps=2243 images/s, loss=0.6367, top1-acc=82.27%, top5-acc=96.70%, remaining_time=0:00:21.737232, arrival_time=2021-04-10 02:50:39.810865, cost_time=0:00:02.470135 2021-04-10 02:50:19,215 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=1.38ms, fps=2243 images/s, loss=0.6390, top1-acc=82.37%, top5-acc=96.73%, remaining_time=0:00:19.986732, arrival_time=2021-04-10 02:50:39.202275, cost_time=0:00:03.612046 2021-04-10 02:50:20,360 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=1.77ms, fps=2238 images/s, loss=0.6363, top1-acc=82.39%, top5-acc=96.77%, remaining_time=0:00:18.550584, arrival_time=2021-04-10 02:50:38.910706, cost_time=0:00:04.756553 2021-04-10 02:50:21,503 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=1.38ms, fps=2240 images/s, loss=0.6330, top1-acc=82.46%, top5-acc=96.83%, remaining_time=0:00:17.228730, arrival_time=2021-04-10 02:50:38.732479, cost_time=0:00:05.900243 2021-04-10 02:50:22,644 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=1.80ms, fps=2245 images/s, loss=0.6255, top1-acc=82.55%, top5-acc=96.79%, remaining_time=0:00:15.960008, arrival_time=2021-04-10 02:50:38.604656, cost_time=0:00:07.041157 2021-04-10 02:50:23,785 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=1.41ms, fps=2246 images/s, loss=0.6229, top1-acc=82.62%, top5-acc=96.85%, remaining_time=0:00:14.726880, arrival_time=2021-04-10 02:50:38.511942, cost_time=0:00:08.181566 2021-04-10 02:50:24,932 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=1.62ms, fps=2232 images/s, loss=0.6241, top1-acc=82.64%, top5-acc=96.82%, remaining_time=0:00:13.526644, arrival_time=2021-04-10 02:50:38.458861, cost_time=0:00:09.328721 2021-04-10 02:50:26,078 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=1.84ms, fps=2234 images/s, loss=0.6252, top1-acc=82.67%, top5-acc=96.82%, remaining_time=0:00:12.337022, arrival_time=2021-04-10 02:50:38.415498, cost_time=0:00:10.474835 2021-04-10 02:50:27,223 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.39ms, fps=2238 images/s, loss=0.6272, top1-acc=82.64%, top5-acc=96.79%, remaining_time=0:00:11.154720, arrival_time=2021-04-10 02:50:38.377786, cost_time=0:00:11.619459 2021-04-10 02:50:28,379 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=2.20ms, fps=2216 images/s, loss=0.6293, top1-acc=82.63%, top5-acc=96.73%, remaining_time=0:00:09.988126, arrival_time=2021-04-10 02:50:38.367113, cost_time=0:00:12.775482 2021-04-10 02:50:29,517 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=1.37ms, fps=2249 images/s, loss=0.6375, top1-acc=82.43%, top5-acc=96.60%, remaining_time=0:00:08.812428, arrival_time=2021-04-10 02:50:38.330285, cost_time=0:00:13.914362 2021-04-10 02:50:30,665 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=1.78ms, fps=2232 images/s, loss=0.6407, top1-acc=82.26%, top5-acc=96.56%, remaining_time=0:00:07.646826, arrival_time=2021-04-10 02:50:38.312202, cost_time=0:00:15.061881 2021-04-10 02:50:31,813 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=1.54ms, fps=2230 images/s, loss=0.6438, top1-acc=82.20%, top5-acc=96.52%, remaining_time=0:00:06.484128, arrival_time=2021-04-10 02:50:38.297977, cost_time=0:00:16.210356 2021-04-10 02:50:32,960 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=1.76ms, fps=2233 images/s, loss=0.6454, top1-acc=82.18%, top5-acc=96.52%, remaining_time=0:00:05.322798, arrival_time=2021-04-10 02:50:38.283242, cost_time=0:00:17.356950 2021-04-10 02:50:34,110 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=2.20ms, fps=2228 images/s, loss=0.6495, top1-acc=82.11%, top5-acc=96.47%, remaining_time=0:00:04.164156, arrival_time=2021-04-10 02:50:38.275085, cost_time=0:00:18.507382 2021-04-10 02:50:35,275 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=2.73ms, fps=2200 images/s, loss=0.6515, top1-acc=81.99%, top5-acc=96.48%, remaining_time=0:00:03.008616, arrival_time=2021-04-10 02:50:38.283849, cost_time=0:00:19.671713 2021-04-10 02:50:36,419 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=2.30ms, fps=2239 images/s, loss=0.6561, top1-acc=81.91%, top5-acc=96.41%, remaining_time=0:00:01.850288, arrival_time=2021-04-10 02:50:38.269561, cost_time=0:00:20.815763 2021-04-10 02:50:37,563 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.50ms, fps=2238 images/s, loss=0.6570, top1-acc=81.86%, top5-acc=96.41%, remaining_time=0:00:00.693474, arrival_time=2021-04-10 02:50:38.256901, cost_time=0:00:21.959929 2021-04-10 02:50:38,181 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=1.39ms, fps=2202 images/s, loss=0.6584, top1-acc=81.81%, top5-acc=96.42%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:38.181497, cost_time=0:00:22.578010 2021-04-10 02:50:38,633 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=0.36ms, fps=5678 images/s, loss=1.7543, top1-acc=60.98%, top5-acc=84.37%, remaining_time=0:00:01.352430, arrival_time=2021-04-10 02:50:39.985728, cost_time=0:00:00.450813 2021-04-10 02:50:39,002 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=1.40ms, fps=6937 images/s, loss=1.7582, top1-acc=60.49%, top5-acc=83.57%, remaining_time=0:00:00.820200, arrival_time=2021-04-10 02:50:39.822882, cost_time=0:00:00.820201 2021-04-10 02:50:39,370 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=1.62ms, fps=6962 images/s, loss=1.7627, top1-acc=60.22%, top5-acc=83.54%, remaining_time=0:00:00.396090, arrival_time=2021-04-10 02:50:39.766878, cost_time=0:00:01.188263 2021-04-10 02:50:39,725 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=0.08ms, fps=6541 images/s, loss=1.7465, top1-acc=60.02%, top5-acc=83.39%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:39.725931, cost_time=0:00:01.543482 2021-04-10 02:50:40,305 INFO : Epoch=0091 complete, best val top1-acc=64.14%, top5-acc=86.55% (epoch=89), remaining_time=0:45:19.611803, arrival_time=2021-04-10 03:35:59.917447, cost_time=0:37:50.501620 2021-04-10 02:50:40,306 INFO : Train start, epoch=0092, lr=0.057045 2021-04-10 02:50:41,645 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=1.55ms, fps=1912 images/s, loss=0.6099, top1-acc=83.48%, top5-acc=96.72%, remaining_time=0:00:24.901308, arrival_time=2021-04-10 02:51:06.546381, cost_time=0:00:01.338782 2021-04-10 02:50:42,789 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=2.07ms, fps=2238 images/s, loss=0.6033, top1-acc=83.26%, top5-acc=96.87%, remaining_time=0:00:21.851632, arrival_time=2021-04-10 02:51:04.641211, cost_time=0:00:02.483142 2021-04-10 02:50:43,939 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=1.51ms, fps=2229 images/s, loss=0.6015, top1-acc=83.28%, top5-acc=96.81%, remaining_time=0:00:20.100276, arrival_time=2021-04-10 02:51:04.039233, cost_time=0:00:03.632587 2021-04-10 02:50:45,088 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=1.37ms, fps=2228 images/s, loss=0.6032, top1-acc=83.05%, top5-acc=96.91%, remaining_time=0:00:18.649800, arrival_time=2021-04-10 02:51:03.738159, cost_time=0:00:04.781987 2021-04-10 02:50:46,237 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=2.04ms, fps=2228 images/s, loss=0.5955, top1-acc=83.33%, top5-acc=97.00%, remaining_time=0:00:17.320126, arrival_time=2021-04-10 02:51:03.558054, cost_time=0:00:05.931567 2021-04-10 02:50:47,395 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=1.81ms, fps=2214 images/s, loss=0.5923, top1-acc=83.52%, top5-acc=97.02%, remaining_time=0:00:16.067312, arrival_time=2021-04-10 02:51:03.462233, cost_time=0:00:07.088527 2021-04-10 02:50:48,543 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=1.54ms, fps=2230 images/s, loss=0.6001, top1-acc=83.40%, top5-acc=96.94%, remaining_time=0:00:14.826924, arrival_time=2021-04-10 02:51:03.370526, cost_time=0:00:08.237196 2021-04-10 02:50:49,691 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=1.47ms, fps=2232 images/s, loss=0.6034, top1-acc=83.29%, top5-acc=96.92%, remaining_time=0:00:13.608308, arrival_time=2021-04-10 02:51:03.299648, cost_time=0:00:09.385026 2021-04-10 02:50:50,838 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.48ms, fps=2232 images/s, loss=0.6107, top1-acc=83.04%, top5-acc=96.86%, remaining_time=0:00:12.404968, arrival_time=2021-04-10 02:51:03.243801, cost_time=0:00:10.532475 2021-04-10 02:50:51,986 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=1.36ms, fps=2231 images/s, loss=0.6152, top1-acc=82.94%, top5-acc=96.80%, remaining_time=0:00:11.213088, arrival_time=2021-04-10 02:51:03.199687, cost_time=0:00:11.680270 2021-04-10 02:50:53,136 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=1.44ms, fps=2228 images/s, loss=0.6149, top1-acc=82.93%, top5-acc=96.80%, remaining_time=0:00:10.030438, arrival_time=2021-04-10 02:51:03.166414, cost_time=0:00:12.829676 2021-04-10 02:50:54,277 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=1.37ms, fps=2244 images/s, loss=0.6185, top1-acc=82.87%, top5-acc=96.77%, remaining_time=0:00:08.848376, arrival_time=2021-04-10 02:51:03.125831, cost_time=0:00:13.971071 2021-04-10 02:50:55,419 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=1.49ms, fps=2242 images/s, loss=0.6198, top1-acc=82.76%, top5-acc=96.79%, remaining_time=0:00:07.672962, arrival_time=2021-04-10 02:51:03.092749, cost_time=0:00:15.113437 2021-04-10 02:50:56,565 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=1.84ms, fps=2236 images/s, loss=0.6268, top1-acc=82.58%, top5-acc=96.73%, remaining_time=0:00:06.503504, arrival_time=2021-04-10 02:51:03.068631, cost_time=0:00:16.258783 2021-04-10 02:50:57,711 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=1.52ms, fps=2234 images/s, loss=0.6337, top1-acc=82.38%, top5-acc=96.67%, remaining_time=0:00:05.337656, arrival_time=2021-04-10 02:51:03.049411, cost_time=0:00:17.405381 2021-04-10 02:50:58,850 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.38ms, fps=2250 images/s, loss=0.6374, top1-acc=82.33%, top5-acc=96.59%, remaining_time=0:00:04.172364, arrival_time=2021-04-10 02:51:03.022521, cost_time=0:00:18.543851 2021-04-10 02:50:59,994 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=3.33ms, fps=2238 images/s, loss=0.6385, top1-acc=82.30%, top5-acc=96.58%, remaining_time=0:00:03.011138, arrival_time=2021-04-10 02:51:03.005626, cost_time=0:00:19.688180 2021-04-10 02:51:01,139 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=1.52ms, fps=2236 images/s, loss=0.6413, top1-acc=82.20%, top5-acc=96.56%, remaining_time=0:00:01.851856, arrival_time=2021-04-10 02:51:02.991550, cost_time=0:00:20.833300 2021-04-10 02:51:02,281 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.36ms, fps=2244 images/s, loss=0.6465, top1-acc=82.07%, top5-acc=96.52%, remaining_time=0:00:00.693942, arrival_time=2021-04-10 02:51:02.975163, cost_time=0:00:21.974906 2021-04-10 02:51:02,896 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=1.39ms, fps=2214 images/s, loss=0.6476, top1-acc=82.03%, top5-acc=96.52%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:02.896021, cost_time=0:00:22.589724 2021-04-10 02:51:03,352 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=2.04ms, fps=5626 images/s, loss=1.5757, top1-acc=62.07%, top5-acc=85.16%, remaining_time=0:00:01.365150, arrival_time=2021-04-10 02:51:04.717220, cost_time=0:00:00.455048 2021-04-10 02:51:03,751 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=1.97ms, fps=6423 images/s, loss=1.5564, top1-acc=62.95%, top5-acc=85.78%, remaining_time=0:00:00.854100, arrival_time=2021-04-10 02:51:04.605161, cost_time=0:00:00.854100 2021-04-10 02:51:04,122 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=1.44ms, fps=6902 images/s, loss=1.5524, top1-acc=63.01%, top5-acc=85.70%, remaining_time=0:00:00.408440, arrival_time=2021-04-10 02:51:04.530765, cost_time=0:00:01.225324 2021-04-10 02:51:04,466 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.10ms, fps=6751 images/s, loss=1.5724, top1-acc=62.92%, top5-acc=85.62%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:04.466365, cost_time=0:00:01.569384 2021-04-10 02:51:04,984 INFO : Epoch=0092 complete, best val top1-acc=64.14%, top5-acc=86.55% (epoch=89), remaining_time=0:44:54.342420, arrival_time=2021-04-10 03:35:59.327003, cost_time=0:38:15.180548 2021-04-10 02:51:04,985 INFO : Train start, epoch=0093, lr=0.056267 2021-04-10 02:51:06,350 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=2.96ms, fps=1876 images/s, loss=0.6517, top1-acc=82.07%, top5-acc=97.11%, remaining_time=0:00:25.384164, arrival_time=2021-04-10 02:51:31.734285, cost_time=0:00:01.364743 2021-04-10 02:51:07,496 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=1.88ms, fps=2235 images/s, loss=0.6133, top1-acc=82.81%, top5-acc=97.01%, remaining_time=0:00:22.098736, arrival_time=2021-04-10 02:51:29.595253, cost_time=0:00:02.511221 2021-04-10 02:51:08,640 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=1.39ms, fps=2239 images/s, loss=0.6285, top1-acc=82.47%, top5-acc=96.68%, remaining_time=0:00:20.223780, arrival_time=2021-04-10 02:51:28.864001, cost_time=0:00:03.654903 2021-04-10 02:51:09,786 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=1.39ms, fps=2234 images/s, loss=0.6291, top1-acc=82.39%, top5-acc=96.56%, remaining_time=0:00:18.725304, arrival_time=2021-04-10 02:51:28.511981, cost_time=0:00:04.801341 2021-04-10 02:51:10,931 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=1.74ms, fps=2237 images/s, loss=0.6159, top1-acc=82.76%, top5-acc=96.68%, remaining_time=0:00:17.363196, arrival_time=2021-04-10 02:51:28.294741, cost_time=0:00:05.946304 2021-04-10 02:51:12,089 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.67ms, fps=2211 images/s, loss=0.6129, top1-acc=82.83%, top5-acc=96.66%, remaining_time=0:00:16.103216, arrival_time=2021-04-10 02:51:28.193023, cost_time=0:00:07.104386 2021-04-10 02:51:13,236 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=1.42ms, fps=2235 images/s, loss=0.6070, top1-acc=82.97%, top5-acc=96.72%, remaining_time=0:00:14.851494, arrival_time=2021-04-10 02:51:28.087569, cost_time=0:00:08.250802 2021-04-10 02:51:14,386 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.32ms, fps=2227 images/s, loss=0.6111, top1-acc=82.99%, top5-acc=96.65%, remaining_time=0:00:13.631276, arrival_time=2021-04-10 02:51:28.017520, cost_time=0:00:09.400919 2021-04-10 02:51:15,530 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.40ms, fps=2239 images/s, loss=0.6111, top1-acc=82.98%, top5-acc=96.65%, remaining_time=0:00:12.419490, arrival_time=2021-04-10 02:51:27.949538, cost_time=0:00:10.544807 2021-04-10 02:51:16,673 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=1.49ms, fps=2240 images/s, loss=0.6167, top1-acc=82.79%, top5-acc=96.61%, remaining_time=0:00:11.220480, arrival_time=2021-04-10 02:51:27.893816, cost_time=0:00:11.687962 2021-04-10 02:51:17,817 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=1.53ms, fps=2239 images/s, loss=0.6198, top1-acc=82.74%, top5-acc=96.57%, remaining_time=0:00:10.032330, arrival_time=2021-04-10 02:51:27.849646, cost_time=0:00:12.832047 2021-04-10 02:51:18,961 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=1.52ms, fps=2238 images/s, loss=0.6230, top1-acc=82.67%, top5-acc=96.56%, remaining_time=0:00:08.851872, arrival_time=2021-04-10 02:51:27.813799, cost_time=0:00:13.976699 2021-04-10 02:51:20,112 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=1.45ms, fps=2226 images/s, loss=0.6280, top1-acc=82.58%, top5-acc=96.51%, remaining_time=0:00:07.679958, arrival_time=2021-04-10 02:51:27.792516, cost_time=0:00:15.127198 2021-04-10 02:51:21,267 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=1.56ms, fps=2219 images/s, loss=0.6318, top1-acc=82.54%, top5-acc=96.46%, remaining_time=0:00:06.512688, arrival_time=2021-04-10 02:51:27.779743, cost_time=0:00:16.281790 2021-04-10 02:51:22,417 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=1.44ms, fps=2227 images/s, loss=0.6332, top1-acc=82.51%, top5-acc=96.43%, remaining_time=0:00:05.345752, arrival_time=2021-04-10 02:51:27.762849, cost_time=0:00:17.431864 2021-04-10 02:51:23,562 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.32ms, fps=2236 images/s, loss=0.6351, top1-acc=82.48%, top5-acc=96.41%, remaining_time=0:00:04.179852, arrival_time=2021-04-10 02:51:27.742236, cost_time=0:00:18.577155 2021-04-10 02:51:24,710 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=2.18ms, fps=2230 images/s, loss=0.6371, top1-acc=82.49%, top5-acc=96.37%, remaining_time=0:00:03.016806, arrival_time=2021-04-10 02:51:27.727380, cost_time=0:00:19.725268 2021-04-10 02:51:25,861 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=1.52ms, fps=2227 images/s, loss=0.6385, top1-acc=82.46%, top5-acc=96.34%, remaining_time=0:00:01.855616, arrival_time=2021-04-10 02:51:27.716586, cost_time=0:00:20.875731 2021-04-10 02:51:27,013 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=1.30ms, fps=2222 images/s, loss=0.6376, top1-acc=82.49%, top5-acc=96.36%, remaining_time=0:00:00.695628, arrival_time=2021-04-10 02:51:27.709165, cost_time=0:00:22.028263 2021-04-10 02:51:27,633 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=1.35ms, fps=2196 images/s, loss=0.6391, top1-acc=82.46%, top5-acc=96.34%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:27.633318, cost_time=0:00:22.648104 2021-04-10 02:51:28,098 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=0.29ms, fps=5510 images/s, loss=1.5536, top1-acc=63.95%, top5-acc=86.52%, remaining_time=0:00:01.393680, arrival_time=2021-04-10 02:51:29.492514, cost_time=0:00:00.464563 2021-04-10 02:51:28,472 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=2.36ms, fps=6868 images/s, loss=1.5280, top1-acc=64.84%, top5-acc=86.58%, remaining_time=0:00:00.837800, arrival_time=2021-04-10 02:51:29.309829, cost_time=0:00:00.837798 2021-04-10 02:51:28,840 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=1.44ms, fps=6948 images/s, loss=1.5474, top1-acc=64.22%, top5-acc=86.39%, remaining_time=0:00:00.402210, arrival_time=2021-04-10 02:51:29.243115, cost_time=0:00:01.206626 2021-04-10 02:51:29,177 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=0.06ms, fps=6899 images/s, loss=1.5340, top1-acc=64.46%, top5-acc=86.36%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:29.177539, cost_time=0:00:01.543350 2021-04-10 02:51:30,156 INFO : Epoch=0093 complete, best val top1-acc=64.46%, top5-acc=86.36% (epoch=93), remaining_time=0:44:29.652782, arrival_time=2021-04-10 03:35:59.809240, cost_time=0:38:40.352384 2021-04-10 02:51:30,157 INFO : Train start, epoch=0094, lr=0.055487 2021-04-10 02:51:31,469 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=2.33ms, fps=1951 images/s, loss=0.6153, top1-acc=83.01%, top5-acc=97.03%, remaining_time=0:00:24.399666, arrival_time=2021-04-10 02:51:55.869076, cost_time=0:00:01.311806 2021-04-10 02:51:32,620 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=1.55ms, fps=2225 images/s, loss=0.6064, top1-acc=83.22%, top5-acc=96.97%, remaining_time=0:00:21.674752, arrival_time=2021-04-10 02:51:54.295353, cost_time=0:00:02.463036 2021-04-10 02:51:33,771 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=2.11ms, fps=2226 images/s, loss=0.6034, top1-acc=83.28%, top5-acc=96.85%, remaining_time=0:00:19.995032, arrival_time=2021-04-10 02:51:53.766231, cost_time=0:00:03.613572 2021-04-10 02:51:34,919 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=1.53ms, fps=2230 images/s, loss=0.6074, top1-acc=82.91%, top5-acc=96.82%, remaining_time=0:00:18.572268, arrival_time=2021-04-10 02:51:53.491910, cost_time=0:00:04.762104 2021-04-10 02:51:36,068 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=1.60ms, fps=2230 images/s, loss=0.6145, top1-acc=82.80%, top5-acc=96.73%, remaining_time=0:00:17.258222, arrival_time=2021-04-10 02:51:53.326178, cost_time=0:00:05.910361 2021-04-10 02:51:37,217 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=2.00ms, fps=2228 images/s, loss=0.6111, top1-acc=82.90%, top5-acc=96.74%, remaining_time=0:00:16.001896, arrival_time=2021-04-10 02:51:53.219164, cost_time=0:00:07.059684 2021-04-10 02:51:38,370 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=1.83ms, fps=2221 images/s, loss=0.6135, top1-acc=82.90%, top5-acc=96.78%, remaining_time=0:00:14.782950, arrival_time=2021-04-10 02:51:53.153251, cost_time=0:00:08.212752 2021-04-10 02:51:39,512 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=1.37ms, fps=2241 images/s, loss=0.6137, top1-acc=82.79%, top5-acc=96.79%, remaining_time=0:00:13.565156, arrival_time=2021-04-10 02:51:53.078003, cost_time=0:00:09.355305 2021-04-10 02:51:40,659 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=1.60ms, fps=2234 images/s, loss=0.6108, top1-acc=82.86%, top5-acc=96.89%, remaining_time=0:00:12.368504, arrival_time=2021-04-10 02:51:53.027631, cost_time=0:00:10.501593 2021-04-10 02:51:41,807 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=1.57ms, fps=2230 images/s, loss=0.6137, top1-acc=82.86%, top5-acc=96.81%, remaining_time=0:00:11.184192, arrival_time=2021-04-10 02:51:52.991936, cost_time=0:00:11.650207 2021-04-10 02:51:42,951 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=1.38ms, fps=2239 images/s, loss=0.6121, top1-acc=82.90%, top5-acc=96.82%, remaining_time=0:00:10.002660, arrival_time=2021-04-10 02:51:52.954362, cost_time=0:00:12.794101 2021-04-10 02:51:44,101 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=1.80ms, fps=2228 images/s, loss=0.6145, top1-acc=82.83%, top5-acc=96.82%, remaining_time=0:00:08.830972, arrival_time=2021-04-10 02:51:52.932168, cost_time=0:00:13.943625 2021-04-10 02:51:45,248 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=1.42ms, fps=2233 images/s, loss=0.6150, top1-acc=82.86%, top5-acc=96.80%, remaining_time=0:00:07.661478, arrival_time=2021-04-10 02:51:52.909768, cost_time=0:00:15.090726 2021-04-10 02:51:46,392 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=1.40ms, fps=2239 images/s, loss=0.6188, top1-acc=82.73%, top5-acc=96.76%, remaining_time=0:00:06.493872, arrival_time=2021-04-10 02:51:52.886061, cost_time=0:00:16.234638 2021-04-10 02:51:47,538 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=1.40ms, fps=2234 images/s, loss=0.6199, top1-acc=82.70%, top5-acc=96.71%, remaining_time=0:00:05.330112, arrival_time=2021-04-10 02:51:52.868469, cost_time=0:00:17.380764 2021-04-10 02:51:48,689 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=1.84ms, fps=2226 images/s, loss=0.6220, top1-acc=82.69%, top5-acc=96.68%, remaining_time=0:00:04.169592, arrival_time=2021-04-10 02:51:52.858730, cost_time=0:00:18.531545 2021-04-10 02:51:49,834 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=1.61ms, fps=2236 images/s, loss=0.6216, top1-acc=82.72%, top5-acc=96.71%, remaining_time=0:00:03.009396, arrival_time=2021-04-10 02:51:52.843867, cost_time=0:00:19.676890 2021-04-10 02:51:50,980 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=1.39ms, fps=2235 images/s, loss=0.6254, top1-acc=82.63%, top5-acc=96.69%, remaining_time=0:00:01.850912, arrival_time=2021-04-10 02:51:52.831342, cost_time=0:00:20.822825 2021-04-10 02:51:52,124 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.22ms, fps=2239 images/s, loss=0.6263, top1-acc=82.63%, top5-acc=96.66%, remaining_time=0:00:00.693684, arrival_time=2021-04-10 02:51:52.817871, cost_time=0:00:21.966620 2021-04-10 02:51:52,738 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=1.33ms, fps=2216 images/s, loss=0.6273, top1-acc=82.62%, top5-acc=96.66%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:52.738428, cost_time=0:00:22.580891 2021-04-10 02:51:53,211 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=1.34ms, fps=5423 images/s, loss=1.6343, top1-acc=61.45%, top5-acc=86.80%, remaining_time=0:00:01.416150, arrival_time=2021-04-10 02:51:54.627532, cost_time=0:00:00.472053 2021-04-10 02:51:53,582 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=1.92ms, fps=6905 images/s, loss=1.5630, top1-acc=63.36%, top5-acc=87.01%, remaining_time=0:00:00.843160, arrival_time=2021-04-10 02:51:54.425637, cost_time=0:00:00.843153 2021-04-10 02:51:53,958 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=1.23ms, fps=6813 images/s, loss=1.5615, top1-acc=63.48%, top5-acc=86.69%, remaining_time=0:00:00.406410, arrival_time=2021-04-10 02:51:54.365003, cost_time=0:00:01.219220 2021-04-10 02:51:54,295 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=0.07ms, fps=6898 images/s, loss=1.5631, top1-acc=63.56%, top5-acc=86.65%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:54.295371, cost_time=0:00:01.556074 2021-04-10 02:51:54,816 INFO : Epoch=0094 complete, best val top1-acc=64.46%, top5-acc=86.36% (epoch=93), remaining_time=0:44:04.375958, arrival_time=2021-04-10 03:35:59.192579, cost_time=0:39:05.012598 2021-04-10 02:51:54,817 INFO : Train start, epoch=0095, lr=0.054705 2021-04-10 02:51:56,215 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=0.24ms, fps=1831 images/s, loss=0.6298, top1-acc=83.32%, top5-acc=96.68%, remaining_time=0:00:26.011356, arrival_time=2021-04-10 02:52:22.227099, cost_time=0:00:01.398465 2021-04-10 02:51:57,360 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=1.96ms, fps=2236 images/s, loss=0.6219, top1-acc=83.42%, top5-acc=96.68%, remaining_time=0:00:22.383856, arrival_time=2021-04-10 02:52:19.744758, cost_time=0:00:02.543616 2021-04-10 02:51:58,503 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=1.36ms, fps=2241 images/s, loss=0.5926, top1-acc=83.93%, top5-acc=97.03%, remaining_time=0:00:20.398246, arrival_time=2021-04-10 02:52:18.901940, cost_time=0:00:03.686416 2021-04-10 02:51:59,654 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=1.43ms, fps=2226 images/s, loss=0.5958, top1-acc=83.75%, top5-acc=96.96%, remaining_time=0:00:18.863520, arrival_time=2021-04-10 02:52:18.517658, cost_time=0:00:04.836802 2021-04-10 02:52:00,804 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=1.36ms, fps=2226 images/s, loss=0.5922, top1-acc=83.87%, top5-acc=96.92%, remaining_time=0:00:17.483792, arrival_time=2021-04-10 02:52:18.288680, cost_time=0:00:05.987584 2021-04-10 02:52:01,948 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=1.81ms, fps=2240 images/s, loss=0.5894, top1-acc=83.96%, top5-acc=96.90%, remaining_time=0:00:16.163464, arrival_time=2021-04-10 02:52:18.111688, cost_time=0:00:07.130933 2021-04-10 02:52:03,095 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=1.57ms, fps=2233 images/s, loss=0.5895, top1-acc=83.88%, top5-acc=96.94%, remaining_time=0:00:14.900256, arrival_time=2021-04-10 02:52:17.995522, cost_time=0:00:08.277935 2021-04-10 02:52:04,255 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.90ms, fps=2207 images/s, loss=0.5910, top1-acc=83.86%, top5-acc=96.90%, remaining_time=0:00:13.685564, arrival_time=2021-04-10 02:52:17.941193, cost_time=0:00:09.438310 2021-04-10 02:52:05,402 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=1.94ms, fps=2233 images/s, loss=0.5972, top1-acc=83.60%, top5-acc=96.80%, remaining_time=0:00:12.467402, arrival_time=2021-04-10 02:52:17.870226, cost_time=0:00:10.585541 2021-04-10 02:52:06,559 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=2.45ms, fps=2215 images/s, loss=0.5993, top1-acc=83.57%, top5-acc=96.81%, remaining_time=0:00:11.271936, arrival_time=2021-04-10 02:52:17.830882, cost_time=0:00:11.741623 2021-04-10 02:52:07,705 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=1.31ms, fps=2235 images/s, loss=0.6024, top1-acc=83.48%, top5-acc=96.83%, remaining_time=0:00:10.075932, arrival_time=2021-04-10 02:52:17.780975, cost_time=0:00:12.887774 2021-04-10 02:52:08,855 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=1.52ms, fps=2227 images/s, loss=0.6101, top1-acc=83.28%, top5-acc=96.82%, remaining_time=0:00:08.890556, arrival_time=2021-04-10 02:52:17.745570, cost_time=0:00:14.037735 2021-04-10 02:52:10,002 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=1.51ms, fps=2233 images/s, loss=0.6107, top1-acc=83.25%, top5-acc=96.81%, remaining_time=0:00:07.709196, arrival_time=2021-04-10 02:52:17.711259, cost_time=0:00:15.184803 2021-04-10 02:52:11,154 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=1.76ms, fps=2222 images/s, loss=0.6099, top1-acc=83.19%, top5-acc=96.82%, remaining_time=0:00:06.534920, arrival_time=2021-04-10 02:52:17.689487, cost_time=0:00:16.337234 2021-04-10 02:52:12,302 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=2.36ms, fps=2231 images/s, loss=0.6128, top1-acc=83.08%, top5-acc=96.81%, remaining_time=0:00:05.362174, arrival_time=2021-04-10 02:52:17.664859, cost_time=0:00:17.485396 2021-04-10 02:52:13,451 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=1.49ms, fps=2230 images/s, loss=0.6168, top1-acc=82.96%, top5-acc=96.77%, remaining_time=0:00:04.192632, arrival_time=2021-04-10 02:52:17.643898, cost_time=0:00:18.633961 2021-04-10 02:52:14,596 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=1.50ms, fps=2237 images/s, loss=0.6222, top1-acc=82.83%, top5-acc=96.69%, remaining_time=0:00:03.025022, arrival_time=2021-04-10 02:52:17.621205, cost_time=0:00:19.778916 2021-04-10 02:52:15,740 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=1.40ms, fps=2239 images/s, loss=0.6232, top1-acc=82.80%, top5-acc=96.68%, remaining_time=0:00:01.859808, arrival_time=2021-04-10 02:52:17.599895, cost_time=0:00:20.922819 2021-04-10 02:52:16,886 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.40ms, fps=2233 images/s, loss=0.6225, top1-acc=82.78%, top5-acc=96.69%, remaining_time=0:00:00.696936, arrival_time=2021-04-10 02:52:17.583849, cost_time=0:00:22.069639 2021-04-10 02:52:17,502 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=1.37ms, fps=2210 images/s, loss=0.6253, top1-acc=82.70%, top5-acc=96.66%, remaining_time=0:00:00, arrival_time=2021-04-10 02:52:17.502587, cost_time=0:00:22.685325 2021-04-10 02:52:17,985 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=3.44ms, fps=5317 images/s, loss=1.6305, top1-acc=62.27%, top5-acc=85.47%, remaining_time=0:00:01.444410, arrival_time=2021-04-10 02:52:19.429437, cost_time=0:00:00.481470 2021-04-10 02:52:18,357 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=1.71ms, fps=6883 images/s, loss=1.6444, top1-acc=62.42%, top5-acc=85.23%, remaining_time=0:00:00.853880, arrival_time=2021-04-10 02:52:19.211308, cost_time=0:00:00.853886 2021-04-10 02:52:18,729 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=1.24ms, fps=6883 images/s, loss=1.6293, top1-acc=62.76%, top5-acc=85.07%, remaining_time=0:00:00.408780, arrival_time=2021-04-10 02:52:19.138617, cost_time=0:00:01.226338 2021-04-10 02:52:19,069 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=0.07ms, fps=6838 images/s, loss=1.6412, top1-acc=62.56%, top5-acc=84.89%, remaining_time=0:00:00, arrival_time=2021-04-10 02:52:19.069433, cost_time=0:00:01.565962 2021-04-10 02:52:19,556 INFO : Epoch=0095 complete, best val top1-acc=64.46%, top5-acc=86.36% (epoch=93), remaining_time=0:43:39.200220, arrival_time=2021-04-10 03:35:58.756862, cost_time=0:39:29.752578 2021-04-10 02:52:19,558 INFO : Train start, epoch=0096, lr=0.053923 2021-04-10 02:52:20,949 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=0.41ms, fps=1840 images/s, loss=0.5858, top1-acc=83.52%, top5-acc=96.80%, remaining_time=0:00:25.875390, arrival_time=2021-04-10 02:52:46.824831, cost_time=0:00:01.391152 2021-04-10 02:52:22,093 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=1.74ms, fps=2239 images/s, loss=0.6117, top1-acc=83.22%, top5-acc=96.54%, remaining_time=0:00:22.310816, arrival_time=2021-04-10 02:52:44.404403, cost_time=0:00:02.535327 2021-04-10 02:52:23,243 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=1.95ms, fps=2228 images/s, loss=0.6068, top1-acc=83.19%, top5-acc=96.61%, remaining_time=0:00:20.389614, arrival_time=2021-04-10 02:52:43.632726, cost_time=0:00:03.684867 2021-04-10 02:52:24,387 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=1.56ms, fps=2238 images/s, loss=0.6016, top1-acc=83.32%, top5-acc=96.69%, remaining_time=0:00:18.834036, arrival_time=2021-04-10 02:52:43.221493, cost_time=0:00:04.829253 2021-04-10 02:52:25,534 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.77ms, fps=2233 images/s, loss=0.5956, top1-acc=83.41%, top5-acc=96.80%, remaining_time=0:00:17.450942, arrival_time=2021-04-10 02:52:42.985560, cost_time=0:00:05.976354 2021-04-10 02:52:26,682 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=2.15ms, fps=2231 images/s, loss=0.5985, top1-acc=83.39%, top5-acc=96.78%, remaining_time=0:00:16.148640, arrival_time=2021-04-10 02:52:42.831196, cost_time=0:00:07.124384 2021-04-10 02:52:27,832 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=1.33ms, fps=2228 images/s, loss=0.6034, top1-acc=83.34%, top5-acc=96.74%, remaining_time=0:00:14.893074, arrival_time=2021-04-10 02:52:42.725286, cost_time=0:00:08.273953 2021-04-10 02:52:28,985 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=1.94ms, fps=2220 images/s, loss=0.6007, top1-acc=83.39%, top5-acc=96.78%, remaining_time=0:00:13.669904, arrival_time=2021-04-10 02:52:42.655621, cost_time=0:00:09.427542 2021-04-10 02:52:30,127 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.84ms, fps=2243 images/s, loss=0.6022, top1-acc=83.32%, top5-acc=96.85%, remaining_time=0:00:12.448110, arrival_time=2021-04-10 02:52:42.575527, cost_time=0:00:10.569166 2021-04-10 02:52:31,268 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=1.37ms, fps=2246 images/s, loss=0.6009, top1-acc=83.45%, top5-acc=96.83%, remaining_time=0:00:11.241408, arrival_time=2021-04-10 02:52:42.509381, cost_time=0:00:11.709800 2021-04-10 02:52:32,424 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=1.54ms, fps=2216 images/s, loss=0.5985, top1-acc=83.52%, top5-acc=96.87%, remaining_time=0:00:10.058560, arrival_time=2021-04-10 02:52:42.482509, cost_time=0:00:12.865620 2021-04-10 02:52:33,571 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=1.62ms, fps=2233 images/s, loss=0.6048, top1-acc=83.29%, top5-acc=96.83%, remaining_time=0:00:08.874748, arrival_time=2021-04-10 02:52:42.445725, cost_time=0:00:14.012796 2021-04-10 02:52:34,720 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=1.50ms, fps=2229 images/s, loss=0.6077, top1-acc=83.18%, top5-acc=96.79%, remaining_time=0:00:07.697580, arrival_time=2021-04-10 02:52:42.417736, cost_time=0:00:15.161941 2021-04-10 02:52:35,875 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=1.54ms, fps=2218 images/s, loss=0.6111, top1-acc=83.17%, top5-acc=96.72%, remaining_time=0:00:06.526744, arrival_time=2021-04-10 02:52:42.401917, cost_time=0:00:16.316905 2021-04-10 02:52:37,026 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=2.20ms, fps=2225 images/s, loss=0.6112, top1-acc=83.20%, top5-acc=96.69%, remaining_time=0:00:05.356792, arrival_time=2021-04-10 02:52:42.382875, cost_time=0:00:17.467872 2021-04-10 02:52:38,174 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.36ms, fps=2230 images/s, loss=0.6126, top1-acc=83.15%, top5-acc=96.70%, remaining_time=0:00:04.188636, arrival_time=2021-04-10 02:52:42.363004, cost_time=0:00:18.616112 2021-04-10 02:52:39,323 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=1.44ms, fps=2228 images/s, loss=0.6132, top1-acc=83.17%, top5-acc=96.70%, remaining_time=0:00:03.022968, arrival_time=2021-04-10 02:52:42.346831, cost_time=0:00:19.765574 2021-04-10 02:52:40,469 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=1.56ms, fps=2237 images/s, loss=0.6155, top1-acc=83.12%, top5-acc=96.70%, remaining_time=0:00:01.858736, arrival_time=2021-04-10 02:52:42.327828, cost_time=0:00:20.910697 2021-04-10 02:52:41,615 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=1.24ms, fps=2235 images/s, loss=0.6174, top1-acc=83.08%, top5-acc=96.69%, remaining_time=0:00:00.696540, arrival_time=2021-04-10 02:52:42.311772, cost_time=0:00:22.057057 2021-04-10 02:52:42,235 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=1.73ms, fps=2195 images/s, loss=0.6194, top1-acc=83.02%, top5-acc=96.66%, remaining_time=0:00:00, arrival_time=2021-04-10 02:52:42.235297, cost_time=0:00:22.677031 2021-04-10 02:52:42,694 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=4.01ms, fps=5589 images/s, loss=1.6587, top1-acc=61.72%, top5-acc=85.55%, remaining_time=0:00:01.374090, arrival_time=2021-04-10 02:52:44.068619, cost_time=0:00:00.458029 2021-04-10 02:52:43,063 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=1.39ms, fps=6941 images/s, loss=1.7144, top1-acc=61.04%, top5-acc=84.94%, remaining_time=0:00:00.827340, arrival_time=2021-04-10 02:52:43.891124, cost_time=0:00:00.827341 2021-04-10 02:52:43,436 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=1.43ms, fps=6872 images/s, loss=1.7150, top1-acc=61.15%, top5-acc=84.87%, remaining_time=0:00:00.400060, arrival_time=2021-04-10 02:52:43.836698, cost_time=0:00:01.200183 2021-04-10 02:52:43,782 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=0.05ms, fps=6712 images/s, loss=1.7031, top1-acc=61.39%, top5-acc=85.02%, remaining_time=0:00:00, arrival_time=2021-04-10 02:52:43.782672, cost_time=0:00:01.546189 2021-04-10 02:52:44,301 INFO : Epoch=0096 complete, best val top1-acc=64.46%, top5-acc=86.36% (epoch=93), remaining_time=0:43:14.039136, arrival_time=2021-04-10 03:35:58.340878, cost_time=0:39:54.497708 2021-04-10 02:52:44,302 INFO : Train start, epoch=0097, lr=0.053140 2021-04-10 02:52:45,663 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=1.53ms, fps=1882 images/s, loss=0.5872, top1-acc=83.12%, top5-acc=96.91%, remaining_time=0:00:25.303440, arrival_time=2021-04-10 02:53:10.966454, cost_time=0:00:01.360397 2021-04-10 02:52:46,820 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=1.66ms, fps=2213 images/s, loss=0.5627, top1-acc=83.75%, top5-acc=97.19%, remaining_time=0:00:22.158576, arrival_time=2021-04-10 02:53:08.979157, cost_time=0:00:02.518011 2021-04-10 02:52:47,968 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=2.47ms, fps=2232 images/s, loss=0.5521, top1-acc=84.39%, top5-acc=97.29%, remaining_time=0:00:20.281714, arrival_time=2021-04-10 02:53:08.249651, cost_time=0:00:03.665362 2021-04-10 02:52:49,118 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=1.37ms, fps=2226 images/s, loss=0.5482, top1-acc=84.49%, top5-acc=97.32%, remaining_time=0:00:18.783648, arrival_time=2021-04-10 02:53:07.902432, cost_time=0:00:04.816304 2021-04-10 02:52:50,268 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=2.00ms, fps=2229 images/s, loss=0.5440, top1-acc=84.62%, top5-acc=97.34%, remaining_time=0:00:17.418822, arrival_time=2021-04-10 02:53:07.686742, cost_time=0:00:05.965369 2021-04-10 02:52:51,415 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=1.87ms, fps=2232 images/s, loss=0.5501, top1-acc=84.38%, top5-acc=97.34%, remaining_time=0:00:16.122120, arrival_time=2021-04-10 02:53:07.537434, cost_time=0:00:07.112698 2021-04-10 02:52:52,559 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=1.43ms, fps=2239 images/s, loss=0.5545, top1-acc=84.31%, top5-acc=97.32%, remaining_time=0:00:14.861952, arrival_time=2021-04-10 02:53:07.421113, cost_time=0:00:08.256659 2021-04-10 02:52:53,703 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.43ms, fps=2238 images/s, loss=0.5615, top1-acc=84.15%, top5-acc=97.26%, remaining_time=0:00:13.631508, arrival_time=2021-04-10 02:53:07.335042, cost_time=0:00:09.401061 2021-04-10 02:52:54,851 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=1.40ms, fps=2237 images/s, loss=0.5670, top1-acc=84.10%, top5-acc=97.21%, remaining_time=0:00:12.420868, arrival_time=2021-04-10 02:53:07.271967, cost_time=0:00:10.546047 2021-04-10 02:52:55,997 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=1.40ms, fps=2235 images/s, loss=0.5697, top1-acc=83.98%, top5-acc=97.23%, remaining_time=0:00:11.226720, arrival_time=2021-04-10 02:53:07.223682, cost_time=0:00:11.694491 2021-04-10 02:52:57,146 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=2.80ms, fps=2228 images/s, loss=0.5745, top1-acc=83.85%, top5-acc=97.14%, remaining_time=0:00:10.041532, arrival_time=2021-04-10 02:53:07.187962, cost_time=0:00:12.843871 2021-04-10 02:52:58,294 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=1.41ms, fps=2230 images/s, loss=0.5772, top1-acc=83.80%, top5-acc=97.13%, remaining_time=0:00:08.861904, arrival_time=2021-04-10 02:53:07.156826, cost_time=0:00:13.992445 2021-04-10 02:52:59,438 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.37ms, fps=2240 images/s, loss=0.5808, top1-acc=83.76%, top5-acc=97.07%, remaining_time=0:00:07.684380, arrival_time=2021-04-10 02:53:07.122770, cost_time=0:00:15.135916 2021-04-10 02:53:00,592 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=1.59ms, fps=2220 images/s, loss=0.5845, top1-acc=83.64%, top5-acc=96.99%, remaining_time=0:00:06.515768, arrival_time=2021-04-10 02:53:07.107698, cost_time=0:00:16.289379 2021-04-10 02:53:01,734 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=1.51ms, fps=2242 images/s, loss=0.5852, top1-acc=83.62%, top5-acc=96.99%, remaining_time=0:00:05.345706, arrival_time=2021-04-10 02:53:07.079824, cost_time=0:00:17.431641 2021-04-10 02:53:02,881 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=1.43ms, fps=2233 images/s, loss=0.5895, top1-acc=83.57%, top5-acc=96.92%, remaining_time=0:00:04.180140, arrival_time=2021-04-10 02:53:07.061095, cost_time=0:00:18.578473 2021-04-10 02:53:04,026 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=1.93ms, fps=2235 images/s, loss=0.5907, top1-acc=83.53%, top5-acc=96.90%, remaining_time=0:00:03.016624, arrival_time=2021-04-10 02:53:07.043277, cost_time=0:00:19.724087 2021-04-10 02:53:05,184 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=1.99ms, fps=2213 images/s, loss=0.5953, top1-acc=83.44%, top5-acc=96.84%, remaining_time=0:00:01.856160, arrival_time=2021-04-10 02:53:07.040520, cost_time=0:00:20.881864 2021-04-10 02:53:06,335 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.65ms, fps=2225 images/s, loss=0.5971, top1-acc=83.39%, top5-acc=96.85%, remaining_time=0:00:00.695778, arrival_time=2021-04-10 02:53:07.031235, cost_time=0:00:22.032982 2021-04-10 02:53:06,952 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=1.48ms, fps=2204 images/s, loss=0.6001, top1-acc=83.34%, top5-acc=96.85%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:06.952866, cost_time=0:00:22.650413 2021-04-10 02:53:07,408 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=0.43ms, fps=5634 images/s, loss=1.6514, top1-acc=61.91%, top5-acc=85.39%, remaining_time=0:00:01.363050, arrival_time=2021-04-10 02:53:08.771252, cost_time=0:00:00.454349 2021-04-10 02:53:07,782 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=0.28ms, fps=6851 images/s, loss=1.6276, top1-acc=62.38%, top5-acc=85.49%, remaining_time=0:00:00.828580, arrival_time=2021-04-10 02:53:08.610943, cost_time=0:00:00.828572 2021-04-10 02:53:08,154 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=2.09ms, fps=6886 images/s, loss=1.6093, top1-acc=63.46%, top5-acc=85.79%, remaining_time=0:00:00.400230, arrival_time=2021-04-10 02:53:08.554705, cost_time=0:00:01.200685 2021-04-10 02:53:08,490 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=0.07ms, fps=6915 images/s, loss=1.6233, top1-acc=63.39%, top5-acc=85.75%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:08.490335, cost_time=0:00:01.536523 2021-04-10 02:53:09,012 INFO : Epoch=0097 complete, best val top1-acc=64.46%, top5-acc=86.36% (epoch=93), remaining_time=0:42:48.849664, arrival_time=2021-04-10 03:35:57.861636, cost_time=0:40:19.207915 2021-04-10 02:53:09,012 INFO : Train start, epoch=0098, lr=0.052355 2021-04-10 02:53:10,355 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=1.42ms, fps=1907 images/s, loss=0.6003, top1-acc=84.06%, top5-acc=97.07%, remaining_time=0:00:24.966594, arrival_time=2021-04-10 02:53:35.321788, cost_time=0:00:01.342288 2021-04-10 02:53:11,503 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=1.90ms, fps=2230 images/s, loss=0.5829, top1-acc=84.18%, top5-acc=97.17%, remaining_time=0:00:21.917456, arrival_time=2021-04-10 02:53:33.420967, cost_time=0:00:02.490619 2021-04-10 02:53:12,645 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=1.52ms, fps=2242 images/s, loss=0.5783, top1-acc=84.21%, top5-acc=97.21%, remaining_time=0:00:20.102766, arrival_time=2021-04-10 02:53:32.748667, cost_time=0:00:03.633022 2021-04-10 02:53:13,790 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=1.45ms, fps=2238 images/s, loss=0.5689, top1-acc=84.55%, top5-acc=97.19%, remaining_time=0:00:18.631080, arrival_time=2021-04-10 02:53:32.421263, cost_time=0:00:04.777220 2021-04-10 02:53:14,950 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=1.50ms, fps=2208 images/s, loss=0.5669, top1-acc=84.55%, top5-acc=97.23%, remaining_time=0:00:17.336040, arrival_time=2021-04-10 02:53:32.286111, cost_time=0:00:05.936997 2021-04-10 02:53:16,112 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=1.35ms, fps=2205 images/s, loss=0.5695, top1-acc=84.54%, top5-acc=97.19%, remaining_time=0:00:16.091248, arrival_time=2021-04-10 02:53:32.203242, cost_time=0:00:07.099088 2021-04-10 02:53:17,271 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=9.81ms, fps=2208 images/s, loss=0.5678, top1-acc=84.51%, top5-acc=97.14%, remaining_time=0:00:14.865732, arrival_time=2021-04-10 02:53:32.137458, cost_time=0:00:08.258761 2021-04-10 02:53:18,426 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=2.21ms, fps=2218 images/s, loss=0.5642, top1-acc=84.47%, top5-acc=97.25%, remaining_time=0:00:13.649372, arrival_time=2021-04-10 02:53:32.075689, cost_time=0:00:09.413359 2021-04-10 02:53:19,575 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.59ms, fps=2229 images/s, loss=0.5644, top1-acc=84.46%, top5-acc=97.23%, remaining_time=0:00:12.440266, arrival_time=2021-04-10 02:53:32.015757, cost_time=0:00:10.562515 2021-04-10 02:53:20,727 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=1.88ms, fps=2224 images/s, loss=0.5679, top1-acc=84.41%, top5-acc=97.18%, remaining_time=0:00:11.245728, arrival_time=2021-04-10 02:53:31.973043, cost_time=0:00:11.714305 2021-04-10 02:53:21,887 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.54ms, fps=2208 images/s, loss=0.5710, top1-acc=84.29%, top5-acc=97.11%, remaining_time=0:00:10.065268, arrival_time=2021-04-10 02:53:31.952384, cost_time=0:00:12.874153 2021-04-10 02:53:23,037 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=2.14ms, fps=2227 images/s, loss=0.5695, top1-acc=84.32%, top5-acc=97.13%, remaining_time=0:00:08.882196, arrival_time=2021-04-10 02:53:31.919658, cost_time=0:00:14.024503 2021-04-10 02:53:24,189 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=1.40ms, fps=2223 images/s, loss=0.5713, top1-acc=84.25%, top5-acc=97.13%, remaining_time=0:00:07.705038, arrival_time=2021-04-10 02:53:31.894545, cost_time=0:00:15.176604 2021-04-10 02:53:25,339 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=2.70ms, fps=2227 images/s, loss=0.5757, top1-acc=84.14%, top5-acc=97.10%, remaining_time=0:00:06.530552, arrival_time=2021-04-10 02:53:31.869847, cost_time=0:00:16.326322 2021-04-10 02:53:26,486 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=1.91ms, fps=2233 images/s, loss=0.5795, top1-acc=84.00%, top5-acc=97.07%, remaining_time=0:00:05.358494, arrival_time=2021-04-10 02:53:31.844814, cost_time=0:00:17.473359 2021-04-10 02:53:27,639 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.82ms, fps=2222 images/s, loss=0.5805, top1-acc=83.98%, top5-acc=97.04%, remaining_time=0:00:04.190832, arrival_time=2021-04-10 02:53:31.829763, cost_time=0:00:18.625907 2021-04-10 02:53:28,791 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=1.46ms, fps=2222 images/s, loss=0.5827, top1-acc=83.88%, top5-acc=97.02%, remaining_time=0:00:03.024970, arrival_time=2021-04-10 02:53:31.816482, cost_time=0:00:19.778586 2021-04-10 02:53:29,935 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=1.64ms, fps=2239 images/s, loss=0.5849, top1-acc=83.83%, top5-acc=96.99%, remaining_time=0:00:01.859776, arrival_time=2021-04-10 02:53:31.795201, cost_time=0:00:20.922521 2021-04-10 02:53:31,078 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.30ms, fps=2242 images/s, loss=0.5867, top1-acc=83.83%, top5-acc=96.99%, remaining_time=0:00:00.696786, arrival_time=2021-04-10 02:53:31.774741, cost_time=0:00:22.064943 2021-04-10 02:53:31,694 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=0.08ms, fps=2207 images/s, loss=0.5917, top1-acc=83.75%, top5-acc=96.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:31.694691, cost_time=0:00:22.681788 2021-04-10 02:53:32,164 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=0.29ms, fps=5463 images/s, loss=1.6455, top1-acc=62.46%, top5-acc=84.45%, remaining_time=0:00:01.405800, arrival_time=2021-04-10 02:53:33.570191, cost_time=0:00:00.468598 2021-04-10 02:53:32,536 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=1.45ms, fps=6895 images/s, loss=1.6174, top1-acc=62.60%, top5-acc=85.23%, remaining_time=0:00:00.840400, arrival_time=2021-04-10 02:53:33.376529, cost_time=0:00:00.840390 2021-04-10 02:53:32,905 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=1.86ms, fps=6935 images/s, loss=1.6554, top1-acc=61.59%, top5-acc=84.87%, remaining_time=0:00:00.403280, arrival_time=2021-04-10 02:53:33.308907, cost_time=0:00:01.209847 2021-04-10 02:53:33,243 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=0.08ms, fps=6869 images/s, loss=1.6422, top1-acc=61.66%, top5-acc=84.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:33.243810, cost_time=0:00:01.548102 2021-04-10 02:53:33,747 INFO : Epoch=0098 complete, best val top1-acc=64.46%, top5-acc=86.36% (epoch=93), remaining_time=0:42:23.696604, arrival_time=2021-04-10 03:35:57.444449, cost_time=0:40:43.943766 2021-04-10 02:53:33,748 INFO : Train start, epoch=0099, lr=0.051571 2021-04-10 02:53:35,101 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=2.17ms, fps=1893 images/s, loss=0.6064, top1-acc=83.20%, top5-acc=96.72%, remaining_time=0:00:25.158360, arrival_time=2021-04-10 02:54:00.260060, cost_time=0:00:01.352602 2021-04-10 02:53:36,251 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=2.22ms, fps=2229 images/s, loss=0.5693, top1-acc=84.39%, top5-acc=97.03%, remaining_time=0:00:22.022000, arrival_time=2021-04-10 02:53:58.273545, cost_time=0:00:02.502493 2021-04-10 02:53:37,391 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=2.09ms, fps=2246 images/s, loss=0.5701, top1-acc=84.52%, top5-acc=96.98%, remaining_time=0:00:20.156550, arrival_time=2021-04-10 02:53:57.548391, cost_time=0:00:03.642763 2021-04-10 02:53:38,540 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=1.32ms, fps=2230 images/s, loss=0.5682, top1-acc=84.47%, top5-acc=96.98%, remaining_time=0:00:18.686616, arrival_time=2021-04-10 02:53:57.227053, cost_time=0:00:04.791455 2021-04-10 02:53:39,685 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=2.12ms, fps=2237 images/s, loss=0.5550, top1-acc=84.75%, top5-acc=97.18%, remaining_time=0:00:17.334288, arrival_time=2021-04-10 02:53:57.019743, cost_time=0:00:05.936401 2021-04-10 02:53:40,830 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=1.53ms, fps=2238 images/s, loss=0.5510, top1-acc=84.70%, top5-acc=97.24%, remaining_time=0:00:16.050448, arrival_time=2021-04-10 02:53:56.880505, cost_time=0:00:07.081079 2021-04-10 02:53:41,973 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=1.43ms, fps=2240 images/s, loss=0.5528, top1-acc=84.72%, top5-acc=97.20%, remaining_time=0:00:14.803488, arrival_time=2021-04-10 02:53:56.776756, cost_time=0:00:08.224164 2021-04-10 02:53:43,126 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=2.10ms, fps=2221 images/s, loss=0.5557, top1-acc=84.67%, top5-acc=97.18%, remaining_time=0:00:13.597520, arrival_time=2021-04-10 02:53:56.724109, cost_time=0:00:09.377614 2021-04-10 02:53:44,276 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=1.57ms, fps=2228 images/s, loss=0.5494, top1-acc=84.77%, top5-acc=97.24%, remaining_time=0:00:12.398714, arrival_time=2021-04-10 02:53:56.675007, cost_time=0:00:10.527247 2021-04-10 02:53:45,420 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=2.13ms, fps=2238 images/s, loss=0.5476, top1-acc=84.79%, top5-acc=97.26%, remaining_time=0:00:11.205120, arrival_time=2021-04-10 02:53:56.626059, cost_time=0:00:11.671967 2021-04-10 02:53:46,571 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=1.82ms, fps=2227 images/s, loss=0.5441, top1-acc=84.87%, top5-acc=97.32%, remaining_time=0:00:10.024418, arrival_time=2021-04-10 02:53:56.595357, cost_time=0:00:12.821894 2021-04-10 02:53:47,710 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.48ms, fps=2248 images/s, loss=0.5463, top1-acc=84.79%, top5-acc=97.30%, remaining_time=0:00:08.842144, arrival_time=2021-04-10 02:53:56.552450, cost_time=0:00:13.961316 2021-04-10 02:53:48,851 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=1.54ms, fps=2244 images/s, loss=0.5528, top1-acc=84.58%, top5-acc=97.26%, remaining_time=0:00:07.667418, arrival_time=2021-04-10 02:53:56.518891, cost_time=0:00:15.102441 2021-04-10 02:53:50,017 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=1.74ms, fps=2196 images/s, loss=0.5545, top1-acc=84.53%, top5-acc=97.25%, remaining_time=0:00:06.507480, arrival_time=2021-04-10 02:53:56.525175, cost_time=0:00:16.268649 2021-04-10 02:53:51,162 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=1.67ms, fps=2237 images/s, loss=0.5562, top1-acc=84.46%, top5-acc=97.26%, remaining_time=0:00:05.340232, arrival_time=2021-04-10 02:53:56.502969, cost_time=0:00:17.413757 2021-04-10 02:53:52,312 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=1.72ms, fps=2227 images/s, loss=0.5594, top1-acc=84.35%, top5-acc=97.25%, remaining_time=0:00:04.176828, arrival_time=2021-04-10 02:53:56.489498, cost_time=0:00:18.563706 2021-04-10 02:53:53,469 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=1.92ms, fps=2213 images/s, loss=0.5648, top1-acc=84.18%, top5-acc=97.23%, remaining_time=0:00:03.016104, arrival_time=2021-04-10 02:53:56.485818, cost_time=0:00:19.720621 2021-04-10 02:53:54,616 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=1.74ms, fps=2234 images/s, loss=0.5676, top1-acc=84.14%, top5-acc=97.18%, remaining_time=0:00:01.854864, arrival_time=2021-04-10 02:53:56.471130, cost_time=0:00:20.867271 2021-04-10 02:53:55,762 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=1.41ms, fps=2235 images/s, loss=0.5698, top1-acc=84.08%, top5-acc=97.16%, remaining_time=0:00:00.695148, arrival_time=2021-04-10 02:53:56.457220, cost_time=0:00:22.013098 2021-04-10 02:53:56,375 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=1.27ms, fps=2220 images/s, loss=0.5715, top1-acc=84.04%, top5-acc=97.14%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:56.375217, cost_time=0:00:22.626247 2021-04-10 02:53:56,871 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=0.41ms, fps=5173 images/s, loss=1.7267, top1-acc=61.41%, top5-acc=84.41%, remaining_time=0:00:01.484430, arrival_time=2021-04-10 02:53:58.355507, cost_time=0:00:00.494807 2021-04-10 02:53:57,248 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=2.37ms, fps=6785 images/s, loss=1.7621, top1-acc=61.19%, top5-acc=84.28%, remaining_time=0:00:00.872640, arrival_time=2021-04-10 02:53:58.121541, cost_time=0:00:00.872642 2021-04-10 02:53:57,625 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=1.39ms, fps=6807 images/s, loss=1.7723, top1-acc=61.03%, top5-acc=84.08%, remaining_time=0:00:00.416420, arrival_time=2021-04-10 02:53:58.041878, cost_time=0:00:01.249256 2021-04-10 02:53:57,975 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=0.11ms, fps=6644 images/s, loss=1.7764, top1-acc=61.21%, top5-acc=83.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:57.975073, cost_time=0:00:01.598777 2021-04-10 02:53:58,576 INFO : Epoch=0099 complete, best val top1-acc=64.46%, top5-acc=86.36% (epoch=93), remaining_time=0:41:58.646494, arrival_time=2021-04-10 03:35:57.222846, cost_time=0:41:08.772303 2021-04-10 02:53:58,577 INFO : Train start, epoch=0100, lr=0.050785 2021-04-10 02:53:59,943 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=1.43ms, fps=1875 images/s, loss=0.5232, top1-acc=85.39%, top5-acc=97.42%, remaining_time=0:00:25.398672, arrival_time=2021-04-10 02:54:25.341625, cost_time=0:00:01.365518 2021-04-10 02:54:01,092 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=1.33ms, fps=2227 images/s, loss=0.5283, top1-acc=85.16%, top5-acc=97.38%, remaining_time=0:00:22.135872, arrival_time=2021-04-10 02:54:23.228748, cost_time=0:00:02.515437 2021-04-10 02:54:02,243 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=2.29ms, fps=2227 images/s, loss=0.5284, top1-acc=85.26%, top5-acc=97.29%, remaining_time=0:00:20.283042, arrival_time=2021-04-10 02:54:22.526091, cost_time=0:00:03.665606 2021-04-10 02:54:03,388 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=1.44ms, fps=2237 images/s, loss=0.5218, top1-acc=85.43%, top5-acc=97.42%, remaining_time=0:00:18.762120, arrival_time=2021-04-10 02:54:22.150311, cost_time=0:00:04.810819 2021-04-10 02:54:04,553 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=16.43ms, fps=2199 images/s, loss=0.5248, top1-acc=85.27%, top5-acc=97.50%, remaining_time=0:00:17.448898, arrival_time=2021-04-10 02:54:22.002054, cost_time=0:00:05.975663 2021-04-10 02:54:05,703 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=1.92ms, fps=2227 images/s, loss=0.5292, top1-acc=85.06%, top5-acc=97.49%, remaining_time=0:00:16.151904, arrival_time=2021-04-10 02:54:21.855193, cost_time=0:00:07.125822 2021-04-10 02:54:06,848 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=1.61ms, fps=2236 images/s, loss=0.5383, top1-acc=84.89%, top5-acc=97.41%, remaining_time=0:00:14.888412, arrival_time=2021-04-10 02:54:21.737177, cost_time=0:00:08.271317 2021-04-10 02:54:07,992 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=1.42ms, fps=2239 images/s, loss=0.5421, top1-acc=84.82%, top5-acc=97.42%, remaining_time=0:00:13.652504, arrival_time=2021-04-10 02:54:21.645374, cost_time=0:00:09.415496 2021-04-10 02:54:09,143 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=1.58ms, fps=2227 images/s, loss=0.5473, top1-acc=84.77%, top5-acc=97.34%, remaining_time=0:00:12.443870, arrival_time=2021-04-10 02:54:21.586822, cost_time=0:00:10.565529 2021-04-10 02:54:10,289 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=1.40ms, fps=2233 images/s, loss=0.5483, top1-acc=84.87%, top5-acc=97.27%, remaining_time=0:00:11.243808, arrival_time=2021-04-10 02:54:21.533472, cost_time=0:00:11.712293 2021-04-10 02:54:11,441 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=1.78ms, fps=2223 images/s, loss=0.5450, top1-acc=84.85%, top5-acc=97.35%, remaining_time=0:00:10.057614, arrival_time=2021-04-10 02:54:21.499420, cost_time=0:00:12.864353 2021-04-10 02:54:12,583 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=1.40ms, fps=2243 images/s, loss=0.5507, top1-acc=84.71%, top5-acc=97.28%, remaining_time=0:00:08.870568, arrival_time=2021-04-10 02:54:21.454194, cost_time=0:00:14.006169 2021-04-10 02:54:13,729 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=1.36ms, fps=2236 images/s, loss=0.5524, top1-acc=84.59%, top5-acc=97.27%, remaining_time=0:00:07.692432, arrival_time=2021-04-10 02:54:21.421605, cost_time=0:00:15.151805 2021-04-10 02:54:14,869 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=1.40ms, fps=2247 images/s, loss=0.5535, top1-acc=84.56%, top5-acc=97.24%, remaining_time=0:00:06.516664, arrival_time=2021-04-10 02:54:21.385697, cost_time=0:00:16.291623 2021-04-10 02:54:16,012 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=1.34ms, fps=2241 images/s, loss=0.5562, top1-acc=84.49%, top5-acc=97.24%, remaining_time=0:00:05.346672, arrival_time=2021-04-10 02:54:21.358879, cost_time=0:00:17.434735 2021-04-10 02:54:17,156 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=1.82ms, fps=2239 images/s, loss=0.5589, top1-acc=84.40%, top5-acc=97.22%, remaining_time=0:00:04.180248, arrival_time=2021-04-10 02:54:21.336489, cost_time=0:00:18.578822 2021-04-10 02:54:18,299 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=1.42ms, fps=2240 images/s, loss=0.5616, top1-acc=84.37%, top5-acc=97.19%, remaining_time=0:00:03.016364, arrival_time=2021-04-10 02:54:21.316213, cost_time=0:00:19.722435 2021-04-10 02:54:19,445 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=1.87ms, fps=2235 images/s, loss=0.5624, top1-acc=84.31%, top5-acc=97.18%, remaining_time=0:00:01.854960, arrival_time=2021-04-10 02:54:21.300708, cost_time=0:00:20.868325 2021-04-10 02:54:20,590 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=1.46ms, fps=2238 images/s, loss=0.5645, top1-acc=84.24%, top5-acc=97.16%, remaining_time=0:00:00.695136, arrival_time=2021-04-10 02:54:21.285159, cost_time=0:00:22.012636 2021-04-10 02:54:21,202 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=1.20ms, fps=2221 images/s, loss=0.5666, top1-acc=84.22%, top5-acc=97.15%, remaining_time=0:00:00, arrival_time=2021-04-10 02:54:21.202808, cost_time=0:00:22.625458 2021-04-10 02:54:21,690 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=2.43ms, fps=5260 images/s, loss=1.6769, top1-acc=63.67%, top5-acc=85.74%, remaining_time=0:00:01.460010, arrival_time=2021-04-10 02:54:23.150404, cost_time=0:00:00.486670 2021-04-10 02:54:22,070 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=2.09ms, fps=6745 images/s, loss=1.6849, top1-acc=63.20%, top5-acc=85.88%, remaining_time=0:00:00.866600, arrival_time=2021-04-10 02:54:22.936907, cost_time=0:00:00.866592 2021-04-10 02:54:22,448 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=2.03ms, fps=6783 images/s, loss=1.6895, top1-acc=63.10%, top5-acc=85.72%, remaining_time=0:00:00.414780, arrival_time=2021-04-10 02:54:22.862886, cost_time=0:00:01.244348 2021-04-10 02:54:22,787 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=0.09ms, fps=6853 images/s, loss=1.6820, top1-acc=63.35%, top5-acc=85.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:54:22.787090, cost_time=0:00:01.583417 2021-04-10 02:54:23,273 INFO : Epoch=0100 complete, best val top1-acc=64.46%, top5-acc=86.36% (epoch=93), remaining_time=0:41:33.469300, arrival_time=2021-04-10 03:35:56.742638, cost_time=0:41:33.469318 2021-04-10 02:54:23,273 INFO : Train start, epoch=0101, lr=0.050000 2021-04-10 02:54:24,650 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=0.40ms, fps=1860 images/s, loss=0.4978, top1-acc=86.29%, top5-acc=98.12%, remaining_time=0:00:25.596018, arrival_time=2021-04-10 02:54:50.246212, cost_time=0:00:01.376131 2021-04-10 02:54:25,822 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=2.18ms, fps=2185 images/s, loss=0.5240, top1-acc=85.33%, top5-acc=97.71%, remaining_time=0:00:22.423984, arrival_time=2021-04-10 02:54:48.246273, cost_time=0:00:02.548177 2021-04-10 02:54:26,967 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=1.82ms, fps=2237 images/s, loss=0.5348, top1-acc=85.10%, top5-acc=97.60%, remaining_time=0:00:20.436592, arrival_time=2021-04-10 02:54:47.403973, cost_time=0:00:03.693354 2021-04-10 02:54:28,110 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=1.63ms, fps=2241 images/s, loss=0.5318, top1-acc=85.11%, top5-acc=97.55%, remaining_time=0:00:18.861024, arrival_time=2021-04-10 02:54:46.971217, cost_time=0:00:04.836179 2021-04-10 02:54:29,257 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=1.33ms, fps=2232 images/s, loss=0.5318, top1-acc=85.10%, top5-acc=97.52%, remaining_time=0:00:17.471674, arrival_time=2021-04-10 02:54:46.729241, cost_time=0:00:05.983469 2021-04-10 02:54:30,405 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=1.53ms, fps=2232 images/s, loss=0.5345, top1-acc=85.05%, top5-acc=97.53%, remaining_time=0:00:16.163872, arrival_time=2021-04-10 02:54:46.568968, cost_time=0:00:07.131108 2021-04-10 02:54:31,547 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=1.36ms, fps=2243 images/s, loss=0.5389, top1-acc=85.08%, top5-acc=97.42%, remaining_time=0:00:14.891562, arrival_time=2021-04-10 02:54:46.438721, cost_time=0:00:08.273087 2021-04-10 02:54:32,691 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=1.43ms, fps=2239 images/s, loss=0.5390, top1-acc=85.02%, top5-acc=97.48%, remaining_time=0:00:13.654708, arrival_time=2021-04-10 02:54:46.345746, cost_time=0:00:09.417053 2021-04-10 02:54:33,831 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.37ms, fps=2246 images/s, loss=0.5412, top1-acc=84.97%, top5-acc=97.46%, remaining_time=0:00:12.434224, arrival_time=2021-04-10 02:54:46.265781, cost_time=0:00:10.557396 2021-04-10 02:54:34,986 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=1.50ms, fps=2219 images/s, loss=0.5394, top1-acc=85.00%, top5-acc=97.46%, remaining_time=0:00:11.243616, arrival_time=2021-04-10 02:54:46.229729, cost_time=0:00:11.712074 2021-04-10 02:54:36,187 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=30.08ms, fps=2133 images/s, loss=0.5412, top1-acc=84.98%, top5-acc=97.45%, remaining_time=0:00:10.095626, arrival_time=2021-04-10 02:54:46.282864, cost_time=0:00:12.913031 2021-04-10 02:54:37,336 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=1.48ms, fps=2230 images/s, loss=0.5451, top1-acc=84.92%, top5-acc=97.40%, remaining_time=0:00:08.905908, arrival_time=2021-04-10 02:54:46.241899, cost_time=0:00:14.061911 2021-04-10 02:54:38,483 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.38ms, fps=2233 images/s, loss=0.5445, top1-acc=84.91%, top5-acc=97.40%, remaining_time=0:00:07.721538, arrival_time=2021-04-10 02:54:46.204645, cost_time=0:00:15.209120 2021-04-10 02:54:39,629 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=1.43ms, fps=2235 images/s, loss=0.5446, top1-acc=84.91%, top5-acc=97.35%, remaining_time=0:00:06.541920, arrival_time=2021-04-10 02:54:46.170856, cost_time=0:00:16.354823 2021-04-10 02:54:40,774 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=1.52ms, fps=2237 images/s, loss=0.5468, top1-acc=84.87%, top5-acc=97.34%, remaining_time=0:00:05.366636, arrival_time=2021-04-10 02:54:46.140697, cost_time=0:00:17.499958 2021-04-10 02:54:41,916 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=1.50ms, fps=2241 images/s, loss=0.5504, top1-acc=84.77%, top5-acc=97.31%, remaining_time=0:00:04.194648, arrival_time=2021-04-10 02:54:46.111446, cost_time=0:00:18.642814 2021-04-10 02:54:43,062 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.56ms, fps=2236 images/s, loss=0.5500, top1-acc=84.78%, top5-acc=97.31%, remaining_time=0:00:03.026400, arrival_time=2021-04-10 02:54:46.088378, cost_time=0:00:19.787985 2021-04-10 02:54:44,206 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=1.55ms, fps=2238 images/s, loss=0.5551, top1-acc=84.65%, top5-acc=97.29%, remaining_time=0:00:01.860656, arrival_time=2021-04-10 02:54:46.067071, cost_time=0:00:20.932356 2021-04-10 02:54:45,352 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.19ms, fps=2235 images/s, loss=0.5572, top1-acc=84.51%, top5-acc=97.29%, remaining_time=0:00:00.697212, arrival_time=2021-04-10 02:54:46.049575, cost_time=0:00:22.078337 2021-04-10 02:54:45,969 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=1.23ms, fps=2204 images/s, loss=0.5585, top1-acc=84.44%, top5-acc=97.29%, remaining_time=0:00:00, arrival_time=2021-04-10 02:54:45.969816, cost_time=0:00:22.695838 2021-04-10 02:54:46,420 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=0.32ms, fps=5687 images/s, loss=1.9159, top1-acc=58.83%, top5-acc=83.52%, remaining_time=0:00:01.350390, arrival_time=2021-04-10 02:54:47.771317, cost_time=0:00:00.450133 2021-04-10 02:54:46,795 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=1.62ms, fps=6843 images/s, loss=1.9056, top1-acc=58.98%, top5-acc=82.70%, remaining_time=0:00:00.824720, arrival_time=2021-04-10 02:54:47.620230, cost_time=0:00:00.824715 2021-04-10 02:54:47,166 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=1.47ms, fps=6916 images/s, loss=1.8924, top1-acc=59.05%, top5-acc=83.10%, remaining_time=0:00:00.398450, arrival_time=2021-04-10 02:54:47.564566, cost_time=0:00:01.195364 2021-04-10 02:54:47,505 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=0.07ms, fps=6853 images/s, loss=1.9053, top1-acc=59.21%, top5-acc=83.13%, remaining_time=0:00:00, arrival_time=2021-04-10 02:54:47.505002, cost_time=0:00:01.534234 2021-04-10 02:54:48,004 INFO : Epoch=0101 complete, best val top1-acc=64.46%, top5-acc=86.36% (epoch=93), remaining_time=0:41:08.335023, arrival_time=2021-04-10 03:35:56.339450, cost_time=0:41:58.200414 2021-04-10 02:54:48,004 INFO : Train start, epoch=0102, lr=0.049215 2021-04-10 02:54:49,329 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=1.77ms, fps=1933 images/s, loss=0.5529, top1-acc=84.73%, top5-acc=97.77%, remaining_time=0:00:24.638490, arrival_time=2021-04-10 02:55:13.968308, cost_time=0:00:01.324647 2021-04-10 02:54:50,481 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=1.49ms, fps=2225 images/s, loss=0.5349, top1-acc=84.98%, top5-acc=97.89%, remaining_time=0:00:21.788800, arrival_time=2021-04-10 02:55:12.269995, cost_time=0:00:02.476010 2021-04-10 02:54:51,627 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=1.37ms, fps=2236 images/s, loss=0.5348, top1-acc=84.84%, top5-acc=97.75%, remaining_time=0:00:20.039520, arrival_time=2021-04-10 02:55:11.666474, cost_time=0:00:03.621609 2021-04-10 02:54:52,776 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=1.41ms, fps=2228 images/s, loss=0.5265, top1-acc=85.14%, top5-acc=97.79%, remaining_time=0:00:18.609708, arrival_time=2021-04-10 02:55:11.386574, cost_time=0:00:04.771736 2021-04-10 02:54:53,929 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=1.78ms, fps=2222 images/s, loss=0.5159, top1-acc=85.50%, top5-acc=97.83%, remaining_time=0:00:17.299540, arrival_time=2021-04-10 02:55:11.229183, cost_time=0:00:05.924477 2021-04-10 02:54:55,077 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=2.14ms, fps=2232 images/s, loss=0.5163, top1-acc=85.48%, top5-acc=97.77%, remaining_time=0:00:16.029776, arrival_time=2021-04-10 02:55:11.106812, cost_time=0:00:07.071939 2021-04-10 02:54:56,224 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=1.45ms, fps=2231 images/s, loss=0.5214, top1-acc=85.35%, top5-acc=97.73%, remaining_time=0:00:14.795424, arrival_time=2021-04-10 02:55:11.020302, cost_time=0:00:08.219700 2021-04-10 02:54:57,380 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=7.98ms, fps=2217 images/s, loss=0.5255, top1-acc=85.31%, top5-acc=97.70%, remaining_time=0:00:13.594040, arrival_time=2021-04-10 02:55:10.974370, cost_time=0:00:09.375167 2021-04-10 02:54:58,537 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=1.76ms, fps=2215 images/s, loss=0.5245, top1-acc=85.43%, top5-acc=97.66%, remaining_time=0:00:12.404120, arrival_time=2021-04-10 02:55:10.941070, cost_time=0:00:10.531779 2021-04-10 02:54:59,686 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=1.97ms, fps=2229 images/s, loss=0.5244, top1-acc=85.43%, top5-acc=97.66%, remaining_time=0:00:11.213472, arrival_time=2021-04-10 02:55:10.899427, cost_time=0:00:11.680731 2021-04-10 02:55:00,839 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=1.46ms, fps=2221 images/s, loss=0.5248, top1-acc=85.34%, top5-acc=97.66%, remaining_time=0:00:10.034050, arrival_time=2021-04-10 02:55:10.873466, cost_time=0:00:12.834223 2021-04-10 02:55:01,982 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=1.43ms, fps=2241 images/s, loss=0.5281, top1-acc=85.24%, top5-acc=97.62%, remaining_time=0:00:08.852328, arrival_time=2021-04-10 02:55:10.834783, cost_time=0:00:13.977367 2021-04-10 02:55:03,128 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=1.62ms, fps=2235 images/s, loss=0.5316, top1-acc=85.16%, top5-acc=97.53%, remaining_time=0:00:07.677846, arrival_time=2021-04-10 02:55:10.805922, cost_time=0:00:15.122982 2021-04-10 02:55:04,276 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=1.40ms, fps=2230 images/s, loss=0.5336, top1-acc=85.05%, top5-acc=97.54%, remaining_time=0:00:06.508432, arrival_time=2021-04-10 02:55:10.784629, cost_time=0:00:16.271101 2021-04-10 02:55:05,423 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.68ms, fps=2231 images/s, loss=0.5349, top1-acc=85.01%, top5-acc=97.51%, remaining_time=0:00:05.341750, arrival_time=2021-04-10 02:55:10.765591, cost_time=0:00:17.418712 2021-04-10 02:55:06,574 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=1.95ms, fps=2227 images/s, loss=0.5379, top1-acc=84.97%, top5-acc=97.48%, remaining_time=0:00:04.178016, arrival_time=2021-04-10 02:55:10.752107, cost_time=0:00:18.568941 2021-04-10 02:55:07,721 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.82ms, fps=2233 images/s, loss=0.5422, top1-acc=84.88%, top5-acc=97.42%, remaining_time=0:00:03.015376, arrival_time=2021-04-10 02:55:10.736490, cost_time=0:00:19.715934 2021-04-10 02:55:08,868 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.84ms, fps=2232 images/s, loss=0.5478, top1-acc=84.76%, top5-acc=97.37%, remaining_time=0:00:01.854544, arrival_time=2021-04-10 02:55:10.723289, cost_time=0:00:20.863582 2021-04-10 02:55:10,020 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.74ms, fps=2225 images/s, loss=0.5498, top1-acc=84.68%, top5-acc=97.38%, remaining_time=0:00:00.695208, arrival_time=2021-04-10 02:55:10.715310, cost_time=0:00:22.014864 2021-04-10 02:55:10,637 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=1.26ms, fps=2207 images/s, loss=0.5515, top1-acc=84.67%, top5-acc=97.36%, remaining_time=0:00:00, arrival_time=2021-04-10 02:55:10.636996, cost_time=0:00:22.631874 2021-04-10 02:55:11,116 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=1.25ms, fps=5357 images/s, loss=1.6604, top1-acc=61.95%, top5-acc=86.05%, remaining_time=0:00:01.433580, arrival_time=2021-04-10 02:55:12.549550, cost_time=0:00:00.477858 2021-04-10 02:55:11,484 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=1.28ms, fps=6954 images/s, loss=1.6409, top1-acc=63.05%, top5-acc=86.04%, remaining_time=0:00:00.846360, arrival_time=2021-04-10 02:55:12.330904, cost_time=0:00:00.846355 2021-04-10 02:55:11,855 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=1.48ms, fps=6906 images/s, loss=1.6498, top1-acc=63.01%, top5-acc=86.07%, remaining_time=0:00:00.405860, arrival_time=2021-04-10 02:55:12.261552, cost_time=0:00:01.217584 2021-04-10 02:55:12,195 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=0.08ms, fps=6829 images/s, loss=1.6416, top1-acc=63.23%, top5-acc=86.08%, remaining_time=0:00:00, arrival_time=2021-04-10 02:55:12.195794, cost_time=0:00:01.557690 2021-04-10 02:55:12,819 INFO : Epoch=0102 complete, best val top1-acc=64.46%, top5-acc=86.36% (epoch=93), remaining_time=0:40:43.289058, arrival_time=2021-04-10 03:35:56.108277, cost_time=0:42:23.015156 2021-04-10 02:55:12,820 INFO : Train start, epoch=0103, lr=0.048429 2021-04-10 02:55:14,151 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=0.26ms, fps=1923 images/s, loss=0.4925, top1-acc=85.94%, top5-acc=98.01%, remaining_time=0:00:24.764970, arrival_time=2021-04-10 02:55:38.916663, cost_time=0:00:01.331451 2021-04-10 02:55:15,299 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=1.47ms, fps=2231 images/s, loss=0.5018, top1-acc=86.09%, top5-acc=97.89%, remaining_time=0:00:21.820656, arrival_time=2021-04-10 02:55:37.120490, cost_time=0:00:02.479628 2021-04-10 02:55:16,451 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=2.10ms, fps=2223 images/s, loss=0.5030, top1-acc=86.26%, top5-acc=97.81%, remaining_time=0:00:20.095462, arrival_time=2021-04-10 02:55:36.547360, cost_time=0:00:03.631704 2021-04-10 02:55:17,598 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=1.70ms, fps=2234 images/s, loss=0.5002, top1-acc=86.32%, top5-acc=97.77%, remaining_time=0:00:18.635136, arrival_time=2021-04-10 02:55:36.233544, cost_time=0:00:04.778234 2021-04-10 02:55:18,746 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=1.40ms, fps=2231 images/s, loss=0.4996, top1-acc=86.29%, top5-acc=97.69%, remaining_time=0:00:17.305380, arrival_time=2021-04-10 02:55:36.052079, cost_time=0:00:05.926500 2021-04-10 02:55:19,894 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=1.88ms, fps=2232 images/s, loss=0.5007, top1-acc=86.09%, top5-acc=97.72%, remaining_time=0:00:16.034400, arrival_time=2021-04-10 02:55:35.928644, cost_time=0:00:07.074008 2021-04-10 02:55:21,036 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=1.42ms, fps=2242 images/s, loss=0.5054, top1-acc=85.98%, top5-acc=97.69%, remaining_time=0:00:14.789502, arrival_time=2021-04-10 02:55:35.826082, cost_time=0:00:08.216416 2021-04-10 02:55:22,186 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=2.24ms, fps=2227 images/s, loss=0.5085, top1-acc=85.93%, top5-acc=97.60%, remaining_time=0:00:13.581744, arrival_time=2021-04-10 02:55:35.768669, cost_time=0:00:09.366739 2021-04-10 02:55:23,336 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=1.35ms, fps=2229 images/s, loss=0.5118, top1-acc=85.74%, top5-acc=97.58%, remaining_time=0:00:12.385252, arrival_time=2021-04-10 02:55:35.721247, cost_time=0:00:10.515798 2021-04-10 02:55:24,478 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.39ms, fps=2242 images/s, loss=0.5146, top1-acc=85.66%, top5-acc=97.61%, remaining_time=0:00:11.191776, arrival_time=2021-04-10 02:55:35.670023, cost_time=0:00:11.658126 2021-04-10 02:55:25,627 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=1.44ms, fps=2229 images/s, loss=0.5176, top1-acc=85.56%, top5-acc=97.62%, remaining_time=0:00:10.012894, arrival_time=2021-04-10 02:55:35.640258, cost_time=0:00:12.807181 2021-04-10 02:55:26,771 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=1.56ms, fps=2238 images/s, loss=0.5237, top1-acc=85.43%, top5-acc=97.57%, remaining_time=0:00:08.836064, arrival_time=2021-04-10 02:55:35.607963, cost_time=0:00:13.951708 2021-04-10 02:55:27,925 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=1.47ms, fps=2221 images/s, loss=0.5281, top1-acc=85.31%, top5-acc=97.55%, remaining_time=0:00:07.668672, arrival_time=2021-04-10 02:55:35.593771, cost_time=0:00:15.104964 2021-04-10 02:55:29,072 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.35ms, fps=2233 images/s, loss=0.5286, top1-acc=85.30%, top5-acc=97.56%, remaining_time=0:00:06.500816, arrival_time=2021-04-10 02:55:35.573162, cost_time=0:00:16.252065 2021-04-10 02:55:30,223 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=1.77ms, fps=2226 images/s, loss=0.5323, top1-acc=85.23%, top5-acc=97.54%, remaining_time=0:00:05.336920, arrival_time=2021-04-10 02:55:35.560009, cost_time=0:00:17.402954 2021-04-10 02:55:31,372 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=1.41ms, fps=2229 images/s, loss=0.5344, top1-acc=85.18%, top5-acc=97.50%, remaining_time=0:00:04.174236, arrival_time=2021-04-10 02:55:35.546477, cost_time=0:00:18.552128 2021-04-10 02:55:32,520 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=2.03ms, fps=2230 images/s, loss=0.5348, top1-acc=85.17%, top5-acc=97.51%, remaining_time=0:00:03.013036, arrival_time=2021-04-10 02:55:35.533882, cost_time=0:00:19.700663 2021-04-10 02:55:33,668 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=1.84ms, fps=2232 images/s, loss=0.5353, top1-acc=85.13%, top5-acc=97.50%, remaining_time=0:00:01.853184, arrival_time=2021-04-10 02:55:35.521635, cost_time=0:00:20.848295 2021-04-10 02:55:34,814 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=1.65ms, fps=2235 images/s, loss=0.5354, top1-acc=85.12%, top5-acc=97.49%, remaining_time=0:00:00.694554, arrival_time=2021-04-10 02:55:35.508860, cost_time=0:00:21.994125 2021-04-10 02:55:35,431 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=1.24ms, fps=2207 images/s, loss=0.5362, top1-acc=85.08%, top5-acc=97.50%, remaining_time=0:00:00, arrival_time=2021-04-10 02:55:35.431215, cost_time=0:00:22.611051 2021-04-10 02:55:35,922 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=0.21ms, fps=5222 images/s, loss=1.6112, top1-acc=64.26%, top5-acc=86.05%, remaining_time=0:00:01.470600, arrival_time=2021-04-10 02:55:37.393441, cost_time=0:00:00.490198 2021-04-10 02:55:36,297 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=1.56ms, fps=6840 images/s, loss=1.6562, top1-acc=63.83%, top5-acc=85.61%, remaining_time=0:00:00.864940, arrival_time=2021-04-10 02:55:37.162463, cost_time=0:00:00.864931 2021-04-10 02:55:36,669 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=1.53ms, fps=6888 images/s, loss=1.6396, top1-acc=64.10%, top5-acc=85.90%, remaining_time=0:00:00.412310, arrival_time=2021-04-10 02:55:37.081835, cost_time=0:00:01.236938 2021-04-10 02:55:37,006 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=0.08ms, fps=6891 images/s, loss=1.6549, top1-acc=63.96%, top5-acc=85.95%, remaining_time=0:00:00, arrival_time=2021-04-10 02:55:37.006504, cost_time=0:00:01.573942 2021-04-10 02:55:37,516 INFO : Epoch=0103 complete, best val top1-acc=64.46%, top5-acc=86.36% (epoch=93), remaining_time=0:40:18.136571, arrival_time=2021-04-10 03:35:55.652671, cost_time=0:42:47.712051 2021-04-10 02:55:37,516 INFO : Train start, epoch=0104, lr=0.047645 2021-04-10 02:55:38,871 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=0.25ms, fps=1890 images/s, loss=0.5150, top1-acc=86.09%, top5-acc=97.73%, remaining_time=0:00:25.191654, arrival_time=2021-04-10 02:56:04.063156, cost_time=0:00:01.354391 2021-04-10 02:55:40,015 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=1.67ms, fps=2239 images/s, loss=0.4878, top1-acc=86.60%, top5-acc=97.93%, remaining_time=0:00:21.986272, arrival_time=2021-04-10 02:56:02.001784, cost_time=0:00:02.498430 2021-04-10 02:55:41,159 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=1.51ms, fps=2239 images/s, loss=0.4925, top1-acc=86.50%, top5-acc=97.90%, remaining_time=0:00:20.152234, arrival_time=2021-04-10 02:56:01.311283, cost_time=0:00:03.641974 2021-04-10 02:55:42,303 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=1.80ms, fps=2237 images/s, loss=0.4808, top1-acc=86.74%, top5-acc=98.03%, remaining_time=0:00:18.668520, arrival_time=2021-04-10 02:56:00.972433, cost_time=0:00:04.786797 2021-04-10 02:55:43,451 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=1.72ms, fps=2233 images/s, loss=0.4902, top1-acc=86.48%, top5-acc=97.94%, remaining_time=0:00:17.326988, arrival_time=2021-04-10 02:56:00.778028, cost_time=0:00:05.933901 2021-04-10 02:55:44,592 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=1.41ms, fps=2244 images/s, loss=0.4871, top1-acc=86.43%, top5-acc=97.94%, remaining_time=0:00:16.037528, arrival_time=2021-04-10 02:56:00.629960, cost_time=0:00:07.075355 2021-04-10 02:55:45,737 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=1.92ms, fps=2236 images/s, loss=0.4895, top1-acc=86.34%, top5-acc=97.89%, remaining_time=0:00:14.797314, arrival_time=2021-04-10 02:56:00.535159, cost_time=0:00:08.220709 2021-04-10 02:55:46,891 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=1.89ms, fps=2220 images/s, loss=0.4918, top1-acc=86.42%, top5-acc=97.85%, remaining_time=0:00:13.593112, arrival_time=2021-04-10 02:56:00.484714, cost_time=0:00:09.374527 2021-04-10 02:55:48,037 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=1.45ms, fps=2234 images/s, loss=0.4910, top1-acc=86.39%, top5-acc=97.85%, remaining_time=0:00:12.390976, arrival_time=2021-04-10 02:56:00.428694, cost_time=0:00:10.520639 2021-04-10 02:55:49,178 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=1.38ms, fps=2244 images/s, loss=0.4962, top1-acc=86.25%, top5-acc=97.83%, remaining_time=0:00:11.195232, arrival_time=2021-04-10 02:56:00.374027, cost_time=0:00:11.661656 2021-04-10 02:55:50,328 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=1.53ms, fps=2229 images/s, loss=0.4998, top1-acc=86.12%, top5-acc=97.81%, remaining_time=0:00:10.015646, arrival_time=2021-04-10 02:56:00.343554, cost_time=0:00:12.810719 2021-04-10 02:55:51,483 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=1.87ms, fps=2217 images/s, loss=0.5014, top1-acc=86.04%, top5-acc=97.82%, remaining_time=0:00:08.845336, arrival_time=2021-04-10 02:56:00.328800, cost_time=0:00:13.966360 2021-04-10 02:55:52,632 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=1.54ms, fps=2229 images/s, loss=0.5064, top1-acc=85.88%, top5-acc=97.78%, remaining_time=0:00:07.674018, arrival_time=2021-04-10 02:56:00.306558, cost_time=0:00:15.115468 2021-04-10 02:55:53,777 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.62ms, fps=2237 images/s, loss=0.5096, top1-acc=85.76%, top5-acc=97.72%, remaining_time=0:00:06.504176, arrival_time=2021-04-10 02:56:00.281707, cost_time=0:00:16.260449 2021-04-10 02:55:54,919 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=1.35ms, fps=2242 images/s, loss=0.5110, top1-acc=85.69%, top5-acc=97.71%, remaining_time=0:00:05.336782, arrival_time=2021-04-10 02:56:00.256387, cost_time=0:00:17.402528 2021-04-10 02:55:56,063 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=1.51ms, fps=2239 images/s, loss=0.5123, top1-acc=85.63%, top5-acc=97.69%, remaining_time=0:00:04.172868, arrival_time=2021-04-10 02:56:00.236022, cost_time=0:00:18.546066 2021-04-10 02:55:57,207 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=1.40ms, fps=2239 images/s, loss=0.5165, top1-acc=85.60%, top5-acc=97.65%, remaining_time=0:00:03.011424, arrival_time=2021-04-10 02:56:00.218654, cost_time=0:00:19.690079 2021-04-10 02:55:58,354 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=1.47ms, fps=2233 images/s, loss=0.5181, top1-acc=85.56%, top5-acc=97.63%, remaining_time=0:00:01.852176, arrival_time=2021-04-10 02:56:00.206235, cost_time=0:00:20.836917 2021-04-10 02:55:59,500 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=1.40ms, fps=2234 images/s, loss=0.5189, top1-acc=85.52%, top5-acc=97.63%, remaining_time=0:00:00.694212, arrival_time=2021-04-10 02:56:00.194680, cost_time=0:00:21.983386 2021-04-10 02:56:00,118 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=1.55ms, fps=2203 images/s, loss=0.5199, top1-acc=85.50%, top5-acc=97.60%, remaining_time=0:00:00, arrival_time=2021-04-10 02:56:00.118375, cost_time=0:00:22.601285 2021-04-10 02:56:00,565 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=1.29ms, fps=5738 images/s, loss=1.6986, top1-acc=62.93%, top5-acc=86.29%, remaining_time=0:00:01.338480, arrival_time=2021-04-10 02:56:01.904066, cost_time=0:00:00.446156 2021-04-10 02:56:00,932 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=1.66ms, fps=6976 images/s, loss=1.7250, top1-acc=62.07%, top5-acc=85.47%, remaining_time=0:00:00.813440, arrival_time=2021-04-10 02:56:01.746324, cost_time=0:00:00.813448 2021-04-10 02:56:01,302 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=1.41ms, fps=6932 images/s, loss=1.7245, top1-acc=62.23%, top5-acc=85.47%, remaining_time=0:00:00.394370, arrival_time=2021-04-10 02:56:01.696899, cost_time=0:00:01.183108 2021-04-10 02:56:01,638 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=0.08ms, fps=6919 images/s, loss=1.7006, top1-acc=62.49%, top5-acc=85.68%, remaining_time=0:00:00, arrival_time=2021-04-10 02:56:01.638169, cost_time=0:00:01.518775 2021-04-10 02:56:02,381 INFO : Epoch=0104 complete, best val top1-acc=64.46%, top5-acc=86.36% (epoch=93), remaining_time=0:39:53.148672, arrival_time=2021-04-10 03:35:55.530422, cost_time=0:43:12.577730 2021-04-10 02:56:02,382 INFO : Train start, epoch=0105, lr=0.046860 2021-04-10 02:56:03,705 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=1.58ms, fps=1934 images/s, loss=0.5362, top1-acc=85.08%, top5-acc=97.42%, remaining_time=0:00:24.614496, arrival_time=2021-04-10 02:56:28.320338, cost_time=0:00:01.323365 2021-04-10 02:56:04,850 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=1.46ms, fps=2238 images/s, loss=0.5397, top1-acc=84.94%, top5-acc=97.29%, remaining_time=0:00:21.718224, arrival_time=2021-04-10 02:56:26.568798, cost_time=0:00:02.467987 2021-04-10 02:56:06,009 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=1.90ms, fps=2213 images/s, loss=0.5190, top1-acc=85.22%, top5-acc=97.41%, remaining_time=0:00:20.071060, arrival_time=2021-04-10 02:56:26.080888, cost_time=0:00:03.627287 2021-04-10 02:56:07,161 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=1.53ms, fps=2224 images/s, loss=0.5097, top1-acc=85.57%, top5-acc=97.49%, remaining_time=0:00:18.638100, arrival_time=2021-04-10 02:56:25.799594, cost_time=0:00:04.779014 2021-04-10 02:56:08,310 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=1.35ms, fps=2229 images/s, loss=0.5136, top1-acc=85.73%, top5-acc=97.47%, remaining_time=0:00:17.309760, arrival_time=2021-04-10 02:56:25.620241, cost_time=0:00:05.927993 2021-04-10 02:56:09,456 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=1.38ms, fps=2235 images/s, loss=0.5107, top1-acc=85.81%, top5-acc=97.53%, remaining_time=0:00:16.034128, arrival_time=2021-04-10 02:56:25.490450, cost_time=0:00:07.073861 2021-04-10 02:56:10,610 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=1.62ms, fps=2220 images/s, loss=0.5107, top1-acc=85.75%, top5-acc=97.59%, remaining_time=0:00:14.809914, arrival_time=2021-04-10 02:56:25.420136, cost_time=0:00:08.227748 2021-04-10 02:56:11,757 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=2.00ms, fps=2232 images/s, loss=0.5117, top1-acc=85.69%, top5-acc=97.60%, remaining_time=0:00:13.594504, arrival_time=2021-04-10 02:56:25.352446, cost_time=0:00:09.375533 2021-04-10 02:56:12,905 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=1.39ms, fps=2231 images/s, loss=0.5108, top1-acc=85.74%, top5-acc=97.63%, remaining_time=0:00:12.394156, arrival_time=2021-04-10 02:56:25.299967, cost_time=0:00:10.523325 2021-04-10 02:56:14,046 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.36ms, fps=2245 images/s, loss=0.5119, top1-acc=85.74%, top5-acc=97.63%, remaining_time=0:00:11.197632, arrival_time=2021-04-10 02:56:25.244246, cost_time=0:00:11.664219 2021-04-10 02:56:15,199 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=2.09ms, fps=2222 images/s, loss=0.5115, top1-acc=85.76%, top5-acc=97.63%, remaining_time=0:00:10.020376, arrival_time=2021-04-10 02:56:25.219672, cost_time=0:00:12.816758 2021-04-10 02:56:16,363 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=20.16ms, fps=2200 images/s, loss=0.5101, top1-acc=85.83%, top5-acc=97.62%, remaining_time=0:00:08.854836, arrival_time=2021-04-10 02:56:25.218582, cost_time=0:00:13.981328 2021-04-10 02:56:17,506 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=1.93ms, fps=2240 images/s, loss=0.5095, top1-acc=85.84%, top5-acc=97.61%, remaining_time=0:00:07.678638, arrival_time=2021-04-10 02:56:25.185588, cost_time=0:00:15.124545 2021-04-10 02:56:18,652 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.88ms, fps=2236 images/s, loss=0.5139, top1-acc=85.69%, top5-acc=97.57%, remaining_time=0:00:06.508040, arrival_time=2021-04-10 02:56:25.160630, cost_time=0:00:16.270087 2021-04-10 02:56:19,796 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=1.46ms, fps=2240 images/s, loss=0.5144, top1-acc=85.68%, top5-acc=97.57%, remaining_time=0:00:05.340186, arrival_time=2021-04-10 02:56:25.136302, cost_time=0:00:17.413637 2021-04-10 02:56:20,944 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=1.96ms, fps=2231 images/s, loss=0.5143, top1-acc=85.68%, top5-acc=97.57%, remaining_time=0:00:04.176432, arrival_time=2021-04-10 02:56:25.120742, cost_time=0:00:18.561899 2021-04-10 02:56:22,092 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=1.45ms, fps=2232 images/s, loss=0.5158, top1-acc=85.66%, top5-acc=97.53%, remaining_time=0:00:03.014388, arrival_time=2021-04-10 02:56:25.106364, cost_time=0:00:19.709517 2021-04-10 02:56:23,234 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.39ms, fps=2242 images/s, loss=0.5182, top1-acc=85.60%, top5-acc=97.52%, remaining_time=0:00:01.853504, arrival_time=2021-04-10 02:56:25.087932, cost_time=0:00:20.851994 2021-04-10 02:56:24,378 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.25ms, fps=2238 images/s, loss=0.5194, top1-acc=85.57%, top5-acc=97.53%, remaining_time=0:00:00.694620, arrival_time=2021-04-10 02:56:25.073323, cost_time=0:00:21.996244 2021-04-10 02:56:24,995 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=1.26ms, fps=2206 images/s, loss=0.5231, top1-acc=85.48%, top5-acc=97.50%, remaining_time=0:00:00, arrival_time=2021-04-10 02:56:24.995634, cost_time=0:00:22.613244 2021-04-10 02:56:25,455 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=6.27ms, fps=5582 images/s, loss=1.5633, top1-acc=63.32%, top5-acc=86.33%, remaining_time=0:00:01.375740, arrival_time=2021-04-10 02:56:26.831187, cost_time=0:00:00.458579 2021-04-10 02:56:25,852 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=3.25ms, fps=6461 images/s, loss=1.5559, top1-acc=63.71%, top5-acc=86.39%, remaining_time=0:00:00.855280, arrival_time=2021-04-10 02:56:26.707431, cost_time=0:00:00.855272 2021-04-10 02:56:26,244 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=1.39ms, fps=6535 images/s, loss=1.5799, top1-acc=63.49%, top5-acc=86.12%, remaining_time=0:00:00.415850, arrival_time=2021-04-10 02:56:26.660406, cost_time=0:00:01.247563 2021-04-10 02:56:26,593 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.08ms, fps=6667 images/s, loss=1.6350, top1-acc=63.73%, top5-acc=86.18%, remaining_time=0:00:00, arrival_time=2021-04-10 02:56:26.593108, cost_time=0:00:01.596323 2021-04-10 02:56:27,086 INFO : Epoch=0105 complete, best val top1-acc=64.46%, top5-acc=86.36% (epoch=93), remaining_time=0:39:28.017500, arrival_time=2021-04-10 03:35:55.104015, cost_time=0:43:37.282454 2021-04-10 02:56:27,087 INFO : Train start, epoch=0106, lr=0.046077 2021-04-10 02:56:28,390 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=1.52ms, fps=1964 images/s, loss=0.5265, top1-acc=85.62%, top5-acc=97.85%, remaining_time=0:00:24.241752, arrival_time=2021-04-10 02:56:52.632609, cost_time=0:00:01.303324 2021-04-10 02:56:29,541 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=2.14ms, fps=2226 images/s, loss=0.5156, top1-acc=85.47%, top5-acc=97.89%, remaining_time=0:00:21.595728, arrival_time=2021-04-10 02:56:51.137331, cost_time=0:00:02.454069 2021-04-10 02:56:30,689 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=1.59ms, fps=2232 images/s, loss=0.4954, top1-acc=85.73%, top5-acc=97.99%, remaining_time=0:00:19.928632, arrival_time=2021-04-10 02:56:50.617722, cost_time=0:00:03.601559 2021-04-10 02:56:31,836 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=1.85ms, fps=2233 images/s, loss=0.5011, top1-acc=85.72%, top5-acc=97.85%, remaining_time=0:00:18.520008, arrival_time=2021-04-10 02:56:50.356203, cost_time=0:00:04.748724 2021-04-10 02:56:32,985 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=1.63ms, fps=2228 images/s, loss=0.4961, top1-acc=85.99%, top5-acc=97.84%, remaining_time=0:00:17.222744, arrival_time=2021-04-10 02:56:50.208485, cost_time=0:00:05.898198 2021-04-10 02:56:34,133 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=4.24ms, fps=2231 images/s, loss=0.4944, top1-acc=86.14%, top5-acc=97.92%, remaining_time=0:00:15.971568, arrival_time=2021-04-10 02:56:50.105395, cost_time=0:00:07.046257 2021-04-10 02:56:35,301 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=1.66ms, fps=2195 images/s, loss=0.4893, top1-acc=86.23%, top5-acc=97.90%, remaining_time=0:00:14.784714, arrival_time=2021-04-10 02:56:50.085896, cost_time=0:00:08.213698 2021-04-10 02:56:36,451 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=1.95ms, fps=2227 images/s, loss=0.4913, top1-acc=86.22%, top5-acc=97.86%, remaining_time=0:00:13.577104, arrival_time=2021-04-10 02:56:50.028187, cost_time=0:00:09.363560 2021-04-10 02:56:37,592 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.33ms, fps=2243 images/s, loss=0.4959, top1-acc=86.13%, top5-acc=97.78%, remaining_time=0:00:12.372956, arrival_time=2021-04-10 02:56:49.965743, cost_time=0:00:10.505298 2021-04-10 02:56:38,735 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=1.53ms, fps=2241 images/s, loss=0.4976, top1-acc=86.08%, top5-acc=97.77%, remaining_time=0:00:11.182176, arrival_time=2021-04-10 02:56:49.917716, cost_time=0:00:11.648069 2021-04-10 02:56:39,895 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=1.38ms, fps=2207 images/s, loss=0.4988, top1-acc=86.07%, top5-acc=97.73%, remaining_time=0:00:10.013754, arrival_time=2021-04-10 02:56:49.909608, cost_time=0:00:12.808284 2021-04-10 02:56:41,042 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.44ms, fps=2233 images/s, loss=0.4973, top1-acc=86.08%, top5-acc=97.79%, remaining_time=0:00:08.838268, arrival_time=2021-04-10 02:56:49.880983, cost_time=0:00:13.955197 2021-04-10 02:56:42,193 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=1.37ms, fps=2227 images/s, loss=0.4962, top1-acc=86.14%, top5-acc=97.78%, remaining_time=0:00:07.668936, arrival_time=2021-04-10 02:56:49.861899, cost_time=0:00:15.105501 2021-04-10 02:56:43,340 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=1.63ms, fps=2233 images/s, loss=0.4982, top1-acc=86.05%, top5-acc=97.77%, remaining_time=0:00:06.500928, arrival_time=2021-04-10 02:56:49.840858, cost_time=0:00:16.252331 2021-04-10 02:56:44,489 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=1.58ms, fps=2228 images/s, loss=0.5004, top1-acc=85.96%, top5-acc=97.76%, remaining_time=0:00:05.336598, arrival_time=2021-04-10 02:56:49.825980, cost_time=0:00:17.401918 2021-04-10 02:56:45,643 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=1.48ms, fps=2219 images/s, loss=0.5009, top1-acc=85.93%, top5-acc=97.79%, remaining_time=0:00:04.175100, arrival_time=2021-04-10 02:56:49.818635, cost_time=0:00:18.556077 2021-04-10 02:56:46,785 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=1.53ms, fps=2242 images/s, loss=0.5013, top1-acc=85.94%, top5-acc=97.78%, remaining_time=0:00:03.012672, arrival_time=2021-04-10 02:56:49.798406, cost_time=0:00:19.698208 2021-04-10 02:56:47,934 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=1.44ms, fps=2230 images/s, loss=0.5031, top1-acc=85.89%, top5-acc=97.74%, remaining_time=0:00:01.853040, arrival_time=2021-04-10 02:56:49.787113, cost_time=0:00:20.846617 2021-04-10 02:56:49,087 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.22ms, fps=2221 images/s, loss=0.5059, top1-acc=85.84%, top5-acc=97.71%, remaining_time=0:00:00.694728, arrival_time=2021-04-10 02:56:49.781825, cost_time=0:00:21.999632 2021-04-10 02:56:49,701 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=1.29ms, fps=2215 images/s, loss=0.5076, top1-acc=85.78%, top5-acc=97.70%, remaining_time=0:00:00, arrival_time=2021-04-10 02:56:49.701391, cost_time=0:00:22.613908 2021-04-10 02:56:50,163 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=0.20ms, fps=5560 images/s, loss=1.7115, top1-acc=62.03%, top5-acc=83.44%, remaining_time=0:00:01.381260, arrival_time=2021-04-10 02:56:51.544273, cost_time=0:00:00.460415 2021-04-10 02:56:50,534 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=1.78ms, fps=6898 images/s, loss=1.7451, top1-acc=61.21%, top5-acc=83.42%, remaining_time=0:00:00.831880, arrival_time=2021-04-10 02:56:51.366379, cost_time=0:00:00.831873 2021-04-10 02:56:50,911 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=3.19ms, fps=6794 images/s, loss=1.7659, top1-acc=61.04%, top5-acc=83.58%, remaining_time=0:00:00.403040, arrival_time=2021-04-10 02:56:51.314912, cost_time=0:00:01.209129 2021-04-10 02:56:51,250 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=0.09ms, fps=6861 images/s, loss=1.7360, top1-acc=61.42%, top5-acc=83.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:56:51.250571, cost_time=0:00:01.547988 2021-04-10 02:56:51,739 INFO : Epoch=0106 complete, best val top1-acc=64.46%, top5-acc=86.36% (epoch=93), remaining_time=0:39:02.848386, arrival_time=2021-04-10 03:35:54.587905, cost_time=0:44:01.935453 2021-04-10 02:56:51,740 INFO : Train start, epoch=0107, lr=0.045295 2021-04-10 02:56:53,125 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=0.27ms, fps=1849 images/s, loss=0.4680, top1-acc=87.03%, top5-acc=98.12%, remaining_time=0:00:25.748352, arrival_time=2021-04-10 02:57:18.873298, cost_time=0:00:01.384324 2021-04-10 02:56:54,280 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=1.54ms, fps=2216 images/s, loss=0.4400, top1-acc=88.11%, top5-acc=98.12%, remaining_time=0:00:22.352704, arrival_time=2021-04-10 02:57:16.633493, cost_time=0:00:02.540080 2021-04-10 02:56:55,425 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=1.36ms, fps=2238 images/s, loss=0.4371, top1-acc=88.15%, top5-acc=98.07%, remaining_time=0:00:20.390278, arrival_time=2021-04-10 02:57:15.815905, cost_time=0:00:03.684981 2021-04-10 02:56:56,571 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=1.58ms, fps=2235 images/s, loss=0.4345, top1-acc=87.98%, top5-acc=98.21%, remaining_time=0:00:18.840588, arrival_time=2021-04-10 02:57:15.412083, cost_time=0:00:04.830908 2021-04-10 02:56:57,722 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=1.93ms, fps=2225 images/s, loss=0.4356, top1-acc=87.91%, top5-acc=98.20%, remaining_time=0:00:17.467586, arrival_time=2021-04-10 02:57:15.190247, cost_time=0:00:05.982045 2021-04-10 02:56:58,868 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=1.59ms, fps=2236 images/s, loss=0.4374, top1-acc=87.83%, top5-acc=98.15%, remaining_time=0:00:16.155712, arrival_time=2021-04-10 02:57:15.023951, cost_time=0:00:07.127548 2021-04-10 02:57:00,017 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=1.39ms, fps=2232 images/s, loss=0.4395, top1-acc=87.71%, top5-acc=98.15%, remaining_time=0:00:14.894712, arrival_time=2021-04-10 02:57:14.911387, cost_time=0:00:08.274821 2021-04-10 02:57:01,165 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=1.34ms, fps=2233 images/s, loss=0.4473, top1-acc=87.53%, top5-acc=98.10%, remaining_time=0:00:13.665496, arrival_time=2021-04-10 02:57:14.830718, cost_time=0:00:09.424520 2021-04-10 02:57:02,309 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.69ms, fps=2239 images/s, loss=0.4508, top1-acc=87.47%, top5-acc=98.06%, remaining_time=0:00:12.447686, arrival_time=2021-04-10 02:57:14.757093, cost_time=0:00:10.568769 2021-04-10 02:57:03,456 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=1.47ms, fps=2233 images/s, loss=0.4611, top1-acc=87.23%, top5-acc=97.99%, remaining_time=0:00:11.247360, arrival_time=2021-04-10 02:57:14.703904, cost_time=0:00:11.715991 2021-04-10 02:57:04,604 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=1.51ms, fps=2232 images/s, loss=0.4673, top1-acc=87.00%, top5-acc=97.95%, remaining_time=0:00:10.056926, arrival_time=2021-04-10 02:57:14.661081, cost_time=0:00:12.863541 2021-04-10 02:57:05,755 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=1.43ms, fps=2226 images/s, loss=0.4673, top1-acc=86.97%, top5-acc=97.98%, remaining_time=0:00:08.875812, arrival_time=2021-04-10 02:57:14.630775, cost_time=0:00:14.014410 2021-04-10 02:57:06,920 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=1.51ms, fps=2197 images/s, loss=0.4690, top1-acc=86.95%, top5-acc=97.96%, remaining_time=0:00:07.706886, arrival_time=2021-04-10 02:57:14.627747, cost_time=0:00:15.180174 2021-04-10 02:57:08,091 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=2.64ms, fps=2190 images/s, loss=0.4692, top1-acc=86.92%, top5-acc=97.96%, remaining_time=0:00:06.539960, arrival_time=2021-04-10 02:57:14.631338, cost_time=0:00:16.349885 2021-04-10 02:57:09,262 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=1.72ms, fps=2188 images/s, loss=0.4716, top1-acc=86.85%, top5-acc=97.96%, remaining_time=0:00:05.373398, arrival_time=2021-04-10 02:57:14.636081, cost_time=0:00:17.521937 2021-04-10 02:57:10,411 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.72ms, fps=2230 images/s, loss=0.4763, top1-acc=86.71%, top5-acc=97.94%, remaining_time=0:00:04.200876, arrival_time=2021-04-10 02:57:14.612092, cost_time=0:00:18.670582 2021-04-10 02:57:11,562 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=6.18ms, fps=2226 images/s, loss=0.4826, top1-acc=86.53%, top5-acc=97.91%, remaining_time=0:00:03.031522, arrival_time=2021-04-10 02:57:14.593763, cost_time=0:00:19.821429 2021-04-10 02:57:12,713 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=1.88ms, fps=2226 images/s, loss=0.4858, top1-acc=86.43%, top5-acc=97.88%, remaining_time=0:00:01.864240, arrival_time=2021-04-10 02:57:14.577485, cost_time=0:00:20.972649 2021-04-10 02:57:13,870 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.84ms, fps=2213 images/s, loss=0.4885, top1-acc=86.33%, top5-acc=97.85%, remaining_time=0:00:00.698844, arrival_time=2021-04-10 02:57:14.569530, cost_time=0:00:22.130120 2021-04-10 02:57:14,487 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=1.47ms, fps=2209 images/s, loss=0.4897, top1-acc=86.29%, top5-acc=97.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:14.487039, cost_time=0:00:22.746350 2021-04-10 02:57:14,971 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=0.29ms, fps=5303 images/s, loss=1.4363, top1-acc=66.91%, top5-acc=87.85%, remaining_time=0:00:01.448100, arrival_time=2021-04-10 02:57:16.419390, cost_time=0:00:00.482705 2021-04-10 02:57:15,341 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=1.49ms, fps=6931 images/s, loss=1.4679, top1-acc=66.39%, top5-acc=87.64%, remaining_time=0:00:00.852480, arrival_time=2021-04-10 02:57:16.193503, cost_time=0:00:00.852480 2021-04-10 02:57:15,720 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=1.23ms, fps=6755 images/s, loss=1.4702, top1-acc=66.22%, top5-acc=87.37%, remaining_time=0:00:00.410600, arrival_time=2021-04-10 02:57:16.131147, cost_time=0:00:01.231785 2021-04-10 02:57:16,061 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=0.07ms, fps=6826 images/s, loss=1.5098, top1-acc=65.67%, top5-acc=87.21%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:16.061061, cost_time=0:00:01.572544 2021-04-10 02:57:17,079 INFO : Epoch=0107 complete, best val top1-acc=65.67%, top5-acc=87.21% (epoch=107), remaining_time=0:38:38.286051, arrival_time=2021-04-10 03:35:55.365478, cost_time=0:44:27.275357 2021-04-10 02:57:17,080 INFO : Train start, epoch=0108, lr=0.044513 2021-04-10 02:57:18,434 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=1.43ms, fps=1891 images/s, loss=0.4562, top1-acc=87.27%, top5-acc=97.70%, remaining_time=0:00:25.184772, arrival_time=2021-04-10 02:57:43.619101, cost_time=0:00:01.354016 2021-04-10 02:57:19,582 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=1.43ms, fps=2230 images/s, loss=0.4497, top1-acc=87.36%, top5-acc=97.75%, remaining_time=0:00:22.023056, arrival_time=2021-04-10 02:57:41.605887, cost_time=0:00:02.502617 2021-04-10 02:57:20,722 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=1.40ms, fps=2247 images/s, loss=0.4418, top1-acc=87.66%, top5-acc=98.02%, remaining_time=0:00:20.153230, arrival_time=2021-04-10 02:57:40.875582, cost_time=0:00:03.642158 2021-04-10 02:57:21,870 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=2.00ms, fps=2230 images/s, loss=0.4455, top1-acc=87.45%, top5-acc=98.02%, remaining_time=0:00:18.683496, arrival_time=2021-04-10 02:57:40.554354, cost_time=0:00:04.790628 2021-04-10 02:57:23,024 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=2.01ms, fps=2221 images/s, loss=0.4391, top1-acc=87.57%, top5-acc=98.09%, remaining_time=0:00:17.355604, arrival_time=2021-04-10 02:57:40.379529, cost_time=0:00:05.943707 2021-04-10 02:57:24,174 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=1.68ms, fps=2227 images/s, loss=0.4378, top1-acc=87.66%, top5-acc=98.07%, remaining_time=0:00:16.079280, arrival_time=2021-04-10 02:57:40.253390, cost_time=0:00:07.093807 2021-04-10 02:57:25,325 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=1.38ms, fps=2225 images/s, loss=0.4417, top1-acc=87.56%, top5-acc=98.06%, remaining_time=0:00:14.840910, arrival_time=2021-04-10 02:57:40.166064, cost_time=0:00:08.244982 2021-04-10 02:57:26,467 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=2.18ms, fps=2242 images/s, loss=0.4479, top1-acc=87.41%, top5-acc=98.05%, remaining_time=0:00:13.611788, arrival_time=2021-04-10 02:57:40.079405, cost_time=0:00:09.387405 2021-04-10 02:57:27,616 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=1.41ms, fps=2230 images/s, loss=0.4521, top1-acc=87.21%, top5-acc=98.06%, remaining_time=0:00:12.408678, arrival_time=2021-04-10 02:57:40.024558, cost_time=0:00:10.535641 2021-04-10 02:57:28,767 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=1.80ms, fps=2225 images/s, loss=0.4568, top1-acc=87.10%, top5-acc=98.06%, remaining_time=0:00:11.219712, arrival_time=2021-04-10 02:57:39.987033, cost_time=0:00:11.687153 2021-04-10 02:57:29,913 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=1.46ms, fps=2235 images/s, loss=0.4584, top1-acc=87.06%, top5-acc=98.05%, remaining_time=0:00:10.033190, arrival_time=2021-04-10 02:57:39.946564, cost_time=0:00:12.833147 2021-04-10 02:57:31,058 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=1.61ms, fps=2237 images/s, loss=0.4600, top1-acc=86.99%, top5-acc=98.02%, remaining_time=0:00:08.852936, arrival_time=2021-04-10 02:57:39.911389, cost_time=0:00:13.978261 2021-04-10 02:57:32,198 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=1.51ms, fps=2246 images/s, loss=0.4624, top1-acc=86.93%, top5-acc=98.01%, remaining_time=0:00:07.675536, arrival_time=2021-04-10 02:57:39.874178, cost_time=0:00:15.118474 2021-04-10 02:57:33,343 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.82ms, fps=2238 images/s, loss=0.4635, top1-acc=86.90%, top5-acc=97.98%, remaining_time=0:00:06.505128, arrival_time=2021-04-10 02:57:39.848167, cost_time=0:00:16.262846 2021-04-10 02:57:34,486 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=1.34ms, fps=2241 images/s, loss=0.4652, top1-acc=86.85%, top5-acc=97.97%, remaining_time=0:00:05.337794, arrival_time=2021-04-10 02:57:39.823958, cost_time=0:00:17.405918 2021-04-10 02:57:35,636 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=1.89ms, fps=2226 images/s, loss=0.4692, top1-acc=86.75%, top5-acc=97.95%, remaining_time=0:00:04.175244, arrival_time=2021-04-10 02:57:39.812007, cost_time=0:00:18.556594 2021-04-10 02:57:36,791 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=1.38ms, fps=2217 images/s, loss=0.4715, top1-acc=86.69%, top5-acc=97.95%, remaining_time=0:00:03.014700, arrival_time=2021-04-10 02:57:39.806323, cost_time=0:00:19.711462 2021-04-10 02:57:37,931 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=1.69ms, fps=2246 images/s, loss=0.4757, top1-acc=86.62%, top5-acc=97.91%, remaining_time=0:00:01.853472, arrival_time=2021-04-10 02:57:39.785173, cost_time=0:00:20.851478 2021-04-10 02:57:39,078 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=1.58ms, fps=2233 images/s, loss=0.4780, top1-acc=86.53%, top5-acc=97.88%, remaining_time=0:00:00.694680, arrival_time=2021-04-10 02:57:39.773139, cost_time=0:00:21.998244 2021-04-10 02:57:39,693 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=1.44ms, fps=2212 images/s, loss=0.4784, top1-acc=86.51%, top5-acc=97.88%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:39.693835, cost_time=0:00:22.613683 2021-04-10 02:57:40,163 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=1.81ms, fps=5459 images/s, loss=1.4336, top1-acc=67.42%, top5-acc=88.05%, remaining_time=0:00:01.406880, arrival_time=2021-04-10 02:57:41.570649, cost_time=0:00:00.468955 2021-04-10 02:57:40,539 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=1.53ms, fps=6830 images/s, loss=1.4836, top1-acc=66.21%, top5-acc=87.68%, remaining_time=0:00:00.844240, arrival_time=2021-04-10 02:57:41.383239, cost_time=0:00:00.844240 2021-04-10 02:57:40,917 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=1.35ms, fps=6764 images/s, loss=1.4993, top1-acc=65.40%, top5-acc=87.58%, remaining_time=0:00:00.407690, arrival_time=2021-04-10 02:57:41.325597, cost_time=0:00:01.223066 2021-04-10 02:57:41,263 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=0.09ms, fps=6729 images/s, loss=1.5163, top1-acc=65.06%, top5-acc=87.39%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:41.263189, cost_time=0:00:01.568429 2021-04-10 02:57:42,298 INFO : Epoch=0108 complete, best val top1-acc=65.67%, top5-acc=87.21% (epoch=107), remaining_time=0:38:13.606644, arrival_time=2021-04-10 03:35:55.905408, cost_time=0:44:52.494741 2021-04-10 02:57:42,299 INFO : Train start, epoch=0109, lr=0.043733 2021-04-10 02:57:43,676 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=0.27ms, fps=1859 images/s, loss=0.3918, top1-acc=88.98%, top5-acc=98.28%, remaining_time=0:00:25.615734, arrival_time=2021-04-10 02:58:09.292414, cost_time=0:00:01.377190 2021-04-10 02:57:44,823 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=1.42ms, fps=2233 images/s, loss=0.4245, top1-acc=88.30%, top5-acc=98.24%, remaining_time=0:00:22.212960, arrival_time=2021-04-10 02:58:07.036724, cost_time=0:00:02.524208 2021-04-10 02:57:45,970 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=1.95ms, fps=2234 images/s, loss=0.4417, top1-acc=87.90%, top5-acc=98.09%, remaining_time=0:00:20.313918, arrival_time=2021-04-10 02:58:06.284645, cost_time=0:00:03.671186 2021-04-10 02:57:47,129 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=1.52ms, fps=2211 images/s, loss=0.4418, top1-acc=87.85%, top5-acc=98.17%, remaining_time=0:00:18.836220, arrival_time=2021-04-10 02:58:05.965539, cost_time=0:00:04.829806 2021-04-10 02:57:48,277 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=1.98ms, fps=2230 images/s, loss=0.4379, top1-acc=87.77%, top5-acc=98.22%, remaining_time=0:00:17.456636, arrival_time=2021-04-10 02:58:05.734340, cost_time=0:00:05.978284 2021-04-10 02:57:49,423 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=1.53ms, fps=2236 images/s, loss=0.4442, top1-acc=87.66%, top5-acc=98.24%, remaining_time=0:00:16.147008, arrival_time=2021-04-10 02:58:05.570150, cost_time=0:00:07.123666 2021-04-10 02:57:50,564 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=1.47ms, fps=2245 images/s, loss=0.4450, top1-acc=87.68%, top5-acc=98.28%, remaining_time=0:00:14.876442, arrival_time=2021-04-10 02:58:05.440556, cost_time=0:00:08.264707 2021-04-10 02:57:51,710 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=1.66ms, fps=2234 images/s, loss=0.4524, top1-acc=87.46%, top5-acc=98.23%, remaining_time=0:00:13.646124, arrival_time=2021-04-10 02:58:05.356744, cost_time=0:00:09.411092 2021-04-10 02:57:52,854 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=1.28ms, fps=2240 images/s, loss=0.4534, top1-acc=87.38%, top5-acc=98.25%, remaining_time=0:00:12.430938, arrival_time=2021-04-10 02:58:05.284938, cost_time=0:00:10.554542 2021-04-10 02:57:54,002 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=1.42ms, fps=2230 images/s, loss=0.4566, top1-acc=87.27%, top5-acc=98.18%, remaining_time=0:00:11.234784, arrival_time=2021-04-10 02:58:05.237189, cost_time=0:00:11.702931 2021-04-10 02:57:55,144 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=1.55ms, fps=2243 images/s, loss=0.4560, top1-acc=87.29%, top5-acc=98.17%, remaining_time=0:00:10.042048, arrival_time=2021-04-10 02:58:05.186015, cost_time=0:00:12.844522 2021-04-10 02:57:56,286 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=1.63ms, fps=2242 images/s, loss=0.4586, top1-acc=87.26%, top5-acc=98.13%, remaining_time=0:00:08.858256, arrival_time=2021-04-10 02:58:05.144440, cost_time=0:00:13.986773 2021-04-10 02:57:57,430 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=1.43ms, fps=2238 images/s, loss=0.4593, top1-acc=87.27%, top5-acc=98.11%, remaining_time=0:00:07.681938, arrival_time=2021-04-10 02:58:05.112496, cost_time=0:00:15.131087 2021-04-10 02:57:58,575 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=1.46ms, fps=2236 images/s, loss=0.4613, top1-acc=87.22%, top5-acc=98.09%, remaining_time=0:00:06.510504, arrival_time=2021-04-10 02:58:05.086204, cost_time=0:00:16.276260 2021-04-10 02:57:59,716 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=1.47ms, fps=2245 images/s, loss=0.4654, top1-acc=87.08%, top5-acc=98.05%, remaining_time=0:00:05.341152, arrival_time=2021-04-10 02:58:05.057429, cost_time=0:00:17.416860 2021-04-10 02:58:00,859 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=1.37ms, fps=2241 images/s, loss=0.4656, top1-acc=87.04%, top5-acc=98.04%, remaining_time=0:00:04.175928, arrival_time=2021-04-10 02:58:05.035000, cost_time=0:00:18.559656 2021-04-10 02:58:02,010 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=1.67ms, fps=2225 images/s, loss=0.4674, top1-acc=86.96%, top5-acc=98.04%, remaining_time=0:00:03.014570, arrival_time=2021-04-10 02:58:05.024651, cost_time=0:00:19.710607 2021-04-10 02:58:03,156 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.41ms, fps=2234 images/s, loss=0.4686, top1-acc=86.92%, top5-acc=98.04%, remaining_time=0:00:01.853984, arrival_time=2021-04-10 02:58:05.010761, cost_time=0:00:20.857314 2021-04-10 02:58:04,310 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.25ms, fps=2220 images/s, loss=0.4705, top1-acc=86.85%, top5-acc=98.04%, remaining_time=0:00:00.695082, arrival_time=2021-04-10 02:58:05.005367, cost_time=0:00:22.010873 2021-04-10 02:58:04,926 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=0.08ms, fps=2209 images/s, loss=0.4715, top1-acc=86.80%, top5-acc=98.02%, remaining_time=0:00:00, arrival_time=2021-04-10 02:58:04.926348, cost_time=0:00:22.626957 2021-04-10 02:58:05,374 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=1.41ms, fps=5724 images/s, loss=1.5288, top1-acc=66.64%, top5-acc=86.84%, remaining_time=0:00:01.341630, arrival_time=2021-04-10 02:58:06.716143, cost_time=0:00:00.447209 2021-04-10 02:58:05,759 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=2.34ms, fps=6663 images/s, loss=1.5692, top1-acc=65.64%, top5-acc=86.86%, remaining_time=0:00:00.831860, arrival_time=2021-04-10 02:58:06.591053, cost_time=0:00:00.831865 2021-04-10 02:58:06,129 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=2.02ms, fps=6917 images/s, loss=1.5716, top1-acc=65.65%, top5-acc=86.95%, remaining_time=0:00:00.400800, arrival_time=2021-04-10 02:58:06.530534, cost_time=0:00:01.202408 2021-04-10 02:58:06,477 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=0.12ms, fps=6676 images/s, loss=1.5632, top1-acc=65.68%, top5-acc=87.08%, remaining_time=0:00:00, arrival_time=2021-04-10 02:58:06.477727, cost_time=0:00:01.550458 2021-04-10 02:58:07,560 INFO : Epoch=0109 complete, best val top1-acc=65.68%, top5-acc=87.08% (epoch=109), remaining_time=0:37:48.952231, arrival_time=2021-04-10 03:35:56.512261, cost_time=0:45:17.755954 2021-04-10 02:58:07,560 INFO : Train start, epoch=0110, lr=0.042955 2021-04-10 02:58:08,926 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=0.27ms, fps=1874 images/s, loss=0.3833, top1-acc=89.41%, top5-acc=98.67%, remaining_time=0:00:25.402950, arrival_time=2021-04-10 02:58:34.329659, cost_time=0:00:01.365750 2021-04-10 02:58:10,076 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=2.64ms, fps=2228 images/s, loss=0.3896, top1-acc=88.87%, top5-acc=98.69%, remaining_time=0:00:22.132176, arrival_time=2021-04-10 02:58:32.208237, cost_time=0:00:02.515028 2021-04-10 02:58:11,222 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=1.30ms, fps=2235 images/s, loss=0.4017, top1-acc=88.62%, top5-acc=98.50%, remaining_time=0:00:20.258972, arrival_time=2021-04-10 02:58:31.481190, cost_time=0:00:03.661262 2021-04-10 02:58:12,367 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=1.54ms, fps=2236 images/s, loss=0.4037, top1-acc=88.62%, top5-acc=98.52%, remaining_time=0:00:18.746676, arrival_time=2021-04-10 02:58:31.114514, cost_time=0:00:04.806828 2021-04-10 02:58:13,520 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=1.58ms, fps=2223 images/s, loss=0.4179, top1-acc=88.32%, top5-acc=98.32%, remaining_time=0:00:17.400718, arrival_time=2021-04-10 02:58:30.920895, cost_time=0:00:05.959165 2021-04-10 02:58:14,665 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=1.45ms, fps=2237 images/s, loss=0.4214, top1-acc=88.26%, top5-acc=98.30%, remaining_time=0:00:16.102536, arrival_time=2021-04-10 02:58:30.767587, cost_time=0:00:07.104059 2021-04-10 02:58:15,817 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=1.50ms, fps=2222 images/s, loss=0.4221, top1-acc=88.25%, top5-acc=98.33%, remaining_time=0:00:14.862330, arrival_time=2021-04-10 02:58:30.680195, cost_time=0:00:08.256868 2021-04-10 02:58:16,967 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.81ms, fps=2229 images/s, loss=0.4315, top1-acc=88.04%, top5-acc=98.29%, remaining_time=0:00:13.638816, arrival_time=2021-04-10 02:58:30.605812, cost_time=0:00:09.406042 2021-04-10 02:58:18,115 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=1.84ms, fps=2231 images/s, loss=0.4371, top1-acc=87.78%, top5-acc=98.25%, remaining_time=0:00:12.430408, arrival_time=2021-04-10 02:58:30.545461, cost_time=0:00:10.554111 2021-04-10 02:58:19,261 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=2.21ms, fps=2234 images/s, loss=0.4368, top1-acc=87.71%, top5-acc=98.27%, remaining_time=0:00:11.232192, arrival_time=2021-04-10 02:58:30.493417, cost_time=0:00:11.700154 2021-04-10 02:58:20,418 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=2.77ms, fps=2214 images/s, loss=0.4391, top1-acc=87.66%, top5-acc=98.25%, remaining_time=0:00:10.052110, arrival_time=2021-04-10 02:58:30.470434, cost_time=0:00:12.857323 2021-04-10 02:58:21,569 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=1.35ms, fps=2224 images/s, loss=0.4419, top1-acc=87.58%, top5-acc=98.24%, remaining_time=0:00:08.872240, arrival_time=2021-04-10 02:58:30.442142, cost_time=0:00:14.008851 2021-04-10 02:58:22,725 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=1.88ms, fps=2216 images/s, loss=0.4427, top1-acc=87.59%, top5-acc=98.24%, remaining_time=0:00:07.699032, arrival_time=2021-04-10 02:58:30.424828, cost_time=0:00:15.164795 2021-04-10 02:58:23,881 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=1.71ms, fps=2216 images/s, loss=0.4460, top1-acc=87.50%, top5-acc=98.20%, remaining_time=0:00:06.528256, arrival_time=2021-04-10 02:58:30.409873, cost_time=0:00:16.320590 2021-04-10 02:58:25,032 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=2.07ms, fps=2226 images/s, loss=0.4468, top1-acc=87.51%, top5-acc=98.21%, remaining_time=0:00:05.357942, arrival_time=2021-04-10 02:58:30.390426, cost_time=0:00:17.471480 2021-04-10 02:58:26,176 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.41ms, fps=2239 images/s, loss=0.4458, top1-acc=87.52%, top5-acc=98.23%, remaining_time=0:00:04.188528, arrival_time=2021-04-10 02:58:30.365177, cost_time=0:00:18.615661 2021-04-10 02:58:27,325 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=1.95ms, fps=2230 images/s, loss=0.4485, top1-acc=87.42%, top5-acc=98.19%, remaining_time=0:00:03.022708, arrival_time=2021-04-10 02:58:30.347633, cost_time=0:00:19.763870 2021-04-10 02:58:28,468 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=1.61ms, fps=2240 images/s, loss=0.4510, top1-acc=87.35%, top5-acc=98.17%, remaining_time=0:00:01.858416, arrival_time=2021-04-10 02:58:30.326544, cost_time=0:00:20.907181 2021-04-10 02:58:29,617 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.29ms, fps=2229 images/s, loss=0.4530, top1-acc=87.30%, top5-acc=98.16%, remaining_time=0:00:00.696504, arrival_time=2021-04-10 02:58:30.313539, cost_time=0:00:22.056038 2021-04-10 02:58:30,235 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=1.37ms, fps=2203 images/s, loss=0.4544, top1-acc=87.25%, top5-acc=98.15%, remaining_time=0:00:00, arrival_time=2021-04-10 02:58:30.234959, cost_time=0:00:22.673997 2021-04-10 02:58:30,686 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=2.91ms, fps=5682 images/s, loss=1.6530, top1-acc=63.91%, top5-acc=85.04%, remaining_time=0:00:01.351470, arrival_time=2021-04-10 02:58:32.037991, cost_time=0:00:00.450490 2021-04-10 02:58:31,057 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=1.70ms, fps=6902 images/s, loss=1.7022, top1-acc=62.71%, top5-acc=85.14%, remaining_time=0:00:00.821860, arrival_time=2021-04-10 02:58:31.879699, cost_time=0:00:00.821859 2021-04-10 02:58:31,431 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=2.28ms, fps=6866 images/s, loss=1.6803, top1-acc=63.15%, top5-acc=85.44%, remaining_time=0:00:00.398340, arrival_time=2021-04-10 02:58:31.829362, cost_time=0:00:01.195009 2021-04-10 02:58:31,769 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=0.07ms, fps=6872 images/s, loss=1.6883, top1-acc=62.87%, top5-acc=85.29%, remaining_time=0:00:00, arrival_time=2021-04-10 02:58:31.769001, cost_time=0:00:01.533043 2021-04-10 02:58:32,245 INFO : Epoch=0110 complete, best val top1-acc=65.68%, top5-acc=87.08% (epoch=109), remaining_time=0:37:23.815920, arrival_time=2021-04-10 03:35:56.061580, cost_time=0:45:42.441638 2021-04-10 02:58:32,246 INFO : Train start, epoch=0111, lr=0.042178 2021-04-10 02:58:33,601 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=0.37ms, fps=1889 images/s, loss=0.4475, top1-acc=87.46%, top5-acc=97.73%, remaining_time=0:00:25.200768, arrival_time=2021-04-10 02:58:58.802065, cost_time=0:00:01.354878 2021-04-10 02:58:34,748 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=1.57ms, fps=2232 images/s, loss=0.4470, top1-acc=87.44%, top5-acc=98.01%, remaining_time=0:00:22.022528, arrival_time=2021-04-10 02:58:56.771436, cost_time=0:00:02.502567 2021-04-10 02:58:35,907 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=1.40ms, fps=2210 images/s, loss=0.4502, top1-acc=87.46%, top5-acc=97.92%, remaining_time=0:00:20.259304, arrival_time=2021-04-10 02:58:56.167059, cost_time=0:00:03.661314 2021-04-10 02:58:37,061 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=1.55ms, fps=2221 images/s, loss=0.4557, top1-acc=87.35%, top5-acc=98.00%, remaining_time=0:00:18.778188, arrival_time=2021-04-10 02:58:55.839457, cost_time=0:00:04.814912 2021-04-10 02:58:38,203 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=1.47ms, fps=2242 images/s, loss=0.4507, top1-acc=87.37%, top5-acc=98.05%, remaining_time=0:00:17.394586, arrival_time=2021-04-10 02:58:55.597959, cost_time=0:00:05.957035 2021-04-10 02:58:39,363 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=2.13ms, fps=2209 images/s, loss=0.4425, top1-acc=87.61%, top5-acc=98.09%, remaining_time=0:00:16.131232, arrival_time=2021-04-10 02:58:55.494354, cost_time=0:00:07.116724 2021-04-10 02:58:40,509 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=1.40ms, fps=2235 images/s, loss=0.4403, top1-acc=87.57%, top5-acc=98.10%, remaining_time=0:00:14.873292, arrival_time=2021-04-10 02:58:55.382544, cost_time=0:00:08.262947 2021-04-10 02:58:41,651 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=1.43ms, fps=2242 images/s, loss=0.4395, top1-acc=87.60%, top5-acc=98.13%, remaining_time=0:00:13.637772, arrival_time=2021-04-10 02:58:55.289610, cost_time=0:00:09.405391 2021-04-10 02:58:42,817 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=1.56ms, fps=2197 images/s, loss=0.4424, top1-acc=87.57%, top5-acc=98.10%, remaining_time=0:00:12.450548, arrival_time=2021-04-10 02:58:55.268090, cost_time=0:00:10.571223 2021-04-10 02:58:43,963 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=1.42ms, fps=2235 images/s, loss=0.4443, top1-acc=87.56%, top5-acc=98.11%, remaining_time=0:00:11.248224, arrival_time=2021-04-10 02:58:55.211586, cost_time=0:00:11.716901 2021-04-10 02:58:45,110 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=1.46ms, fps=2233 images/s, loss=0.4466, top1-acc=87.50%, top5-acc=98.08%, remaining_time=0:00:10.057442, arrival_time=2021-04-10 02:58:55.167970, cost_time=0:00:12.864199 2021-04-10 02:58:46,254 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=1.43ms, fps=2238 images/s, loss=0.4456, top1-acc=87.58%, top5-acc=98.07%, remaining_time=0:00:08.872088, arrival_time=2021-04-10 02:58:55.126890, cost_time=0:00:14.008523 2021-04-10 02:58:47,397 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=1.99ms, fps=2241 images/s, loss=0.4483, top1-acc=87.53%, top5-acc=98.06%, remaining_time=0:00:07.692300, arrival_time=2021-04-10 02:58:55.090114, cost_time=0:00:15.151449 2021-04-10 02:58:48,546 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=1.34ms, fps=2229 images/s, loss=0.4498, top1-acc=87.50%, top5-acc=98.08%, remaining_time=0:00:06.520136, arrival_time=2021-04-10 02:58:55.066780, cost_time=0:00:16.300312 2021-04-10 02:58:49,690 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=1.38ms, fps=2240 images/s, loss=0.4526, top1-acc=87.41%, top5-acc=98.06%, remaining_time=0:00:05.349478, arrival_time=2021-04-10 02:58:55.039654, cost_time=0:00:17.443880 2021-04-10 02:58:50,831 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=1.31ms, fps=2243 images/s, loss=0.4563, top1-acc=87.31%, top5-acc=98.02%, remaining_time=0:00:04.181760, arrival_time=2021-04-10 02:58:55.013666, cost_time=0:00:18.585610 2021-04-10 02:58:51,975 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=1.50ms, fps=2239 images/s, loss=0.4594, top1-acc=87.22%, top5-acc=97.99%, remaining_time=0:00:03.017430, arrival_time=2021-04-10 02:58:54.993071, cost_time=0:00:19.729275 2021-04-10 02:58:53,118 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=1.54ms, fps=2242 images/s, loss=0.4614, top1-acc=87.18%, top5-acc=97.98%, remaining_time=0:00:01.855264, arrival_time=2021-04-10 02:58:54.973265, cost_time=0:00:20.871685 2021-04-10 02:58:54,259 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.33ms, fps=2244 images/s, loss=0.4641, top1-acc=87.09%, top5-acc=97.96%, remaining_time=0:00:00.695142, arrival_time=2021-04-10 02:58:54.954221, cost_time=0:00:22.012777 2021-04-10 02:58:54,875 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=1.29ms, fps=2208 images/s, loss=0.4638, top1-acc=87.13%, top5-acc=97.95%, remaining_time=0:00:00, arrival_time=2021-04-10 02:58:54.875492, cost_time=0:00:22.629203 2021-04-10 02:58:55,328 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=2.29ms, fps=5659 images/s, loss=1.6057, top1-acc=63.44%, top5-acc=85.31%, remaining_time=0:00:01.357080, arrival_time=2021-04-10 02:58:56.685856, cost_time=0:00:00.452355 2021-04-10 02:58:55,704 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=1.40ms, fps=6832 images/s, loss=1.6075, top1-acc=63.65%, top5-acc=85.92%, remaining_time=0:00:00.827440, arrival_time=2021-04-10 02:58:56.531397, cost_time=0:00:00.827439 2021-04-10 02:58:56,082 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=0.31ms, fps=6775 images/s, loss=1.6118, top1-acc=63.68%, top5-acc=85.78%, remaining_time=0:00:00.401930, arrival_time=2021-04-10 02:58:56.484127, cost_time=0:00:01.205791 2021-04-10 02:58:56,419 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=0.07ms, fps=6888 images/s, loss=1.6219, top1-acc=63.86%, top5-acc=86.08%, remaining_time=0:00:00, arrival_time=2021-04-10 02:58:56.419358, cost_time=0:00:01.542959 2021-04-10 02:58:56,927 INFO : Epoch=0111 complete, best val top1-acc=65.68%, top5-acc=87.08% (epoch=109), remaining_time=0:36:58.684649, arrival_time=2021-04-10 03:35:55.612250, cost_time=0:46:07.123541 2021-04-10 02:58:56,928 INFO : Train start, epoch=0112, lr=0.041404 2021-04-10 02:58:58,315 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=0.35ms, fps=1846 images/s, loss=0.4124, top1-acc=88.63%, top5-acc=98.52%, remaining_time=0:00:25.798944, arrival_time=2021-04-10 02:59:24.114498, cost_time=0:00:01.387037 2021-04-10 02:58:59,456 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=1.45ms, fps=2244 images/s, loss=0.4301, top1-acc=88.28%, top5-acc=98.26%, remaining_time=0:00:22.248336, arrival_time=2021-04-10 02:59:21.705073, cost_time=0:00:02.528212 2021-04-10 02:59:00,608 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=1.55ms, fps=2223 images/s, loss=0.4307, top1-acc=88.18%, top5-acc=98.37%, remaining_time=0:00:20.362722, arrival_time=2021-04-10 02:59:20.971328, cost_time=0:00:03.680021 2021-04-10 02:59:01,758 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=1.43ms, fps=2227 images/s, loss=0.4282, top1-acc=88.20%, top5-acc=98.39%, remaining_time=0:00:18.836844, arrival_time=2021-04-10 02:59:20.595433, cost_time=0:00:04.829973 2021-04-10 02:59:02,918 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=1.69ms, fps=2209 images/s, loss=0.4244, top1-acc=88.32%, top5-acc=98.27%, remaining_time=0:00:17.488902, arrival_time=2021-04-10 02:59:20.406829, cost_time=0:00:05.989357 2021-04-10 02:59:04,065 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=1.77ms, fps=2232 images/s, loss=0.4249, top1-acc=88.20%, top5-acc=98.31%, remaining_time=0:00:16.177336, arrival_time=2021-04-10 02:59:20.242895, cost_time=0:00:07.137033 2021-04-10 02:59:05,211 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=1.51ms, fps=2236 images/s, loss=0.4233, top1-acc=88.30%, top5-acc=98.31%, remaining_time=0:00:14.908572, arrival_time=2021-04-10 02:59:20.119603, cost_time=0:00:08.282510 2021-04-10 02:59:06,360 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=1.41ms, fps=2227 images/s, loss=0.4240, top1-acc=88.33%, top5-acc=98.30%, remaining_time=0:00:13.676864, arrival_time=2021-04-10 02:59:20.037726, cost_time=0:00:09.432333 2021-04-10 02:59:07,506 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=1.87ms, fps=2235 images/s, loss=0.4229, top1-acc=88.25%, top5-acc=98.32%, remaining_time=0:00:12.458604, arrival_time=2021-04-10 02:59:19.965154, cost_time=0:00:10.578034 2021-04-10 02:59:08,662 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=1.39ms, fps=2216 images/s, loss=0.4224, top1-acc=88.14%, top5-acc=98.32%, remaining_time=0:00:11.264064, arrival_time=2021-04-10 02:59:19.926138, cost_time=0:00:11.733418 2021-04-10 02:59:09,808 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=1.41ms, fps=2234 images/s, loss=0.4258, top1-acc=88.11%, top5-acc=98.32%, remaining_time=0:00:10.069912, arrival_time=2021-04-10 02:59:19.878610, cost_time=0:00:12.880169 2021-04-10 02:59:10,957 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=1.49ms, fps=2229 images/s, loss=0.4267, top1-acc=88.10%, top5-acc=98.33%, remaining_time=0:00:08.885008, arrival_time=2021-04-10 02:59:19.842541, cost_time=0:00:14.028942 2021-04-10 02:59:12,110 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=1.38ms, fps=2222 images/s, loss=0.4295, top1-acc=88.02%, top5-acc=98.33%, remaining_time=0:00:07.707678, arrival_time=2021-04-10 02:59:19.818024, cost_time=0:00:15.181818 2021-04-10 02:59:13,251 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=1.60ms, fps=2244 images/s, loss=0.4297, top1-acc=87.98%, top5-acc=98.37%, remaining_time=0:00:06.529152, arrival_time=2021-04-10 02:59:19.780499, cost_time=0:00:16.322821 2021-04-10 02:59:14,400 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=1.46ms, fps=2229 images/s, loss=0.4302, top1-acc=87.95%, top5-acc=98.36%, remaining_time=0:00:05.358080, arrival_time=2021-04-10 02:59:19.758528, cost_time=0:00:17.471925 2021-04-10 02:59:15,547 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=1.49ms, fps=2233 images/s, loss=0.4300, top1-acc=87.92%, top5-acc=98.38%, remaining_time=0:00:04.189248, arrival_time=2021-04-10 02:59:19.736693, cost_time=0:00:18.618860 2021-04-10 02:59:16,695 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=1.44ms, fps=2232 images/s, loss=0.4327, top1-acc=87.86%, top5-acc=98.33%, remaining_time=0:00:03.023098, arrival_time=2021-04-10 02:59:19.718074, cost_time=0:00:19.766437 2021-04-10 02:59:17,844 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=2.12ms, fps=2228 images/s, loss=0.4385, top1-acc=87.71%, top5-acc=98.29%, remaining_time=0:00:01.859200, arrival_time=2021-04-10 02:59:19.703823, cost_time=0:00:20.916070 2021-04-10 02:59:18,989 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=1.37ms, fps=2237 images/s, loss=0.4427, top1-acc=87.58%, top5-acc=98.26%, remaining_time=0:00:00.696666, arrival_time=2021-04-10 02:59:19.686303, cost_time=0:00:22.061116 2021-04-10 02:59:19,603 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=1.32ms, fps=2216 images/s, loss=0.4444, top1-acc=87.52%, top5-acc=98.25%, remaining_time=0:00:00, arrival_time=2021-04-10 02:59:19.603803, cost_time=0:00:22.675201 2021-04-10 02:59:20,097 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=2.58ms, fps=5201 images/s, loss=1.5366, top1-acc=64.84%, top5-acc=86.99%, remaining_time=0:00:01.476540, arrival_time=2021-04-10 02:59:21.574121, cost_time=0:00:00.492184 2021-04-10 02:59:20,475 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=1.80ms, fps=6778 images/s, loss=1.5661, top1-acc=64.59%, top5-acc=86.78%, remaining_time=0:00:00.870360, arrival_time=2021-04-10 02:59:21.346105, cost_time=0:00:00.870361 2021-04-10 02:59:20,845 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=1.34ms, fps=6933 images/s, loss=1.5740, top1-acc=64.19%, top5-acc=86.74%, remaining_time=0:00:00.413360, arrival_time=2021-04-10 02:59:21.258782, cost_time=0:00:01.240065 2021-04-10 02:59:21,182 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=0.08ms, fps=6891 images/s, loss=1.5747, top1-acc=64.02%, top5-acc=86.67%, remaining_time=0:00:00, arrival_time=2021-04-10 02:59:21.182468, cost_time=0:00:01.577102 2021-04-10 02:59:21,700 INFO : Epoch=0112 complete, best val top1-acc=65.68%, top5-acc=87.08% (epoch=109), remaining_time=0:36:33.632672, arrival_time=2021-04-10 03:35:55.332880, cost_time=0:46:31.896180 2021-04-10 02:59:21,700 INFO : Train start, epoch=0113, lr=0.040631 2021-04-10 02:59:23,046 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=1.72ms, fps=1902 images/s, loss=0.4077, top1-acc=88.40%, top5-acc=98.20%, remaining_time=0:00:25.032066, arrival_time=2021-04-10 02:59:48.078855, cost_time=0:00:01.345806 2021-04-10 02:59:24,189 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=1.50ms, fps=2241 images/s, loss=0.3825, top1-acc=89.14%, top5-acc=98.32%, remaining_time=0:00:21.899680, arrival_time=2021-04-10 02:59:46.089295, cost_time=0:00:02.488607 2021-04-10 02:59:25,335 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=1.48ms, fps=2235 images/s, loss=0.3695, top1-acc=89.41%, top5-acc=98.55%, remaining_time=0:00:20.112560, arrival_time=2021-04-10 02:59:45.448345, cost_time=0:00:03.634786 2021-04-10 02:59:26,486 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=1.57ms, fps=2226 images/s, loss=0.3651, top1-acc=89.40%, top5-acc=98.68%, remaining_time=0:00:18.663528, arrival_time=2021-04-10 02:59:45.149988, cost_time=0:00:04.785538 2021-04-10 02:59:27,628 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=1.73ms, fps=2244 images/s, loss=0.3648, top1-acc=89.39%, top5-acc=98.77%, remaining_time=0:00:17.307132, arrival_time=2021-04-10 02:59:44.935299, cost_time=0:00:05.927124 2021-04-10 02:59:28,775 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.41ms, fps=2233 images/s, loss=0.3720, top1-acc=89.15%, top5-acc=98.65%, remaining_time=0:00:16.035760, arrival_time=2021-04-10 02:59:44.811257, cost_time=0:00:07.074606 2021-04-10 02:59:29,923 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=1.43ms, fps=2230 images/s, loss=0.3784, top1-acc=89.03%, top5-acc=98.58%, remaining_time=0:00:14.801220, arrival_time=2021-04-10 02:59:44.725077, cost_time=0:00:08.222885 2021-04-10 02:59:31,069 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=1.34ms, fps=2236 images/s, loss=0.3778, top1-acc=89.16%, top5-acc=98.58%, remaining_time=0:00:13.583948, arrival_time=2021-04-10 02:59:44.653095, cost_time=0:00:09.368245 2021-04-10 02:59:32,214 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.43ms, fps=2237 images/s, loss=0.3760, top1-acc=89.15%, top5-acc=98.60%, remaining_time=0:00:12.382178, arrival_time=2021-04-10 02:59:44.596299, cost_time=0:00:10.513137 2021-04-10 02:59:33,363 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=1.37ms, fps=2228 images/s, loss=0.3760, top1-acc=89.14%, top5-acc=98.60%, remaining_time=0:00:11.196480, arrival_time=2021-04-10 02:59:44.560367, cost_time=0:00:11.662987 2021-04-10 02:59:34,509 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=1.49ms, fps=2236 images/s, loss=0.3806, top1-acc=89.08%, top5-acc=98.57%, remaining_time=0:00:10.013926, arrival_time=2021-04-10 02:59:44.523374, cost_time=0:00:12.808477 2021-04-10 02:59:35,662 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=2.06ms, fps=2221 images/s, loss=0.3846, top1-acc=89.02%, top5-acc=98.56%, remaining_time=0:00:08.842524, arrival_time=2021-04-10 02:59:44.505280, cost_time=0:00:13.961852 2021-04-10 02:59:36,838 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=1.86ms, fps=2178 images/s, loss=0.3911, top1-acc=88.81%, top5-acc=98.54%, remaining_time=0:00:07.685304, arrival_time=2021-04-10 02:59:44.523946, cost_time=0:00:15.137753 2021-04-10 02:59:37,986 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=1.46ms, fps=2231 images/s, loss=0.3944, top1-acc=88.76%, top5-acc=98.49%, remaining_time=0:00:06.514256, arrival_time=2021-04-10 02:59:44.500821, cost_time=0:00:16.285584 2021-04-10 02:59:39,133 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=1.42ms, fps=2233 images/s, loss=0.3990, top1-acc=88.68%, top5-acc=98.42%, remaining_time=0:00:05.346074, arrival_time=2021-04-10 02:59:44.479866, cost_time=0:00:17.432804 2021-04-10 02:59:40,280 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=1.32ms, fps=2233 images/s, loss=0.3998, top1-acc=88.67%, top5-acc=98.42%, remaining_time=0:00:04.180428, arrival_time=2021-04-10 02:59:44.461093, cost_time=0:00:18.579759 2021-04-10 02:59:41,423 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=1.84ms, fps=2240 images/s, loss=0.4011, top1-acc=88.69%, top5-acc=98.40%, remaining_time=0:00:03.016442, arrival_time=2021-04-10 02:59:44.440365, cost_time=0:00:19.722968 2021-04-10 02:59:42,569 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=2.22ms, fps=2236 images/s, loss=0.4037, top1-acc=88.60%, top5-acc=98.39%, remaining_time=0:00:01.854976, arrival_time=2021-04-10 02:59:44.424358, cost_time=0:00:20.868390 2021-04-10 02:59:43,714 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.36ms, fps=2236 images/s, loss=0.4087, top1-acc=88.49%, top5-acc=98.35%, remaining_time=0:00:00.695178, arrival_time=2021-04-10 02:59:44.410118, cost_time=0:00:22.014013 2021-04-10 02:59:44,329 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=1.23ms, fps=2214 images/s, loss=0.4111, top1-acc=88.44%, top5-acc=98.34%, remaining_time=0:00:00, arrival_time=2021-04-10 02:59:44.329603, cost_time=0:00:22.628683 2021-04-10 02:59:44,773 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=3.29ms, fps=5781 images/s, loss=1.5459, top1-acc=64.49%, top5-acc=86.29%, remaining_time=0:00:01.328400, arrival_time=2021-04-10 02:59:46.101881, cost_time=0:00:00.442797 2021-04-10 02:59:45,141 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=1.27ms, fps=6969 images/s, loss=1.5590, top1-acc=64.57%, top5-acc=86.45%, remaining_time=0:00:00.810440, arrival_time=2021-04-10 02:59:45.951553, cost_time=0:00:00.810443 2021-04-10 02:59:45,512 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=2.19ms, fps=6904 images/s, loss=1.5496, top1-acc=64.61%, top5-acc=86.74%, remaining_time=0:00:00.393870, arrival_time=2021-04-10 02:59:45.906185, cost_time=0:00:01.181602 2021-04-10 02:59:45,856 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.13ms, fps=6761 images/s, loss=1.5410, top1-acc=64.87%, top5-acc=86.90%, remaining_time=0:00:00, arrival_time=2021-04-10 02:59:45.856096, cost_time=0:00:01.525389 2021-04-10 02:59:46,373 INFO : Epoch=0113 complete, best val top1-acc=65.68%, top5-acc=87.08% (epoch=109), remaining_time=0:36:08.508930, arrival_time=2021-04-10 03:35:54.882085, cost_time=0:46:56.569099 2021-04-10 02:59:46,374 INFO : Train start, epoch=0114, lr=0.039861 2021-04-10 02:59:47,737 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=0.24ms, fps=1878 images/s, loss=0.4304, top1-acc=88.20%, top5-acc=98.24%, remaining_time=0:00:25.353288, arrival_time=2021-04-10 03:00:13.090584, cost_time=0:00:01.363080 2021-04-10 02:59:48,881 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=1.51ms, fps=2239 images/s, loss=0.4215, top1-acc=88.20%, top5-acc=98.30%, remaining_time=0:00:22.062480, arrival_time=2021-04-10 03:00:10.943759, cost_time=0:00:02.507094 2021-04-10 02:59:50,023 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=1.40ms, fps=2242 images/s, loss=0.4185, top1-acc=88.23%, top5-acc=98.42%, remaining_time=0:00:20.193734, arrival_time=2021-04-10 03:00:10.217389, cost_time=0:00:03.649465 2021-04-10 02:59:51,166 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=1.64ms, fps=2242 images/s, loss=0.4100, top1-acc=88.38%, top5-acc=98.40%, remaining_time=0:00:18.688176, arrival_time=2021-04-10 03:00:09.854218, cost_time=0:00:04.791839 2021-04-10 02:59:52,309 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=1.32ms, fps=2240 images/s, loss=0.3991, top1-acc=88.87%, top5-acc=98.48%, remaining_time=0:00:17.330638, arrival_time=2021-04-10 03:00:09.640042, cost_time=0:00:05.935145 2021-04-10 02:59:53,458 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=1.91ms, fps=2229 images/s, loss=0.3949, top1-acc=88.93%, top5-acc=98.54%, remaining_time=0:00:16.057928, arrival_time=2021-04-10 03:00:09.516492, cost_time=0:00:07.084374 2021-04-10 02:59:54,605 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=1.66ms, fps=2233 images/s, loss=0.3944, top1-acc=88.92%, top5-acc=98.53%, remaining_time=0:00:14.816214, arrival_time=2021-04-10 03:00:09.421618, cost_time=0:00:08.231226 2021-04-10 02:59:55,748 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=1.42ms, fps=2241 images/s, loss=0.3978, top1-acc=88.88%, top5-acc=98.50%, remaining_time=0:00:13.592416, arrival_time=2021-04-10 03:00:09.340648, cost_time=0:00:09.374054 2021-04-10 02:59:56,898 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=1.48ms, fps=2226 images/s, loss=0.4016, top1-acc=88.79%, top5-acc=98.48%, remaining_time=0:00:12.395534, arrival_time=2021-04-10 03:00:09.294242, cost_time=0:00:10.524478 2021-04-10 02:59:58,051 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=1.65ms, fps=2221 images/s, loss=0.4057, top1-acc=88.68%, top5-acc=98.45%, remaining_time=0:00:11.210496, arrival_time=2021-04-10 03:00:09.262369, cost_time=0:00:11.677613 2021-04-10 02:59:59,195 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=1.61ms, fps=2241 images/s, loss=0.4089, top1-acc=88.59%, top5-acc=98.42%, remaining_time=0:00:10.023472, arrival_time=2021-04-10 03:00:09.218612, cost_time=0:00:12.820761 2021-04-10 03:00:00,339 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=1.35ms, fps=2238 images/s, loss=0.4128, top1-acc=88.45%, top5-acc=98.42%, remaining_time=0:00:08.844652, arrival_time=2021-04-10 03:00:09.184031, cost_time=0:00:13.965199 2021-04-10 03:00:01,488 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.41ms, fps=2229 images/s, loss=0.4185, top1-acc=88.28%, top5-acc=98.40%, remaining_time=0:00:07.673358, arrival_time=2021-04-10 03:00:09.161749, cost_time=0:00:15.114158 2021-04-10 03:00:02,637 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=1.44ms, fps=2229 images/s, loss=0.4207, top1-acc=88.16%, top5-acc=98.37%, remaining_time=0:00:06.505296, arrival_time=2021-04-10 03:00:09.142763, cost_time=0:00:16.263229 2021-04-10 03:00:03,783 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=1.48ms, fps=2236 images/s, loss=0.4226, top1-acc=88.16%, top5-acc=98.35%, remaining_time=0:00:05.338714, arrival_time=2021-04-10 03:00:09.121695, cost_time=0:00:17.408803 2021-04-10 03:00:04,941 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=2.06ms, fps=2210 images/s, loss=0.4239, top1-acc=88.16%, top5-acc=98.35%, remaining_time=0:00:04.177656, arrival_time=2021-04-10 03:00:09.119316, cost_time=0:00:18.567416 2021-04-10 03:00:06,095 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=2.18ms, fps=2220 images/s, loss=0.4258, top1-acc=88.08%, top5-acc=98.30%, remaining_time=0:00:03.016130, arrival_time=2021-04-10 03:00:09.111263, cost_time=0:00:19.720826 2021-04-10 03:00:07,248 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=1.46ms, fps=2221 images/s, loss=0.4256, top1-acc=88.07%, top5-acc=98.33%, remaining_time=0:00:01.855504, arrival_time=2021-04-10 03:00:09.104266, cost_time=0:00:20.874493 2021-04-10 03:00:08,403 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.27ms, fps=2218 images/s, loss=0.4268, top1-acc=88.04%, top5-acc=98.34%, remaining_time=0:00:00.695664, arrival_time=2021-04-10 03:00:09.099271, cost_time=0:00:22.029342 2021-04-10 03:00:09,021 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=1.31ms, fps=2202 images/s, loss=0.4280, top1-acc=87.97%, top5-acc=98.34%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:09.021711, cost_time=0:00:22.647523 2021-04-10 03:00:09,502 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=0.31ms, fps=5332 images/s, loss=1.5920, top1-acc=64.65%, top5-acc=86.95%, remaining_time=0:00:01.440360, arrival_time=2021-04-10 03:00:10.943229, cost_time=0:00:00.480117 2021-04-10 03:00:09,875 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=1.51ms, fps=6871 images/s, loss=1.5741, top1-acc=65.37%, top5-acc=87.27%, remaining_time=0:00:00.853180, arrival_time=2021-04-10 03:00:10.729082, cost_time=0:00:00.853184 2021-04-10 03:00:10,247 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=1.28ms, fps=6906 images/s, loss=1.6113, top1-acc=64.82%, top5-acc=87.12%, remaining_time=0:00:00.408110, arrival_time=2021-04-10 03:00:10.655161, cost_time=0:00:01.224325 2021-04-10 03:00:10,585 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=0.07ms, fps=6867 images/s, loss=1.5966, top1-acc=64.67%, top5-acc=87.01%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:10.585298, cost_time=0:00:01.562626 2021-04-10 03:00:11,054 INFO : Epoch=0114 complete, best val top1-acc=65.68%, top5-acc=87.08% (epoch=109), remaining_time=0:35:43.399156, arrival_time=2021-04-10 03:35:54.453218, cost_time=0:47:21.250025 2021-04-10 03:00:11,054 INFO : Train start, epoch=0115, lr=0.039093 2021-04-10 03:00:12,373 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=0.26ms, fps=1941 images/s, loss=0.4403, top1-acc=87.97%, top5-acc=98.32%, remaining_time=0:00:24.526890, arrival_time=2021-04-10 03:00:36.900353, cost_time=0:00:01.318647 2021-04-10 03:00:13,519 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=1.51ms, fps=2234 images/s, loss=0.4253, top1-acc=88.12%, top5-acc=98.46%, remaining_time=0:00:21.691824, arrival_time=2021-04-10 03:00:35.211696, cost_time=0:00:02.464982 2021-04-10 03:00:14,672 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=6.58ms, fps=2224 images/s, loss=0.4129, top1-acc=88.42%, top5-acc=98.53%, remaining_time=0:00:20.014620, arrival_time=2021-04-10 03:00:34.686617, cost_time=0:00:03.617112 2021-04-10 03:00:15,817 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=1.36ms, fps=2237 images/s, loss=0.4247, top1-acc=87.99%, top5-acc=98.40%, remaining_time=0:00:18.573984, arrival_time=2021-04-10 03:00:34.391293, cost_time=0:00:04.762569 2021-04-10 03:00:16,962 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=1.39ms, fps=2236 images/s, loss=0.4160, top1-acc=88.08%, top5-acc=98.48%, remaining_time=0:00:17.251360, arrival_time=2021-04-10 03:00:34.214152, cost_time=0:00:05.907992 2021-04-10 03:00:18,117 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=2.78ms, fps=2218 images/s, loss=0.4123, top1-acc=88.13%, top5-acc=98.47%, remaining_time=0:00:16.009104, arrival_time=2021-04-10 03:00:34.126723, cost_time=0:00:07.062819 2021-04-10 03:00:19,263 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=1.54ms, fps=2235 images/s, loss=0.4114, top1-acc=88.14%, top5-acc=98.47%, remaining_time=0:00:14.775516, arrival_time=2021-04-10 03:00:34.038934, cost_time=0:00:08.208648 2021-04-10 03:00:20,411 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=1.57ms, fps=2231 images/s, loss=0.4111, top1-acc=88.16%, top5-acc=98.45%, remaining_time=0:00:13.566896, arrival_time=2021-04-10 03:00:33.978148, cost_time=0:00:09.356455 2021-04-10 03:00:21,560 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.42ms, fps=2230 images/s, loss=0.4118, top1-acc=88.13%, top5-acc=98.42%, remaining_time=0:00:12.372638, arrival_time=2021-04-10 03:00:33.932564, cost_time=0:00:10.505101 2021-04-10 03:00:22,709 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=1.50ms, fps=2229 images/s, loss=0.4160, top1-acc=88.11%, top5-acc=98.40%, remaining_time=0:00:11.188224, arrival_time=2021-04-10 03:00:33.897377, cost_time=0:00:11.654355 2021-04-10 03:00:23,854 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=1.69ms, fps=2236 images/s, loss=0.4131, top1-acc=88.18%, top5-acc=98.45%, remaining_time=0:00:10.007218, arrival_time=2021-04-10 03:00:33.862044, cost_time=0:00:12.799945 2021-04-10 03:00:24,999 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=1.50ms, fps=2238 images/s, loss=0.4116, top1-acc=88.26%, top5-acc=98.48%, remaining_time=0:00:08.831732, arrival_time=2021-04-10 03:00:33.831287, cost_time=0:00:13.944827 2021-04-10 03:00:26,143 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=1.44ms, fps=2239 images/s, loss=0.4095, top1-acc=88.31%, top5-acc=98.49%, remaining_time=0:00:07.660224, arrival_time=2021-04-10 03:00:33.803411, cost_time=0:00:15.088292 2021-04-10 03:00:27,290 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=1.90ms, fps=2234 images/s, loss=0.4072, top1-acc=88.38%, top5-acc=98.49%, remaining_time=0:00:06.494040, arrival_time=2021-04-10 03:00:33.783980, cost_time=0:00:16.235141 2021-04-10 03:00:28,435 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=1.41ms, fps=2237 images/s, loss=0.4091, top1-acc=88.34%, top5-acc=98.48%, remaining_time=0:00:05.329928, arrival_time=2021-04-10 03:00:33.764964, cost_time=0:00:17.380263 2021-04-10 03:00:29,582 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=1.99ms, fps=2232 images/s, loss=0.4089, top1-acc=88.35%, top5-acc=98.49%, remaining_time=0:00:04.168728, arrival_time=2021-04-10 03:00:33.751113, cost_time=0:00:18.527602 2021-04-10 03:00:30,732 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=1.83ms, fps=2227 images/s, loss=0.4114, top1-acc=88.28%, top5-acc=98.48%, remaining_time=0:00:03.009500, arrival_time=2021-04-10 03:00:33.741956, cost_time=0:00:19.677553 2021-04-10 03:00:31,880 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=1.37ms, fps=2232 images/s, loss=0.4144, top1-acc=88.21%, top5-acc=98.44%, remaining_time=0:00:01.851136, arrival_time=2021-04-10 03:00:33.731113, cost_time=0:00:20.825221 2021-04-10 03:00:33,028 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=1.39ms, fps=2231 images/s, loss=0.4154, top1-acc=88.20%, top5-acc=98.42%, remaining_time=0:00:00.693894, arrival_time=2021-04-10 03:00:33.721866, cost_time=0:00:21.973229 2021-04-10 03:00:33,650 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=2.22ms, fps=2185 images/s, loss=0.4165, top1-acc=88.17%, top5-acc=98.40%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:33.650847, cost_time=0:00:22.596118 2021-04-10 03:00:34,134 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=0.20ms, fps=5304 images/s, loss=1.6408, top1-acc=64.37%, top5-acc=86.05%, remaining_time=0:00:01.447800, arrival_time=2021-04-10 03:00:35.582231, cost_time=0:00:00.482597 2021-04-10 03:00:34,504 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=1.35ms, fps=6926 images/s, loss=1.6233, top1-acc=64.22%, top5-acc=86.48%, remaining_time=0:00:00.852560, arrival_time=2021-04-10 03:00:35.356945, cost_time=0:00:00.852555 2021-04-10 03:00:34,881 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=1.81ms, fps=6796 images/s, loss=1.6256, top1-acc=64.48%, top5-acc=86.35%, remaining_time=0:00:00.409860, arrival_time=2021-04-10 03:00:35.291402, cost_time=0:00:01.229585 2021-04-10 03:00:35,219 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.06ms, fps=6868 images/s, loss=1.6118, top1-acc=64.45%, top5-acc=86.25%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:35.219826, cost_time=0:00:01.568032 2021-04-10 03:00:35,814 INFO : Epoch=0115 complete, best val top1-acc=65.68%, top5-acc=87.08% (epoch=109), remaining_time=0:35:18.355380, arrival_time=2021-04-10 03:35:54.169692, cost_time=0:47:46.010276 2021-04-10 03:00:35,814 INFO : Train start, epoch=0116, lr=0.038328 2021-04-10 03:00:37,126 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=1.49ms, fps=1952 images/s, loss=0.3805, top1-acc=89.06%, top5-acc=98.75%, remaining_time=0:00:24.388320, arrival_time=2021-04-10 03:01:01.514653, cost_time=0:00:01.311197 2021-04-10 03:00:38,270 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=1.46ms, fps=2239 images/s, loss=0.3714, top1-acc=89.28%, top5-acc=98.57%, remaining_time=0:00:21.605232, arrival_time=2021-04-10 03:00:59.875422, cost_time=0:00:02.455139 2021-04-10 03:00:39,411 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=1.47ms, fps=2244 images/s, loss=0.3679, top1-acc=89.40%, top5-acc=98.75%, remaining_time=0:00:19.899748, arrival_time=2021-04-10 03:00:59.311190, cost_time=0:00:03.596348 2021-04-10 03:00:40,562 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=1.81ms, fps=2225 images/s, loss=0.3701, top1-acc=89.37%, top5-acc=98.76%, remaining_time=0:00:18.515640, arrival_time=2021-04-10 03:00:59.078376, cost_time=0:00:04.747613 2021-04-10 03:00:41,706 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=1.50ms, fps=2239 images/s, loss=0.3703, top1-acc=89.45%, top5-acc=98.73%, remaining_time=0:00:17.203472, arrival_time=2021-04-10 03:00:58.910224, cost_time=0:00:05.891606 2021-04-10 03:00:42,846 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=1.48ms, fps=2248 images/s, loss=0.3712, top1-acc=89.52%, top5-acc=98.72%, remaining_time=0:00:15.936752, arrival_time=2021-04-10 03:00:58.782754, cost_time=0:00:07.030939 2021-04-10 03:00:43,989 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=1.37ms, fps=2239 images/s, loss=0.3693, top1-acc=89.45%, top5-acc=98.72%, remaining_time=0:00:14.714406, arrival_time=2021-04-10 03:00:58.704120, cost_time=0:00:08.174668 2021-04-10 03:00:45,128 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=1.44ms, fps=2249 images/s, loss=0.3734, top1-acc=89.36%, top5-acc=98.67%, remaining_time=0:00:13.504720, arrival_time=2021-04-10 03:00:58.633361, cost_time=0:00:09.313587 2021-04-10 03:00:46,269 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=1.46ms, fps=2244 images/s, loss=0.3789, top1-acc=89.27%, top5-acc=98.65%, remaining_time=0:00:12.313384, arrival_time=2021-04-10 03:00:58.583214, cost_time=0:00:10.454761 2021-04-10 03:00:47,423 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.64ms, fps=2221 images/s, loss=0.3798, top1-acc=89.24%, top5-acc=98.64%, remaining_time=0:00:11.143680, arrival_time=2021-04-10 03:00:58.566785, cost_time=0:00:11.607997 2021-04-10 03:00:48,571 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=1.50ms, fps=2230 images/s, loss=0.3817, top1-acc=89.14%, top5-acc=98.62%, remaining_time=0:00:09.973248, arrival_time=2021-04-10 03:00:58.544834, cost_time=0:00:12.756459 2021-04-10 03:00:49,720 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=1.55ms, fps=2230 images/s, loss=0.3822, top1-acc=89.15%, top5-acc=98.61%, remaining_time=0:00:08.806500, arrival_time=2021-04-10 03:00:58.526524, cost_time=0:00:13.904948 2021-04-10 03:00:50,870 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=1.53ms, fps=2226 images/s, loss=0.3822, top1-acc=89.13%, top5-acc=98.62%, remaining_time=0:00:07.643394, arrival_time=2021-04-10 03:00:58.513720, cost_time=0:00:15.055203 2021-04-10 03:00:52,024 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=1.91ms, fps=2219 images/s, loss=0.3851, top1-acc=89.02%, top5-acc=98.60%, remaining_time=0:00:06.483792, arrival_time=2021-04-10 03:00:58.508445, cost_time=0:00:16.209540 2021-04-10 03:00:53,174 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=1.49ms, fps=2228 images/s, loss=0.3865, top1-acc=88.98%, top5-acc=98.59%, remaining_time=0:00:05.323442, arrival_time=2021-04-10 03:00:58.497606, cost_time=0:00:17.359100 2021-04-10 03:00:54,317 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=1.47ms, fps=2239 images/s, loss=0.3905, top1-acc=88.84%, top5-acc=98.56%, remaining_time=0:00:04.163112, arrival_time=2021-04-10 03:00:58.481025, cost_time=0:00:18.502794 2021-04-10 03:00:55,468 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=1.91ms, fps=2226 images/s, loss=0.3953, top1-acc=88.74%, top5-acc=98.51%, remaining_time=0:00:03.005860, arrival_time=2021-04-10 03:00:58.474602, cost_time=0:00:19.653628 2021-04-10 03:00:56,618 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=1.58ms, fps=2228 images/s, loss=0.3999, top1-acc=88.60%, top5-acc=98.48%, remaining_time=0:00:01.849168, arrival_time=2021-04-10 03:00:58.467454, cost_time=0:00:20.803201 2021-04-10 03:00:57,762 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.50ms, fps=2238 images/s, loss=0.4015, top1-acc=88.54%, top5-acc=98.46%, remaining_time=0:00:00.693078, arrival_time=2021-04-10 03:00:58.455667, cost_time=0:00:21.947538 2021-04-10 03:00:58,375 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=1.19ms, fps=2220 images/s, loss=0.4026, top1-acc=88.53%, top5-acc=98.44%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:58.375719, cost_time=0:00:22.560618 2021-04-10 03:00:58,851 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=0.28ms, fps=5396 images/s, loss=1.6189, top1-acc=65.08%, top5-acc=86.64%, remaining_time=0:00:01.423140, arrival_time=2021-04-10 03:01:00.274685, cost_time=0:00:00.474385 2021-04-10 03:00:59,223 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=1.41ms, fps=6899 images/s, loss=1.6020, top1-acc=65.64%, top5-acc=86.52%, remaining_time=0:00:00.845960, arrival_time=2021-04-10 03:01:00.069008, cost_time=0:00:00.845956 2021-04-10 03:00:59,596 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=1.98ms, fps=6855 images/s, loss=1.6328, top1-acc=65.00%, top5-acc=86.11%, remaining_time=0:00:00.406570, arrival_time=2021-04-10 03:01:00.003438, cost_time=0:00:01.219718 2021-04-10 03:00:59,935 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=0.06ms, fps=6869 images/s, loss=1.6041, top1-acc=65.16%, top5-acc=86.35%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:59.935048, cost_time=0:00:01.557981 2021-04-10 03:01:00,448 INFO : Epoch=0116 complete, best val top1-acc=65.68%, top5-acc=87.08% (epoch=109), remaining_time=0:34:53.225400, arrival_time=2021-04-10 03:35:53.673984, cost_time=0:48:10.644566 2021-04-10 03:01:00,449 INFO : Train start, epoch=0117, lr=0.037566 2021-04-10 03:01:01,753 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=1.78ms, fps=1963 images/s, loss=0.3758, top1-acc=89.02%, top5-acc=98.91%, remaining_time=0:00:24.261654, arrival_time=2021-04-10 03:01:26.015410, cost_time=0:00:01.304390 2021-04-10 03:01:02,907 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=2.48ms, fps=2221 images/s, loss=0.3837, top1-acc=89.26%, top5-acc=98.67%, remaining_time=0:00:21.627056, arrival_time=2021-04-10 03:01:24.534119, cost_time=0:00:02.457619 2021-04-10 03:01:04,063 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=1.35ms, fps=2215 images/s, loss=0.3817, top1-acc=89.17%, top5-acc=98.67%, remaining_time=0:00:19.997522, arrival_time=2021-04-10 03:01:24.060837, cost_time=0:00:03.614001 2021-04-10 03:01:05,206 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=1.47ms, fps=2241 images/s, loss=0.3711, top1-acc=89.40%, top5-acc=98.73%, remaining_time=0:00:18.552456, arrival_time=2021-04-10 03:01:23.758837, cost_time=0:00:04.757030 2021-04-10 03:01:06,357 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=1.97ms, fps=2226 images/s, loss=0.3772, top1-acc=89.24%, top5-acc=98.74%, remaining_time=0:00:17.250922, arrival_time=2021-04-10 03:01:23.608168, cost_time=0:00:05.907847 2021-04-10 03:01:07,510 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=1.44ms, fps=2222 images/s, loss=0.3766, top1-acc=89.24%, top5-acc=98.74%, remaining_time=0:00:16.004208, arrival_time=2021-04-10 03:01:23.514180, cost_time=0:00:07.060675 2021-04-10 03:01:08,656 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.55ms, fps=2233 images/s, loss=0.3753, top1-acc=89.26%, top5-acc=98.73%, remaining_time=0:00:14.773374, arrival_time=2021-04-10 03:01:23.430146, cost_time=0:00:08.207411 2021-04-10 03:01:09,798 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.51ms, fps=2243 images/s, loss=0.3792, top1-acc=89.17%, top5-acc=98.69%, remaining_time=0:00:13.556688, arrival_time=2021-04-10 03:01:23.355409, cost_time=0:00:09.349432 2021-04-10 03:01:10,947 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=1.77ms, fps=2229 images/s, loss=0.3794, top1-acc=89.18%, top5-acc=98.72%, remaining_time=0:00:12.364794, arrival_time=2021-04-10 03:01:23.312581, cost_time=0:00:10.498436 2021-04-10 03:01:12,100 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=1.45ms, fps=2222 images/s, loss=0.3818, top1-acc=89.14%, top5-acc=98.71%, remaining_time=0:00:11.185152, arrival_time=2021-04-10 03:01:23.285607, cost_time=0:00:11.651155 2021-04-10 03:01:13,250 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.43ms, fps=2227 images/s, loss=0.3779, top1-acc=89.22%, top5-acc=98.73%, remaining_time=0:00:10.007992, arrival_time=2021-04-10 03:01:23.258380, cost_time=0:00:12.800953 2021-04-10 03:01:14,396 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=1.50ms, fps=2236 images/s, loss=0.3773, top1-acc=89.24%, top5-acc=98.71%, remaining_time=0:00:08.832872, arrival_time=2021-04-10 03:01:23.228899, cost_time=0:00:13.946655 2021-04-10 03:01:15,535 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=1.62ms, fps=2248 images/s, loss=0.3782, top1-acc=89.16%, top5-acc=98.71%, remaining_time=0:00:07.659234, arrival_time=2021-04-10 03:01:23.194871, cost_time=0:00:15.086347 2021-04-10 03:01:16,680 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=2.07ms, fps=2238 images/s, loss=0.3825, top1-acc=89.05%, top5-acc=98.68%, remaining_time=0:00:06.492360, arrival_time=2021-04-10 03:01:23.172572, cost_time=0:00:16.230870 2021-04-10 03:01:17,821 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=1.35ms, fps=2244 images/s, loss=0.3865, top1-acc=88.95%, top5-acc=98.62%, remaining_time=0:00:05.327490, arrival_time=2021-04-10 03:01:23.149040, cost_time=0:00:17.372238 2021-04-10 03:01:18,962 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=1.54ms, fps=2244 images/s, loss=0.3883, top1-acc=88.89%, top5-acc=98.60%, remaining_time=0:00:04.165524, arrival_time=2021-04-10 03:01:23.128163, cost_time=0:00:18.513362 2021-04-10 03:01:20,109 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=1.77ms, fps=2233 images/s, loss=0.3887, top1-acc=88.86%, top5-acc=98.59%, remaining_time=0:00:03.006848, arrival_time=2021-04-10 03:01:23.116352, cost_time=0:00:19.660200 2021-04-10 03:01:21,256 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=1.44ms, fps=2233 images/s, loss=0.3888, top1-acc=88.89%, top5-acc=98.59%, remaining_time=0:00:01.849536, arrival_time=2021-04-10 03:01:23.106155, cost_time=0:00:20.807243 2021-04-10 03:01:22,407 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=1.66ms, fps=2226 images/s, loss=0.3898, top1-acc=88.88%, top5-acc=98.59%, remaining_time=0:00:00.693414, arrival_time=2021-04-10 03:01:23.100809, cost_time=0:00:21.958067 2021-04-10 03:01:23,026 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=1.59ms, fps=2198 images/s, loss=0.3908, top1-acc=88.86%, top5-acc=98.60%, remaining_time=0:00:00, arrival_time=2021-04-10 03:01:23.026579, cost_time=0:00:22.577309 2021-04-10 03:01:23,475 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=5.43ms, fps=5720 images/s, loss=1.7170, top1-acc=62.07%, top5-acc=86.84%, remaining_time=0:00:01.342680, arrival_time=2021-04-10 03:01:24.817771, cost_time=0:00:00.447558 2021-04-10 03:01:23,848 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=1.54ms, fps=6869 images/s, loss=1.6595, top1-acc=63.48%, top5-acc=87.13%, remaining_time=0:00:00.820640, arrival_time=2021-04-10 03:01:24.668833, cost_time=0:00:00.820641 2021-04-10 03:01:24,227 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=1.81ms, fps=6757 images/s, loss=1.6497, top1-acc=64.00%, top5-acc=87.06%, remaining_time=0:00:00.400000, arrival_time=2021-04-10 03:01:24.627520, cost_time=0:00:01.199994 2021-04-10 03:01:24,568 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.10ms, fps=6811 images/s, loss=1.6611, top1-acc=63.87%, top5-acc=86.57%, remaining_time=0:00:00, arrival_time=2021-04-10 03:01:24.568468, cost_time=0:00:01.540967 2021-04-10 03:01:25,086 INFO : Epoch=0117 complete, best val top1-acc=65.68%, top5-acc=87.08% (epoch=109), remaining_time=0:34:28.106352, arrival_time=2021-04-10 03:35:53.192880, cost_time=0:48:35.282503 2021-04-10 03:01:25,087 INFO : Train start, epoch=0118, lr=0.036806 2021-04-10 03:01:26,395 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=0.34ms, fps=1957 images/s, loss=0.3875, top1-acc=89.02%, top5-acc=98.59%, remaining_time=0:00:24.335496, arrival_time=2021-04-10 03:01:50.731158, cost_time=0:00:01.308355 2021-04-10 03:01:27,549 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=1.92ms, fps=2220 images/s, loss=0.3864, top1-acc=89.14%, top5-acc=98.50%, remaining_time=0:00:21.668768, arrival_time=2021-04-10 03:01:49.218364, cost_time=0:00:02.462367 2021-04-10 03:01:28,695 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=1.39ms, fps=2234 images/s, loss=0.3728, top1-acc=89.52%, top5-acc=98.54%, remaining_time=0:00:19.966812, arrival_time=2021-04-10 03:01:48.662487, cost_time=0:00:03.608445 2021-04-10 03:01:29,844 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=2.11ms, fps=2229 images/s, loss=0.3757, top1-acc=89.50%, top5-acc=98.51%, remaining_time=0:00:18.554640, arrival_time=2021-04-10 03:01:48.399449, cost_time=0:00:04.757581 2021-04-10 03:01:30,994 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=2.22ms, fps=2228 images/s, loss=0.3712, top1-acc=89.53%, top5-acc=98.55%, remaining_time=0:00:17.248586, arrival_time=2021-04-10 03:01:48.243092, cost_time=0:00:05.907065 2021-04-10 03:01:32,141 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=1.60ms, fps=2234 images/s, loss=0.3730, top1-acc=89.47%, top5-acc=98.57%, remaining_time=0:00:15.988840, arrival_time=2021-04-10 03:01:48.130099, cost_time=0:00:07.053874 2021-04-10 03:01:33,299 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=1.90ms, fps=2212 images/s, loss=0.3733, top1-acc=89.39%, top5-acc=98.62%, remaining_time=0:00:14.781312, arrival_time=2021-04-10 03:01:48.080436, cost_time=0:00:08.211813 2021-04-10 03:01:34,450 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=1.68ms, fps=2225 images/s, loss=0.3718, top1-acc=89.35%, top5-acc=98.63%, remaining_time=0:00:13.576756, arrival_time=2021-04-10 03:01:48.027365, cost_time=0:00:09.363291 2021-04-10 03:01:35,594 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=1.36ms, fps=2239 images/s, loss=0.3713, top1-acc=89.40%, top5-acc=98.62%, remaining_time=0:00:12.375182, arrival_time=2021-04-10 03:01:47.969714, cost_time=0:00:10.507222 2021-04-10 03:01:36,743 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=1.61ms, fps=2228 images/s, loss=0.3714, top1-acc=89.42%, top5-acc=98.61%, remaining_time=0:00:11.190432, arrival_time=2021-04-10 03:01:47.934365, cost_time=0:00:11.656709 2021-04-10 03:01:37,893 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=1.63ms, fps=2229 images/s, loss=0.3733, top1-acc=89.36%, top5-acc=98.61%, remaining_time=0:00:10.011776, arrival_time=2021-04-10 03:01:47.904813, cost_time=0:00:12.805719 2021-04-10 03:01:39,038 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=1.72ms, fps=2237 images/s, loss=0.3726, top1-acc=89.37%, top5-acc=98.63%, remaining_time=0:00:08.835456, arrival_time=2021-04-10 03:01:47.873446, cost_time=0:00:13.950766 2021-04-10 03:01:40,180 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.59ms, fps=2242 images/s, loss=0.3768, top1-acc=89.28%, top5-acc=98.61%, remaining_time=0:00:07.662732, arrival_time=2021-04-10 03:01:47.843335, cost_time=0:00:15.093228 2021-04-10 03:01:41,334 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=1.42ms, fps=2220 images/s, loss=0.3776, top1-acc=89.29%, top5-acc=98.60%, remaining_time=0:00:06.498856, arrival_time=2021-04-10 03:01:47.833291, cost_time=0:00:16.247159 2021-04-10 03:01:42,482 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=1.79ms, fps=2231 images/s, loss=0.3804, top1-acc=89.24%, top5-acc=98.56%, remaining_time=0:00:05.334620, arrival_time=2021-04-10 03:01:47.817422, cost_time=0:00:17.395425 2021-04-10 03:01:43,629 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=1.65ms, fps=2235 images/s, loss=0.3805, top1-acc=89.23%, top5-acc=98.56%, remaining_time=0:00:04.171896, arrival_time=2021-04-10 03:01:47.800934, cost_time=0:00:18.541776 2021-04-10 03:01:44,769 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.48ms, fps=2245 images/s, loss=0.3832, top1-acc=89.16%, top5-acc=98.55%, remaining_time=0:00:03.010254, arrival_time=2021-04-10 03:01:47.779937, cost_time=0:00:19.682450 2021-04-10 03:01:45,917 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=1.55ms, fps=2232 images/s, loss=0.3838, top1-acc=89.12%, top5-acc=98.56%, remaining_time=0:00:01.851568, arrival_time=2021-04-10 03:01:47.768991, cost_time=0:00:20.830122 2021-04-10 03:01:47,062 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.38ms, fps=2237 images/s, loss=0.3856, top1-acc=89.05%, top5-acc=98.54%, remaining_time=0:00:00.693954, arrival_time=2021-04-10 03:01:47.756419, cost_time=0:00:21.975204 2021-04-10 03:01:47,677 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=0.08ms, fps=2212 images/s, loss=0.3877, top1-acc=89.03%, top5-acc=98.54%, remaining_time=0:00:00, arrival_time=2021-04-10 03:01:47.677892, cost_time=0:00:22.590676 2021-04-10 03:01:48,145 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=0.21ms, fps=5484 images/s, loss=1.5654, top1-acc=65.20%, top5-acc=86.37%, remaining_time=0:00:01.400250, arrival_time=2021-04-10 03:01:49.545883, cost_time=0:00:00.466751 2021-04-10 03:01:48,520 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=1.85ms, fps=6833 images/s, loss=1.6176, top1-acc=64.45%, top5-acc=86.05%, remaining_time=0:00:00.841780, arrival_time=2021-04-10 03:01:49.362466, cost_time=0:00:00.841784 2021-04-10 03:01:48,896 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=2.01ms, fps=6826 images/s, loss=1.6071, top1-acc=64.65%, top5-acc=86.51%, remaining_time=0:00:00.405760, arrival_time=2021-04-10 03:01:49.301966, cost_time=0:00:01.217278 2021-04-10 03:01:49,239 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=0.10ms, fps=6771 images/s, loss=1.5827, top1-acc=64.91%, top5-acc=86.65%, remaining_time=0:00:00, arrival_time=2021-04-10 03:01:49.239312, cost_time=0:00:01.560428 2021-04-10 03:01:49,828 INFO : Epoch=0118 complete, best val top1-acc=65.68%, top5-acc=87.08% (epoch=109), remaining_time=0:34:03.068048, arrival_time=2021-04-10 03:35:52.896776, cost_time=0:49:00.024699 2021-04-10 03:01:49,829 INFO : Train start, epoch=0119, lr=0.036050 2021-04-10 03:01:51,158 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=1.54ms, fps=1926 images/s, loss=0.3743, top1-acc=89.30%, top5-acc=99.10%, remaining_time=0:00:24.716610, arrival_time=2021-04-10 03:02:15.874923, cost_time=0:00:01.328848 2021-04-10 03:01:52,305 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=1.39ms, fps=2234 images/s, loss=0.3629, top1-acc=89.65%, top5-acc=99.02%, remaining_time=0:00:21.784048, arrival_time=2021-04-10 03:02:14.089040, cost_time=0:00:02.475457 2021-04-10 03:01:53,449 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=1.75ms, fps=2238 images/s, loss=0.3588, top1-acc=89.75%, top5-acc=98.98%, remaining_time=0:00:20.030722, arrival_time=2021-04-10 03:02:13.480189, cost_time=0:00:03.620015 2021-04-10 03:01:54,593 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=1.88ms, fps=2239 images/s, loss=0.3616, top1-acc=89.67%, top5-acc=98.88%, remaining_time=0:00:18.580380, arrival_time=2021-04-10 03:02:13.174063, cost_time=0:00:04.764200 2021-04-10 03:01:55,735 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=1.45ms, fps=2243 images/s, loss=0.3527, top1-acc=89.95%, top5-acc=98.92%, remaining_time=0:00:17.246396, arrival_time=2021-04-10 03:02:12.982124, cost_time=0:00:05.906314 2021-04-10 03:01:56,881 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=1.59ms, fps=2236 images/s, loss=0.3511, top1-acc=90.07%, top5-acc=98.88%, remaining_time=0:00:15.984352, arrival_time=2021-04-10 03:02:12.865713, cost_time=0:00:07.051904 2021-04-10 03:01:58,031 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=1.55ms, fps=2227 images/s, loss=0.3507, top1-acc=90.01%, top5-acc=98.92%, remaining_time=0:00:14.763546, arrival_time=2021-04-10 03:02:12.794939, cost_time=0:00:08.201997 2021-04-10 03:01:59,174 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=1.55ms, fps=2241 images/s, loss=0.3503, top1-acc=90.04%, top5-acc=98.90%, remaining_time=0:00:13.550308, arrival_time=2021-04-10 03:02:12.724760, cost_time=0:00:09.345001 2021-04-10 03:02:00,326 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=1.70ms, fps=2223 images/s, loss=0.3506, top1-acc=90.02%, top5-acc=98.88%, remaining_time=0:00:12.363416, arrival_time=2021-04-10 03:02:12.690029, cost_time=0:00:10.497219 2021-04-10 03:02:01,482 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=1.36ms, fps=2215 images/s, loss=0.3515, top1-acc=89.98%, top5-acc=98.87%, remaining_time=0:00:11.187360, arrival_time=2021-04-10 03:02:12.670270, cost_time=0:00:11.653482 2021-04-10 03:02:02,631 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=1.73ms, fps=2230 images/s, loss=0.3523, top1-acc=89.97%, top5-acc=98.84%, remaining_time=0:00:10.008680, arrival_time=2021-04-10 03:02:12.639933, cost_time=0:00:12.801784 2021-04-10 03:02:03,770 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=1.62ms, fps=2248 images/s, loss=0.3539, top1-acc=89.93%, top5-acc=98.83%, remaining_time=0:00:08.829528, arrival_time=2021-04-10 03:02:12.600285, cost_time=0:00:13.941369 2021-04-10 03:02:04,916 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=1.88ms, fps=2235 images/s, loss=0.3538, top1-acc=89.95%, top5-acc=98.80%, remaining_time=0:00:07.659762, arrival_time=2021-04-10 03:02:12.576614, cost_time=0:00:15.087413 2021-04-10 03:02:06,062 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=1.43ms, fps=2236 images/s, loss=0.3557, top1-acc=89.86%, top5-acc=98.80%, remaining_time=0:00:06.493200, arrival_time=2021-04-10 03:02:12.555611, cost_time=0:00:16.232936 2021-04-10 03:02:07,230 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=2.01ms, fps=2194 images/s, loss=0.3588, top1-acc=89.81%, top5-acc=98.77%, remaining_time=0:00:05.336230, arrival_time=2021-04-10 03:02:12.566418, cost_time=0:00:17.400745 2021-04-10 03:02:08,379 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=1.37ms, fps=2229 images/s, loss=0.3609, top1-acc=89.77%, top5-acc=98.75%, remaining_time=0:00:04.173660, arrival_time=2021-04-10 03:02:12.552684, cost_time=0:00:18.549639 2021-04-10 03:02:09,526 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=1.65ms, fps=2232 images/s, loss=0.3617, top1-acc=89.72%, top5-acc=98.77%, remaining_time=0:00:03.012464, arrival_time=2021-04-10 03:02:12.538779, cost_time=0:00:19.696863 2021-04-10 03:02:10,673 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=1.57ms, fps=2233 images/s, loss=0.3632, top1-acc=89.64%, top5-acc=98.77%, remaining_time=0:00:01.852784, arrival_time=2021-04-10 03:02:12.525983, cost_time=0:00:20.843794 2021-04-10 03:02:11,821 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.21ms, fps=2230 images/s, loss=0.3638, top1-acc=89.64%, top5-acc=98.75%, remaining_time=0:00:00.694500, arrival_time=2021-04-10 03:02:12.516295, cost_time=0:00:21.992406 2021-04-10 03:02:12,438 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=1.28ms, fps=2206 images/s, loss=0.3637, top1-acc=89.65%, top5-acc=98.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:12.438673, cost_time=0:00:22.609268 2021-04-10 03:02:12,895 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=3.89ms, fps=5612 images/s, loss=1.5349, top1-acc=67.30%, top5-acc=87.85%, remaining_time=0:00:01.368420, arrival_time=2021-04-10 03:02:14.264235, cost_time=0:00:00.456144 2021-04-10 03:02:13,265 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=1.30ms, fps=6947 images/s, loss=1.5350, top1-acc=66.56%, top5-acc=87.95%, remaining_time=0:00:00.825120, arrival_time=2021-04-10 03:02:14.090091, cost_time=0:00:00.825121 2021-04-10 03:02:13,642 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=0.38ms, fps=6785 images/s, loss=1.5464, top1-acc=66.43%, top5-acc=87.50%, remaining_time=0:00:00.401070, arrival_time=2021-04-10 03:02:14.043946, cost_time=0:00:01.203216 2021-04-10 03:02:13,981 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=0.06ms, fps=6868 images/s, loss=1.5464, top1-acc=66.60%, top5-acc=87.46%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:13.981129, cost_time=0:00:01.541524 2021-04-10 03:02:14,959 INFO : Epoch=0119 complete, best val top1-acc=66.60%, top5-acc=87.46% (epoch=119), remaining_time=0:33:38.299032, arrival_time=2021-04-10 03:35:53.258538, cost_time=0:49:25.155419 2021-04-10 03:02:14,960 INFO : Train start, epoch=0120, lr=0.035298 2021-04-10 03:02:16,280 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=1.61ms, fps=1940 images/s, loss=0.3353, top1-acc=91.09%, top5-acc=98.91%, remaining_time=0:00:24.544188, arrival_time=2021-04-10 03:02:40.824323, cost_time=0:00:01.319580 2021-04-10 03:02:17,429 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=2.09ms, fps=2230 images/s, loss=0.3258, top1-acc=91.41%, top5-acc=98.83%, remaining_time=0:00:21.722624, arrival_time=2021-04-10 03:02:39.151637, cost_time=0:00:02.468487 2021-04-10 03:02:18,573 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=1.78ms, fps=2237 images/s, loss=0.3313, top1-acc=90.98%, top5-acc=98.88%, remaining_time=0:00:19.993538, arrival_time=2021-04-10 03:02:38.567350, cost_time=0:00:03.613290 2021-04-10 03:02:19,716 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=1.56ms, fps=2242 images/s, loss=0.3268, top1-acc=90.94%, top5-acc=98.94%, remaining_time=0:00:18.547932, arrival_time=2021-04-10 03:02:38.264291, cost_time=0:00:04.755864 2021-04-10 03:02:20,862 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=1.42ms, fps=2236 images/s, loss=0.3323, top1-acc=90.60%, top5-acc=98.92%, remaining_time=0:00:17.231796, arrival_time=2021-04-10 03:02:38.093720, cost_time=0:00:05.901315 2021-04-10 03:02:22,005 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=1.42ms, fps=2239 images/s, loss=0.3277, top1-acc=90.73%, top5-acc=98.92%, remaining_time=0:00:15.969528, arrival_time=2021-04-10 03:02:37.975354, cost_time=0:00:07.045373 2021-04-10 03:02:23,150 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=1.34ms, fps=2237 images/s, loss=0.3262, top1-acc=90.74%, top5-acc=98.90%, remaining_time=0:00:14.741748, arrival_time=2021-04-10 03:02:37.892188, cost_time=0:00:08.189892 2021-04-10 03:02:24,300 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=2.00ms, fps=2228 images/s, loss=0.3312, top1-acc=90.58%, top5-acc=98.87%, remaining_time=0:00:13.542304, arrival_time=2021-04-10 03:02:37.842285, cost_time=0:00:09.339515 2021-04-10 03:02:25,452 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=1.40ms, fps=2223 images/s, loss=0.3354, top1-acc=90.52%, top5-acc=98.85%, remaining_time=0:00:12.356738, arrival_time=2021-04-10 03:02:37.808862, cost_time=0:00:10.491591 2021-04-10 03:02:26,603 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=1.75ms, fps=2224 images/s, loss=0.3411, top1-acc=90.39%, top5-acc=98.86%, remaining_time=0:00:11.177568, arrival_time=2021-04-10 03:02:37.781418, cost_time=0:00:11.643339 2021-04-10 03:02:27,759 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=1.91ms, fps=2216 images/s, loss=0.3443, top1-acc=90.19%, top5-acc=98.87%, remaining_time=0:00:10.006616, arrival_time=2021-04-10 03:02:37.766379, cost_time=0:00:12.799136 2021-04-10 03:02:28,913 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=1.68ms, fps=2221 images/s, loss=0.3450, top1-acc=90.14%, top5-acc=98.88%, remaining_time=0:00:08.836976, arrival_time=2021-04-10 03:02:37.750514, cost_time=0:00:13.953078 2021-04-10 03:02:30,056 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=1.35ms, fps=2240 images/s, loss=0.3483, top1-acc=90.04%, top5-acc=98.84%, remaining_time=0:00:07.664184, arrival_time=2021-04-10 03:02:37.720747, cost_time=0:00:15.096094 2021-04-10 03:02:31,207 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=1.43ms, fps=2226 images/s, loss=0.3498, top1-acc=90.02%, top5-acc=98.84%, remaining_time=0:00:06.498688, arrival_time=2021-04-10 03:02:37.705871, cost_time=0:00:16.246654 2021-04-10 03:02:32,355 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.52ms, fps=2230 images/s, loss=0.3518, top1-acc=89.95%, top5-acc=98.84%, remaining_time=0:00:05.334528, arrival_time=2021-04-10 03:02:37.690210, cost_time=0:00:17.395208 2021-04-10 03:02:33,499 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=1.48ms, fps=2239 images/s, loss=0.3545, top1-acc=89.87%, top5-acc=98.82%, remaining_time=0:00:04.171248, arrival_time=2021-04-10 03:02:37.670573, cost_time=0:00:18.538862 2021-04-10 03:02:34,644 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.80ms, fps=2236 images/s, loss=0.3551, top1-acc=89.86%, top5-acc=98.83%, remaining_time=0:00:03.010540, arrival_time=2021-04-10 03:02:37.655348, cost_time=0:00:19.684291 2021-04-10 03:02:35,794 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=1.47ms, fps=2228 images/s, loss=0.3556, top1-acc=89.85%, top5-acc=98.82%, remaining_time=0:00:01.851904, arrival_time=2021-04-10 03:02:37.646410, cost_time=0:00:20.834000 2021-04-10 03:02:36,948 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=1.88ms, fps=2220 images/s, loss=0.3564, top1-acc=89.82%, top5-acc=98.83%, remaining_time=0:00:00.694344, arrival_time=2021-04-10 03:02:37.642419, cost_time=0:00:21.987623 2021-04-10 03:02:37,571 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=1.71ms, fps=2183 images/s, loss=0.3597, top1-acc=89.74%, top5-acc=98.82%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:37.571642, cost_time=0:00:22.611144 2021-04-10 03:02:38,024 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=1.28ms, fps=5672 images/s, loss=1.6402, top1-acc=65.27%, top5-acc=86.84%, remaining_time=0:00:01.354080, arrival_time=2021-04-10 03:02:39.378343, cost_time=0:00:00.451355 2021-04-10 03:02:38,394 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=1.44ms, fps=6925 images/s, loss=1.6812, top1-acc=64.82%, top5-acc=86.21%, remaining_time=0:00:00.821340, arrival_time=2021-04-10 03:02:39.215590, cost_time=0:00:00.821343 2021-04-10 03:02:38,764 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=1.43ms, fps=6919 images/s, loss=1.6569, top1-acc=64.75%, top5-acc=86.51%, remaining_time=0:00:00.397210, arrival_time=2021-04-10 03:02:39.161789, cost_time=0:00:01.191638 2021-04-10 03:02:39,106 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=4.78ms, fps=6796 images/s, loss=1.6347, top1-acc=65.14%, top5-acc=86.61%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:39.106360, cost_time=0:00:01.533359 2021-04-10 03:02:39,607 INFO : Epoch=0120 complete, best val top1-acc=66.60%, top5-acc=87.46% (epoch=119), remaining_time=0:33:13.202480, arrival_time=2021-04-10 03:35:52.810284, cost_time=0:49:49.803776 2021-04-10 03:02:39,608 INFO : Train start, epoch=0121, lr=0.034549 2021-04-10 03:02:40,921 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=1.39ms, fps=1949 images/s, loss=0.3640, top1-acc=89.57%, top5-acc=98.71%, remaining_time=0:00:24.427194, arrival_time=2021-04-10 03:03:05.349076, cost_time=0:00:01.313293 2021-04-10 03:02:42,068 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=2.62ms, fps=2234 images/s, loss=0.3686, top1-acc=89.73%, top5-acc=98.67%, remaining_time=0:00:21.645888, arrival_time=2021-04-10 03:03:03.714233, cost_time=0:00:02.459770 2021-04-10 03:02:43,214 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=1.85ms, fps=2234 images/s, loss=0.3586, top1-acc=89.95%, top5-acc=98.82%, remaining_time=0:00:19.955192, arrival_time=2021-04-10 03:03:03.170100, cost_time=0:00:03.606370 2021-04-10 03:02:44,355 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=1.34ms, fps=2246 images/s, loss=0.3548, top1-acc=89.99%, top5-acc=98.82%, remaining_time=0:00:18.512520, arrival_time=2021-04-10 03:03:02.868001, cost_time=0:00:04.746813 2021-04-10 03:02:45,500 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=1.88ms, fps=2237 images/s, loss=0.3482, top1-acc=89.97%, top5-acc=98.84%, remaining_time=0:00:17.204056, arrival_time=2021-04-10 03:03:02.704628, cost_time=0:00:05.891786 2021-04-10 03:02:46,649 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=1.39ms, fps=2230 images/s, loss=0.3452, top1-acc=90.02%, top5-acc=98.85%, remaining_time=0:00:15.959192, arrival_time=2021-04-10 03:03:02.608522, cost_time=0:00:07.040798 2021-04-10 03:02:47,792 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=1.42ms, fps=2241 images/s, loss=0.3439, top1-acc=90.02%, top5-acc=98.87%, remaining_time=0:00:14.730912, arrival_time=2021-04-10 03:03:02.523335, cost_time=0:00:08.183866 2021-04-10 03:02:48,937 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=1.60ms, fps=2237 images/s, loss=0.3432, top1-acc=89.97%, top5-acc=98.84%, remaining_time=0:00:13.527108, arrival_time=2021-04-10 03:03:02.464741, cost_time=0:00:09.329024 2021-04-10 03:02:50,084 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=2.57ms, fps=2234 images/s, loss=0.3399, top1-acc=90.02%, top5-acc=98.86%, remaining_time=0:00:12.337764, arrival_time=2021-04-10 03:03:02.421778, cost_time=0:00:10.475455 2021-04-10 03:02:51,239 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=1.65ms, fps=2217 images/s, loss=0.3402, top1-acc=90.09%, top5-acc=98.86%, remaining_time=0:00:11.165760, arrival_time=2021-04-10 03:03:02.405400, cost_time=0:00:11.631047 2021-04-10 03:02:52,387 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.39ms, fps=2231 images/s, loss=0.3391, top1-acc=90.18%, top5-acc=98.84%, remaining_time=0:00:09.990878, arrival_time=2021-04-10 03:03:02.378540, cost_time=0:00:12.779083 2021-04-10 03:02:53,533 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=1.59ms, fps=2235 images/s, loss=0.3409, top1-acc=90.11%, top5-acc=98.80%, remaining_time=0:00:08.819192, arrival_time=2021-04-10 03:03:02.352744, cost_time=0:00:13.925031 2021-04-10 03:02:54,679 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=1.64ms, fps=2236 images/s, loss=0.3430, top1-acc=90.07%, top5-acc=98.82%, remaining_time=0:00:07.651182, arrival_time=2021-04-10 03:03:02.330392, cost_time=0:00:15.070547 2021-04-10 03:02:55,832 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=1.84ms, fps=2221 images/s, loss=0.3438, top1-acc=90.02%, top5-acc=98.82%, remaining_time=0:00:06.489560, arrival_time=2021-04-10 03:03:02.322075, cost_time=0:00:16.223933 2021-04-10 03:02:57,004 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=1.42ms, fps=2186 images/s, loss=0.3442, top1-acc=90.05%, top5-acc=98.80%, remaining_time=0:00:05.334712, arrival_time=2021-04-10 03:03:02.339034, cost_time=0:00:17.395760 2021-04-10 03:02:58,147 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=2.66ms, fps=2240 images/s, loss=0.3443, top1-acc=90.05%, top5-acc=98.81%, remaining_time=0:00:04.171284, arrival_time=2021-04-10 03:03:02.319040, cost_time=0:00:18.539119 2021-04-10 03:02:59,292 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=1.33ms, fps=2238 images/s, loss=0.3460, top1-acc=90.02%, top5-acc=98.78%, remaining_time=0:00:03.010462, arrival_time=2021-04-10 03:03:02.302867, cost_time=0:00:19.683857 2021-04-10 03:03:00,434 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.68ms, fps=2242 images/s, loss=0.3475, top1-acc=90.03%, top5-acc=98.78%, remaining_time=0:00:01.851232, arrival_time=2021-04-10 03:03:02.286124, cost_time=0:00:20.826373 2021-04-10 03:03:01,578 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.40ms, fps=2240 images/s, loss=0.3497, top1-acc=89.98%, top5-acc=98.76%, remaining_time=0:00:00.693780, arrival_time=2021-04-10 03:03:02.272003, cost_time=0:00:21.969704 2021-04-10 03:03:02,193 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=1.20ms, fps=2212 images/s, loss=0.3500, top1-acc=90.00%, top5-acc=98.76%, remaining_time=0:00:00, arrival_time=2021-04-10 03:03:02.193495, cost_time=0:00:22.584986 2021-04-10 03:03:02,666 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=0.21ms, fps=5429 images/s, loss=1.6493, top1-acc=64.30%, top5-acc=85.98%, remaining_time=0:00:01.414590, arrival_time=2021-04-10 03:03:04.080636, cost_time=0:00:00.471528 2021-04-10 03:03:03,035 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=1.99ms, fps=6940 images/s, loss=1.6572, top1-acc=64.00%, top5-acc=86.17%, remaining_time=0:00:00.841020, arrival_time=2021-04-10 03:03:03.876491, cost_time=0:00:00.841015 2021-04-10 03:03:03,410 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=1.36ms, fps=6831 images/s, loss=1.6546, top1-acc=64.47%, top5-acc=86.07%, remaining_time=0:00:00.405420, arrival_time=2021-04-10 03:03:03.816119, cost_time=0:00:01.216268 2021-04-10 03:03:03,746 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=0.08ms, fps=6911 images/s, loss=1.6596, top1-acc=64.34%, top5-acc=86.07%, remaining_time=0:00:00, arrival_time=2021-04-10 03:03:03.746799, cost_time=0:00:01.552424 2021-04-10 03:03:04,253 INFO : Epoch=0121 complete, best val top1-acc=66.60%, top5-acc=87.46% (epoch=119), remaining_time=0:32:48.111674, arrival_time=2021-04-10 03:35:52.365312, cost_time=0:50:14.449562 2021-04-10 03:03:04,254 INFO : Train start, epoch=0122, lr=0.033804 2021-04-10 03:03:05,586 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=1.50ms, fps=1922 images/s, loss=0.3557, top1-acc=89.92%, top5-acc=98.75%, remaining_time=0:00:24.773154, arrival_time=2021-04-10 03:03:30.359717, cost_time=0:00:01.331893 2021-04-10 03:03:06,741 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=1.38ms, fps=2218 images/s, loss=0.3197, top1-acc=91.00%, top5-acc=98.89%, remaining_time=0:00:21.882784, arrival_time=2021-04-10 03:03:28.624130, cost_time=0:00:02.486686 2021-04-10 03:03:07,892 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=1.84ms, fps=2225 images/s, loss=0.3101, top1-acc=91.56%, top5-acc=99.00%, remaining_time=0:00:20.127168, arrival_time=2021-04-10 03:03:28.019270, cost_time=0:00:03.637440 2021-04-10 03:03:09,034 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=1.35ms, fps=2242 images/s, loss=0.3112, top1-acc=91.47%, top5-acc=99.01%, remaining_time=0:00:18.641688, arrival_time=2021-04-10 03:03:27.676282, cost_time=0:00:04.779924 2021-04-10 03:03:10,183 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=2.12ms, fps=2229 images/s, loss=0.3069, top1-acc=91.38%, top5-acc=99.05%, remaining_time=0:00:17.312388, arrival_time=2021-04-10 03:03:27.496046, cost_time=0:00:05.928918 2021-04-10 03:03:11,330 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=1.50ms, fps=2233 images/s, loss=0.3105, top1-acc=91.19%, top5-acc=99.00%, remaining_time=0:00:16.038752, arrival_time=2021-04-10 03:03:27.369388, cost_time=0:00:07.075902 2021-04-10 03:03:12,478 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=1.48ms, fps=2232 images/s, loss=0.3107, top1-acc=91.21%, top5-acc=99.00%, remaining_time=0:00:14.802606, arrival_time=2021-04-10 03:03:27.280939, cost_time=0:00:08.223667 2021-04-10 03:03:13,622 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=1.53ms, fps=2238 images/s, loss=0.3155, top1-acc=91.07%, top5-acc=98.95%, remaining_time=0:00:13.583600, arrival_time=2021-04-10 03:03:27.206264, cost_time=0:00:09.368003 2021-04-10 03:03:14,763 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=1.39ms, fps=2245 images/s, loss=0.3164, top1-acc=91.04%, top5-acc=98.98%, remaining_time=0:00:12.377090, arrival_time=2021-04-10 03:03:27.140585, cost_time=0:00:10.508827 2021-04-10 03:03:15,913 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=1.49ms, fps=2226 images/s, loss=0.3248, top1-acc=90.80%, top5-acc=98.94%, remaining_time=0:00:11.192736, arrival_time=2021-04-10 03:03:27.106582, cost_time=0:00:11.659131 2021-04-10 03:03:17,058 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=1.84ms, fps=2237 images/s, loss=0.3256, top1-acc=90.76%, top5-acc=98.95%, remaining_time=0:00:10.010486, arrival_time=2021-04-10 03:03:27.069253, cost_time=0:00:12.804075 2021-04-10 03:03:18,206 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=1.39ms, fps=2231 images/s, loss=0.3270, top1-acc=90.73%, top5-acc=98.93%, remaining_time=0:00:08.836216, arrival_time=2021-04-10 03:03:27.042829, cost_time=0:00:13.951883 2021-04-10 03:03:19,354 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=1.54ms, fps=2231 images/s, loss=0.3286, top1-acc=90.72%, top5-acc=98.94%, remaining_time=0:00:07.666164, arrival_time=2021-04-10 03:03:27.020902, cost_time=0:00:15.100072 2021-04-10 03:03:20,495 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=1.55ms, fps=2244 images/s, loss=0.3301, top1-acc=90.69%, top5-acc=98.93%, remaining_time=0:00:06.496448, arrival_time=2021-04-10 03:03:26.992271, cost_time=0:00:16.241161 2021-04-10 03:03:21,640 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=1.33ms, fps=2237 images/s, loss=0.3314, top1-acc=90.59%, top5-acc=98.94%, remaining_time=0:00:05.331676, arrival_time=2021-04-10 03:03:26.972243, cost_time=0:00:17.385854 2021-04-10 03:03:22,784 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=1.38ms, fps=2239 images/s, loss=0.3320, top1-acc=90.58%, top5-acc=98.93%, remaining_time=0:00:04.169232, arrival_time=2021-04-10 03:03:26.953779, cost_time=0:00:18.529879 2021-04-10 03:03:23,937 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=1.81ms, fps=2222 images/s, loss=0.3326, top1-acc=90.57%, top5-acc=98.93%, remaining_time=0:00:03.010228, arrival_time=2021-04-10 03:03:26.947188, cost_time=0:00:19.682230 2021-04-10 03:03:25,095 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=2.54ms, fps=2211 images/s, loss=0.3339, top1-acc=90.53%, top5-acc=98.90%, remaining_time=0:00:01.852496, arrival_time=2021-04-10 03:03:26.947833, cost_time=0:00:20.840593 2021-04-10 03:03:26,242 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=1.38ms, fps=2233 images/s, loss=0.3353, top1-acc=90.52%, top5-acc=98.87%, remaining_time=0:00:00.694362, arrival_time=2021-04-10 03:03:26.937209, cost_time=0:00:21.988178 2021-04-10 03:03:26,858 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=1.49ms, fps=2209 images/s, loss=0.3356, top1-acc=90.53%, top5-acc=98.88%, remaining_time=0:00:00, arrival_time=2021-04-10 03:03:26.858826, cost_time=0:00:22.604182 2021-04-10 03:03:27,356 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=0.46ms, fps=5150 images/s, loss=1.5599, top1-acc=66.13%, top5-acc=86.68%, remaining_time=0:00:01.491120, arrival_time=2021-04-10 03:03:28.848022, cost_time=0:00:00.497043 2021-04-10 03:03:27,729 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=1.42ms, fps=6881 images/s, loss=1.5761, top1-acc=65.68%, top5-acc=86.54%, remaining_time=0:00:00.869640, arrival_time=2021-04-10 03:03:28.599113, cost_time=0:00:00.869640 2021-04-10 03:03:28,114 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=2.13ms, fps=6661 images/s, loss=1.6094, top1-acc=65.23%, top5-acc=86.34%, remaining_time=0:00:00.418150, arrival_time=2021-04-10 03:03:28.532440, cost_time=0:00:01.254436 2021-04-10 03:03:28,457 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=0.08ms, fps=6770 images/s, loss=1.6303, top1-acc=65.64%, top5-acc=86.59%, remaining_time=0:00:00, arrival_time=2021-04-10 03:03:28.457623, cost_time=0:00:01.597848 2021-04-10 03:03:28,989 INFO : Epoch=0122 complete, best val top1-acc=66.60%, top5-acc=87.46% (epoch=119), remaining_time=0:32:23.085768, arrival_time=2021-04-10 03:35:52.075229, cost_time=0:50:39.185428 2021-04-10 03:03:28,990 INFO : Train start, epoch=0123, lr=0.033063 2021-04-10 03:03:30,333 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=1.55ms, fps=1905 images/s, loss=0.2762, top1-acc=91.68%, top5-acc=99.49%, remaining_time=0:00:24.990774, arrival_time=2021-04-10 03:03:55.324568, cost_time=0:00:01.343588 2021-04-10 03:03:31,483 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=1.41ms, fps=2228 images/s, loss=0.2837, top1-acc=91.64%, top5-acc=99.24%, remaining_time=0:00:21.939808, arrival_time=2021-04-10 03:03:53.423183, cost_time=0:00:02.493167 2021-04-10 03:03:32,630 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=1.96ms, fps=2234 images/s, loss=0.2875, top1-acc=91.82%, top5-acc=99.28%, remaining_time=0:00:20.140448, arrival_time=2021-04-10 03:03:52.770510, cost_time=0:00:03.639855 2021-04-10 03:03:33,774 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=1.80ms, fps=2238 images/s, loss=0.2918, top1-acc=91.70%, top5-acc=99.26%, remaining_time=0:00:18.659784, arrival_time=2021-04-10 03:03:52.434582, cost_time=0:00:04.784554 2021-04-10 03:03:34,923 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=1.43ms, fps=2230 images/s, loss=0.2942, top1-acc=91.61%, top5-acc=99.27%, remaining_time=0:00:17.325236, arrival_time=2021-04-10 03:03:52.248681, cost_time=0:00:05.933281 2021-04-10 03:03:36,068 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=1.51ms, fps=2238 images/s, loss=0.3015, top1-acc=91.37%, top5-acc=99.23%, remaining_time=0:00:16.043240, arrival_time=2021-04-10 03:03:52.111342, cost_time=0:00:07.077882 2021-04-10 03:03:37,216 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=1.57ms, fps=2231 images/s, loss=0.3001, top1-acc=91.40%, top5-acc=99.23%, remaining_time=0:00:14.807016, arrival_time=2021-04-10 03:03:52.023268, cost_time=0:00:08.226109 2021-04-10 03:03:38,362 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.49ms, fps=2235 images/s, loss=0.3034, top1-acc=91.33%, top5-acc=99.19%, remaining_time=0:00:13.589400, arrival_time=2021-04-10 03:03:51.951663, cost_time=0:00:09.372036 2021-04-10 03:03:39,511 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=1.50ms, fps=2229 images/s, loss=0.3036, top1-acc=91.33%, top5-acc=99.17%, remaining_time=0:00:12.391824, arrival_time=2021-04-10 03:03:51.903295, cost_time=0:00:10.521342 2021-04-10 03:03:40,655 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=1.29ms, fps=2239 images/s, loss=0.3053, top1-acc=91.23%, top5-acc=99.16%, remaining_time=0:00:11.198304, arrival_time=2021-04-10 03:03:51.853313, cost_time=0:00:11.664892 2021-04-10 03:03:41,801 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=1.82ms, fps=2235 images/s, loss=0.3034, top1-acc=91.34%, top5-acc=99.16%, remaining_time=0:00:10.015818, arrival_time=2021-04-10 03:03:51.816907, cost_time=0:00:12.810891 2021-04-10 03:03:42,946 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.80ms, fps=2236 images/s, loss=0.3081, top1-acc=91.26%, top5-acc=99.09%, remaining_time=0:00:08.839104, arrival_time=2021-04-10 03:03:51.785743, cost_time=0:00:13.956470 2021-04-10 03:03:44,091 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=1.32ms, fps=2238 images/s, loss=0.3087, top1-acc=91.25%, top5-acc=99.06%, remaining_time=0:00:07.666692, arrival_time=2021-04-10 03:03:51.757984, cost_time=0:00:15.101007 2021-04-10 03:03:45,239 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=1.49ms, fps=2231 images/s, loss=0.3118, top1-acc=91.17%, top5-acc=99.05%, remaining_time=0:00:06.499640, arrival_time=2021-04-10 03:03:51.738896, cost_time=0:00:16.249093 2021-04-10 03:03:46,384 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.69ms, fps=2237 images/s, loss=0.3156, top1-acc=91.11%, top5-acc=98.99%, remaining_time=0:00:05.334206, arrival_time=2021-04-10 03:03:51.718466, cost_time=0:00:17.394135 2021-04-10 03:03:47,531 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=1.43ms, fps=2231 images/s, loss=0.3184, top1-acc=91.01%, top5-acc=98.99%, remaining_time=0:00:04.171896, arrival_time=2021-04-10 03:03:51.703811, cost_time=0:00:18.541801 2021-04-10 03:03:48,680 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=1.57ms, fps=2230 images/s, loss=0.3204, top1-acc=90.92%, top5-acc=98.98%, remaining_time=0:00:03.011450, arrival_time=2021-04-10 03:03:51.691895, cost_time=0:00:19.690247 2021-04-10 03:03:49,829 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=1.37ms, fps=2230 images/s, loss=0.3227, top1-acc=90.88%, top5-acc=98.98%, remaining_time=0:00:01.852352, arrival_time=2021-04-10 03:03:51.681532, cost_time=0:00:20.839033 2021-04-10 03:03:50,979 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.33ms, fps=2227 images/s, loss=0.3235, top1-acc=90.83%, top5-acc=98.98%, remaining_time=0:00:00.694398, arrival_time=2021-04-10 03:03:51.673715, cost_time=0:00:21.989186 2021-04-10 03:03:51,593 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=1.24ms, fps=2215 images/s, loss=0.3253, top1-acc=90.80%, top5-acc=98.98%, remaining_time=0:00:00, arrival_time=2021-04-10 03:03:51.593755, cost_time=0:00:22.603646 2021-04-10 03:03:52,079 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=0.30ms, fps=5282 images/s, loss=1.6064, top1-acc=65.74%, top5-acc=87.11%, remaining_time=0:00:01.454040, arrival_time=2021-04-10 03:03:53.533400, cost_time=0:00:00.484684 2021-04-10 03:03:52,456 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=2.02ms, fps=6805 images/s, loss=1.6558, top1-acc=64.90%, top5-acc=86.91%, remaining_time=0:00:00.861220, arrival_time=2021-04-10 03:03:53.317171, cost_time=0:00:00.861217 2021-04-10 03:03:52,844 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=1.45ms, fps=6598 images/s, loss=1.6457, top1-acc=64.91%, top5-acc=87.07%, remaining_time=0:00:00.416650, arrival_time=2021-04-10 03:03:53.261431, cost_time=0:00:01.249959 2021-04-10 03:03:53,184 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=0.07ms, fps=6841 images/s, loss=1.6402, top1-acc=65.24%, top5-acc=86.88%, remaining_time=0:00:00, arrival_time=2021-04-10 03:03:53.184474, cost_time=0:00:01.589779 2021-04-10 03:03:53,683 INFO : Epoch=0123 complete, best val top1-acc=66.60%, top5-acc=87.46% (epoch=119), remaining_time=0:31:58.038430, arrival_time=2021-04-10 03:35:51.722038, cost_time=0:51:03.879568 2021-04-10 03:03:53,684 INFO : Train start, epoch=0124, lr=0.032326 2021-04-10 03:03:55,005 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=0.37ms, fps=1937 images/s, loss=0.2862, top1-acc=92.19%, top5-acc=99.34%, remaining_time=0:00:24.581016, arrival_time=2021-04-10 03:04:19.586952, cost_time=0:00:01.321561 2021-04-10 03:03:56,146 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=1.50ms, fps=2245 images/s, loss=0.2874, top1-acc=91.89%, top5-acc=99.36%, remaining_time=0:00:21.667008, arrival_time=2021-04-10 03:04:17.813585, cost_time=0:00:02.462167 2021-04-10 03:03:57,288 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=1.40ms, fps=2244 images/s, loss=0.2785, top1-acc=92.21%, top5-acc=99.39%, remaining_time=0:00:19.940086, arrival_time=2021-04-10 03:04:17.228093, cost_time=0:00:03.603635 2021-04-10 03:03:58,430 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=1.35ms, fps=2242 images/s, loss=0.2759, top1-acc=92.25%, top5-acc=99.33%, remaining_time=0:00:18.509088, arrival_time=2021-04-10 03:04:16.939369, cost_time=0:00:04.745904 2021-04-10 03:03:59,572 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=1.60ms, fps=2243 images/s, loss=0.2719, top1-acc=92.26%, top5-acc=99.31%, remaining_time=0:00:17.192376, arrival_time=2021-04-10 03:04:16.764621, cost_time=0:00:05.887808 2021-04-10 03:04:00,723 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=1.34ms, fps=2224 images/s, loss=0.2739, top1-acc=92.21%, top5-acc=99.30%, remaining_time=0:00:15.955520, arrival_time=2021-04-10 03:04:16.679109, cost_time=0:00:07.039175 2021-04-10 03:04:01,871 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=1.94ms, fps=2232 images/s, loss=0.2776, top1-acc=92.08%, top5-acc=99.24%, remaining_time=0:00:14.735952, arrival_time=2021-04-10 03:04:16.606978, cost_time=0:00:08.186642 2021-04-10 03:04:03,015 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=2.19ms, fps=2238 images/s, loss=0.2820, top1-acc=91.94%, top5-acc=99.24%, remaining_time=0:00:13.530124, arrival_time=2021-04-10 03:04:16.545691, cost_time=0:00:09.331141 2021-04-10 03:04:04,168 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=1.43ms, fps=2222 images/s, loss=0.2829, top1-acc=91.87%, top5-acc=99.24%, remaining_time=0:00:12.347834, arrival_time=2021-04-10 03:04:16.516394, cost_time=0:00:10.484035 2021-04-10 03:04:05,325 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=1.50ms, fps=2214 images/s, loss=0.2873, top1-acc=91.80%, top5-acc=99.21%, remaining_time=0:00:11.175360, arrival_time=2021-04-10 03:04:16.501010, cost_time=0:00:11.641013 2021-04-10 03:04:06,486 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=2.10ms, fps=2207 images/s, loss=0.2896, top1-acc=91.67%, top5-acc=99.22%, remaining_time=0:00:10.008680, arrival_time=2021-04-10 03:04:16.494875, cost_time=0:00:12.801791 2021-04-10 03:04:07,638 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=2.06ms, fps=2223 images/s, loss=0.2908, top1-acc=91.64%, top5-acc=99.21%, remaining_time=0:00:08.837584, arrival_time=2021-04-10 03:04:16.476224, cost_time=0:00:13.954128 2021-04-10 03:04:08,788 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=1.59ms, fps=2229 images/s, loss=0.2912, top1-acc=91.57%, top5-acc=99.22%, remaining_time=0:00:07.667946, arrival_time=2021-04-10 03:04:16.455937, cost_time=0:00:15.103505 2021-04-10 03:04:09,929 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=1.53ms, fps=2245 images/s, loss=0.2939, top1-acc=91.50%, top5-acc=99.21%, remaining_time=0:00:06.497904, arrival_time=2021-04-10 03:04:16.426999, cost_time=0:00:16.244728 2021-04-10 03:04:11,076 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=1.48ms, fps=2233 images/s, loss=0.2964, top1-acc=91.42%, top5-acc=99.20%, remaining_time=0:00:05.333470, arrival_time=2021-04-10 03:04:16.409645, cost_time=0:00:17.391721 2021-04-10 03:04:12,220 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=1.56ms, fps=2238 images/s, loss=0.2977, top1-acc=91.39%, top5-acc=99.18%, remaining_time=0:00:04.170636, arrival_time=2021-04-10 03:04:16.391482, cost_time=0:00:18.536233 2021-04-10 03:04:13,376 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=1.43ms, fps=2216 images/s, loss=0.3003, top1-acc=91.35%, top5-acc=99.15%, remaining_time=0:00:03.011788, arrival_time=2021-04-10 03:04:16.388625, cost_time=0:00:19.692430 2021-04-10 03:04:14,528 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=1.44ms, fps=2225 images/s, loss=0.3014, top1-acc=91.34%, top5-acc=99.13%, remaining_time=0:00:01.852784, arrival_time=2021-04-10 03:04:16.380916, cost_time=0:00:20.843755 2021-04-10 03:04:15,672 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=1.30ms, fps=2239 images/s, loss=0.3036, top1-acc=91.27%, top5-acc=99.11%, remaining_time=0:00:00.694350, arrival_time=2021-04-10 03:04:16.366553, cost_time=0:00:21.987742 2021-04-10 03:04:16,288 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=1.21ms, fps=2210 images/s, loss=0.3060, top1-acc=91.20%, top5-acc=99.10%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:16.288213, cost_time=0:00:22.603846 2021-04-10 03:04:16,761 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=0.20ms, fps=5425 images/s, loss=1.5744, top1-acc=66.76%, top5-acc=87.77%, remaining_time=0:00:01.415520, arrival_time=2021-04-10 03:04:18.176557, cost_time=0:00:00.471839 2021-04-10 03:04:17,141 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=1.95ms, fps=6743 images/s, loss=1.5660, top1-acc=66.70%, top5-acc=88.12%, remaining_time=0:00:00.852000, arrival_time=2021-04-10 03:04:17.993156, cost_time=0:00:00.852002 2021-04-10 03:04:17,523 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=1.65ms, fps=6700 images/s, loss=1.5622, top1-acc=66.73%, top5-acc=87.97%, remaining_time=0:00:00.411480, arrival_time=2021-04-10 03:04:17.935186, cost_time=0:00:01.234449 2021-04-10 03:04:17,866 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=0.07ms, fps=6775 images/s, loss=1.6126, top1-acc=66.23%, top5-acc=87.71%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:17.866580, cost_time=0:00:01.577461 2021-04-10 03:04:18,402 INFO : Epoch=0124 complete, best val top1-acc=66.60%, top5-acc=87.46% (epoch=119), remaining_time=0:31:33.011572, arrival_time=2021-04-10 03:35:51.413548, cost_time=0:51:28.597878 2021-04-10 03:04:18,403 INFO : Train start, epoch=0125, lr=0.031594 2021-04-10 03:04:19,783 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=1.41ms, fps=1855 images/s, loss=0.2928, top1-acc=91.72%, top5-acc=99.06%, remaining_time=0:00:25.666884, arrival_time=2021-04-10 03:04:45.450115, cost_time=0:00:01.379943 2021-04-10 03:04:20,928 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=1.45ms, fps=2237 images/s, loss=0.3078, top1-acc=91.43%, top5-acc=98.93%, remaining_time=0:00:22.218064, arrival_time=2021-04-10 03:04:43.146131, cost_time=0:00:02.524783 2021-04-10 03:04:22,080 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=1.38ms, fps=2223 images/s, loss=0.2863, top1-acc=91.81%, top5-acc=99.14%, remaining_time=0:00:20.344628, arrival_time=2021-04-10 03:04:42.424737, cost_time=0:00:03.676747 2021-04-10 03:04:23,222 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=1.58ms, fps=2242 images/s, loss=0.2867, top1-acc=91.79%, top5-acc=99.00%, remaining_time=0:00:18.794568, arrival_time=2021-04-10 03:04:42.016949, cost_time=0:00:04.819117 2021-04-10 03:04:24,370 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=1.64ms, fps=2230 images/s, loss=0.2835, top1-acc=91.86%, top5-acc=99.03%, remaining_time=0:00:17.424370, arrival_time=2021-04-10 03:04:41.794871, cost_time=0:00:05.967236 2021-04-10 03:04:25,510 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=1.46ms, fps=2247 images/s, loss=0.2867, top1-acc=91.77%, top5-acc=99.03%, remaining_time=0:00:16.108792, arrival_time=2021-04-10 03:04:41.618930, cost_time=0:00:07.106826 2021-04-10 03:04:26,655 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=1.79ms, fps=2235 images/s, loss=0.2853, top1-acc=91.73%, top5-acc=99.08%, remaining_time=0:00:14.854392, arrival_time=2021-04-10 03:04:41.510158, cost_time=0:00:08.252473 2021-04-10 03:04:27,799 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=1.42ms, fps=2240 images/s, loss=0.2855, top1-acc=91.76%, top5-acc=99.09%, remaining_time=0:00:13.623968, arrival_time=2021-04-10 03:04:41.423028, cost_time=0:00:09.395810 2021-04-10 03:04:28,942 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=1.30ms, fps=2239 images/s, loss=0.2929, top1-acc=91.57%, top5-acc=99.03%, remaining_time=0:00:12.413130, arrival_time=2021-04-10 03:04:41.355834, cost_time=0:00:10.539451 2021-04-10 03:04:30,093 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.62ms, fps=2226 images/s, loss=0.2957, top1-acc=91.44%, top5-acc=99.05%, remaining_time=0:00:11.222304, arrival_time=2021-04-10 03:04:41.315458, cost_time=0:00:11.689876 2021-04-10 03:04:31,234 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=1.37ms, fps=2245 images/s, loss=0.2986, top1-acc=91.35%, top5-acc=99.02%, remaining_time=0:00:10.031384, arrival_time=2021-04-10 03:04:41.265543, cost_time=0:00:12.830820 2021-04-10 03:04:32,378 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=1.65ms, fps=2237 images/s, loss=0.2985, top1-acc=91.29%, top5-acc=99.03%, remaining_time=0:00:08.851264, arrival_time=2021-04-10 03:04:41.230208, cost_time=0:00:13.975667 2021-04-10 03:04:33,524 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=1.34ms, fps=2236 images/s, loss=0.3018, top1-acc=91.24%, top5-acc=99.06%, remaining_time=0:00:07.676856, arrival_time=2021-04-10 03:04:41.201255, cost_time=0:00:15.121090 2021-04-10 03:04:34,668 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=1.41ms, fps=2238 images/s, loss=0.3037, top1-acc=91.17%, top5-acc=99.06%, remaining_time=0:00:06.506248, arrival_time=2021-04-10 03:04:41.175195, cost_time=0:00:16.265681 2021-04-10 03:04:35,813 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=1.33ms, fps=2238 images/s, loss=0.3023, top1-acc=91.23%, top5-acc=99.05%, remaining_time=0:00:05.339128, arrival_time=2021-04-10 03:04:41.152624, cost_time=0:00:17.410202 2021-04-10 03:04:36,955 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.50ms, fps=2242 images/s, loss=0.3036, top1-acc=91.21%, top5-acc=99.05%, remaining_time=0:00:04.174308, arrival_time=2021-04-10 03:04:41.130108, cost_time=0:00:18.552490 2021-04-10 03:04:38,095 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=1.45ms, fps=2247 images/s, loss=0.3069, top1-acc=91.15%, top5-acc=99.03%, remaining_time=0:00:03.011736, arrival_time=2021-04-10 03:04:41.107254, cost_time=0:00:19.692203 2021-04-10 03:04:39,239 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=1.52ms, fps=2240 images/s, loss=0.3091, top1-acc=91.08%, top5-acc=99.01%, remaining_time=0:00:01.852080, arrival_time=2021-04-10 03:04:41.091212, cost_time=0:00:20.835878 2021-04-10 03:04:40,384 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.25ms, fps=2237 images/s, loss=0.3107, top1-acc=91.01%, top5-acc=99.00%, remaining_time=0:00:00.694134, arrival_time=2021-04-10 03:04:41.078235, cost_time=0:00:21.980830 2021-04-10 03:04:40,997 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=1.26ms, fps=2219 images/s, loss=0.3109, top1-acc=91.01%, top5-acc=99.01%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:40.997227, cost_time=0:00:22.593993 2021-04-10 03:04:41,435 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=0.20ms, fps=5850 images/s, loss=1.6739, top1-acc=65.94%, top5-acc=86.60%, remaining_time=0:00:01.312770, arrival_time=2021-04-10 03:04:42.748438, cost_time=0:00:00.437588 2021-04-10 03:04:41,831 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=4.31ms, fps=6473 images/s, loss=1.6284, top1-acc=66.54%, top5-acc=86.97%, remaining_time=0:00:00.833420, arrival_time=2021-04-10 03:04:42.664927, cost_time=0:00:00.833429 2021-04-10 03:04:42,209 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=1.74ms, fps=6786 images/s, loss=1.6179, top1-acc=66.24%, top5-acc=87.25%, remaining_time=0:00:00.403680, arrival_time=2021-04-10 03:04:42.612831, cost_time=0:00:01.211032 2021-04-10 03:04:42,557 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.10ms, fps=6664 images/s, loss=1.6223, top1-acc=66.08%, top5-acc=87.30%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:42.557742, cost_time=0:00:01.559669 2021-04-10 03:04:43,080 INFO : Epoch=0125 complete, best val top1-acc=66.60%, top5-acc=87.46% (epoch=119), remaining_time=0:31:07.965825, arrival_time=2021-04-10 03:35:51.046194, cost_time=0:51:53.276342 2021-04-10 03:04:43,080 INFO : Train start, epoch=0126, lr=0.030866 2021-04-10 03:04:44,413 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=1.45ms, fps=1921 images/s, loss=0.2326, top1-acc=93.09%, top5-acc=99.69%, remaining_time=0:00:24.783942, arrival_time=2021-04-10 03:05:09.197462, cost_time=0:00:01.332468 2021-04-10 03:04:45,559 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.91ms, fps=2235 images/s, loss=0.2546, top1-acc=93.12%, top5-acc=99.45%, remaining_time=0:00:21.810800, arrival_time=2021-04-10 03:05:07.370391, cost_time=0:00:02.478501 2021-04-10 03:04:46,710 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=1.93ms, fps=2226 images/s, loss=0.2487, top1-acc=93.02%, top5-acc=99.37%, remaining_time=0:00:20.081186, arrival_time=2021-04-10 03:05:06.791394, cost_time=0:00:03.629128 2021-04-10 03:04:47,857 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=1.63ms, fps=2233 images/s, loss=0.2501, top1-acc=92.90%, top5-acc=99.38%, remaining_time=0:00:18.626244, arrival_time=2021-04-10 03:05:06.483243, cost_time=0:00:04.775941 2021-04-10 03:04:49,001 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.38ms, fps=2237 images/s, loss=0.2502, top1-acc=92.87%, top5-acc=99.37%, remaining_time=0:00:17.288152, arrival_time=2021-04-10 03:05:06.289792, cost_time=0:00:05.920594 2021-04-10 03:04:50,159 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=1.49ms, fps=2213 images/s, loss=0.2555, top1-acc=92.58%, top5-acc=99.30%, remaining_time=0:00:16.043376, arrival_time=2021-04-10 03:05:06.202383, cost_time=0:00:07.077953 2021-04-10 03:04:51,309 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=1.85ms, fps=2226 images/s, loss=0.2537, top1-acc=92.64%, top5-acc=99.31%, remaining_time=0:00:14.811300, arrival_time=2021-04-10 03:05:06.120879, cost_time=0:00:08.228531 2021-04-10 03:04:52,454 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=1.47ms, fps=2237 images/s, loss=0.2552, top1-acc=92.59%, top5-acc=99.31%, remaining_time=0:00:13.591024, arrival_time=2021-04-10 03:05:06.045198, cost_time=0:00:09.373122 2021-04-10 03:04:53,598 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=1.94ms, fps=2237 images/s, loss=0.2614, top1-acc=92.43%, top5-acc=99.27%, remaining_time=0:00:12.387584, arrival_time=2021-04-10 03:05:05.986462, cost_time=0:00:10.517773 2021-04-10 03:04:54,777 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=1.37ms, fps=2173 images/s, loss=0.2631, top1-acc=92.27%, top5-acc=99.25%, remaining_time=0:00:11.228544, arrival_time=2021-04-10 03:05:06.005991, cost_time=0:00:11.696357 2021-04-10 03:04:55,917 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=1.45ms, fps=2246 images/s, loss=0.2666, top1-acc=92.21%, top5-acc=99.23%, remaining_time=0:00:10.035856, arrival_time=2021-04-10 03:05:05.953456, cost_time=0:00:12.836550 2021-04-10 03:04:57,060 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=1.52ms, fps=2240 images/s, loss=0.2712, top1-acc=92.09%, top5-acc=99.20%, remaining_time=0:00:08.853848, arrival_time=2021-04-10 03:05:05.914671, cost_time=0:00:13.979707 2021-04-10 03:04:58,204 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.56ms, fps=2240 images/s, loss=0.2740, top1-acc=92.04%, top5-acc=99.19%, remaining_time=0:00:07.677912, arrival_time=2021-04-10 03:05:05.882181, cost_time=0:00:15.123218 2021-04-10 03:04:59,350 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=1.55ms, fps=2235 images/s, loss=0.2766, top1-acc=91.99%, top5-acc=99.18%, remaining_time=0:00:06.507592, arrival_time=2021-04-10 03:05:05.857654, cost_time=0:00:16.269019 2021-04-10 03:05:00,491 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.39ms, fps=2244 images/s, loss=0.2770, top1-acc=91.99%, top5-acc=99.17%, remaining_time=0:00:05.339174, arrival_time=2021-04-10 03:05:05.830571, cost_time=0:00:17.410352 2021-04-10 03:05:01,635 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=1.55ms, fps=2239 images/s, loss=0.2794, top1-acc=91.92%, top5-acc=99.17%, remaining_time=0:00:04.174632, arrival_time=2021-04-10 03:05:05.809670, cost_time=0:00:18.553986 2021-04-10 03:05:02,778 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=1.46ms, fps=2239 images/s, loss=0.2800, top1-acc=91.92%, top5-acc=99.18%, remaining_time=0:00:03.012594, arrival_time=2021-04-10 03:05:05.791458, cost_time=0:00:19.697811 2021-04-10 03:05:03,921 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=2.25ms, fps=2241 images/s, loss=0.2802, top1-acc=91.90%, top5-acc=99.18%, remaining_time=0:00:01.852512, arrival_time=2021-04-10 03:05:05.774408, cost_time=0:00:20.840812 2021-04-10 03:05:05,069 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=1.39ms, fps=2232 images/s, loss=0.2817, top1-acc=91.88%, top5-acc=99.18%, remaining_time=0:00:00.694362, arrival_time=2021-04-10 03:05:05.763454, cost_time=0:00:21.988051 2021-04-10 03:05:05,686 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=0.10ms, fps=2205 images/s, loss=0.2856, top1-acc=91.79%, top5-acc=99.16%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:05.686176, cost_time=0:00:22.605095 2021-04-10 03:05:06,159 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=2.06ms, fps=5422 images/s, loss=1.5258, top1-acc=67.07%, top5-acc=88.87%, remaining_time=0:00:01.416450, arrival_time=2021-04-10 03:05:07.575909, cost_time=0:00:00.472152 2021-04-10 03:05:06,531 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=1.37ms, fps=6891 images/s, loss=1.5131, top1-acc=67.17%, top5-acc=88.81%, remaining_time=0:00:00.843960, arrival_time=2021-04-10 03:05:07.375238, cost_time=0:00:00.843962 2021-04-10 03:05:06,903 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=1.52ms, fps=6890 images/s, loss=1.5525, top1-acc=66.77%, top5-acc=88.49%, remaining_time=0:00:00.405300, arrival_time=2021-04-10 03:05:07.308516, cost_time=0:00:01.215891 2021-04-10 03:05:07,235 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.07ms, fps=6981 images/s, loss=1.5412, top1-acc=66.97%, top5-acc=88.52%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:07.235908, cost_time=0:00:01.548631 2021-04-10 03:05:08,590 INFO : Epoch=0126 complete, best val top1-acc=66.97%, top5-acc=88.52% (epoch=126), remaining_time=0:30:43.414444, arrival_time=2021-04-10 03:35:52.005285, cost_time=0:52:18.786774 2021-04-10 03:05:08,591 INFO : Train start, epoch=0127, lr=0.030143 2021-04-10 03:05:09,982 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=0.47ms, fps=1841 images/s, loss=0.2925, top1-acc=91.37%, top5-acc=99.34%, remaining_time=0:00:25.859394, arrival_time=2021-04-10 03:05:35.841510, cost_time=0:00:01.390287 2021-04-10 03:05:11,122 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=2.05ms, fps=2246 images/s, loss=0.2908, top1-acc=91.91%, top5-acc=99.28%, remaining_time=0:00:22.268752, arrival_time=2021-04-10 03:05:33.391087, cost_time=0:00:02.530539 2021-04-10 03:05:12,270 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=1.76ms, fps=2231 images/s, loss=0.2994, top1-acc=91.77%, top5-acc=99.10%, remaining_time=0:00:20.353260, arrival_time=2021-04-10 03:05:32.623331, cost_time=0:00:03.678299 2021-04-10 03:05:13,415 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=1.51ms, fps=2236 images/s, loss=0.2934, top1-acc=91.90%, top5-acc=99.17%, remaining_time=0:00:18.812664, arrival_time=2021-04-10 03:05:32.228233, cost_time=0:00:04.823751 2021-04-10 03:05:14,566 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=1.90ms, fps=2226 images/s, loss=0.2875, top1-acc=92.08%, top5-acc=99.20%, remaining_time=0:00:17.445248, arrival_time=2021-04-10 03:05:32.011492, cost_time=0:00:05.974380 2021-04-10 03:05:15,715 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=1.34ms, fps=2229 images/s, loss=0.2807, top1-acc=92.16%, top5-acc=99.24%, remaining_time=0:00:16.146600, arrival_time=2021-04-10 03:05:31.861889, cost_time=0:00:07.123523 2021-04-10 03:05:16,866 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=1.44ms, fps=2225 images/s, loss=0.2832, top1-acc=92.04%, top5-acc=99.20%, remaining_time=0:00:14.894460, arrival_time=2021-04-10 03:05:31.761103, cost_time=0:00:08.274722 2021-04-10 03:05:18,013 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=1.62ms, fps=2234 images/s, loss=0.2817, top1-acc=92.01%, top5-acc=99.20%, remaining_time=0:00:13.661436, arrival_time=2021-04-10 03:05:31.674848, cost_time=0:00:09.421653 2021-04-10 03:05:19,157 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=1.55ms, fps=2239 images/s, loss=0.2827, top1-acc=91.99%, top5-acc=99.17%, remaining_time=0:00:12.443870, arrival_time=2021-04-10 03:05:31.601325, cost_time=0:00:10.565536 2021-04-10 03:05:20,316 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=1.54ms, fps=2210 images/s, loss=0.2819, top1-acc=91.97%, top5-acc=99.20%, remaining_time=0:00:11.255808, arrival_time=2021-04-10 03:05:31.572387, cost_time=0:00:11.724802 2021-04-10 03:05:21,465 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.39ms, fps=2229 images/s, loss=0.2834, top1-acc=91.95%, top5-acc=99.19%, remaining_time=0:00:10.065096, arrival_time=2021-04-10 03:05:31.530825, cost_time=0:00:12.873910 2021-04-10 03:05:22,617 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=1.31ms, fps=2225 images/s, loss=0.2837, top1-acc=91.98%, top5-acc=99.20%, remaining_time=0:00:08.882500, arrival_time=2021-04-10 03:05:31.499426, cost_time=0:00:14.025039 2021-04-10 03:05:23,776 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=1.72ms, fps=2210 images/s, loss=0.2839, top1-acc=92.00%, top5-acc=99.18%, remaining_time=0:00:07.708998, arrival_time=2021-04-10 03:05:31.485220, cost_time=0:00:15.184388 2021-04-10 03:05:24,920 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=1.37ms, fps=2239 images/s, loss=0.2837, top1-acc=92.00%, top5-acc=99.18%, remaining_time=0:00:06.531392, arrival_time=2021-04-10 03:05:31.451761, cost_time=0:00:16.328504 2021-04-10 03:05:26,081 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=1.98ms, fps=2206 images/s, loss=0.2848, top1-acc=92.01%, top5-acc=99.17%, remaining_time=0:00:05.363554, arrival_time=2021-04-10 03:05:31.445368, cost_time=0:00:17.489904 2021-04-10 03:05:27,233 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=1.75ms, fps=2225 images/s, loss=0.2839, top1-acc=92.02%, top5-acc=99.17%, remaining_time=0:00:04.194252, arrival_time=2021-04-10 03:05:31.427185, cost_time=0:00:18.641108 2021-04-10 03:05:28,375 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=1.43ms, fps=2242 images/s, loss=0.2865, top1-acc=91.96%, top5-acc=99.16%, remaining_time=0:00:03.025724, arrival_time=2021-04-10 03:05:31.401126, cost_time=0:00:19.783546 2021-04-10 03:05:29,517 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=1.99ms, fps=2243 images/s, loss=0.2880, top1-acc=91.91%, top5-acc=99.16%, remaining_time=0:00:01.860032, arrival_time=2021-04-10 03:05:31.377197, cost_time=0:00:20.925341 2021-04-10 03:05:30,666 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=1.37ms, fps=2228 images/s, loss=0.2883, top1-acc=91.90%, top5-acc=99.17%, remaining_time=0:00:00.697098, arrival_time=2021-04-10 03:05:31.363633, cost_time=0:00:22.074718 2021-04-10 03:05:31,281 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=1.29ms, fps=2214 images/s, loss=0.2886, top1-acc=91.90%, top5-acc=99.16%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:31.281225, cost_time=0:00:22.689396 2021-04-10 03:05:31,771 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=0.20ms, fps=5238 images/s, loss=1.5777, top1-acc=67.30%, top5-acc=88.67%, remaining_time=0:00:01.466100, arrival_time=2021-04-10 03:05:33.237513, cost_time=0:00:00.488705 2021-04-10 03:05:32,145 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=1.35ms, fps=6860 images/s, loss=1.6216, top1-acc=66.09%, top5-acc=87.71%, remaining_time=0:00:00.862260, arrival_time=2021-04-10 03:05:33.007224, cost_time=0:00:00.862251 2021-04-10 03:05:32,519 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=2.32ms, fps=6850 images/s, loss=1.6522, top1-acc=66.25%, top5-acc=87.46%, remaining_time=0:00:00.412100, arrival_time=2021-04-10 03:05:32.931115, cost_time=0:00:01.236314 2021-04-10 03:05:32,856 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=0.07ms, fps=6874 images/s, loss=1.6623, top1-acc=66.16%, top5-acc=87.42%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:32.856840, cost_time=0:00:01.574159 2021-04-10 03:05:33,439 INFO : Epoch=0127 complete, best val top1-acc=66.97%, top5-acc=88.52% (epoch=126), remaining_time=0:30:18.467595, arrival_time=2021-04-10 03:35:51.907131, cost_time=0:52:43.635468 2021-04-10 03:05:33,440 INFO : Train start, epoch=0128, lr=0.029424 2021-04-10 03:05:34,796 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=1.51ms, fps=1888 images/s, loss=0.2720, top1-acc=91.99%, top5-acc=99.06%, remaining_time=0:00:25.221414, arrival_time=2021-04-10 03:06:00.017924, cost_time=0:00:01.355986 2021-04-10 03:05:35,941 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.51ms, fps=2237 images/s, loss=0.2696, top1-acc=92.32%, top5-acc=99.12%, remaining_time=0:00:22.010032, arrival_time=2021-04-10 03:05:57.951638, cost_time=0:00:02.501149 2021-04-10 03:05:37,085 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=1.46ms, fps=2239 images/s, loss=0.2579, top1-acc=92.73%, top5-acc=99.22%, remaining_time=0:00:20.169830, arrival_time=2021-04-10 03:05:57.255543, cost_time=0:00:03.645163 2021-04-10 03:05:38,234 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=1.34ms, fps=2229 images/s, loss=0.2513, top1-acc=92.99%, top5-acc=99.30%, remaining_time=0:00:18.697536, arrival_time=2021-04-10 03:05:56.932281, cost_time=0:00:04.794238 2021-04-10 03:05:39,373 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=1.55ms, fps=2250 images/s, loss=0.2460, top1-acc=93.06%, top5-acc=99.32%, remaining_time=0:00:17.322900, arrival_time=2021-04-10 03:05:56.695913, cost_time=0:00:05.932501 2021-04-10 03:05:40,517 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=1.62ms, fps=2237 images/s, loss=0.2444, top1-acc=93.20%, top5-acc=99.30%, remaining_time=0:00:16.041880, arrival_time=2021-04-10 03:05:56.559625, cost_time=0:00:07.077289 2021-04-10 03:05:41,664 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=1.51ms, fps=2233 images/s, loss=0.2458, top1-acc=93.07%, top5-acc=99.30%, remaining_time=0:00:14.803614, arrival_time=2021-04-10 03:05:56.468356, cost_time=0:00:08.224232 2021-04-10 03:05:42,808 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=1.50ms, fps=2239 images/s, loss=0.2481, top1-acc=93.03%, top5-acc=99.31%, remaining_time=0:00:13.583600, arrival_time=2021-04-10 03:05:56.392117, cost_time=0:00:09.368039 2021-04-10 03:05:43,961 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=1.44ms, fps=2222 images/s, loss=0.2495, top1-acc=92.95%, top5-acc=99.32%, remaining_time=0:00:12.390870, arrival_time=2021-04-10 03:05:56.351912, cost_time=0:00:10.520589 2021-04-10 03:05:45,119 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=1.41ms, fps=2210 images/s, loss=0.2519, top1-acc=92.91%, top5-acc=99.33%, remaining_time=0:00:11.211936, arrival_time=2021-04-10 03:05:56.331663, cost_time=0:00:11.679116 2021-04-10 03:05:46,272 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=1.85ms, fps=2222 images/s, loss=0.2546, top1-acc=92.83%, top5-acc=99.31%, remaining_time=0:00:10.032330, arrival_time=2021-04-10 03:05:56.304925, cost_time=0:00:12.832047 2021-04-10 03:05:47,425 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=1.45ms, fps=2222 images/s, loss=0.2586, top1-acc=92.69%, top5-acc=99.31%, remaining_time=0:00:08.857192, arrival_time=2021-04-10 03:05:56.282832, cost_time=0:00:13.985025 2021-04-10 03:05:48,573 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=1.40ms, fps=2233 images/s, loss=0.2580, top1-acc=92.70%, top5-acc=99.31%, remaining_time=0:00:07.682664, arrival_time=2021-04-10 03:05:56.255701, cost_time=0:00:15.132563 2021-04-10 03:05:49,718 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=1.51ms, fps=2236 images/s, loss=0.2613, top1-acc=92.60%, top5-acc=99.31%, remaining_time=0:00:06.511232, arrival_time=2021-04-10 03:05:56.229784, cost_time=0:00:16.278030 2021-04-10 03:05:50,866 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=2.00ms, fps=2231 images/s, loss=0.2616, top1-acc=92.57%, top5-acc=99.31%, remaining_time=0:00:05.344050, arrival_time=2021-04-10 03:05:56.210922, cost_time=0:00:17.426321 2021-04-10 03:05:52,015 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.41ms, fps=2231 images/s, loss=0.2617, top1-acc=92.58%, top5-acc=99.32%, remaining_time=0:00:04.179276, arrival_time=2021-04-10 03:05:56.194375, cost_time=0:00:18.574568 2021-04-10 03:05:53,161 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.89ms, fps=2233 images/s, loss=0.2650, top1-acc=92.47%, top5-acc=99.28%, remaining_time=0:00:03.016208, arrival_time=2021-04-10 03:05:56.178148, cost_time=0:00:19.721423 2021-04-10 03:05:54,304 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=1.50ms, fps=2241 images/s, loss=0.2666, top1-acc=92.42%, top5-acc=99.26%, remaining_time=0:00:01.854592, arrival_time=2021-04-10 03:05:56.159255, cost_time=0:00:20.864162 2021-04-10 03:05:55,453 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.31ms, fps=2229 images/s, loss=0.2674, top1-acc=92.37%, top5-acc=99.27%, remaining_time=0:00:00.695148, arrival_time=2021-04-10 03:05:56.148554, cost_time=0:00:22.012951 2021-04-10 03:05:56,067 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=1.23ms, fps=2215 images/s, loss=0.2676, top1-acc=92.34%, top5-acc=99.27%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:56.067786, cost_time=0:00:22.627273 2021-04-10 03:05:56,565 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=0.27ms, fps=5153 images/s, loss=1.5766, top1-acc=64.96%, top5-acc=88.55%, remaining_time=0:00:01.490190, arrival_time=2021-04-10 03:05:58.055815, cost_time=0:00:00.496731 2021-04-10 03:05:56,940 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=1.46ms, fps=6835 images/s, loss=1.5727, top1-acc=66.35%, top5-acc=88.67%, remaining_time=0:00:00.871800, arrival_time=2021-04-10 03:05:57.812440, cost_time=0:00:00.871796 2021-04-10 03:05:57,313 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=0.21ms, fps=6870 images/s, loss=1.5918, top1-acc=66.71%, top5-acc=88.09%, remaining_time=0:00:00.414930, arrival_time=2021-04-10 03:05:57.728552, cost_time=0:00:01.244788 2021-04-10 03:05:57,648 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=0.06ms, fps=6925 images/s, loss=1.6050, top1-acc=66.64%, top5-acc=88.19%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:57.648947, cost_time=0:00:01.580149 2021-04-10 03:05:58,552 INFO : Epoch=0128 complete, best val top1-acc=66.97%, top5-acc=88.52% (epoch=126), remaining_time=0:29:53.671128, arrival_time=2021-04-10 03:35:52.223917, cost_time=0:53:08.748709 2021-04-10 03:05:58,554 INFO : Train start, epoch=0129, lr=0.028711 2021-04-10 03:05:59,903 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=0.35ms, fps=1898 images/s, loss=0.2362, top1-acc=92.97%, top5-acc=99.57%, remaining_time=0:00:25.093074, arrival_time=2021-04-10 03:06:24.996591, cost_time=0:00:01.349087 2021-04-10 03:06:01,057 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=1.88ms, fps=2221 images/s, loss=0.2295, top1-acc=93.48%, top5-acc=99.51%, remaining_time=0:00:22.022880, arrival_time=2021-04-10 03:06:23.079836, cost_time=0:00:02.502592 2021-04-10 03:06:02,203 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=2.13ms, fps=2234 images/s, loss=0.2370, top1-acc=93.19%, top5-acc=99.45%, remaining_time=0:00:20.192240, arrival_time=2021-04-10 03:06:22.395800, cost_time=0:00:03.649189 2021-04-10 03:06:03,348 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.44ms, fps=2237 images/s, loss=0.2378, top1-acc=93.25%, top5-acc=99.43%, remaining_time=0:00:18.698004, arrival_time=2021-04-10 03:06:22.046699, cost_time=0:00:04.794375 2021-04-10 03:06:04,496 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=1.54ms, fps=2231 images/s, loss=0.2391, top1-acc=93.24%, top5-acc=99.44%, remaining_time=0:00:17.351662, arrival_time=2021-04-10 03:06:21.848410, cost_time=0:00:05.942367 2021-04-10 03:06:05,642 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=1.46ms, fps=2235 images/s, loss=0.2426, top1-acc=93.12%, top5-acc=99.41%, remaining_time=0:00:16.067040, arrival_time=2021-04-10 03:06:21.709783, cost_time=0:00:07.088370 2021-04-10 03:06:06,785 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=1.62ms, fps=2241 images/s, loss=0.2429, top1-acc=93.20%, top5-acc=99.39%, remaining_time=0:00:14.816592, arrival_time=2021-04-10 03:06:21.602393, cost_time=0:00:08.231422 2021-04-10 03:06:07,929 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=1.81ms, fps=2239 images/s, loss=0.2466, top1-acc=93.08%, top5-acc=99.37%, remaining_time=0:00:13.594388, arrival_time=2021-04-10 03:06:21.524208, cost_time=0:00:09.375462 2021-04-10 03:06:09,075 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.94ms, fps=2236 images/s, loss=0.2483, top1-acc=93.04%, top5-acc=99.36%, remaining_time=0:00:12.390976, arrival_time=2021-04-10 03:06:21.465954, cost_time=0:00:10.520604 2021-04-10 03:06:10,237 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=1.46ms, fps=2203 images/s, loss=0.2527, top1-acc=92.94%, top5-acc=99.34%, remaining_time=0:00:11.216256, arrival_time=2021-04-10 03:06:21.454131, cost_time=0:00:11.683577 2021-04-10 03:06:11,389 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.38ms, fps=2225 images/s, loss=0.2553, top1-acc=92.89%, top5-acc=99.34%, remaining_time=0:00:10.034308, arrival_time=2021-04-10 03:06:21.423281, cost_time=0:00:12.834570 2021-04-10 03:06:12,536 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.43ms, fps=2233 images/s, loss=0.2571, top1-acc=92.84%, top5-acc=99.34%, remaining_time=0:00:08.855140, arrival_time=2021-04-10 03:06:21.391214, cost_time=0:00:13.981776 2021-04-10 03:06:13,682 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=1.59ms, fps=2235 images/s, loss=0.2585, top1-acc=92.78%, top5-acc=99.33%, remaining_time=0:00:07.680222, arrival_time=2021-04-10 03:06:21.362214, cost_time=0:00:15.127690 2021-04-10 03:06:14,833 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=1.42ms, fps=2224 images/s, loss=0.2574, top1-acc=92.80%, top5-acc=99.35%, remaining_time=0:00:06.511624, arrival_time=2021-04-10 03:06:21.345051, cost_time=0:00:16.279054 2021-04-10 03:06:15,979 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=1.49ms, fps=2236 images/s, loss=0.2595, top1-acc=92.74%, top5-acc=99.33%, remaining_time=0:00:05.343590, arrival_time=2021-04-10 03:06:21.322647, cost_time=0:00:17.424745 2021-04-10 03:06:17,127 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=1.90ms, fps=2230 images/s, loss=0.2623, top1-acc=92.68%, top5-acc=99.33%, remaining_time=0:00:04.179024, arrival_time=2021-04-10 03:06:21.306706, cost_time=0:00:18.573388 2021-04-10 03:06:18,268 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=1.38ms, fps=2246 images/s, loss=0.2623, top1-acc=92.67%, top5-acc=99.34%, remaining_time=0:00:03.015038, arrival_time=2021-04-10 03:06:21.283083, cost_time=0:00:19.713651 2021-04-10 03:06:19,413 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=1.45ms, fps=2236 images/s, loss=0.2628, top1-acc=92.64%, top5-acc=99.34%, remaining_time=0:00:01.854128, arrival_time=2021-04-10 03:06:21.267445, cost_time=0:00:20.858988 2021-04-10 03:06:20,562 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.34ms, fps=2230 images/s, loss=0.2640, top1-acc=92.59%, top5-acc=99.35%, remaining_time=0:00:00.694980, arrival_time=2021-04-10 03:06:21.256937, cost_time=0:00:22.007661 2021-04-10 03:06:21,182 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=1.33ms, fps=2194 images/s, loss=0.2655, top1-acc=92.57%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-10 03:06:21.182312, cost_time=0:00:22.628012 2021-04-10 03:06:21,660 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=0.29ms, fps=5370 images/s, loss=1.6530, top1-acc=64.96%, top5-acc=85.47%, remaining_time=0:00:01.430070, arrival_time=2021-04-10 03:06:23.090140, cost_time=0:00:00.476694 2021-04-10 03:06:22,028 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=1.54ms, fps=6956 images/s, loss=1.5995, top1-acc=66.72%, top5-acc=86.91%, remaining_time=0:00:00.845240, arrival_time=2021-04-10 03:06:22.873803, cost_time=0:00:00.845230 2021-04-10 03:06:22,404 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=1.98ms, fps=6810 images/s, loss=1.6363, top1-acc=66.08%, top5-acc=86.64%, remaining_time=0:00:00.407160, arrival_time=2021-04-10 03:06:22.812010, cost_time=0:00:01.221479 2021-04-10 03:06:22,746 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=0.07ms, fps=6800 images/s, loss=1.6663, top1-acc=65.89%, top5-acc=86.71%, remaining_time=0:00:00, arrival_time=2021-04-10 03:06:22.746505, cost_time=0:00:01.563155 2021-04-10 03:06:23,256 INFO : Epoch=0129 complete, best val top1-acc=66.97%, top5-acc=88.52% (epoch=126), remaining_time=0:29:28.644364, arrival_time=2021-04-10 03:35:51.900852, cost_time=0:53:33.452425 2021-04-10 03:06:23,257 INFO : Train start, epoch=0130, lr=0.028003 2021-04-10 03:06:24,600 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=1.60ms, fps=1906 images/s, loss=0.2860, top1-acc=91.99%, top5-acc=98.95%, remaining_time=0:00:24.981846, arrival_time=2021-04-10 03:06:49.582456, cost_time=0:00:01.343107 2021-04-10 03:06:25,749 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=1.84ms, fps=2230 images/s, loss=0.2670, top1-acc=92.58%, top5-acc=99.16%, remaining_time=0:00:21.928016, arrival_time=2021-04-10 03:06:47.677303, cost_time=0:00:02.491824 2021-04-10 03:06:26,894 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=1.44ms, fps=2237 images/s, loss=0.2555, top1-acc=92.80%, top5-acc=99.24%, remaining_time=0:00:20.122686, arrival_time=2021-04-10 03:06:47.016747, cost_time=0:00:03.636625 2021-04-10 03:06:28,043 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=1.58ms, fps=2229 images/s, loss=0.2490, top1-acc=92.87%, top5-acc=99.31%, remaining_time=0:00:18.664776, arrival_time=2021-04-10 03:06:46.708100, cost_time=0:00:04.785850 2021-04-10 03:06:29,188 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=1.37ms, fps=2237 images/s, loss=0.2492, top1-acc=92.95%, top5-acc=99.27%, remaining_time=0:00:17.318520, arrival_time=2021-04-10 03:06:46.507093, cost_time=0:00:05.931016 2021-04-10 03:06:30,330 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=1.54ms, fps=2243 images/s, loss=0.2479, top1-acc=92.99%, top5-acc=99.26%, remaining_time=0:00:16.032632, arrival_time=2021-04-10 03:06:46.363269, cost_time=0:00:07.073223 2021-04-10 03:06:31,472 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.55ms, fps=2243 images/s, loss=0.2478, top1-acc=92.94%, top5-acc=99.29%, remaining_time=0:00:14.787360, arrival_time=2021-04-10 03:06:46.259960, cost_time=0:00:08.215201 2021-04-10 03:06:32,619 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=2.07ms, fps=2233 images/s, loss=0.2494, top1-acc=92.89%, top5-acc=99.30%, remaining_time=0:00:13.575016, arrival_time=2021-04-10 03:06:46.194540, cost_time=0:00:09.362084 2021-04-10 03:06:33,770 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=1.88ms, fps=2225 images/s, loss=0.2512, top1-acc=92.86%, top5-acc=99.30%, remaining_time=0:00:12.381966, arrival_time=2021-04-10 03:06:46.152450, cost_time=0:00:10.513033 2021-04-10 03:06:34,914 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=1.85ms, fps=2239 images/s, loss=0.2489, top1-acc=92.84%, top5-acc=99.35%, remaining_time=0:00:11.190816, arrival_time=2021-04-10 03:06:46.105397, cost_time=0:00:11.657139 2021-04-10 03:06:36,061 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=2.18ms, fps=2234 images/s, loss=0.2535, top1-acc=92.67%, top5-acc=99.33%, remaining_time=0:00:10.010142, arrival_time=2021-04-10 03:06:46.071327, cost_time=0:00:12.803651 2021-04-10 03:06:37,218 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.52ms, fps=2214 images/s, loss=0.2570, top1-acc=92.58%, top5-acc=99.29%, remaining_time=0:00:08.841916, arrival_time=2021-04-10 03:06:46.060266, cost_time=0:00:13.960958 2021-04-10 03:06:38,383 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.45ms, fps=2197 images/s, loss=0.2616, top1-acc=92.44%, top5-acc=99.28%, remaining_time=0:00:07.679496, arrival_time=2021-04-10 03:06:46.063336, cost_time=0:00:15.126339 2021-04-10 03:06:39,530 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=1.35ms, fps=2233 images/s, loss=0.2631, top1-acc=92.42%, top5-acc=99.27%, remaining_time=0:00:06.509328, arrival_time=2021-04-10 03:06:46.040122, cost_time=0:00:16.273388 2021-04-10 03:06:40,675 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=1.50ms, fps=2238 images/s, loss=0.2622, top1-acc=92.43%, top5-acc=99.27%, remaining_time=0:00:05.341428, arrival_time=2021-04-10 03:06:46.016651, cost_time=0:00:17.417744 2021-04-10 03:06:41,823 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=1.44ms, fps=2230 images/s, loss=0.2628, top1-acc=92.40%, top5-acc=99.27%, remaining_time=0:00:04.177368, arrival_time=2021-04-10 03:06:46.000887, cost_time=0:00:18.566101 2021-04-10 03:06:42,974 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=1.59ms, fps=2225 images/s, loss=0.2622, top1-acc=92.37%, top5-acc=99.29%, remaining_time=0:00:03.015558, arrival_time=2021-04-10 03:06:45.990082, cost_time=0:00:19.717123 2021-04-10 03:06:44,119 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=1.70ms, fps=2237 images/s, loss=0.2628, top1-acc=92.37%, top5-acc=99.28%, remaining_time=0:00:01.854416, arrival_time=2021-04-10 03:06:45.973996, cost_time=0:00:20.862104 2021-04-10 03:06:45,271 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.39ms, fps=2224 images/s, loss=0.2617, top1-acc=92.40%, top5-acc=99.30%, remaining_time=0:00:00.695184, arrival_time=2021-04-10 03:06:45.966756, cost_time=0:00:22.014170 2021-04-10 03:06:45,890 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=1.21ms, fps=2200 images/s, loss=0.2635, top1-acc=92.39%, top5-acc=99.30%, remaining_time=0:00:00, arrival_time=2021-04-10 03:06:45.890025, cost_time=0:00:22.632639 2021-04-10 03:06:46,341 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=2.27ms, fps=5681 images/s, loss=1.7110, top1-acc=65.27%, top5-acc=86.41%, remaining_time=0:00:01.351860, arrival_time=2021-04-10 03:06:47.693425, cost_time=0:00:00.450621 2021-04-10 03:06:46,714 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=1.41ms, fps=6869 images/s, loss=1.7063, top1-acc=65.10%, top5-acc=86.56%, remaining_time=0:00:00.823600, arrival_time=2021-04-10 03:06:47.538211, cost_time=0:00:00.823610 2021-04-10 03:06:47,096 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=1.56ms, fps=6717 images/s, loss=1.7240, top1-acc=64.97%, top5-acc=86.54%, remaining_time=0:00:00.401760, arrival_time=2021-04-10 03:06:47.498111, cost_time=0:00:01.205293 2021-04-10 03:06:47,432 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.07ms, fps=6909 images/s, loss=1.6888, top1-acc=64.98%, top5-acc=86.88%, remaining_time=0:00:00, arrival_time=2021-04-10 03:06:47.432637, cost_time=0:00:01.541678 2021-04-10 03:06:47,923 INFO : Epoch=0130 complete, best val top1-acc=66.97%, top5-acc=88.52% (epoch=126), remaining_time=0:29:03.602490, arrival_time=2021-04-10 03:35:51.525441, cost_time=0:53:58.118902 2021-04-10 03:06:47,923 INFO : Train start, epoch=0131, lr=0.027300 2021-04-10 03:06:49,240 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=2.74ms, fps=1945 images/s, loss=0.2516, top1-acc=93.05%, top5-acc=99.34%, remaining_time=0:00:24.483924, arrival_time=2021-04-10 03:07:13.724088, cost_time=0:00:01.316337 2021-04-10 03:06:50,385 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=1.44ms, fps=2238 images/s, loss=0.2418, top1-acc=92.81%, top5-acc=99.47%, remaining_time=0:00:21.657328, arrival_time=2021-04-10 03:07:12.042290, cost_time=0:00:02.461061 2021-04-10 03:06:51,532 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=1.36ms, fps=2234 images/s, loss=0.2441, top1-acc=92.83%, top5-acc=99.52%, remaining_time=0:00:19.963824, arrival_time=2021-04-10 03:07:11.495752, cost_time=0:00:03.607921 2021-04-10 03:06:52,691 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=1.81ms, fps=2210 images/s, loss=0.2431, top1-acc=92.95%, top5-acc=99.49%, remaining_time=0:00:18.593484, arrival_time=2021-04-10 03:07:11.284843, cost_time=0:00:04.767550 2021-04-10 03:06:53,842 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=1.66ms, fps=2226 images/s, loss=0.2383, top1-acc=92.98%, top5-acc=99.53%, remaining_time=0:00:17.281728, arrival_time=2021-04-10 03:07:11.124006, cost_time=0:00:05.918404 2021-04-10 03:06:54,985 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=1.45ms, fps=2240 images/s, loss=0.2413, top1-acc=92.87%, top5-acc=99.53%, remaining_time=0:00:16.007472, arrival_time=2021-04-10 03:07:10.993343, cost_time=0:00:07.062090 2021-04-10 03:06:56,131 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=1.48ms, fps=2236 images/s, loss=0.2431, top1-acc=92.82%, top5-acc=99.52%, remaining_time=0:00:14.773248, arrival_time=2021-04-10 03:07:10.904443, cost_time=0:00:08.207383 2021-04-10 03:06:57,275 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=1.62ms, fps=2238 images/s, loss=0.2413, top1-acc=92.91%, top5-acc=99.49%, remaining_time=0:00:13.560168, arrival_time=2021-04-10 03:07:10.835721, cost_time=0:00:09.351827 2021-04-10 03:06:58,421 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=1.73ms, fps=2235 images/s, loss=0.2399, top1-acc=92.98%, top5-acc=99.49%, remaining_time=0:00:12.364158, arrival_time=2021-04-10 03:07:10.785804, cost_time=0:00:10.497843 2021-04-10 03:06:59,575 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=2.09ms, fps=2220 images/s, loss=0.2394, top1-acc=93.00%, top5-acc=99.49%, remaining_time=0:00:11.185344, arrival_time=2021-04-10 03:07:10.760470, cost_time=0:00:11.651354 2021-04-10 03:07:00,726 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.43ms, fps=2224 images/s, loss=0.2382, top1-acc=93.01%, top5-acc=99.50%, remaining_time=0:00:10.009454, arrival_time=2021-04-10 03:07:10.736048, cost_time=0:00:12.802805 2021-04-10 03:07:01,875 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=1.64ms, fps=2229 images/s, loss=0.2393, top1-acc=92.98%, top5-acc=99.49%, remaining_time=0:00:08.836292, arrival_time=2021-04-10 03:07:10.712085, cost_time=0:00:13.952037 2021-04-10 03:07:03,022 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=1.37ms, fps=2234 images/s, loss=0.2415, top1-acc=92.92%, top5-acc=99.48%, remaining_time=0:00:07.665504, arrival_time=2021-04-10 03:07:10.687918, cost_time=0:00:15.098680 2021-04-10 03:07:04,170 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=1.55ms, fps=2231 images/s, loss=0.2422, top1-acc=92.87%, top5-acc=99.48%, remaining_time=0:00:06.498632, arrival_time=2021-04-10 03:07:10.668999, cost_time=0:00:16.246559 2021-04-10 03:07:05,317 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=1.46ms, fps=2234 images/s, loss=0.2426, top1-acc=92.90%, top5-acc=99.48%, remaining_time=0:00:05.333930, arrival_time=2021-04-10 03:07:10.651039, cost_time=0:00:17.393315 2021-04-10 03:07:06,465 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=1.43ms, fps=2231 images/s, loss=0.2443, top1-acc=92.84%, top5-acc=99.45%, remaining_time=0:00:04.171824, arrival_time=2021-04-10 03:07:10.637033, cost_time=0:00:18.541474 2021-04-10 03:07:07,612 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=1.35ms, fps=2232 images/s, loss=0.2463, top1-acc=92.77%, top5-acc=99.43%, remaining_time=0:00:03.011242, arrival_time=2021-04-10 03:07:10.623916, cost_time=0:00:19.688870 2021-04-10 03:07:08,759 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=1.55ms, fps=2234 images/s, loss=0.2470, top1-acc=92.72%, top5-acc=99.43%, remaining_time=0:00:01.852016, arrival_time=2021-04-10 03:07:10.611002, cost_time=0:00:20.835220 2021-04-10 03:07:09,907 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=1.22ms, fps=2231 images/s, loss=0.2481, top1-acc=92.67%, top5-acc=99.42%, remaining_time=0:00:00.694206, arrival_time=2021-04-10 03:07:10.601174, cost_time=0:00:21.983236 2021-04-10 03:07:10,523 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=1.23ms, fps=2208 images/s, loss=0.2485, top1-acc=92.69%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-10 03:07:10.523434, cost_time=0:00:22.599726 2021-04-10 03:07:10,973 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=1.30ms, fps=5699 images/s, loss=1.7133, top1-acc=65.16%, top5-acc=86.60%, remaining_time=0:00:01.347540, arrival_time=2021-04-10 03:07:12.321044, cost_time=0:00:00.449183 2021-04-10 03:07:11,350 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=2.10ms, fps=6807 images/s, loss=1.6885, top1-acc=65.92%, top5-acc=87.34%, remaining_time=0:00:00.825720, arrival_time=2021-04-10 03:07:12.175771, cost_time=0:00:00.825723 2021-04-10 03:07:11,719 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=1.27ms, fps=6930 images/s, loss=1.6778, top1-acc=66.07%, top5-acc=87.10%, remaining_time=0:00:00.398530, arrival_time=2021-04-10 03:07:12.118416, cost_time=0:00:01.195602 2021-04-10 03:07:12,060 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=0.07ms, fps=6827 images/s, loss=1.6667, top1-acc=65.93%, top5-acc=87.05%, remaining_time=0:00:00, arrival_time=2021-04-10 03:07:12.060078, cost_time=0:00:01.535772 2021-04-10 03:07:12,576 INFO : Epoch=0131 complete, best val top1-acc=66.97%, top5-acc=88.52% (epoch=126), remaining_time=0:28:38.559540, arrival_time=2021-04-10 03:35:51.135971, cost_time=0:54:22.772399 2021-04-10 03:07:12,577 INFO : Train start, epoch=0132, lr=0.026604 2021-04-10 03:07:13,913 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=1.95ms, fps=1915 images/s, loss=0.2574, top1-acc=92.58%, top5-acc=99.37%, remaining_time=0:00:24.859644, arrival_time=2021-04-10 03:07:38.773399, cost_time=0:00:01.336537 2021-04-10 03:07:15,092 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=2.15ms, fps=2174 images/s, loss=0.2509, top1-acc=92.79%, top5-acc=99.32%, remaining_time=0:00:22.133584, arrival_time=2021-04-10 03:07:37.226045, cost_time=0:00:02.515180 2021-04-10 03:07:16,238 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=1.36ms, fps=2235 images/s, loss=0.2493, top1-acc=92.80%, top5-acc=99.26%, remaining_time=0:00:20.258806, arrival_time=2021-04-10 03:07:36.497173, cost_time=0:00:03.661236 2021-04-10 03:07:17,394 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=1.44ms, fps=2215 images/s, loss=0.2415, top1-acc=93.10%, top5-acc=99.27%, remaining_time=0:00:18.788952, arrival_time=2021-04-10 03:07:36.183816, cost_time=0:00:04.817662 2021-04-10 03:07:18,540 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=1.42ms, fps=2236 images/s, loss=0.2368, top1-acc=93.14%, top5-acc=99.34%, remaining_time=0:00:17.413128, arrival_time=2021-04-10 03:07:35.953828, cost_time=0:00:05.963401 2021-04-10 03:07:19,686 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=1.44ms, fps=2236 images/s, loss=0.2336, top1-acc=93.20%, top5-acc=99.37%, remaining_time=0:00:16.114368, arrival_time=2021-04-10 03:07:35.800825, cost_time=0:00:07.109273 2021-04-10 03:07:20,829 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=1.50ms, fps=2241 images/s, loss=0.2312, top1-acc=93.27%, top5-acc=99.37%, remaining_time=0:00:14.854014, arrival_time=2021-04-10 03:07:35.683395, cost_time=0:00:08.252223 2021-04-10 03:07:21,979 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=1.76ms, fps=2228 images/s, loss=0.2277, top1-acc=93.47%, top5-acc=99.38%, remaining_time=0:00:13.632784, arrival_time=2021-04-10 03:07:35.611952, cost_time=0:00:09.401957 2021-04-10 03:07:23,123 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=2.10ms, fps=2239 images/s, loss=0.2281, top1-acc=93.37%, top5-acc=99.41%, remaining_time=0:00:12.420868, arrival_time=2021-04-10 03:07:35.544030, cost_time=0:00:10.545982 2021-04-10 03:07:24,273 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=1.38ms, fps=2226 images/s, loss=0.2278, top1-acc=93.34%, top5-acc=99.42%, remaining_time=0:00:11.228544, arrival_time=2021-04-10 03:07:35.502154, cost_time=0:00:11.696424 2021-04-10 03:07:25,415 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=1.50ms, fps=2243 images/s, loss=0.2283, top1-acc=93.39%, top5-acc=99.40%, remaining_time=0:00:10.037404, arrival_time=2021-04-10 03:07:35.453074, cost_time=0:00:12.838519 2021-04-10 03:07:26,559 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=1.44ms, fps=2239 images/s, loss=0.2271, top1-acc=93.42%, top5-acc=99.42%, remaining_time=0:00:08.855520, arrival_time=2021-04-10 03:07:35.415136, cost_time=0:00:13.982443 2021-04-10 03:07:27,702 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=1.53ms, fps=2241 images/s, loss=0.2289, top1-acc=93.37%, top5-acc=99.41%, remaining_time=0:00:07.679100, arrival_time=2021-04-10 03:07:35.381862, cost_time=0:00:15.125549 2021-04-10 03:07:28,844 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=1.68ms, fps=2244 images/s, loss=0.2285, top1-acc=93.41%, top5-acc=99.41%, remaining_time=0:00:06.506752, arrival_time=2021-04-10 03:07:35.350788, cost_time=0:00:16.266911 2021-04-10 03:07:29,985 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=1.38ms, fps=2244 images/s, loss=0.2301, top1-acc=93.34%, top5-acc=99.40%, remaining_time=0:00:05.338530, arrival_time=2021-04-10 03:07:35.324082, cost_time=0:00:17.408285 2021-04-10 03:07:31,127 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=1.38ms, fps=2243 images/s, loss=0.2317, top1-acc=93.29%, top5-acc=99.41%, remaining_time=0:00:04.173804, arrival_time=2021-04-10 03:07:35.301208, cost_time=0:00:18.550262 2021-04-10 03:07:32,271 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=2.07ms, fps=2239 images/s, loss=0.2338, top1-acc=93.21%, top5-acc=99.39%, remaining_time=0:00:03.012074, arrival_time=2021-04-10 03:07:35.283579, cost_time=0:00:19.694347 2021-04-10 03:07:33,414 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=1.44ms, fps=2241 images/s, loss=0.2343, top1-acc=93.17%, top5-acc=99.39%, remaining_time=0:00:01.852192, arrival_time=2021-04-10 03:07:35.266451, cost_time=0:00:20.837129 2021-04-10 03:07:34,559 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.23ms, fps=2236 images/s, loss=0.2347, top1-acc=93.19%, top5-acc=99.38%, remaining_time=0:00:00.694182, arrival_time=2021-04-10 03:07:35.253875, cost_time=0:00:21.982494 2021-04-10 03:07:35,179 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=1.22ms, fps=2198 images/s, loss=0.2342, top1-acc=93.21%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-10 03:07:35.179080, cost_time=0:00:22.601952 2021-04-10 03:07:35,647 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=1.38ms, fps=5479 images/s, loss=1.6178, top1-acc=67.11%, top5-acc=87.58%, remaining_time=0:00:01.401630, arrival_time=2021-04-10 03:07:37.048870, cost_time=0:00:00.467210 2021-04-10 03:07:36,015 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=0.34ms, fps=6954 images/s, loss=1.6129, top1-acc=67.19%, top5-acc=88.09%, remaining_time=0:00:00.835680, arrival_time=2021-04-10 03:07:36.851388, cost_time=0:00:00.835677 2021-04-10 03:07:36,385 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=1.65ms, fps=6924 images/s, loss=1.6040, top1-acc=67.15%, top5-acc=87.97%, remaining_time=0:00:00.401910, arrival_time=2021-04-10 03:07:36.787679, cost_time=0:00:01.205739 2021-04-10 03:07:36,721 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=0.07ms, fps=6921 images/s, loss=1.6050, top1-acc=67.19%, top5-acc=87.95%, remaining_time=0:00:00, arrival_time=2021-04-10 03:07:36.721343, cost_time=0:00:01.541344 2021-04-10 03:07:37,898 INFO : Epoch=0132 complete, best val top1-acc=67.19%, top5-acc=87.95% (epoch=132), remaining_time=0:28:13.866604, arrival_time=2021-04-10 03:35:51.764637, cost_time=0:54:48.093953 2021-04-10 03:07:37,898 INFO : Train start, epoch=0133, lr=0.025912 2021-04-10 03:07:39,235 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=1.60ms, fps=1916 images/s, loss=0.2032, top1-acc=93.87%, top5-acc=99.37%, remaining_time=0:00:24.850158, arrival_time=2021-04-10 03:08:04.085237, cost_time=0:00:01.336033 2021-04-10 03:07:40,378 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=1.69ms, fps=2240 images/s, loss=0.2016, top1-acc=94.12%, top5-acc=99.47%, remaining_time=0:00:21.820304, arrival_time=2021-04-10 03:08:02.198870, cost_time=0:00:02.479574 2021-04-10 03:07:41,527 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=1.45ms, fps=2230 images/s, loss=0.1991, top1-acc=94.24%, top5-acc=99.49%, remaining_time=0:00:20.076870, arrival_time=2021-04-10 03:08:01.604223, cost_time=0:00:03.628340 2021-04-10 03:07:42,672 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=1.47ms, fps=2238 images/s, loss=0.1993, top1-acc=94.27%, top5-acc=99.48%, remaining_time=0:00:18.614700, arrival_time=2021-04-10 03:08:01.286783, cost_time=0:00:04.773015 2021-04-10 03:07:43,816 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=1.48ms, fps=2238 images/s, loss=0.2003, top1-acc=94.34%, top5-acc=99.45%, remaining_time=0:00:17.279976, arrival_time=2021-04-10 03:08:01.096705, cost_time=0:00:05.917796 2021-04-10 03:07:44,962 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=1.34ms, fps=2235 images/s, loss=0.2023, top1-acc=94.36%, top5-acc=99.47%, remaining_time=0:00:16.011144, arrival_time=2021-04-10 03:08:00.973911, cost_time=0:00:07.063764 2021-04-10 03:07:46,112 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=1.43ms, fps=2229 images/s, loss=0.2033, top1-acc=94.31%, top5-acc=99.49%, remaining_time=0:00:14.783580, arrival_time=2021-04-10 03:08:00.895572, cost_time=0:00:08.213095 2021-04-10 03:07:47,262 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=1.58ms, fps=2226 images/s, loss=0.2008, top1-acc=94.36%, top5-acc=99.52%, remaining_time=0:00:13.577452, arrival_time=2021-04-10 03:08:00.840174, cost_time=0:00:09.363744 2021-04-10 03:07:48,401 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=1.44ms, fps=2249 images/s, loss=0.2008, top1-acc=94.28%, top5-acc=99.53%, remaining_time=0:00:12.369564, arrival_time=2021-04-10 03:08:00.770938, cost_time=0:00:10.502447 2021-04-10 03:07:49,554 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.38ms, fps=2222 images/s, loss=0.2013, top1-acc=94.28%, top5-acc=99.53%, remaining_time=0:00:11.188992, arrival_time=2021-04-10 03:08:00.743115, cost_time=0:00:11.655229 2021-04-10 03:07:50,698 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=2.07ms, fps=2238 images/s, loss=0.1998, top1-acc=94.30%, top5-acc=99.54%, remaining_time=0:00:10.006874, arrival_time=2021-04-10 03:08:00.705449, cost_time=0:00:12.799492 2021-04-10 03:07:51,842 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=1.48ms, fps=2239 images/s, loss=0.2013, top1-acc=94.26%, top5-acc=99.53%, remaining_time=0:00:08.830972, arrival_time=2021-04-10 03:08:00.673450, cost_time=0:00:13.943583 2021-04-10 03:07:52,990 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=1.87ms, fps=2231 images/s, loss=0.2019, top1-acc=94.23%, top5-acc=99.52%, remaining_time=0:00:07.661874, arrival_time=2021-04-10 03:08:00.652376, cost_time=0:00:15.091548 2021-04-10 03:07:54,143 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=2.05ms, fps=2222 images/s, loss=0.2036, top1-acc=94.21%, top5-acc=99.51%, remaining_time=0:00:06.497624, arrival_time=2021-04-10 03:08:00.640821, cost_time=0:00:16.244104 2021-04-10 03:07:55,286 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=1.39ms, fps=2241 images/s, loss=0.2050, top1-acc=94.16%, top5-acc=99.50%, remaining_time=0:00:05.332136, arrival_time=2021-04-10 03:08:00.618376, cost_time=0:00:17.387344 2021-04-10 03:07:56,435 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=1.38ms, fps=2229 images/s, loss=0.2080, top1-acc=94.07%, top5-acc=99.50%, remaining_time=0:00:04.170636, arrival_time=2021-04-10 03:08:00.605789, cost_time=0:00:18.536200 2021-04-10 03:07:57,581 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.44ms, fps=2235 images/s, loss=0.2101, top1-acc=94.02%, top5-acc=99.48%, remaining_time=0:00:03.010228, arrival_time=2021-04-10 03:08:00.591519, cost_time=0:00:19.682335 2021-04-10 03:07:58,727 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=1.37ms, fps=2235 images/s, loss=0.2124, top1-acc=93.95%, top5-acc=99.47%, remaining_time=0:00:01.851408, arrival_time=2021-04-10 03:08:00.578632, cost_time=0:00:20.828280 2021-04-10 03:07:59,874 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=1.52ms, fps=2233 images/s, loss=0.2127, top1-acc=93.94%, top5-acc=99.48%, remaining_time=0:00:00.693960, arrival_time=2021-04-10 03:08:00.568250, cost_time=0:00:21.975386 2021-04-10 03:08:00,492 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=0.07ms, fps=2201 images/s, loss=0.2130, top1-acc=93.91%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-10 03:08:00.492661, cost_time=0:00:22.593746 2021-04-10 03:08:00,980 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=0.20ms, fps=5259 images/s, loss=1.6747, top1-acc=66.13%, top5-acc=87.15%, remaining_time=0:00:01.460160, arrival_time=2021-04-10 03:08:02.440626, cost_time=0:00:00.486720 2021-04-10 03:08:01,357 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=1.69ms, fps=6798 images/s, loss=1.6765, top1-acc=66.50%, top5-acc=87.03%, remaining_time=0:00:00.863800, arrival_time=2021-04-10 03:08:02.221318, cost_time=0:00:00.863802 2021-04-10 03:08:01,730 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=2.23ms, fps=6866 images/s, loss=1.6517, top1-acc=66.67%, top5-acc=87.42%, remaining_time=0:00:00.412350, arrival_time=2021-04-10 03:08:02.143149, cost_time=0:00:01.237058 2021-04-10 03:08:02,070 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=0.08ms, fps=6841 images/s, loss=1.6649, top1-acc=66.82%, top5-acc=87.50%, remaining_time=0:00:00, arrival_time=2021-04-10 03:08:02.070404, cost_time=0:00:01.576701 2021-04-10 03:08:02,573 INFO : Epoch=0133 complete, best val top1-acc=67.19%, top5-acc=87.95% (epoch=132), remaining_time=0:27:48.838747, arrival_time=2021-04-10 03:35:51.412180, cost_time=0:55:12.769407 2021-04-10 03:08:02,574 INFO : Train start, epoch=0134, lr=0.025227 2021-04-10 03:08:03,897 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=1.59ms, fps=1935 images/s, loss=0.2097, top1-acc=94.18%, top5-acc=99.37%, remaining_time=0:00:24.612636, arrival_time=2021-04-10 03:08:28.510047, cost_time=0:00:01.323259 2021-04-10 03:08:05,044 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=1.34ms, fps=2233 images/s, loss=0.2102, top1-acc=94.20%, top5-acc=99.47%, remaining_time=0:00:21.736528, arrival_time=2021-04-10 03:08:26.780768, cost_time=0:00:02.470066 2021-04-10 03:08:06,186 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=1.45ms, fps=2242 images/s, loss=0.2030, top1-acc=94.35%, top5-acc=99.53%, remaining_time=0:00:19.987894, arrival_time=2021-04-10 03:08:26.174351, cost_time=0:00:03.612263 2021-04-10 03:08:07,331 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=1.55ms, fps=2237 images/s, loss=0.2002, top1-acc=94.53%, top5-acc=99.52%, remaining_time=0:00:18.553548, arrival_time=2021-04-10 03:08:25.885136, cost_time=0:00:04.757326 2021-04-10 03:08:08,485 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=1.42ms, fps=2220 images/s, loss=0.2041, top1-acc=94.37%, top5-acc=99.55%, remaining_time=0:00:17.260266, arrival_time=2021-04-10 03:08:25.745439, cost_time=0:00:05.911026 2021-04-10 03:08:09,639 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.42ms, fps=2219 images/s, loss=0.2038, top1-acc=94.34%, top5-acc=99.56%, remaining_time=0:00:16.014952, arrival_time=2021-04-10 03:08:25.654543, cost_time=0:00:07.065432 2021-04-10 03:08:10,791 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=1.48ms, fps=2224 images/s, loss=0.2015, top1-acc=94.37%, top5-acc=99.55%, remaining_time=0:00:14.790762, arrival_time=2021-04-10 03:08:25.582063, cost_time=0:00:08.217100 2021-04-10 03:08:11,936 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=1.46ms, fps=2237 images/s, loss=0.1995, top1-acc=94.44%, top5-acc=99.57%, remaining_time=0:00:13.575364, arrival_time=2021-04-10 03:08:25.511826, cost_time=0:00:09.362340 2021-04-10 03:08:13,096 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=1.60ms, fps=2208 images/s, loss=0.2016, top1-acc=94.37%, top5-acc=99.57%, remaining_time=0:00:12.392990, arrival_time=2021-04-10 03:08:25.489605, cost_time=0:00:10.522319 2021-04-10 03:08:14,250 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=1.58ms, fps=2221 images/s, loss=0.2003, top1-acc=94.36%, top5-acc=99.55%, remaining_time=0:00:11.208768, arrival_time=2021-04-10 03:08:25.458718, cost_time=0:00:11.675836 2021-04-10 03:08:15,397 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=1.51ms, fps=2232 images/s, loss=0.2011, top1-acc=94.32%, top5-acc=99.56%, remaining_time=0:00:10.025450, arrival_time=2021-04-10 03:08:25.422869, cost_time=0:00:12.823263 2021-04-10 03:08:16,541 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=1.47ms, fps=2239 images/s, loss=0.2004, top1-acc=94.31%, top5-acc=99.57%, remaining_time=0:00:08.845868, arrival_time=2021-04-10 03:08:25.387179, cost_time=0:00:13.967133 2021-04-10 03:08:17,688 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=2.18ms, fps=2232 images/s, loss=0.2020, top1-acc=94.29%, top5-acc=99.57%, remaining_time=0:00:07.673556, arrival_time=2021-04-10 03:08:25.362370, cost_time=0:00:15.114620 2021-04-10 03:08:18,841 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=1.38ms, fps=2222 images/s, loss=0.2048, top1-acc=94.21%, top5-acc=99.57%, remaining_time=0:00:06.507088, arrival_time=2021-04-10 03:08:25.348927, cost_time=0:00:16.267676 2021-04-10 03:08:19,989 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=1.38ms, fps=2231 images/s, loss=0.2095, top1-acc=94.08%, top5-acc=99.54%, remaining_time=0:00:05.340738, arrival_time=2021-04-10 03:08:25.330457, cost_time=0:00:17.415445 2021-04-10 03:08:21,137 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=1.32ms, fps=2232 images/s, loss=0.2104, top1-acc=94.05%, top5-acc=99.54%, remaining_time=0:00:04.176720, arrival_time=2021-04-10 03:08:25.314096, cost_time=0:00:18.563203 2021-04-10 03:08:22,280 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=1.46ms, fps=2241 images/s, loss=0.2124, top1-acc=94.01%, top5-acc=99.53%, remaining_time=0:00:03.013868, arrival_time=2021-04-10 03:08:25.294132, cost_time=0:00:19.706128 2021-04-10 03:08:23,423 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=1.54ms, fps=2241 images/s, loss=0.2123, top1-acc=94.01%, top5-acc=99.53%, remaining_time=0:00:01.853248, arrival_time=2021-04-10 03:08:25.276379, cost_time=0:00:20.849010 2021-04-10 03:08:24,566 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=1.46ms, fps=2241 images/s, loss=0.2128, top1-acc=93.97%, top5-acc=99.53%, remaining_time=0:00:00.694482, arrival_time=2021-04-10 03:08:25.260551, cost_time=0:00:21.991953 2021-04-10 03:08:25,181 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=1.25ms, fps=2212 images/s, loss=0.2130, top1-acc=93.95%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-10 03:08:25.181339, cost_time=0:00:22.607169 2021-04-10 03:08:25,661 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=2.08ms, fps=5343 images/s, loss=1.5707, top1-acc=67.97%, top5-acc=87.23%, remaining_time=0:00:01.437210, arrival_time=2021-04-10 03:08:27.098608, cost_time=0:00:00.479071 2021-04-10 03:08:26,031 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=1.24ms, fps=6918 images/s, loss=1.5993, top1-acc=67.11%, top5-acc=87.46%, remaining_time=0:00:00.849580, arrival_time=2021-04-10 03:08:26.881464, cost_time=0:00:00.849585 2021-04-10 03:08:26,400 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=0.20ms, fps=6946 images/s, loss=1.5740, top1-acc=67.72%, top5-acc=87.80%, remaining_time=0:00:00.406170, arrival_time=2021-04-10 03:08:26.806972, cost_time=0:00:01.218499 2021-04-10 03:08:26,736 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=0.08ms, fps=6913 images/s, loss=1.5977, top1-acc=67.39%, top5-acc=87.74%, remaining_time=0:00:00, arrival_time=2021-04-10 03:08:26.736738, cost_time=0:00:01.554467 2021-04-10 03:08:27,752 INFO : Epoch=0134 complete, best val top1-acc=67.39%, top5-acc=87.74% (epoch=134), remaining_time=0:27:24.064158, arrival_time=2021-04-10 03:35:51.816716, cost_time=0:55:37.948498 2021-04-10 03:08:27,753 INFO : Train start, epoch=0135, lr=0.024548 2021-04-10 03:08:29,066 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=1.83ms, fps=1950 images/s, loss=0.1803, top1-acc=95.04%, top5-acc=99.61%, remaining_time=0:00:24.424404, arrival_time=2021-04-10 03:08:53.490838, cost_time=0:00:01.313137 2021-04-10 03:08:30,212 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=1.72ms, fps=2235 images/s, loss=0.1967, top1-acc=94.57%, top5-acc=99.51%, remaining_time=0:00:21.641312, arrival_time=2021-04-10 03:08:51.853879, cost_time=0:00:02.459249 2021-04-10 03:08:31,366 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=1.58ms, fps=2219 images/s, loss=0.2033, top1-acc=94.40%, top5-acc=99.45%, remaining_time=0:00:19.993538, arrival_time=2021-04-10 03:08:51.360167, cost_time=0:00:03.613297 2021-04-10 03:08:32,520 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=1.72ms, fps=2220 images/s, loss=0.2073, top1-acc=94.23%, top5-acc=99.43%, remaining_time=0:00:18.591768, arrival_time=2021-04-10 03:08:51.112216, cost_time=0:00:04.767134 2021-04-10 03:08:33,665 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=1.41ms, fps=2237 images/s, loss=0.2101, top1-acc=94.12%, top5-acc=99.43%, remaining_time=0:00:17.263478, arrival_time=2021-04-10 03:08:50.928985, cost_time=0:00:05.912157 2021-04-10 03:08:34,812 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=1.42ms, fps=2234 images/s, loss=0.2091, top1-acc=94.12%, top5-acc=99.46%, remaining_time=0:00:16.000400, arrival_time=2021-04-10 03:08:50.812664, cost_time=0:00:07.059010 2021-04-10 03:08:35,961 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=1.47ms, fps=2232 images/s, loss=0.2072, top1-acc=94.24%, top5-acc=99.48%, remaining_time=0:00:14.774004, arrival_time=2021-04-10 03:08:50.735175, cost_time=0:00:08.207800 2021-04-10 03:08:37,121 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.92ms, fps=2208 images/s, loss=0.2033, top1-acc=94.31%, top5-acc=99.50%, remaining_time=0:00:13.583948, arrival_time=2021-04-10 03:08:50.705475, cost_time=0:00:09.368228 2021-04-10 03:08:38,274 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=1.89ms, fps=2221 images/s, loss=0.2029, top1-acc=94.31%, top5-acc=99.48%, remaining_time=0:00:12.391718, arrival_time=2021-04-10 03:08:50.666243, cost_time=0:00:10.521254 2021-04-10 03:08:39,422 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=2.30ms, fps=2231 images/s, loss=0.2014, top1-acc=94.29%, top5-acc=99.50%, remaining_time=0:00:11.202720, arrival_time=2021-04-10 03:08:50.625503, cost_time=0:00:11.669488 2021-04-10 03:08:40,575 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=1.46ms, fps=2221 images/s, loss=0.2002, top1-acc=94.29%, top5-acc=99.54%, remaining_time=0:00:10.024934, arrival_time=2021-04-10 03:08:50.600786, cost_time=0:00:12.822596 2021-04-10 03:08:41,750 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=1.43ms, fps=2181 images/s, loss=0.2032, top1-acc=94.18%, top5-acc=99.51%, remaining_time=0:00:08.864792, arrival_time=2021-04-10 03:08:50.615082, cost_time=0:00:13.997058 2021-04-10 03:08:42,902 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=1.48ms, fps=2223 images/s, loss=0.2042, top1-acc=94.13%, top5-acc=99.53%, remaining_time=0:00:07.690914, arrival_time=2021-04-10 03:08:50.593036, cost_time=0:00:15.148816 2021-04-10 03:08:44,053 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=1.41ms, fps=2224 images/s, loss=0.2065, top1-acc=94.09%, top5-acc=99.52%, remaining_time=0:00:06.520192, arrival_time=2021-04-10 03:08:50.573903, cost_time=0:00:16.300469 2021-04-10 03:08:45,205 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=1.82ms, fps=2224 images/s, loss=0.2072, top1-acc=94.05%, top5-acc=99.51%, remaining_time=0:00:05.351870, arrival_time=2021-04-10 03:08:50.556877, cost_time=0:00:17.451726 2021-04-10 03:08:46,352 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=1.64ms, fps=2237 images/s, loss=0.2096, top1-acc=93.97%, top5-acc=99.51%, remaining_time=0:00:04.184856, arrival_time=2021-04-10 03:08:50.537415, cost_time=0:00:18.599294 2021-04-10 03:08:47,498 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=1.41ms, fps=2235 images/s, loss=0.2103, top1-acc=93.95%, top5-acc=99.51%, remaining_time=0:00:03.019822, arrival_time=2021-04-10 03:08:50.518029, cost_time=0:00:19.744971 2021-04-10 03:08:48,644 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=1.44ms, fps=2235 images/s, loss=0.2113, top1-acc=93.91%, top5-acc=99.49%, remaining_time=0:00:01.856976, arrival_time=2021-04-10 03:08:50.501262, cost_time=0:00:20.891056 2021-04-10 03:08:49,788 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=1.63ms, fps=2238 images/s, loss=0.2124, top1-acc=93.86%, top5-acc=99.49%, remaining_time=0:00:00.695856, arrival_time=2021-04-10 03:08:50.484684, cost_time=0:00:22.035506 2021-04-10 03:08:50,406 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=0.11ms, fps=2203 images/s, loss=0.2134, top1-acc=93.88%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-10 03:08:50.406596, cost_time=0:00:22.653359 2021-04-10 03:08:50,913 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=0.22ms, fps=5066 images/s, loss=1.6518, top1-acc=66.72%, top5-acc=87.27%, remaining_time=0:00:01.515990, arrival_time=2021-04-10 03:08:52.428963, cost_time=0:00:00.505334 2021-04-10 03:08:51,280 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=1.29ms, fps=6965 images/s, loss=1.6482, top1-acc=66.76%, top5-acc=87.62%, remaining_time=0:00:00.873220, arrival_time=2021-04-10 03:08:52.154064, cost_time=0:00:00.873217 2021-04-10 03:08:51,653 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=1.54ms, fps=6874 images/s, loss=1.6396, top1-acc=66.69%, top5-acc=87.72%, remaining_time=0:00:00.415330, arrival_time=2021-04-10 03:08:52.068955, cost_time=0:00:01.245980 2021-04-10 03:08:51,987 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=0.06ms, fps=6967 images/s, loss=1.6154, top1-acc=66.92%, top5-acc=87.65%, remaining_time=0:00:00, arrival_time=2021-04-10 03:08:51.986966, cost_time=0:00:01.579363 2021-04-10 03:08:52,783 INFO : Epoch=0135 complete, best val top1-acc=67.39%, top5-acc=87.74% (epoch=134), remaining_time=0:26:59.212075, arrival_time=2021-04-10 03:35:51.995124, cost_time=0:56:02.978979 2021-04-10 03:08:52,783 INFO : Train start, epoch=0136, lr=0.023875 2021-04-10 03:08:54,161 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=0.26ms, fps=1859 images/s, loss=0.2129, top1-acc=93.98%, top5-acc=99.61%, remaining_time=0:00:25.616664, arrival_time=2021-04-10 03:09:19.777929, cost_time=0:00:01.377239 2021-04-10 03:08:55,311 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=1.55ms, fps=2228 images/s, loss=0.2177, top1-acc=93.69%, top5-acc=99.45%, remaining_time=0:00:22.238128, arrival_time=2021-04-10 03:09:17.549140, cost_time=0:00:02.527057 2021-04-10 03:08:56,459 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=1.95ms, fps=2231 images/s, loss=0.2029, top1-acc=94.15%, top5-acc=99.52%, remaining_time=0:00:20.334834, arrival_time=2021-04-10 03:09:16.793815, cost_time=0:00:03.674970 2021-04-10 03:08:57,605 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=1.79ms, fps=2234 images/s, loss=0.2012, top1-acc=94.24%, top5-acc=99.50%, remaining_time=0:00:18.803148, arrival_time=2021-04-10 03:09:16.408438, cost_time=0:00:04.821338 2021-04-10 03:08:58,749 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=1.44ms, fps=2237 images/s, loss=0.1934, top1-acc=94.44%, top5-acc=99.58%, remaining_time=0:00:17.420720, arrival_time=2021-04-10 03:09:16.170664, cost_time=0:00:05.966016 2021-04-10 03:08:59,894 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=1.39ms, fps=2237 images/s, loss=0.1902, top1-acc=94.52%, top5-acc=99.59%, remaining_time=0:00:16.117768, arrival_time=2021-04-10 03:09:16.012490, cost_time=0:00:07.110770 2021-04-10 03:09:01,047 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=1.62ms, fps=2222 images/s, loss=0.1934, top1-acc=94.40%, top5-acc=99.59%, remaining_time=0:00:14.873796, arrival_time=2021-04-10 03:09:15.921026, cost_time=0:00:08.263224 2021-04-10 03:09:02,191 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=1.37ms, fps=2238 images/s, loss=0.1952, top1-acc=94.40%, top5-acc=99.58%, remaining_time=0:00:13.640788, arrival_time=2021-04-10 03:09:15.832219, cost_time=0:00:09.407466 2021-04-10 03:09:03,343 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=1.35ms, fps=2224 images/s, loss=0.1956, top1-acc=94.42%, top5-acc=99.59%, remaining_time=0:00:12.436238, arrival_time=2021-04-10 03:09:15.779293, cost_time=0:00:10.559101 2021-04-10 03:09:04,490 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=1.42ms, fps=2232 images/s, loss=0.1963, top1-acc=94.39%, top5-acc=99.58%, remaining_time=0:00:11.238048, arrival_time=2021-04-10 03:09:15.728309, cost_time=0:00:11.706276 2021-04-10 03:09:05,641 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=1.42ms, fps=2224 images/s, loss=0.1985, top1-acc=94.35%, top5-acc=99.58%, remaining_time=0:00:10.052368, arrival_time=2021-04-10 03:09:15.694066, cost_time=0:00:12.857694 2021-04-10 03:09:06,786 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=1.31ms, fps=2237 images/s, loss=0.1972, top1-acc=94.40%, top5-acc=99.59%, remaining_time=0:00:08.868440, arrival_time=2021-04-10 03:09:15.655195, cost_time=0:00:14.002806 2021-04-10 03:09:07,941 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=1.55ms, fps=2218 images/s, loss=0.1963, top1-acc=94.40%, top5-acc=99.58%, remaining_time=0:00:07.695336, arrival_time=2021-04-10 03:09:15.636810, cost_time=0:00:15.157463 2021-04-10 03:09:09,095 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=1.48ms, fps=2218 images/s, loss=0.1985, top1-acc=94.33%, top5-acc=99.56%, remaining_time=0:00:06.524784, arrival_time=2021-04-10 03:09:15.620639, cost_time=0:00:16.311913 2021-04-10 03:09:10,251 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=1.37ms, fps=2217 images/s, loss=0.2003, top1-acc=94.25%, top5-acc=99.57%, remaining_time=0:00:05.356608, arrival_time=2021-04-10 03:09:15.607760, cost_time=0:00:17.467159 2021-04-10 03:09:11,404 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=1.50ms, fps=2222 images/s, loss=0.1989, top1-acc=94.28%, top5-acc=99.58%, remaining_time=0:00:04.189500, arrival_time=2021-04-10 03:09:15.593638, cost_time=0:00:18.620052 2021-04-10 03:09:12,552 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=1.71ms, fps=2231 images/s, loss=0.1979, top1-acc=94.30%, top5-acc=99.58%, remaining_time=0:00:03.023358, arrival_time=2021-04-10 03:09:15.575593, cost_time=0:00:19.768192 2021-04-10 03:09:13,719 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=1.52ms, fps=2195 images/s, loss=0.2007, top1-acc=94.22%, top5-acc=99.57%, remaining_time=0:00:01.860912, arrival_time=2021-04-10 03:09:15.580294, cost_time=0:00:20.935284 2021-04-10 03:09:14,864 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.22ms, fps=2236 images/s, loss=0.2011, top1-acc=94.21%, top5-acc=99.57%, remaining_time=0:00:00.697296, arrival_time=2021-04-10 03:09:15.562237, cost_time=0:00:22.080982 2021-04-10 03:09:15,481 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=1.32ms, fps=2207 images/s, loss=0.2011, top1-acc=94.21%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:15.481504, cost_time=0:00:22.697490 2021-04-10 03:09:15,966 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=2.92ms, fps=5295 images/s, loss=1.6233, top1-acc=68.48%, top5-acc=88.32%, remaining_time=0:00:01.450350, arrival_time=2021-04-10 03:09:17.416396, cost_time=0:00:00.483449 2021-04-10 03:09:16,337 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=1.31ms, fps=6904 images/s, loss=1.5816, top1-acc=68.32%, top5-acc=88.30%, remaining_time=0:00:00.854740, arrival_time=2021-04-10 03:09:17.192044, cost_time=0:00:00.854745 2021-04-10 03:09:16,713 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=1.72ms, fps=6807 images/s, loss=1.5616, top1-acc=68.50%, top5-acc=88.57%, remaining_time=0:00:00.410390, arrival_time=2021-04-10 03:09:17.124166, cost_time=0:00:01.231158 2021-04-10 03:09:17,050 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=0.07ms, fps=6900 images/s, loss=1.6276, top1-acc=67.93%, top5-acc=88.33%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:17.050444, cost_time=0:00:01.567908 2021-04-10 03:09:18,069 INFO : Epoch=0136 complete, best val top1-acc=67.93%, top5-acc=88.33% (epoch=136), remaining_time=0:26:34.477952, arrival_time=2021-04-10 03:35:52.547729, cost_time=0:56:28.265669 2021-04-10 03:09:18,071 INFO : Train start, epoch=0137, lr=0.023209 2021-04-10 03:09:19,431 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=0.26ms, fps=1883 images/s, loss=0.1654, top1-acc=95.62%, top5-acc=99.57%, remaining_time=0:00:25.292466, arrival_time=2021-04-10 03:09:44.723534, cost_time=0:00:01.359808 2021-04-10 03:09:20,581 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=1.67ms, fps=2227 images/s, loss=0.1615, top1-acc=95.51%, top5-acc=99.67%, remaining_time=0:00:22.087648, arrival_time=2021-04-10 03:09:42.668859, cost_time=0:00:02.509953 2021-04-10 03:09:21,730 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=1.52ms, fps=2229 images/s, loss=0.1632, top1-acc=95.31%, top5-acc=99.62%, remaining_time=0:00:20.246688, arrival_time=2021-04-10 03:09:41.977035, cost_time=0:00:03.659033 2021-04-10 03:09:22,881 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=1.56ms, fps=2225 images/s, loss=0.1626, top1-acc=95.33%, top5-acc=99.63%, remaining_time=0:00:18.759936, arrival_time=2021-04-10 03:09:41.641379, cost_time=0:00:04.810251 2021-04-10 03:09:24,030 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=1.60ms, fps=2230 images/s, loss=0.1601, top1-acc=95.36%, top5-acc=99.67%, remaining_time=0:00:17.399550, arrival_time=2021-04-10 03:09:41.429546, cost_time=0:00:05.958757 2021-04-10 03:09:25,176 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=1.48ms, fps=2233 images/s, loss=0.1637, top1-acc=95.24%, top5-acc=99.67%, remaining_time=0:00:16.106344, arrival_time=2021-04-10 03:09:41.283232, cost_time=0:00:07.105719 2021-04-10 03:09:26,325 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=1.35ms, fps=2231 images/s, loss=0.1660, top1-acc=95.18%, top5-acc=99.67%, remaining_time=0:00:14.856660, arrival_time=2021-04-10 03:09:41.181591, cost_time=0:00:08.253700 2021-04-10 03:09:27,473 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=1.99ms, fps=2231 images/s, loss=0.1696, top1-acc=95.03%, top5-acc=99.68%, remaining_time=0:00:13.632668, arrival_time=2021-04-10 03:09:41.105640, cost_time=0:00:09.401817 2021-04-10 03:09:28,622 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=1.71ms, fps=2229 images/s, loss=0.1723, top1-acc=94.97%, top5-acc=99.68%, remaining_time=0:00:12.426486, arrival_time=2021-04-10 03:09:41.048517, cost_time=0:00:10.550789 2021-04-10 03:09:29,762 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=1.44ms, fps=2246 images/s, loss=0.1732, top1-acc=94.95%, top5-acc=99.68%, remaining_time=0:00:11.223456, arrival_time=2021-04-10 03:09:40.985756, cost_time=0:00:11.691138 2021-04-10 03:09:30,905 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=1.44ms, fps=2241 images/s, loss=0.1745, top1-acc=94.89%, top5-acc=99.67%, remaining_time=0:00:10.033792, arrival_time=2021-04-10 03:09:40.938937, cost_time=0:00:12.833893 2021-04-10 03:09:32,052 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=1.44ms, fps=2233 images/s, loss=0.1762, top1-acc=94.85%, top5-acc=99.66%, remaining_time=0:00:08.854532, arrival_time=2021-04-10 03:09:40.906516, cost_time=0:00:13.980814 2021-04-10 03:09:33,208 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=2.17ms, fps=2214 images/s, loss=0.1778, top1-acc=94.82%, top5-acc=99.66%, remaining_time=0:00:07.685172, arrival_time=2021-04-10 03:09:40.893790, cost_time=0:00:15.137405 2021-04-10 03:09:34,358 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=1.67ms, fps=2228 images/s, loss=0.1802, top1-acc=94.75%, top5-acc=99.65%, remaining_time=0:00:06.514704, arrival_time=2021-04-10 03:09:40.872735, cost_time=0:00:16.286758 2021-04-10 03:09:35,502 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=1.42ms, fps=2238 images/s, loss=0.1828, top1-acc=94.70%, top5-acc=99.64%, remaining_time=0:00:05.345706, arrival_time=2021-04-10 03:09:40.848513, cost_time=0:00:17.431581 2021-04-10 03:09:36,655 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=1.82ms, fps=2222 images/s, loss=0.1838, top1-acc=94.69%, top5-acc=99.63%, remaining_time=0:00:04.181436, arrival_time=2021-04-10 03:09:40.836747, cost_time=0:00:18.584148 2021-04-10 03:09:37,797 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=1.39ms, fps=2242 images/s, loss=0.1868, top1-acc=94.60%, top5-acc=99.61%, remaining_time=0:00:03.016988, arrival_time=2021-04-10 03:09:40.814745, cost_time=0:00:19.726545 2021-04-10 03:09:38,943 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=1.66ms, fps=2235 images/s, loss=0.1889, top1-acc=94.54%, top5-acc=99.59%, remaining_time=0:00:01.855344, arrival_time=2021-04-10 03:09:40.799171, cost_time=0:00:20.872628 2021-04-10 03:09:40,095 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.35ms, fps=2224 images/s, loss=0.1896, top1-acc=94.52%, top5-acc=99.58%, remaining_time=0:00:00.695502, arrival_time=2021-04-10 03:09:40.790806, cost_time=0:00:22.024152 2021-04-10 03:09:40,709 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=1.25ms, fps=2215 images/s, loss=0.1903, top1-acc=94.52%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:40.709828, cost_time=0:00:22.638667 2021-04-10 03:09:41,202 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=0.46ms, fps=5205 images/s, loss=1.7221, top1-acc=66.37%, top5-acc=87.03%, remaining_time=0:00:01.475370, arrival_time=2021-04-10 03:09:42.677940, cost_time=0:00:00.491792 2021-04-10 03:09:41,579 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=1.84ms, fps=6804 images/s, loss=1.6367, top1-acc=66.91%, top5-acc=87.81%, remaining_time=0:00:00.868480, arrival_time=2021-04-10 03:09:42.447753, cost_time=0:00:00.868479 2021-04-10 03:09:41,950 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=1.31ms, fps=6895 images/s, loss=1.6643, top1-acc=66.47%, top5-acc=87.72%, remaining_time=0:00:00.413380, arrival_time=2021-04-10 03:09:42.364297, cost_time=0:00:01.240135 2021-04-10 03:09:42,288 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=0.07ms, fps=6889 images/s, loss=1.6503, top1-acc=66.53%, top5-acc=87.67%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:42.288052, cost_time=0:00:01.577250 2021-04-10 03:09:42,819 INFO : Epoch=0137 complete, best val top1-acc=67.93%, top5-acc=88.33% (epoch=136), remaining_time=0:26:09.488697, arrival_time=2021-04-10 03:35:52.307815, cost_time=0:56:53.015055 2021-04-10 03:09:42,819 INFO : Train start, epoch=0138, lr=0.022549 2021-04-10 03:09:44,205 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=0.23ms, fps=1849 images/s, loss=0.1778, top1-acc=94.88%, top5-acc=99.49%, remaining_time=0:00:25.758210, arrival_time=2021-04-10 03:10:09.963151, cost_time=0:00:01.384854 2021-04-10 03:09:45,347 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=1.52ms, fps=2241 images/s, loss=0.1811, top1-acc=94.84%, top5-acc=99.47%, remaining_time=0:00:22.244464, arrival_time=2021-04-10 03:10:07.592339, cost_time=0:00:02.527776 2021-04-10 03:09:46,496 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=1.71ms, fps=2230 images/s, loss=0.1810, top1-acc=94.92%, top5-acc=99.45%, remaining_time=0:00:20.342470, arrival_time=2021-04-10 03:10:06.838933, cost_time=0:00:03.676343 2021-04-10 03:09:47,647 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.41ms, fps=2225 images/s, loss=0.1797, top1-acc=94.94%, top5-acc=99.50%, remaining_time=0:00:18.827484, arrival_time=2021-04-10 03:10:06.475215, cost_time=0:00:04.827562 2021-04-10 03:09:48,808 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=1.82ms, fps=2208 images/s, loss=0.1760, top1-acc=95.02%, top5-acc=99.53%, remaining_time=0:00:17.484376, arrival_time=2021-04-10 03:10:06.292351, cost_time=0:00:05.987825 2021-04-10 03:09:49,950 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=1.56ms, fps=2242 images/s, loss=0.1720, top1-acc=95.11%, top5-acc=99.56%, remaining_time=0:00:16.161424, arrival_time=2021-04-10 03:10:06.111543, cost_time=0:00:07.130052 2021-04-10 03:09:51,092 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=1.40ms, fps=2241 images/s, loss=0.1706, top1-acc=95.12%, top5-acc=99.58%, remaining_time=0:00:14.890680, arrival_time=2021-04-10 03:10:05.983422, cost_time=0:00:08.272603 2021-04-10 03:09:52,240 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=1.58ms, fps=2231 images/s, loss=0.1690, top1-acc=95.18%, top5-acc=99.60%, remaining_time=0:00:13.659812, arrival_time=2021-04-10 03:10:05.900470, cost_time=0:00:09.420578 2021-04-10 03:09:53,385 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=2.07ms, fps=2237 images/s, loss=0.1683, top1-acc=95.23%, top5-acc=99.61%, remaining_time=0:00:12.443658, arrival_time=2021-04-10 03:10:05.829125, cost_time=0:00:10.565336 2021-04-10 03:09:54,531 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=1.55ms, fps=2235 images/s, loss=0.1696, top1-acc=95.25%, top5-acc=99.61%, remaining_time=0:00:11.243040, arrival_time=2021-04-10 03:10:05.774726, cost_time=0:00:11.711546 2021-04-10 03:09:55,673 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=1.69ms, fps=2243 images/s, loss=0.1697, top1-acc=95.27%, top5-acc=99.61%, remaining_time=0:00:10.048928, arrival_time=2021-04-10 03:10:05.722277, cost_time=0:00:12.853248 2021-04-10 03:09:56,819 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.48ms, fps=2234 images/s, loss=0.1696, top1-acc=95.27%, top5-acc=99.62%, remaining_time=0:00:08.866464, arrival_time=2021-04-10 03:10:05.686225, cost_time=0:00:13.999629 2021-04-10 03:09:57,965 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=1.40ms, fps=2236 images/s, loss=0.1704, top1-acc=95.25%, top5-acc=99.61%, remaining_time=0:00:07.689066, arrival_time=2021-04-10 03:10:05.654244, cost_time=0:00:15.145098 2021-04-10 03:09:59,110 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.42ms, fps=2237 images/s, loss=0.1705, top1-acc=95.23%, top5-acc=99.61%, remaining_time=0:00:06.515992, arrival_time=2021-04-10 03:10:05.626158, cost_time=0:00:16.290003 2021-04-10 03:10:00,259 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=1.54ms, fps=2228 images/s, loss=0.1715, top1-acc=95.17%, top5-acc=99.60%, remaining_time=0:00:05.348052, arrival_time=2021-04-10 03:10:05.607437, cost_time=0:00:17.439299 2021-04-10 03:10:01,411 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.74ms, fps=2224 images/s, loss=0.1724, top1-acc=95.13%, top5-acc=99.61%, remaining_time=0:00:04.182948, arrival_time=2021-04-10 03:10:05.593957, cost_time=0:00:18.590932 2021-04-10 03:10:02,561 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=1.77ms, fps=2226 images/s, loss=0.1741, top1-acc=95.08%, top5-acc=99.58%, remaining_time=0:00:03.019224, arrival_time=2021-04-10 03:10:05.580558, cost_time=0:00:19.741162 2021-04-10 03:10:03,708 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=1.42ms, fps=2233 images/s, loss=0.1746, top1-acc=95.08%, top5-acc=99.59%, remaining_time=0:00:01.856720, arrival_time=2021-04-10 03:10:05.564860, cost_time=0:00:20.888029 2021-04-10 03:10:04,848 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.22ms, fps=2245 images/s, loss=0.1767, top1-acc=95.02%, top5-acc=99.58%, remaining_time=0:00:00.695640, arrival_time=2021-04-10 03:10:05.544405, cost_time=0:00:22.028680 2021-04-10 03:10:05,463 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=1.37ms, fps=2213 images/s, loss=0.1774, top1-acc=94.99%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-10 03:10:05.463621, cost_time=0:00:22.643557 2021-04-10 03:10:05,916 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=1.30ms, fps=5661 images/s, loss=1.6022, top1-acc=67.89%, top5-acc=87.54%, remaining_time=0:00:01.356480, arrival_time=2021-04-10 03:10:07.273182, cost_time=0:00:00.452162 2021-04-10 03:10:06,284 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=1.36ms, fps=6962 images/s, loss=1.6507, top1-acc=67.09%, top5-acc=87.36%, remaining_time=0:00:00.820240, arrival_time=2021-04-10 03:10:07.105003, cost_time=0:00:00.820230 2021-04-10 03:10:06,655 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=1.64ms, fps=6915 images/s, loss=1.6361, top1-acc=67.51%, top5-acc=87.59%, remaining_time=0:00:00.396920, arrival_time=2021-04-10 03:10:07.052230, cost_time=0:00:01.190771 2021-04-10 03:10:06,995 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=0.07ms, fps=6829 images/s, loss=1.6450, top1-acc=67.26%, top5-acc=87.26%, remaining_time=0:00:00, arrival_time=2021-04-10 03:10:06.995375, cost_time=0:00:01.530853 2021-04-10 03:10:07,517 INFO : Epoch=0138 complete, best val top1-acc=67.93%, top5-acc=88.33% (epoch=136), remaining_time=0:25:44.479954, arrival_time=2021-04-10 03:35:51.997476, cost_time=0:57:17.713485 2021-04-10 03:10:07,518 INFO : Train start, epoch=0139, lr=0.021896 2021-04-10 03:10:08,833 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=1.48ms, fps=1946 images/s, loss=0.1896, top1-acc=94.45%, top5-acc=99.61%, remaining_time=0:00:24.462906, arrival_time=2021-04-10 03:10:33.296388, cost_time=0:00:01.315214 2021-04-10 03:10:09,975 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=1.42ms, fps=2243 images/s, loss=0.1827, top1-acc=94.61%, top5-acc=99.69%, remaining_time=0:00:21.624592, arrival_time=2021-04-10 03:10:31.600104, cost_time=0:00:02.457343 2021-04-10 03:10:11,120 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=1.35ms, fps=2238 images/s, loss=0.1810, top1-acc=94.87%, top5-acc=99.69%, remaining_time=0:00:19.929628, arrival_time=2021-04-10 03:10:31.049622, cost_time=0:00:03.601751 2021-04-10 03:10:12,262 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=1.47ms, fps=2242 images/s, loss=0.1807, top1-acc=95.04%, top5-acc=99.67%, remaining_time=0:00:18.501756, arrival_time=2021-04-10 03:10:30.764074, cost_time=0:00:04.744032 2021-04-10 03:10:13,416 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=1.61ms, fps=2219 images/s, loss=0.1855, top1-acc=94.87%, top5-acc=99.68%, remaining_time=0:00:17.223620, arrival_time=2021-04-10 03:10:30.640295, cost_time=0:00:05.898479 2021-04-10 03:10:14,566 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.76ms, fps=2228 images/s, loss=0.1819, top1-acc=94.95%, top5-acc=99.66%, remaining_time=0:00:15.975104, arrival_time=2021-04-10 03:10:30.541131, cost_time=0:00:07.047860 2021-04-10 03:10:15,715 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=1.50ms, fps=2228 images/s, loss=0.1800, top1-acc=94.98%, top5-acc=99.64%, remaining_time=0:00:14.755230, arrival_time=2021-04-10 03:10:30.470804, cost_time=0:00:08.197316 2021-04-10 03:10:16,857 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=1.61ms, fps=2243 images/s, loss=0.1786, top1-acc=94.98%, top5-acc=99.66%, remaining_time=0:00:13.541956, arrival_time=2021-04-10 03:10:30.399377, cost_time=0:00:09.339280 2021-04-10 03:10:18,006 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=2.30ms, fps=2230 images/s, loss=0.1746, top1-acc=95.07%, top5-acc=99.67%, remaining_time=0:00:12.352286, arrival_time=2021-04-10 03:10:30.358276, cost_time=0:00:10.487765 2021-04-10 03:10:19,175 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=1.45ms, fps=2191 images/s, loss=0.1729, top1-acc=95.10%, top5-acc=99.69%, remaining_time=0:00:11.190528, arrival_time=2021-04-10 03:10:30.365489, cost_time=0:00:11.656764 2021-04-10 03:10:20,325 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=2.13ms, fps=2225 images/s, loss=0.1722, top1-acc=95.10%, top5-acc=99.69%, remaining_time=0:00:10.013324, arrival_time=2021-04-10 03:10:30.339209, cost_time=0:00:12.807715 2021-04-10 03:10:21,471 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=1.93ms, fps=2235 images/s, loss=0.1737, top1-acc=95.03%, top5-acc=99.68%, remaining_time=0:00:08.837356, arrival_time=2021-04-10 03:10:30.309245, cost_time=0:00:13.953721 2021-04-10 03:10:22,615 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=1.55ms, fps=2240 images/s, loss=0.1737, top1-acc=95.02%, top5-acc=99.68%, remaining_time=0:00:07.664646, arrival_time=2021-04-10 03:10:30.279998, cost_time=0:00:15.097092 2021-04-10 03:10:23,761 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=1.83ms, fps=2235 images/s, loss=0.1742, top1-acc=95.01%, top5-acc=99.68%, remaining_time=0:00:06.497232, arrival_time=2021-04-10 03:10:30.258481, cost_time=0:00:16.243029 2021-04-10 03:10:24,910 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=4.10ms, fps=2228 images/s, loss=0.1728, top1-acc=95.03%, top5-acc=99.69%, remaining_time=0:00:05.333700, arrival_time=2021-04-10 03:10:30.244385, cost_time=0:00:17.392460 2021-04-10 03:10:26,085 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=2.16ms, fps=2181 images/s, loss=0.1725, top1-acc=95.03%, top5-acc=99.69%, remaining_time=0:00:04.177512, arrival_time=2021-04-10 03:10:30.262439, cost_time=0:00:18.566680 2021-04-10 03:10:27,233 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=1.50ms, fps=2231 images/s, loss=0.1727, top1-acc=95.03%, top5-acc=99.68%, remaining_time=0:00:03.015220, arrival_time=2021-04-10 03:10:30.248377, cost_time=0:00:19.714836 2021-04-10 03:10:28,380 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=1.86ms, fps=2233 images/s, loss=0.1742, top1-acc=95.00%, top5-acc=99.66%, remaining_time=0:00:01.854400, arrival_time=2021-04-10 03:10:30.234688, cost_time=0:00:20.862088 2021-04-10 03:10:29,529 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=1.40ms, fps=2230 images/s, loss=0.1756, top1-acc=94.97%, top5-acc=99.65%, remaining_time=0:00:00.695076, arrival_time=2021-04-10 03:10:30.224045, cost_time=0:00:22.010720 2021-04-10 03:10:30,153 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=1.63ms, fps=2182 images/s, loss=0.1764, top1-acc=94.95%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-10 03:10:30.152925, cost_time=0:00:22.634699 2021-04-10 03:10:30,644 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=0.30ms, fps=5219 images/s, loss=1.6400, top1-acc=67.15%, top5-acc=88.20%, remaining_time=0:00:01.471560, arrival_time=2021-04-10 03:10:32.116450, cost_time=0:00:00.490515 2021-04-10 03:10:31,022 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=1.81ms, fps=6792 images/s, loss=1.6627, top1-acc=67.05%, top5-acc=87.71%, remaining_time=0:00:00.867880, arrival_time=2021-04-10 03:10:31.890078, cost_time=0:00:00.867875 2021-04-10 03:10:31,398 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=1.47ms, fps=6815 images/s, loss=1.6566, top1-acc=67.34%, top5-acc=87.67%, remaining_time=0:00:00.414600, arrival_time=2021-04-10 03:10:31.812925, cost_time=0:00:01.243810 2021-04-10 03:10:31,736 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=0.07ms, fps=6880 images/s, loss=1.6376, top1-acc=67.48%, top5-acc=87.81%, remaining_time=0:00:00, arrival_time=2021-04-10 03:10:31.736045, cost_time=0:00:01.581737 2021-04-10 03:10:32,256 INFO : Epoch=0139 complete, best val top1-acc=67.93%, top5-acc=88.33% (epoch=136), remaining_time=0:25:19.493530, arrival_time=2021-04-10 03:35:51.750120, cost_time=0:57:42.452536 2021-04-10 03:10:32,257 INFO : Train start, epoch=0140, lr=0.021250 2021-04-10 03:10:33,610 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=0.57ms, fps=1892 images/s, loss=0.1619, top1-acc=95.55%, top5-acc=99.69%, remaining_time=0:00:25.170450, arrival_time=2021-04-10 03:10:58.781211, cost_time=0:00:01.353254 2021-04-10 03:10:34,757 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=1.54ms, fps=2234 images/s, loss=0.1535, top1-acc=95.53%, top5-acc=99.77%, remaining_time=0:00:21.999824, arrival_time=2021-04-10 03:10:56.757222, cost_time=0:00:02.499978 2021-04-10 03:10:35,900 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=1.61ms, fps=2241 images/s, loss=0.1504, top1-acc=95.73%, top5-acc=99.70%, remaining_time=0:00:20.158376, arrival_time=2021-04-10 03:10:56.058791, cost_time=0:00:03.643078 2021-04-10 03:10:37,049 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=1.43ms, fps=2228 images/s, loss=0.1516, top1-acc=95.72%, top5-acc=99.69%, remaining_time=0:00:18.690360, arrival_time=2021-04-10 03:10:55.740169, cost_time=0:00:04.792391 2021-04-10 03:10:38,201 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=1.54ms, fps=2225 images/s, loss=0.1561, top1-acc=95.50%, top5-acc=99.69%, remaining_time=0:00:17.355750, arrival_time=2021-04-10 03:10:55.556907, cost_time=0:00:05.943770 2021-04-10 03:10:39,347 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=1.42ms, fps=2234 images/s, loss=0.1588, top1-acc=95.42%, top5-acc=99.69%, remaining_time=0:00:16.071256, arrival_time=2021-04-10 03:10:55.418879, cost_time=0:00:07.090276 2021-04-10 03:10:40,496 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=1.56ms, fps=2229 images/s, loss=0.1576, top1-acc=95.51%, top5-acc=99.68%, remaining_time=0:00:14.830830, arrival_time=2021-04-10 03:10:55.327668, cost_time=0:00:08.239378 2021-04-10 03:10:41,644 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=1.40ms, fps=2232 images/s, loss=0.1595, top1-acc=95.44%, top5-acc=99.70%, remaining_time=0:00:13.611092, arrival_time=2021-04-10 03:10:55.255426, cost_time=0:00:09.386937 2021-04-10 03:10:42,792 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=1.96ms, fps=2231 images/s, loss=0.1560, top1-acc=95.52%, top5-acc=99.73%, remaining_time=0:00:12.407830, arrival_time=2021-04-10 03:10:55.200230, cost_time=0:00:10.534924 2021-04-10 03:10:43,940 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=1.68ms, fps=2231 images/s, loss=0.1550, top1-acc=95.60%, top5-acc=99.71%, remaining_time=0:00:11.215776, arrival_time=2021-04-10 03:10:55.156189, cost_time=0:00:11.683074 2021-04-10 03:10:45,089 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=1.94ms, fps=2229 images/s, loss=0.1543, top1-acc=95.63%, top5-acc=99.71%, remaining_time=0:00:10.032244, arrival_time=2021-04-10 03:10:55.121534, cost_time=0:00:12.831960 2021-04-10 03:10:46,248 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=2.06ms, fps=2209 images/s, loss=0.1524, top1-acc=95.69%, top5-acc=99.72%, remaining_time=0:00:08.861068, arrival_time=2021-04-10 03:10:55.109673, cost_time=0:00:13.991176 2021-04-10 03:10:47,390 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.61ms, fps=2243 images/s, loss=0.1524, top1-acc=95.66%, top5-acc=99.72%, remaining_time=0:00:07.682928, arrival_time=2021-04-10 03:10:55.073325, cost_time=0:00:15.133062 2021-04-10 03:10:48,535 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=1.36ms, fps=2237 images/s, loss=0.1531, top1-acc=95.64%, top5-acc=99.72%, remaining_time=0:00:06.511176, arrival_time=2021-04-10 03:10:55.046530, cost_time=0:00:16.277987 2021-04-10 03:10:49,678 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=1.64ms, fps=2240 images/s, loss=0.1536, top1-acc=95.61%, top5-acc=99.71%, remaining_time=0:00:05.342532, arrival_time=2021-04-10 03:10:55.021231, cost_time=0:00:17.421321 2021-04-10 03:10:50,821 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=2.06ms, fps=2242 images/s, loss=0.1539, top1-acc=95.63%, top5-acc=99.71%, remaining_time=0:00:04.176828, arrival_time=2021-04-10 03:10:54.997872, cost_time=0:00:18.563705 2021-04-10 03:10:51,967 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=1.43ms, fps=2234 images/s, loss=0.1543, top1-acc=95.63%, top5-acc=99.72%, remaining_time=0:00:03.014518, arrival_time=2021-04-10 03:10:54.982106, cost_time=0:00:19.710255 2021-04-10 03:10:53,110 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=2.04ms, fps=2240 images/s, loss=0.1537, top1-acc=95.66%, top5-acc=99.72%, remaining_time=0:00:01.853648, arrival_time=2021-04-10 03:10:54.964540, cost_time=0:00:20.853501 2021-04-10 03:10:54,256 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.56ms, fps=2235 images/s, loss=0.1555, top1-acc=95.61%, top5-acc=99.71%, remaining_time=0:00:00.694716, arrival_time=2021-04-10 03:10:54.951481, cost_time=0:00:21.999383 2021-04-10 03:10:54,875 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=0.08ms, fps=2201 images/s, loss=0.1562, top1-acc=95.58%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 03:10:54.875225, cost_time=0:00:22.617864 2021-04-10 03:10:55,357 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=0.21ms, fps=5327 images/s, loss=1.6042, top1-acc=67.58%, top5-acc=88.12%, remaining_time=0:00:01.441710, arrival_time=2021-04-10 03:10:56.798843, cost_time=0:00:00.480572 2021-04-10 03:10:55,730 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=1.39ms, fps=6868 images/s, loss=1.6545, top1-acc=67.03%, top5-acc=87.56%, remaining_time=0:00:00.853640, arrival_time=2021-04-10 03:10:56.583866, cost_time=0:00:00.853639 2021-04-10 03:10:56,104 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=1.40ms, fps=6844 images/s, loss=1.6485, top1-acc=67.15%, top5-acc=87.85%, remaining_time=0:00:00.409400, arrival_time=2021-04-10 03:10:56.514181, cost_time=0:00:01.228188 2021-04-10 03:10:56,442 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=0.07ms, fps=6879 images/s, loss=1.6459, top1-acc=67.71%, top5-acc=87.98%, remaining_time=0:00:00, arrival_time=2021-04-10 03:10:56.442454, cost_time=0:00:01.565939 2021-04-10 03:10:56,938 INFO : Epoch=0140 complete, best val top1-acc=67.93%, top5-acc=88.33% (epoch=136), remaining_time=0:24:54.486000, arrival_time=2021-04-10 03:35:51.423973, cost_time=0:58:07.133937 2021-04-10 03:10:56,938 INFO : Train start, epoch=0141, lr=0.020611 2021-04-10 03:10:58,264 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=1.56ms, fps=1931 images/s, loss=0.1634, top1-acc=95.43%, top5-acc=99.69%, remaining_time=0:00:24.662484, arrival_time=2021-04-10 03:11:22.927134, cost_time=0:00:01.325943 2021-04-10 03:10:59,413 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=1.46ms, fps=2230 images/s, loss=0.1554, top1-acc=95.62%, top5-acc=99.71%, remaining_time=0:00:21.773840, arrival_time=2021-04-10 03:11:21.186871, cost_time=0:00:02.474300 2021-04-10 03:11:00,565 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=1.33ms, fps=2222 images/s, loss=0.1518, top1-acc=95.73%, top5-acc=99.65%, remaining_time=0:00:20.071060, arrival_time=2021-04-10 03:11:20.637015, cost_time=0:00:03.627314 2021-04-10 03:11:01,707 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=1.52ms, fps=2244 images/s, loss=0.1567, top1-acc=95.60%, top5-acc=99.66%, remaining_time=0:00:18.596916, arrival_time=2021-04-10 03:11:20.304000, cost_time=0:00:04.768441 2021-04-10 03:11:02,850 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=2.09ms, fps=2240 images/s, loss=0.1588, top1-acc=95.52%, top5-acc=99.66%, remaining_time=0:00:17.261726, arrival_time=2021-04-10 03:11:20.111969, cost_time=0:00:05.911542 2021-04-10 03:11:04,008 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=1.40ms, fps=2211 images/s, loss=0.1597, top1-acc=95.45%, top5-acc=99.68%, remaining_time=0:00:16.025560, arrival_time=2021-04-10 03:11:20.034383, cost_time=0:00:07.070110 2021-04-10 03:11:05,162 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=2.14ms, fps=2219 images/s, loss=0.1572, top1-acc=95.49%, top5-acc=99.70%, remaining_time=0:00:14.803362, arrival_time=2021-04-10 03:11:19.966138, cost_time=0:00:08.224106 2021-04-10 03:11:06,306 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.48ms, fps=2239 images/s, loss=0.1560, top1-acc=95.56%, top5-acc=99.71%, remaining_time=0:00:13.583716, arrival_time=2021-04-10 03:11:19.890465, cost_time=0:00:09.368096 2021-04-10 03:11:07,451 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=1.38ms, fps=2237 images/s, loss=0.1547, top1-acc=95.61%, top5-acc=99.72%, remaining_time=0:00:12.381860, arrival_time=2021-04-10 03:11:19.833457, cost_time=0:00:10.512924 2021-04-10 03:11:08,596 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=1.32ms, fps=2236 images/s, loss=0.1561, top1-acc=95.57%, top5-acc=99.71%, remaining_time=0:00:11.191776, arrival_time=2021-04-10 03:11:19.788568, cost_time=0:00:11.658138 2021-04-10 03:11:09,743 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=1.81ms, fps=2234 images/s, loss=0.1563, top1-acc=95.55%, top5-acc=99.72%, remaining_time=0:00:10.010658, arrival_time=2021-04-10 03:11:19.753619, cost_time=0:00:12.804314 2021-04-10 03:11:10,888 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=1.37ms, fps=2235 images/s, loss=0.1580, top1-acc=95.50%, top5-acc=99.71%, remaining_time=0:00:08.835076, arrival_time=2021-04-10 03:11:19.723939, cost_time=0:00:13.950139 2021-04-10 03:11:12,042 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=1.57ms, fps=2220 images/s, loss=0.1587, top1-acc=95.53%, top5-acc=99.70%, remaining_time=0:00:07.668144, arrival_time=2021-04-10 03:11:19.710759, cost_time=0:00:15.103943 2021-04-10 03:11:13,189 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=1.83ms, fps=2233 images/s, loss=0.1601, top1-acc=95.49%, top5-acc=99.70%, remaining_time=0:00:06.500424, arrival_time=2021-04-10 03:11:19.690205, cost_time=0:00:16.251122 2021-04-10 03:11:14,335 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=1.34ms, fps=2236 images/s, loss=0.1602, top1-acc=95.43%, top5-acc=99.69%, remaining_time=0:00:05.334942, arrival_time=2021-04-10 03:11:19.670204, cost_time=0:00:17.396616 2021-04-10 03:11:15,484 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=1.48ms, fps=2228 images/s, loss=0.1604, top1-acc=95.43%, top5-acc=99.68%, remaining_time=0:00:04.172796, arrival_time=2021-04-10 03:11:19.657261, cost_time=0:00:18.545780 2021-04-10 03:11:16,631 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=1.38ms, fps=2232 images/s, loss=0.1602, top1-acc=95.46%, top5-acc=99.69%, remaining_time=0:00:03.011892, arrival_time=2021-04-10 03:11:19.643641, cost_time=0:00:19.693066 2021-04-10 03:11:17,776 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=1.95ms, fps=2236 images/s, loss=0.1606, top1-acc=95.46%, top5-acc=99.69%, remaining_time=0:00:01.852288, arrival_time=2021-04-10 03:11:19.629149, cost_time=0:00:20.838234 2021-04-10 03:11:18,919 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=1.24ms, fps=2241 images/s, loss=0.1597, top1-acc=95.49%, top5-acc=99.70%, remaining_time=0:00:00.694128, arrival_time=2021-04-10 03:11:19.613450, cost_time=0:00:21.980673 2021-04-10 03:11:19,537 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=1.26ms, fps=2202 images/s, loss=0.1600, top1-acc=95.48%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:19.537508, cost_time=0:00:22.598793 2021-04-10 03:11:20,018 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=0.28ms, fps=5331 images/s, loss=1.4447, top1-acc=69.18%, top5-acc=89.61%, remaining_time=0:00:01.440660, arrival_time=2021-04-10 03:11:21.459482, cost_time=0:00:00.480219 2021-04-10 03:11:20,392 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=2.88ms, fps=6853 images/s, loss=1.5242, top1-acc=68.57%, top5-acc=88.93%, remaining_time=0:00:00.854300, arrival_time=2021-04-10 03:11:21.247131, cost_time=0:00:00.854291 2021-04-10 03:11:20,769 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=1.56ms, fps=6811 images/s, loss=1.5628, top1-acc=68.20%, top5-acc=88.63%, remaining_time=0:00:00.410190, arrival_time=2021-04-10 03:11:21.179347, cost_time=0:00:01.230564 2021-04-10 03:11:21,108 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=0.07ms, fps=6853 images/s, loss=1.5210, top1-acc=68.47%, top5-acc=88.63%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:21.108164, cost_time=0:00:01.569653 2021-04-10 03:11:22,713 INFO : Epoch=0141 complete, best val top1-acc=68.47%, top5-acc=88.63% (epoch=141), remaining_time=0:24:29.940809, arrival_time=2021-04-10 03:35:52.654339, cost_time=0:58:32.909422 2021-04-10 03:11:22,714 INFO : Train start, epoch=0142, lr=0.019979 2021-04-10 03:11:24,122 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=0.24ms, fps=1819 images/s, loss=0.1362, top1-acc=95.94%, top5-acc=99.80%, remaining_time=0:00:26.178942, arrival_time=2021-04-10 03:11:50.300945, cost_time=0:00:01.407466 2021-04-10 03:11:25,266 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=1.68ms, fps=2239 images/s, loss=0.1374, top1-acc=96.13%, top5-acc=99.82%, remaining_time=0:00:22.451616, arrival_time=2021-04-10 03:11:47.717554, cost_time=0:00:02.551321 2021-04-10 03:11:26,419 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=1.37ms, fps=2222 images/s, loss=0.1336, top1-acc=96.29%, top5-acc=99.78%, remaining_time=0:00:20.496850, arrival_time=2021-04-10 03:11:46.915810, cost_time=0:00:03.704263 2021-04-10 03:11:27,565 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=1.88ms, fps=2233 images/s, loss=0.1300, top1-acc=96.46%, top5-acc=99.79%, remaining_time=0:00:18.919836, arrival_time=2021-04-10 03:11:46.485698, cost_time=0:00:04.851244 2021-04-10 03:11:28,714 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=1.55ms, fps=2230 images/s, loss=0.1294, top1-acc=96.45%, top5-acc=99.75%, remaining_time=0:00:17.519562, arrival_time=2021-04-10 03:11:46.234019, cost_time=0:00:05.999872 2021-04-10 03:11:29,868 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=1.56ms, fps=2219 images/s, loss=0.1278, top1-acc=96.45%, top5-acc=99.77%, remaining_time=0:00:16.215824, arrival_time=2021-04-10 03:11:46.084549, cost_time=0:00:07.154018 2021-04-10 03:11:31,019 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=1.39ms, fps=2227 images/s, loss=0.1268, top1-acc=96.46%, top5-acc=99.80%, remaining_time=0:00:14.948010, arrival_time=2021-04-10 03:11:45.967035, cost_time=0:00:08.304481 2021-04-10 03:11:32,169 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=1.57ms, fps=2227 images/s, loss=0.1286, top1-acc=96.37%, top5-acc=99.80%, remaining_time=0:00:13.708880, arrival_time=2021-04-10 03:11:45.877938, cost_time=0:00:09.454430 2021-04-10 03:11:33,321 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.87ms, fps=2223 images/s, loss=0.1279, top1-acc=96.37%, top5-acc=99.81%, remaining_time=0:00:12.492524, arrival_time=2021-04-10 03:11:45.813934, cost_time=0:00:10.606872 2021-04-10 03:11:34,465 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=1.57ms, fps=2238 images/s, loss=0.1274, top1-acc=96.39%, top5-acc=99.80%, remaining_time=0:00:11.281152, arrival_time=2021-04-10 03:11:45.746987, cost_time=0:00:11.751150 2021-04-10 03:11:35,625 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.65ms, fps=2208 images/s, loss=0.1276, top1-acc=96.36%, top5-acc=99.81%, remaining_time=0:00:10.094164, arrival_time=2021-04-10 03:11:45.719970, cost_time=0:00:12.911195 2021-04-10 03:11:36,770 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=1.49ms, fps=2238 images/s, loss=0.1267, top1-acc=96.34%, top5-acc=99.82%, remaining_time=0:00:08.901804, arrival_time=2021-04-10 03:11:45.671881, cost_time=0:00:14.055448 2021-04-10 03:11:37,912 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=1.39ms, fps=2242 images/s, loss=0.1283, top1-acc=96.29%, top5-acc=99.82%, remaining_time=0:00:07.715994, arrival_time=2021-04-10 03:11:45.628676, cost_time=0:00:15.198151 2021-04-10 03:11:39,060 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=1.53ms, fps=2231 images/s, loss=0.1289, top1-acc=96.28%, top5-acc=99.81%, remaining_time=0:00:06.538336, arrival_time=2021-04-10 03:11:45.598698, cost_time=0:00:16.345783 2021-04-10 03:11:40,208 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=1.93ms, fps=2232 images/s, loss=0.1295, top1-acc=96.28%, top5-acc=99.81%, remaining_time=0:00:05.364612, arrival_time=2021-04-10 03:11:45.572622, cost_time=0:00:17.493290 2021-04-10 03:11:41,365 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=1.51ms, fps=2214 images/s, loss=0.1300, top1-acc=96.29%, top5-acc=99.81%, remaining_time=0:00:04.196340, arrival_time=2021-04-10 03:11:45.561319, cost_time=0:00:18.650424 2021-04-10 03:11:42,518 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=1.51ms, fps=2220 images/s, loss=0.1324, top1-acc=96.21%, top5-acc=99.80%, remaining_time=0:00:03.028818, arrival_time=2021-04-10 03:11:45.547239, cost_time=0:00:19.803744 2021-04-10 03:11:43,668 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=1.50ms, fps=2227 images/s, loss=0.1334, top1-acc=96.19%, top5-acc=99.79%, remaining_time=0:00:01.862576, arrival_time=2021-04-10 03:11:45.531136, cost_time=0:00:20.953934 2021-04-10 03:11:44,814 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.23ms, fps=2236 images/s, loss=0.1341, top1-acc=96.17%, top5-acc=99.79%, remaining_time=0:00:00.697878, arrival_time=2021-04-10 03:11:45.511905, cost_time=0:00:22.099392 2021-04-10 03:11:45,429 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=1.42ms, fps=2210 images/s, loss=0.1352, top1-acc=96.15%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:45.429903, cost_time=0:00:22.715350 2021-04-10 03:11:45,878 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=3.87ms, fps=5725 images/s, loss=1.5889, top1-acc=68.20%, top5-acc=88.59%, remaining_time=0:00:01.341510, arrival_time=2021-04-10 03:11:47.219709, cost_time=0:00:00.447168 2021-04-10 03:11:46,249 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=1.77ms, fps=6911 images/s, loss=1.5988, top1-acc=68.73%, top5-acc=88.46%, remaining_time=0:00:00.818120, arrival_time=2021-04-10 03:11:47.067285, cost_time=0:00:00.818113 2021-04-10 03:11:46,622 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=1.49ms, fps=6876 images/s, loss=1.5964, top1-acc=68.57%, top5-acc=88.42%, remaining_time=0:00:00.397000, arrival_time=2021-04-10 03:11:47.018946, cost_time=0:00:01.190986 2021-04-10 03:11:46,957 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.07ms, fps=6927 images/s, loss=1.6168, top1-acc=68.38%, top5-acc=88.47%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:46.957310, cost_time=0:00:01.526376 2021-04-10 03:11:47,434 INFO : Epoch=0142 complete, best val top1-acc=68.47%, top5-acc=88.63% (epoch=141), remaining_time=0:24:04.947446, arrival_time=2021-04-10 03:35:52.381518, cost_time=0:58:57.630008 2021-04-10 03:11:47,434 INFO : Train start, epoch=0143, lr=0.019355 2021-04-10 03:11:48,776 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=1.57ms, fps=1909 images/s, loss=0.1243, top1-acc=96.13%, top5-acc=99.92%, remaining_time=0:00:24.945576, arrival_time=2021-04-10 03:12:13.721721, cost_time=0:00:01.341158 2021-04-10 03:11:49,927 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=1.66ms, fps=2226 images/s, loss=0.1335, top1-acc=96.13%, top5-acc=99.75%, remaining_time=0:00:21.929952, arrival_time=2021-04-10 03:12:11.857013, cost_time=0:00:02.492050 2021-04-10 03:11:51,074 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=1.49ms, fps=2232 images/s, loss=0.1336, top1-acc=96.18%, top5-acc=99.78%, remaining_time=0:00:20.139950, arrival_time=2021-04-10 03:12:11.214670, cost_time=0:00:03.639756 2021-04-10 03:11:52,223 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.33ms, fps=2230 images/s, loss=0.1306, top1-acc=96.30%, top5-acc=99.81%, remaining_time=0:00:18.674760, arrival_time=2021-04-10 03:12:10.898009, cost_time=0:00:04.788400 2021-04-10 03:11:53,377 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=1.55ms, fps=2219 images/s, loss=0.1307, top1-acc=96.31%, top5-acc=99.81%, remaining_time=0:00:17.352392, arrival_time=2021-04-10 03:12:10.729919, cost_time=0:00:05.942607 2021-04-10 03:11:54,534 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=2.47ms, fps=2213 images/s, loss=0.1296, top1-acc=96.32%, top5-acc=99.81%, remaining_time=0:00:16.093288, arrival_time=2021-04-10 03:12:10.628180, cost_time=0:00:07.099996 2021-04-10 03:11:55,685 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=1.57ms, fps=2227 images/s, loss=0.1300, top1-acc=96.29%, top5-acc=99.80%, remaining_time=0:00:14.850612, arrival_time=2021-04-10 03:12:10.535842, cost_time=0:00:08.250329 2021-04-10 03:11:56,838 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=1.74ms, fps=2220 images/s, loss=0.1329, top1-acc=96.19%, top5-acc=99.81%, remaining_time=0:00:13.635568, arrival_time=2021-04-10 03:12:10.474318, cost_time=0:00:09.403865 2021-04-10 03:11:57,992 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=2.44ms, fps=2220 images/s, loss=0.1357, top1-acc=96.08%, top5-acc=99.78%, remaining_time=0:00:12.434436, arrival_time=2021-04-10 03:12:10.426848, cost_time=0:00:10.557496 2021-04-10 03:11:59,136 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=1.38ms, fps=2239 images/s, loss=0.1358, top1-acc=96.07%, top5-acc=99.78%, remaining_time=0:00:11.233536, arrival_time=2021-04-10 03:12:10.369949, cost_time=0:00:11.701578 2021-04-10 03:12:00,291 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=1.36ms, fps=2217 images/s, loss=0.1356, top1-acc=96.10%, top5-acc=99.77%, remaining_time=0:00:10.051766, arrival_time=2021-04-10 03:12:10.343605, cost_time=0:00:12.856933 2021-04-10 03:12:01,437 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=1.77ms, fps=2236 images/s, loss=0.1369, top1-acc=96.08%, top5-acc=99.78%, remaining_time=0:00:08.868136, arrival_time=2021-04-10 03:12:10.305308, cost_time=0:00:14.002312 2021-04-10 03:12:02,584 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=1.41ms, fps=2233 images/s, loss=0.1372, top1-acc=96.07%, top5-acc=99.79%, remaining_time=0:00:07.691178, arrival_time=2021-04-10 03:12:10.275281, cost_time=0:00:15.149247 2021-04-10 03:12:03,737 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=2.77ms, fps=2220 images/s, loss=0.1380, top1-acc=96.03%, top5-acc=99.79%, remaining_time=0:00:06.521088, arrival_time=2021-04-10 03:12:10.258806, cost_time=0:00:16.302773 2021-04-10 03:12:04,888 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=1.54ms, fps=2226 images/s, loss=0.1372, top1-acc=96.04%, top5-acc=99.78%, remaining_time=0:00:05.352376, arrival_time=2021-04-10 03:12:10.240656, cost_time=0:00:17.453427 2021-04-10 03:12:06,030 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=1.40ms, fps=2242 images/s, loss=0.1370, top1-acc=96.06%, top5-acc=99.79%, remaining_time=0:00:04.184064, arrival_time=2021-04-10 03:12:10.214663, cost_time=0:00:18.595781 2021-04-10 03:12:07,176 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=2.10ms, fps=2234 images/s, loss=0.1379, top1-acc=96.01%, top5-acc=99.79%, remaining_time=0:00:03.019354, arrival_time=2021-04-10 03:12:10.196134, cost_time=0:00:19.741874 2021-04-10 03:12:08,320 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=1.45ms, fps=2240 images/s, loss=0.1387, top1-acc=96.00%, top5-acc=99.78%, remaining_time=0:00:01.856464, arrival_time=2021-04-10 03:12:10.176486, cost_time=0:00:20.885182 2021-04-10 03:12:09,469 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=1.38ms, fps=2228 images/s, loss=0.1392, top1-acc=95.99%, top5-acc=99.78%, remaining_time=0:00:00.695832, arrival_time=2021-04-10 03:12:10.165308, cost_time=0:00:22.034668 2021-04-10 03:12:10,085 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=1.65ms, fps=2210 images/s, loss=0.1398, top1-acc=95.97%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:10.085404, cost_time=0:00:22.650551 2021-04-10 03:12:10,565 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=0.30ms, fps=5345 images/s, loss=1.6438, top1-acc=67.23%, top5-acc=88.59%, remaining_time=0:00:01.436880, arrival_time=2021-04-10 03:12:12.002237, cost_time=0:00:00.478963 2021-04-10 03:12:10,933 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=1.34ms, fps=6973 images/s, loss=1.5956, top1-acc=68.42%, top5-acc=88.89%, remaining_time=0:00:00.846600, arrival_time=2021-04-10 03:12:11.779558, cost_time=0:00:00.846609 2021-04-10 03:12:11,301 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=1.40ms, fps=6959 images/s, loss=1.5898, top1-acc=68.53%, top5-acc=88.54%, remaining_time=0:00:00.404950, arrival_time=2021-04-10 03:12:11.706127, cost_time=0:00:01.214849 2021-04-10 03:12:11,637 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=0.11ms, fps=6906 images/s, loss=1.5839, top1-acc=68.65%, top5-acc=88.48%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:11.637439, cost_time=0:00:01.551121 2021-04-10 03:12:12,693 INFO : Epoch=0143 complete, best val top1-acc=68.65%, top5-acc=88.48% (epoch=143), remaining_time=0:23:40.172556, arrival_time=2021-04-10 03:35:52.865680, cost_time=0:59:22.888987 2021-04-10 03:12:12,693 INFO : Train start, epoch=0144, lr=0.018738 2021-04-10 03:12:14,071 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=0.25ms, fps=1858 images/s, loss=0.1316, top1-acc=95.74%, top5-acc=99.80%, remaining_time=0:00:25.623174, arrival_time=2021-04-10 03:12:39.694708, cost_time=0:00:01.377591 2021-04-10 03:12:15,218 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=1.54ms, fps=2234 images/s, loss=0.1254, top1-acc=96.21%, top5-acc=99.82%, remaining_time=0:00:22.211552, arrival_time=2021-04-10 03:12:37.429500, cost_time=0:00:02.524041 2021-04-10 03:12:16,366 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=1.48ms, fps=2231 images/s, loss=0.1310, top1-acc=96.17%, top5-acc=99.77%, remaining_time=0:00:20.320392, arrival_time=2021-04-10 03:12:36.686658, cost_time=0:00:03.672368 2021-04-10 03:12:17,511 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=1.58ms, fps=2236 images/s, loss=0.1327, top1-acc=96.04%, top5-acc=99.78%, remaining_time=0:00:18.788952, arrival_time=2021-04-10 03:12:36.300508, cost_time=0:00:04.817670 2021-04-10 03:12:18,665 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=1.61ms, fps=2220 images/s, loss=0.1335, top1-acc=96.14%, top5-acc=99.75%, remaining_time=0:00:17.436196, arrival_time=2021-04-10 03:12:36.101476, cost_time=0:00:05.971315 2021-04-10 03:12:19,823 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=2.38ms, fps=2212 images/s, loss=0.1324, top1-acc=96.20%, top5-acc=99.75%, remaining_time=0:00:16.160608, arrival_time=2021-04-10 03:12:35.984316, cost_time=0:00:07.129690 2021-04-10 03:12:20,967 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=1.77ms, fps=2240 images/s, loss=0.1316, top1-acc=96.23%, top5-acc=99.77%, remaining_time=0:00:14.892318, arrival_time=2021-04-10 03:12:35.859701, cost_time=0:00:08.273501 2021-04-10 03:12:22,113 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=1.42ms, fps=2235 images/s, loss=0.1329, top1-acc=96.16%, top5-acc=99.76%, remaining_time=0:00:13.658536, arrival_time=2021-04-10 03:12:35.772091, cost_time=0:00:09.419709 2021-04-10 03:12:23,269 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.62ms, fps=2217 images/s, loss=0.1331, top1-acc=96.16%, top5-acc=99.76%, remaining_time=0:00:12.455106, arrival_time=2021-04-10 03:12:35.724122, cost_time=0:00:10.575047 2021-04-10 03:12:24,413 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=1.83ms, fps=2239 images/s, loss=0.1298, top1-acc=96.26%, top5-acc=99.78%, remaining_time=0:00:11.250528, arrival_time=2021-04-10 03:12:35.663726, cost_time=0:00:11.719289 2021-04-10 03:12:25,555 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.46ms, fps=2242 images/s, loss=0.1317, top1-acc=96.23%, top5-acc=99.77%, remaining_time=0:00:10.055550, arrival_time=2021-04-10 03:12:35.611117, cost_time=0:00:12.861739 2021-04-10 03:12:26,699 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=1.53ms, fps=2238 images/s, loss=0.1310, top1-acc=96.22%, top5-acc=99.78%, remaining_time=0:00:08.870340, arrival_time=2021-04-10 03:12:35.570094, cost_time=0:00:14.005846 2021-04-10 03:12:27,843 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=2.41ms, fps=2239 images/s, loss=0.1315, top1-acc=96.21%, top5-acc=99.79%, remaining_time=0:00:07.691574, arrival_time=2021-04-10 03:12:35.535476, cost_time=0:00:15.150069 2021-04-10 03:12:28,992 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=1.94ms, fps=2230 images/s, loss=0.1307, top1-acc=96.21%, top5-acc=99.79%, remaining_time=0:00:06.519352, arrival_time=2021-04-10 03:12:35.511665, cost_time=0:00:16.298390 2021-04-10 03:12:30,141 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=1.81ms, fps=2228 images/s, loss=0.1329, top1-acc=96.16%, top5-acc=99.79%, remaining_time=0:00:05.350674, arrival_time=2021-04-10 03:12:35.492397, cost_time=0:00:17.447851 2021-04-10 03:12:31,289 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=1.84ms, fps=2233 images/s, loss=0.1347, top1-acc=96.11%, top5-acc=99.78%, remaining_time=0:00:04.183884, arrival_time=2021-04-10 03:12:35.472850, cost_time=0:00:18.595032 2021-04-10 03:12:32,451 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=2.03ms, fps=2203 images/s, loss=0.1358, top1-acc=96.09%, top5-acc=99.78%, remaining_time=0:00:03.021824, arrival_time=2021-04-10 03:12:35.473681, cost_time=0:00:19.757999 2021-04-10 03:12:33,604 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=1.67ms, fps=2223 images/s, loss=0.1366, top1-acc=96.07%, top5-acc=99.78%, remaining_time=0:00:01.858688, arrival_time=2021-04-10 03:12:35.462826, cost_time=0:00:20.910306 2021-04-10 03:12:34,750 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=1.44ms, fps=2234 images/s, loss=0.1369, top1-acc=96.06%, top5-acc=99.78%, remaining_time=0:00:00.696516, arrival_time=2021-04-10 03:12:35.446802, cost_time=0:00:22.056415 2021-04-10 03:12:35,364 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=1.36ms, fps=2218 images/s, loss=0.1375, top1-acc=96.05%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:35.363979, cost_time=0:00:22.670147 2021-04-10 03:12:35,853 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=0.41ms, fps=5244 images/s, loss=1.5883, top1-acc=69.02%, top5-acc=88.32%, remaining_time=0:00:01.464480, arrival_time=2021-04-10 03:12:37.317683, cost_time=0:00:00.488156 2021-04-10 03:12:36,224 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=1.38ms, fps=6905 images/s, loss=1.6394, top1-acc=68.46%, top5-acc=88.26%, remaining_time=0:00:00.859440, arrival_time=2021-04-10 03:12:37.083880, cost_time=0:00:00.859450 2021-04-10 03:12:36,600 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=1.39ms, fps=6822 images/s, loss=1.6488, top1-acc=68.19%, top5-acc=88.09%, remaining_time=0:00:00.411690, arrival_time=2021-04-10 03:12:37.011749, cost_time=0:00:01.235080 2021-04-10 03:12:36,936 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=0.07ms, fps=6908 images/s, loss=1.6942, top1-acc=67.83%, top5-acc=87.64%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:36.936211, cost_time=0:00:01.571270 2021-04-10 03:12:37,407 INFO : Epoch=0144 complete, best val top1-acc=68.65%, top5-acc=88.48% (epoch=143), remaining_time=0:23:15.179184, arrival_time=2021-04-10 03:35:52.586838, cost_time=0:59:47.603622 2021-04-10 03:12:37,408 INFO : Train start, epoch=0145, lr=0.018129 2021-04-10 03:12:38,749 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=24.90ms, fps=1908 images/s, loss=0.1375, top1-acc=96.09%, top5-acc=99.84%, remaining_time=0:00:24.951714, arrival_time=2021-04-10 03:13:03.701548, cost_time=0:00:01.341486 2021-04-10 03:12:39,894 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.38ms, fps=2238 images/s, loss=0.1404, top1-acc=96.15%, top5-acc=99.77%, remaining_time=0:00:21.877504, arrival_time=2021-04-10 03:13:01.771946, cost_time=0:00:02.486079 2021-04-10 03:12:41,039 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=1.66ms, fps=2237 images/s, loss=0.1346, top1-acc=96.32%, top5-acc=99.79%, remaining_time=0:00:20.091644, arrival_time=2021-04-10 03:13:01.131001, cost_time=0:00:03.631009 2021-04-10 03:12:42,184 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.50ms, fps=2237 images/s, loss=0.1281, top1-acc=96.55%, top5-acc=99.79%, remaining_time=0:00:18.626556, arrival_time=2021-04-10 03:13:00.810925, cost_time=0:00:04.776056 2021-04-10 03:12:43,328 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=1.38ms, fps=2238 images/s, loss=0.1261, top1-acc=96.62%, top5-acc=99.79%, remaining_time=0:00:17.286838, arrival_time=2021-04-10 03:13:00.615380, cost_time=0:00:05.920162 2021-04-10 03:12:44,475 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=1.39ms, fps=2233 images/s, loss=0.1237, top1-acc=96.69%, top5-acc=99.78%, remaining_time=0:00:16.018488, arrival_time=2021-04-10 03:13:00.493939, cost_time=0:00:07.066978 2021-04-10 03:12:45,620 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=1.35ms, fps=2236 images/s, loss=0.1231, top1-acc=96.66%, top5-acc=99.80%, remaining_time=0:00:14.782698, arrival_time=2021-04-10 03:13:00.403614, cost_time=0:00:08.212596 2021-04-10 03:12:46,766 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=1.49ms, fps=2236 images/s, loss=0.1241, top1-acc=96.64%, top5-acc=99.81%, remaining_time=0:00:13.568752, arrival_time=2021-04-10 03:13:00.334853, cost_time=0:00:09.357797 2021-04-10 03:12:47,912 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.53ms, fps=2233 images/s, loss=0.1241, top1-acc=96.63%, top5-acc=99.82%, remaining_time=0:00:12.371896, arrival_time=2021-04-10 03:13:00.284648, cost_time=0:00:10.504445 2021-04-10 03:12:49,054 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=1.40ms, fps=2243 images/s, loss=0.1214, top1-acc=96.70%, top5-acc=99.82%, remaining_time=0:00:11.180160, arrival_time=2021-04-10 03:13:00.234506, cost_time=0:00:11.645994 2021-04-10 03:12:50,204 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=1.57ms, fps=2227 images/s, loss=0.1208, top1-acc=96.72%, top5-acc=99.81%, remaining_time=0:00:10.004380, arrival_time=2021-04-10 03:13:00.209108, cost_time=0:00:12.796249 2021-04-10 03:12:51,349 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=1.32ms, fps=2238 images/s, loss=0.1192, top1-acc=96.75%, top5-acc=99.81%, remaining_time=0:00:08.829300, arrival_time=2021-04-10 03:13:00.178585, cost_time=0:00:13.940958 2021-04-10 03:12:52,500 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.39ms, fps=2224 images/s, loss=0.1170, top1-acc=96.81%, top5-acc=99.81%, remaining_time=0:00:07.662336, arrival_time=2021-04-10 03:13:00.163078, cost_time=0:00:15.092452 2021-04-10 03:12:53,642 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=1.43ms, fps=2243 images/s, loss=0.1165, top1-acc=96.83%, top5-acc=99.82%, remaining_time=0:00:06.493536, arrival_time=2021-04-10 03:13:00.135759, cost_time=0:00:16.233906 2021-04-10 03:12:54,786 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=1.37ms, fps=2238 images/s, loss=0.1156, top1-acc=96.84%, top5-acc=99.82%, remaining_time=0:00:05.329238, arrival_time=2021-04-10 03:13:00.115556, cost_time=0:00:17.378013 2021-04-10 03:12:55,933 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=2.14ms, fps=2233 images/s, loss=0.1165, top1-acc=96.81%, top5-acc=99.81%, remaining_time=0:00:04.168116, arrival_time=2021-04-10 03:13:00.101381, cost_time=0:00:18.524892 2021-04-10 03:12:57,086 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=1.43ms, fps=2220 images/s, loss=0.1178, top1-acc=96.73%, top5-acc=99.81%, remaining_time=0:00:03.009630, arrival_time=2021-04-10 03:13:00.096391, cost_time=0:00:19.678348 2021-04-10 03:12:58,265 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=1.38ms, fps=2174 images/s, loss=0.1189, top1-acc=96.69%, top5-acc=99.81%, remaining_time=0:00:01.853920, arrival_time=2021-04-10 03:13:00.118991, cost_time=0:00:20.856675 2021-04-10 03:12:59,415 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.48ms, fps=2226 images/s, loss=0.1188, top1-acc=96.70%, top5-acc=99.80%, remaining_time=0:00:00.694962, arrival_time=2021-04-10 03:13:00.110516, cost_time=0:00:22.007104 2021-04-10 03:13:00,047 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=1.43ms, fps=2155 images/s, loss=0.1195, top1-acc=96.68%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 03:13:00.047357, cost_time=0:00:22.639030 2021-04-10 03:13:00,538 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=2.48ms, fps=5230 images/s, loss=1.5722, top1-acc=69.53%, top5-acc=88.52%, remaining_time=0:00:01.468500, arrival_time=2021-04-10 03:13:02.006559, cost_time=0:00:00.489496 2021-04-10 03:13:00,916 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=1.84ms, fps=6778 images/s, loss=1.5682, top1-acc=69.73%, top5-acc=88.20%, remaining_time=0:00:00.867680, arrival_time=2021-04-10 03:13:01.784019, cost_time=0:00:00.867676 2021-04-10 03:13:01,297 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=1.33ms, fps=6725 images/s, loss=1.5908, top1-acc=69.17%, top5-acc=88.37%, remaining_time=0:00:00.416380, arrival_time=2021-04-10 03:13:01.714039, cost_time=0:00:01.249151 2021-04-10 03:13:01,637 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=0.08ms, fps=6836 images/s, loss=1.5949, top1-acc=68.90%, top5-acc=88.41%, remaining_time=0:00:00, arrival_time=2021-04-10 03:13:01.637391, cost_time=0:00:01.588913 2021-04-10 03:13:02,649 INFO : Epoch=0145 complete, best val top1-acc=68.90%, top5-acc=88.41% (epoch=145), remaining_time=0:22:50.389625, arrival_time=2021-04-10 03:35:53.039133, cost_time=1:00:12.845396 2021-04-10 03:13:02,650 INFO : Train start, epoch=0146, lr=0.017528 2021-04-10 03:13:04,003 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=0.51ms, fps=1893 images/s, loss=0.1133, top1-acc=96.80%, top5-acc=99.84%, remaining_time=0:00:25.148688, arrival_time=2021-04-10 03:13:29.151685, cost_time=0:00:01.352084 2021-04-10 03:13:05,148 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=1.55ms, fps=2236 images/s, loss=0.1062, top1-acc=97.25%, top5-acc=99.82%, remaining_time=0:00:21.977296, arrival_time=2021-04-10 03:13:27.125645, cost_time=0:00:02.497417 2021-04-10 03:13:06,294 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.37ms, fps=2234 images/s, loss=0.1033, top1-acc=97.27%, top5-acc=99.83%, remaining_time=0:00:20.162028, arrival_time=2021-04-10 03:13:26.456696, cost_time=0:00:03.643734 2021-04-10 03:13:07,438 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=1.83ms, fps=2240 images/s, loss=0.1042, top1-acc=97.25%, top5-acc=99.81%, remaining_time=0:00:18.669612, arrival_time=2021-04-10 03:13:26.107589, cost_time=0:00:04.787062 2021-04-10 03:13:08,591 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=1.41ms, fps=2221 images/s, loss=0.1055, top1-acc=97.26%, top5-acc=99.81%, remaining_time=0:00:17.345384, arrival_time=2021-04-10 03:13:25.936596, cost_time=0:00:05.940218 2021-04-10 03:13:09,737 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=1.49ms, fps=2235 images/s, loss=0.1028, top1-acc=97.27%, top5-acc=99.83%, remaining_time=0:00:16.062688, arrival_time=2021-04-10 03:13:25.800152, cost_time=0:00:07.086472 2021-04-10 03:13:10,890 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=2.01ms, fps=2222 images/s, loss=0.1044, top1-acc=97.23%, top5-acc=99.83%, remaining_time=0:00:14.831082, arrival_time=2021-04-10 03:13:25.721462, cost_time=0:00:08.239483 2021-04-10 03:13:12,040 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=1.36ms, fps=2228 images/s, loss=0.1035, top1-acc=97.24%, top5-acc=99.83%, remaining_time=0:00:13.614688, arrival_time=2021-04-10 03:13:25.654946, cost_time=0:00:09.389422 2021-04-10 03:13:13,198 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=1.62ms, fps=2211 images/s, loss=0.1044, top1-acc=97.14%, top5-acc=99.84%, remaining_time=0:00:12.422670, arrival_time=2021-04-10 03:13:25.621121, cost_time=0:00:10.547541 2021-04-10 03:13:14,349 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=2.02ms, fps=2226 images/s, loss=0.1036, top1-acc=97.16%, top5-acc=99.84%, remaining_time=0:00:11.230368, arrival_time=2021-04-10 03:13:25.579558, cost_time=0:00:11.698349 2021-04-10 03:13:15,500 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=1.95ms, fps=2225 images/s, loss=0.1060, top1-acc=97.09%, top5-acc=99.83%, remaining_time=0:00:10.045746, arrival_time=2021-04-10 03:13:25.545906, cost_time=0:00:12.849188 2021-04-10 03:13:16,642 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=1.52ms, fps=2242 images/s, loss=0.1071, top1-acc=97.06%, top5-acc=99.83%, remaining_time=0:00:08.861372, arrival_time=2021-04-10 03:13:25.503826, cost_time=0:00:13.991606 2021-04-10 03:13:17,786 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.54ms, fps=2238 images/s, loss=0.1074, top1-acc=97.04%, top5-acc=99.83%, remaining_time=0:00:07.684446, arrival_time=2021-04-10 03:13:25.471353, cost_time=0:00:15.136068 2021-04-10 03:13:18,937 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=1.86ms, fps=2226 images/s, loss=0.1081, top1-acc=97.03%, top5-acc=99.83%, remaining_time=0:00:06.514536, arrival_time=2021-04-10 03:13:25.451808, cost_time=0:00:16.286350 2021-04-10 03:13:20,086 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=2.24ms, fps=2228 images/s, loss=0.1094, top1-acc=97.01%, top5-acc=99.83%, remaining_time=0:00:05.346994, arrival_time=2021-04-10 03:13:25.433760, cost_time=0:00:17.435867 2021-04-10 03:13:21,234 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.48ms, fps=2232 images/s, loss=0.1100, top1-acc=96.98%, top5-acc=99.83%, remaining_time=0:00:04.181220, arrival_time=2021-04-10 03:13:25.415337, cost_time=0:00:18.583273 2021-04-10 03:13:22,379 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=1.32ms, fps=2236 images/s, loss=0.1101, top1-acc=96.97%, top5-acc=99.83%, remaining_time=0:00:03.017326, arrival_time=2021-04-10 03:13:25.396972, cost_time=0:00:19.728737 2021-04-10 03:13:23,523 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=1.53ms, fps=2239 images/s, loss=0.1107, top1-acc=96.95%, top5-acc=99.82%, remaining_time=0:00:01.855360, arrival_time=2021-04-10 03:13:25.379079, cost_time=0:00:20.872854 2021-04-10 03:13:24,668 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.40ms, fps=2238 images/s, loss=0.1108, top1-acc=96.93%, top5-acc=99.83%, remaining_time=0:00:00.695286, arrival_time=2021-04-10 03:13:25.363491, cost_time=0:00:22.017361 2021-04-10 03:13:25,282 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=1.54ms, fps=2215 images/s, loss=0.1110, top1-acc=96.93%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 03:13:25.282473, cost_time=0:00:22.631642 2021-04-10 03:13:25,736 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=0.29ms, fps=5658 images/s, loss=1.5483, top1-acc=69.49%, top5-acc=89.18%, remaining_time=0:00:01.357170, arrival_time=2021-04-10 03:13:27.093135, cost_time=0:00:00.452393 2021-04-10 03:13:26,114 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=1.84ms, fps=6780 images/s, loss=1.5864, top1-acc=68.85%, top5-acc=89.00%, remaining_time=0:00:00.830520, arrival_time=2021-04-10 03:13:26.944576, cost_time=0:00:00.830511 2021-04-10 03:13:26,489 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=1.53ms, fps=6821 images/s, loss=1.5898, top1-acc=68.98%, top5-acc=89.00%, remaining_time=0:00:00.402110, arrival_time=2021-04-10 03:13:26.891922, cost_time=0:00:01.206318 2021-04-10 03:13:26,828 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=0.07ms, fps=6861 images/s, loss=1.5973, top1-acc=68.56%, top5-acc=88.72%, remaining_time=0:00:00, arrival_time=2021-04-10 03:13:26.828326, cost_time=0:00:01.544792 2021-04-10 03:13:27,310 INFO : Epoch=0146 complete, best val top1-acc=68.90%, top5-acc=88.41% (epoch=145), remaining_time=0:22:25.379112, arrival_time=2021-04-10 03:35:52.689586, cost_time=1:00:37.506438 2021-04-10 03:13:27,311 INFO : Train start, epoch=0147, lr=0.016934 2021-04-10 03:13:28,638 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=1.48ms, fps=1929 images/s, loss=0.1145, top1-acc=97.34%, top5-acc=99.92%, remaining_time=0:00:24.682572, arrival_time=2021-04-10 03:13:53.321009, cost_time=0:00:01.327021 2021-04-10 03:13:29,784 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=1.38ms, fps=2235 images/s, loss=0.1067, top1-acc=97.27%, top5-acc=99.92%, remaining_time=0:00:21.761696, arrival_time=2021-04-10 03:13:51.546003, cost_time=0:00:02.472915 2021-04-10 03:13:30,935 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=1.53ms, fps=2225 images/s, loss=0.1064, top1-acc=97.15%, top5-acc=99.92%, remaining_time=0:00:20.050974, arrival_time=2021-04-10 03:13:50.986092, cost_time=0:00:03.623678 2021-04-10 03:13:32,083 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=1.40ms, fps=2231 images/s, loss=0.1070, top1-acc=97.09%, top5-acc=99.89%, remaining_time=0:00:18.608772, arrival_time=2021-04-10 03:13:50.691889, cost_time=0:00:04.771477 2021-04-10 03:13:33,230 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=1.58ms, fps=2232 images/s, loss=0.1065, top1-acc=97.10%, top5-acc=99.87%, remaining_time=0:00:17.284064, arrival_time=2021-04-10 03:13:50.514700, cost_time=0:00:05.919189 2021-04-10 03:13:34,384 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=2.09ms, fps=2220 images/s, loss=0.1075, top1-acc=96.93%, top5-acc=99.86%, remaining_time=0:00:16.032224, arrival_time=2021-04-10 03:13:50.416629, cost_time=0:00:07.073016 2021-04-10 03:13:35,538 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=1.87ms, fps=2219 images/s, loss=0.1073, top1-acc=96.91%, top5-acc=99.87%, remaining_time=0:00:14.809158, arrival_time=2021-04-10 03:13:50.347877, cost_time=0:00:08.227328 2021-04-10 03:13:36,699 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=1.45ms, fps=2207 images/s, loss=0.1085, top1-acc=96.91%, top5-acc=99.87%, remaining_time=0:00:13.612136, arrival_time=2021-04-10 03:13:50.311281, cost_time=0:00:09.387684 2021-04-10 03:13:37,858 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=1.91ms, fps=2210 images/s, loss=0.1091, top1-acc=96.90%, top5-acc=99.88%, remaining_time=0:00:12.421822, arrival_time=2021-04-10 03:13:50.280167, cost_time=0:00:10.546862 2021-04-10 03:13:39,004 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=1.65ms, fps=2234 images/s, loss=0.1092, top1-acc=96.91%, top5-acc=99.88%, remaining_time=0:00:11.225472, arrival_time=2021-04-10 03:13:50.230195, cost_time=0:00:11.693215 2021-04-10 03:13:40,153 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=1.46ms, fps=2230 images/s, loss=0.1111, top1-acc=96.88%, top5-acc=99.87%, remaining_time=0:00:10.040070, arrival_time=2021-04-10 03:13:50.193683, cost_time=0:00:12.841970 2021-04-10 03:13:41,303 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=1.54ms, fps=2228 images/s, loss=0.1094, top1-acc=96.91%, top5-acc=99.87%, remaining_time=0:00:08.861600, arrival_time=2021-04-10 03:13:50.165039, cost_time=0:00:13.992019 2021-04-10 03:13:42,450 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=2.23ms, fps=2233 images/s, loss=0.1106, top1-acc=96.90%, top5-acc=99.86%, remaining_time=0:00:07.685898, arrival_time=2021-04-10 03:13:50.136278, cost_time=0:00:15.138876 2021-04-10 03:13:43,598 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.47ms, fps=2231 images/s, loss=0.1096, top1-acc=96.93%, top5-acc=99.86%, remaining_time=0:00:06.514704, arrival_time=2021-04-10 03:13:50.113018, cost_time=0:00:16.286830 2021-04-10 03:13:44,751 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=1.68ms, fps=2221 images/s, loss=0.1095, top1-acc=96.93%, top5-acc=99.86%, remaining_time=0:00:05.348282, arrival_time=2021-04-10 03:13:50.099786, cost_time=0:00:17.439986 2021-04-10 03:13:45,900 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=1.35ms, fps=2229 images/s, loss=0.1099, top1-acc=96.91%, top5-acc=99.86%, remaining_time=0:00:04.182516, arrival_time=2021-04-10 03:13:50.082956, cost_time=0:00:18.588979 2021-04-10 03:13:47,050 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.37ms, fps=2227 images/s, loss=0.1101, top1-acc=96.91%, top5-acc=99.85%, remaining_time=0:00:03.018912, arrival_time=2021-04-10 03:13:50.069437, cost_time=0:00:19.739092 2021-04-10 03:13:48,202 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=2.56ms, fps=2224 images/s, loss=0.1108, top1-acc=96.88%, top5-acc=99.84%, remaining_time=0:00:01.856944, arrival_time=2021-04-10 03:13:50.059131, cost_time=0:00:20.890620 2021-04-10 03:13:49,349 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.27ms, fps=2234 images/s, loss=0.1105, top1-acc=96.89%, top5-acc=99.84%, remaining_time=0:00:00.695928, arrival_time=2021-04-10 03:13:50.044944, cost_time=0:00:22.037628 2021-04-10 03:13:49,964 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=1.16ms, fps=2213 images/s, loss=0.1104, top1-acc=96.87%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-10 03:13:49.963980, cost_time=0:00:22.652596 2021-04-10 03:13:50,426 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=1.43ms, fps=5544 images/s, loss=1.5726, top1-acc=69.77%, top5-acc=88.71%, remaining_time=0:00:01.385160, arrival_time=2021-04-10 03:13:51.811902, cost_time=0:00:00.461723 2021-04-10 03:13:50,795 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=1.28ms, fps=6944 images/s, loss=1.5514, top1-acc=69.63%, top5-acc=88.96%, remaining_time=0:00:00.830880, arrival_time=2021-04-10 03:13:51.626771, cost_time=0:00:00.830871 2021-04-10 03:13:51,175 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=2.15ms, fps=6749 images/s, loss=1.5687, top1-acc=69.34%, top5-acc=88.65%, remaining_time=0:00:00.403540, arrival_time=2021-04-10 03:13:51.579180, cost_time=0:00:01.210633 2021-04-10 03:13:51,513 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=0.08ms, fps=6883 images/s, loss=1.5756, top1-acc=69.42%, top5-acc=88.78%, remaining_time=0:00:00, arrival_time=2021-04-10 03:13:51.513088, cost_time=0:00:01.548128 2021-04-10 03:13:52,506 INFO : Epoch=0147 complete, best val top1-acc=69.42%, top5-acc=88.78% (epoch=147), remaining_time=0:22:00.566232, arrival_time=2021-04-10 03:35:53.072939, cost_time=1:01:02.702631 2021-04-10 03:13:52,507 INFO : Train start, epoch=0148, lr=0.016349 2021-04-10 03:13:53,845 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=0.32ms, fps=1914 images/s, loss=0.0935, top1-acc=97.66%, top5-acc=99.96%, remaining_time=0:00:24.879732, arrival_time=2021-04-10 03:14:18.725137, cost_time=0:00:01.337619 2021-04-10 03:13:54,991 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=1.63ms, fps=2235 images/s, loss=0.0910, top1-acc=97.68%, top5-acc=99.90%, remaining_time=0:00:21.856032, arrival_time=2021-04-10 03:14:16.847465, cost_time=0:00:02.483636 2021-04-10 03:13:56,142 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=1.55ms, fps=2225 images/s, loss=0.0902, top1-acc=97.66%, top5-acc=99.90%, remaining_time=0:00:20.111730, arrival_time=2021-04-10 03:14:16.254183, cost_time=0:00:03.634654 2021-04-10 03:13:57,284 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=1.46ms, fps=2243 images/s, loss=0.0907, top1-acc=97.65%, top5-acc=99.84%, remaining_time=0:00:18.629676, arrival_time=2021-04-10 03:14:15.914258, cost_time=0:00:04.776857 2021-04-10 03:13:58,433 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=1.40ms, fps=2230 images/s, loss=0.0940, top1-acc=97.57%, top5-acc=99.84%, remaining_time=0:00:17.301730, arrival_time=2021-04-10 03:14:15.734734, cost_time=0:00:05.925238 2021-04-10 03:13:59,576 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=1.26ms, fps=2240 images/s, loss=0.0922, top1-acc=97.52%, top5-acc=99.86%, remaining_time=0:00:16.022024, arrival_time=2021-04-10 03:14:15.598226, cost_time=0:00:07.068511 2021-04-10 03:14:00,722 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=2.31ms, fps=2235 images/s, loss=0.0914, top1-acc=97.50%, top5-acc=99.87%, remaining_time=0:00:14.785722, arrival_time=2021-04-10 03:14:15.507839, cost_time=0:00:08.214321 2021-04-10 03:14:01,868 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=1.50ms, fps=2234 images/s, loss=0.0901, top1-acc=97.52%, top5-acc=99.86%, remaining_time=0:00:13.573624, arrival_time=2021-04-10 03:14:15.442474, cost_time=0:00:09.361087 2021-04-10 03:14:03,038 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.39ms, fps=2190 images/s, loss=0.0895, top1-acc=97.54%, top5-acc=99.87%, remaining_time=0:00:12.402636, arrival_time=2021-04-10 03:14:15.440957, cost_time=0:00:10.530496 2021-04-10 03:14:04,192 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=1.98ms, fps=2219 images/s, loss=0.0920, top1-acc=97.50%, top5-acc=99.87%, remaining_time=0:00:11.217312, arrival_time=2021-04-10 03:14:15.409751, cost_time=0:00:11.684676 2021-04-10 03:14:05,340 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=1.84ms, fps=2232 images/s, loss=0.0921, top1-acc=97.51%, top5-acc=99.86%, remaining_time=0:00:10.032588, arrival_time=2021-04-10 03:14:15.372733, cost_time=0:00:12.832376 2021-04-10 03:14:06,482 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=2.05ms, fps=2241 images/s, loss=0.0930, top1-acc=97.47%, top5-acc=99.86%, remaining_time=0:00:08.850884, arrival_time=2021-04-10 03:14:15.333727, cost_time=0:00:13.975108 2021-04-10 03:14:07,630 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=1.55ms, fps=2232 images/s, loss=0.0946, top1-acc=97.42%, top5-acc=99.86%, remaining_time=0:00:07.677516, arrival_time=2021-04-10 03:14:15.307574, cost_time=0:00:15.122359 2021-04-10 03:14:08,771 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=1.45ms, fps=2244 images/s, loss=0.0947, top1-acc=97.44%, top5-acc=99.85%, remaining_time=0:00:06.505352, arrival_time=2021-04-10 03:14:15.276546, cost_time=0:00:16.263388 2021-04-10 03:14:09,922 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.52ms, fps=2225 images/s, loss=0.0947, top1-acc=97.41%, top5-acc=99.85%, remaining_time=0:00:05.340416, arrival_time=2021-04-10 03:14:15.262503, cost_time=0:00:17.414375 2021-04-10 03:14:11,063 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=1.49ms, fps=2244 images/s, loss=0.0935, top1-acc=97.44%, top5-acc=99.86%, remaining_time=0:00:04.174992, arrival_time=2021-04-10 03:14:15.238219, cost_time=0:00:18.555521 2021-04-10 03:14:12,211 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=2.72ms, fps=2231 images/s, loss=0.0951, top1-acc=97.41%, top5-acc=99.86%, remaining_time=0:00:03.013452, arrival_time=2021-04-10 03:14:15.224659, cost_time=0:00:19.703365 2021-04-10 03:14:13,364 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=2.30ms, fps=2222 images/s, loss=0.0956, top1-acc=97.40%, top5-acc=99.86%, remaining_time=0:00:01.853872, arrival_time=2021-04-10 03:14:15.217781, cost_time=0:00:20.856085 2021-04-10 03:14:14,514 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.43ms, fps=2226 images/s, loss=0.0962, top1-acc=97.37%, top5-acc=99.87%, remaining_time=0:00:00.694956, arrival_time=2021-04-10 03:14:15.209559, cost_time=0:00:22.006863 2021-04-10 03:14:15,131 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=1.24ms, fps=2208 images/s, loss=0.0965, top1-acc=97.35%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:15.131054, cost_time=0:00:22.623359 2021-04-10 03:14:15,621 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=1.45ms, fps=5230 images/s, loss=1.6657, top1-acc=68.09%, top5-acc=86.37%, remaining_time=0:00:01.468410, arrival_time=2021-04-10 03:14:17.089870, cost_time=0:00:00.489470 2021-04-10 03:14:15,996 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=0.29ms, fps=6828 images/s, loss=1.6587, top1-acc=68.18%, top5-acc=87.34%, remaining_time=0:00:00.864880, arrival_time=2021-04-10 03:14:16.861717, cost_time=0:00:00.864880 2021-04-10 03:14:16,376 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=1.35ms, fps=6746 images/s, loss=1.6429, top1-acc=67.92%, top5-acc=87.76%, remaining_time=0:00:00.414950, arrival_time=2021-04-10 03:14:16.791761, cost_time=0:00:01.244840 2021-04-10 03:14:16,712 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=0.06ms, fps=6922 images/s, loss=1.6125, top1-acc=68.30%, top5-acc=87.95%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:16.712371, cost_time=0:00:01.580474 2021-04-10 03:14:17,237 INFO : Epoch=0148 complete, best val top1-acc=69.42%, top5-acc=88.78% (epoch=147), remaining_time=0:21:35.584732, arrival_time=2021-04-10 03:35:52.822202, cost_time=1:01:27.433415 2021-04-10 03:14:17,238 INFO : Train start, epoch=0149, lr=0.015773 2021-04-10 03:14:18,614 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=1.51ms, fps=1860 images/s, loss=0.1015, top1-acc=97.23%, top5-acc=99.92%, remaining_time=0:00:25.598808, arrival_time=2021-04-10 03:14:44.213553, cost_time=0:00:01.376281 2021-04-10 03:14:19,760 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.77ms, fps=2235 images/s, loss=0.1062, top1-acc=97.17%, top5-acc=99.88%, remaining_time=0:00:22.194832, arrival_time=2021-04-10 03:14:41.955386, cost_time=0:00:02.522149 2021-04-10 03:14:20,907 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=1.31ms, fps=2233 images/s, loss=0.1026, top1-acc=97.21%, top5-acc=99.87%, remaining_time=0:00:20.301468, arrival_time=2021-04-10 03:14:41.208796, cost_time=0:00:03.668937 2021-04-10 03:14:22,057 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=1.44ms, fps=2226 images/s, loss=0.0972, top1-acc=97.32%, top5-acc=99.89%, remaining_time=0:00:18.794724, arrival_time=2021-04-10 03:14:40.852262, cost_time=0:00:04.819153 2021-04-10 03:14:23,205 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=2.60ms, fps=2232 images/s, loss=0.0948, top1-acc=97.34%, top5-acc=99.91%, remaining_time=0:00:17.422910, arrival_time=2021-04-10 03:14:40.628093, cost_time=0:00:05.966727 2021-04-10 03:14:24,354 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=1.49ms, fps=2228 images/s, loss=0.0945, top1-acc=97.34%, top5-acc=99.92%, remaining_time=0:00:16.130144, arrival_time=2021-04-10 03:14:40.484794, cost_time=0:00:07.116250 2021-04-10 03:14:25,502 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=1.65ms, fps=2232 images/s, loss=0.0919, top1-acc=97.42%, top5-acc=99.93%, remaining_time=0:00:14.874930, arrival_time=2021-04-10 03:14:40.377148, cost_time=0:00:08.263822 2021-04-10 03:14:26,650 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=2.75ms, fps=2231 images/s, loss=0.0887, top1-acc=97.50%, top5-acc=99.93%, remaining_time=0:00:13.647284, arrival_time=2021-04-10 03:14:40.297652, cost_time=0:00:09.411929 2021-04-10 03:14:27,801 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=1.52ms, fps=2226 images/s, loss=0.0871, top1-acc=97.56%, top5-acc=99.93%, remaining_time=0:00:12.440478, arrival_time=2021-04-10 03:14:40.241568, cost_time=0:00:10.562710 2021-04-10 03:14:28,940 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=1.30ms, fps=2251 images/s, loss=0.0861, top1-acc=97.56%, top5-acc=99.93%, remaining_time=0:00:11.233920, arrival_time=2021-04-10 03:14:40.174280, cost_time=0:00:11.701967 2021-04-10 03:14:30,087 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.85ms, fps=2234 images/s, loss=0.0856, top1-acc=97.58%, top5-acc=99.94%, remaining_time=0:00:10.045144, arrival_time=2021-04-10 03:14:40.132123, cost_time=0:00:12.848441 2021-04-10 03:14:31,236 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=1.55ms, fps=2228 images/s, loss=0.0857, top1-acc=97.56%, top5-acc=99.94%, remaining_time=0:00:08.865476, arrival_time=2021-04-10 03:14:40.101988, cost_time=0:00:13.998061 2021-04-10 03:14:32,386 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=1.42ms, fps=2228 images/s, loss=0.0863, top1-acc=97.54%, top5-acc=99.94%, remaining_time=0:00:07.690320, arrival_time=2021-04-10 03:14:40.076298, cost_time=0:00:15.147591 2021-04-10 03:14:33,528 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=1.50ms, fps=2241 images/s, loss=0.0870, top1-acc=97.51%, top5-acc=99.94%, remaining_time=0:00:06.516048, arrival_time=2021-04-10 03:14:40.044574, cost_time=0:00:16.290132 2021-04-10 03:14:34,670 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=1.68ms, fps=2242 images/s, loss=0.0866, top1-acc=97.51%, top5-acc=99.93%, remaining_time=0:00:05.345844, arrival_time=2021-04-10 03:14:40.016392, cost_time=0:00:17.432173 2021-04-10 03:14:35,815 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.37ms, fps=2236 images/s, loss=0.0867, top1-acc=97.50%, top5-acc=99.93%, remaining_time=0:00:04.179888, arrival_time=2021-04-10 03:14:39.995550, cost_time=0:00:18.577286 2021-04-10 03:14:36,970 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.73ms, fps=2219 images/s, loss=0.0872, top1-acc=97.50%, top5-acc=99.93%, remaining_time=0:00:03.017768, arrival_time=2021-04-10 03:14:39.987844, cost_time=0:00:19.731575 2021-04-10 03:14:38,114 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=2.11ms, fps=2239 images/s, loss=0.0872, top1-acc=97.49%, top5-acc=99.93%, remaining_time=0:00:01.855616, arrival_time=2021-04-10 03:14:39.969633, cost_time=0:00:20.875602 2021-04-10 03:14:39,254 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=1.21ms, fps=2245 images/s, loss=0.0875, top1-acc=97.48%, top5-acc=99.93%, remaining_time=0:00:00.695256, arrival_time=2021-04-10 03:14:39.950168, cost_time=0:00:22.016528 2021-04-10 03:14:39,871 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=1.71ms, fps=2206 images/s, loss=0.0869, top1-acc=97.50%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:39.871801, cost_time=0:00:22.633418 2021-04-10 03:14:40,315 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=0.28ms, fps=5779 images/s, loss=1.5211, top1-acc=69.10%, top5-acc=89.37%, remaining_time=0:00:01.328970, arrival_time=2021-04-10 03:14:41.644752, cost_time=0:00:00.442989 2021-04-10 03:14:40,692 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=1.50ms, fps=6803 images/s, loss=1.5463, top1-acc=69.47%, top5-acc=89.00%, remaining_time=0:00:00.819620, arrival_time=2021-04-10 03:14:41.512026, cost_time=0:00:00.819626 2021-04-10 03:14:41,069 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=1.51ms, fps=6793 images/s, loss=1.5478, top1-acc=69.67%, top5-acc=89.08%, remaining_time=0:00:00.398950, arrival_time=2021-04-10 03:14:41.468584, cost_time=0:00:01.196851 2021-04-10 03:14:41,405 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.06ms, fps=6907 images/s, loss=1.5467, top1-acc=69.71%, top5-acc=89.28%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:41.405834, cost_time=0:00:01.533078 2021-04-10 03:14:42,344 INFO : Epoch=0149 complete, best val top1-acc=69.71%, top5-acc=89.28% (epoch=149), remaining_time=0:21:10.735125, arrival_time=2021-04-10 03:35:53.079071, cost_time=1:01:52.539909 2021-04-10 03:14:42,344 INFO : Train start, epoch=0150, lr=0.015204 2021-04-10 03:14:43,663 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=1.33ms, fps=1941 images/s, loss=0.0665, top1-acc=98.24%, top5-acc=99.88%, remaining_time=0:00:24.530982, arrival_time=2021-04-10 03:15:08.194612, cost_time=0:00:01.318874 2021-04-10 03:14:44,812 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=1.71ms, fps=2230 images/s, loss=0.0672, top1-acc=98.16%, top5-acc=99.88%, remaining_time=0:00:21.715408, arrival_time=2021-04-10 03:15:06.527827, cost_time=0:00:02.467651 2021-04-10 03:14:45,959 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=1.54ms, fps=2234 images/s, loss=0.0672, top1-acc=98.18%, top5-acc=99.90%, remaining_time=0:00:19.997854, arrival_time=2021-04-10 03:15:05.956780, cost_time=0:00:03.614073 2021-04-10 03:14:47,107 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=1.38ms, fps=2230 images/s, loss=0.0668, top1-acc=98.21%, top5-acc=99.90%, remaining_time=0:00:18.574764, arrival_time=2021-04-10 03:15:05.682236, cost_time=0:00:04.762778 2021-04-10 03:14:48,254 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=1.46ms, fps=2233 images/s, loss=0.0700, top1-acc=98.09%, top5-acc=99.91%, remaining_time=0:00:17.256762, arrival_time=2021-04-10 03:15:05.511365, cost_time=0:00:05.909845 2021-04-10 03:14:49,397 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=1.92ms, fps=2242 images/s, loss=0.0718, top1-acc=98.03%, top5-acc=99.90%, remaining_time=0:00:15.985712, arrival_time=2021-04-10 03:15:05.383002, cost_time=0:00:07.052512 2021-04-10 03:14:50,550 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=2.04ms, fps=2222 images/s, loss=0.0719, top1-acc=98.04%, top5-acc=99.91%, remaining_time=0:00:14.769216, arrival_time=2021-04-10 03:15:05.319125, cost_time=0:00:08.205143 2021-04-10 03:14:51,720 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=2.53ms, fps=2189 images/s, loss=0.0732, top1-acc=97.97%, top5-acc=99.92%, remaining_time=0:00:13.594620, arrival_time=2021-04-10 03:15:05.314999, cost_time=0:00:09.375578 2021-04-10 03:14:52,876 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=3.27ms, fps=2215 images/s, loss=0.0715, top1-acc=98.03%, top5-acc=99.92%, remaining_time=0:00:12.404120, arrival_time=2021-04-10 03:15:05.280780, cost_time=0:00:10.531798 2021-04-10 03:14:54,032 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=1.94ms, fps=2216 images/s, loss=0.0721, top1-acc=98.00%, top5-acc=99.93%, remaining_time=0:00:11.220096, arrival_time=2021-04-10 03:15:05.252482, cost_time=0:00:11.687602 2021-04-10 03:14:55,187 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=2.61ms, fps=2217 images/s, loss=0.0731, top1-acc=97.94%, top5-acc=99.93%, remaining_time=0:00:10.040844, arrival_time=2021-04-10 03:15:05.228602, cost_time=0:00:12.842984 2021-04-10 03:14:56,333 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=1.59ms, fps=2236 images/s, loss=0.0733, top1-acc=97.95%, top5-acc=99.92%, remaining_time=0:00:08.859396, arrival_time=2021-04-10 03:15:05.192715, cost_time=0:00:13.988510 2021-04-10 03:14:57,478 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=1.40ms, fps=2237 images/s, loss=0.0731, top1-acc=97.96%, top5-acc=99.92%, remaining_time=0:00:07.683324, arrival_time=2021-04-10 03:15:05.161870, cost_time=0:00:15.133836 2021-04-10 03:14:58,619 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=1.50ms, fps=2245 images/s, loss=0.0739, top1-acc=97.95%, top5-acc=99.92%, remaining_time=0:00:06.509832, arrival_time=2021-04-10 03:15:05.129202, cost_time=0:00:16.274570 2021-04-10 03:14:59,763 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=1.37ms, fps=2238 images/s, loss=0.0738, top1-acc=97.95%, top5-acc=99.93%, remaining_time=0:00:05.341888, arrival_time=2021-04-10 03:15:05.105745, cost_time=0:00:17.419169 2021-04-10 03:15:00,918 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=1.78ms, fps=2218 images/s, loss=0.0743, top1-acc=97.93%, top5-acc=99.93%, remaining_time=0:00:04.179060, arrival_time=2021-04-10 03:15:05.097362, cost_time=0:00:18.573530 2021-04-10 03:15:02,060 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.51ms, fps=2242 images/s, loss=0.0751, top1-acc=97.91%, top5-acc=99.93%, remaining_time=0:00:03.015402, arrival_time=2021-04-10 03:15:05.076130, cost_time=0:00:19.716038 2021-04-10 03:15:03,207 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.83ms, fps=2233 images/s, loss=0.0762, top1-acc=97.89%, top5-acc=99.93%, remaining_time=0:00:01.854464, arrival_time=2021-04-10 03:15:05.061926, cost_time=0:00:20.862719 2021-04-10 03:15:04,353 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=1.26ms, fps=2235 images/s, loss=0.0762, top1-acc=97.89%, top5-acc=99.93%, remaining_time=0:00:00.695010, arrival_time=2021-04-10 03:15:05.048383, cost_time=0:00:22.008665 2021-04-10 03:15:04,967 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=1.26ms, fps=2216 images/s, loss=0.0769, top1-acc=97.87%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-10 03:15:04.967541, cost_time=0:00:22.622862 2021-04-10 03:15:05,425 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=2.67ms, fps=5602 images/s, loss=1.5968, top1-acc=69.26%, top5-acc=89.61%, remaining_time=0:00:01.371000, arrival_time=2021-04-10 03:15:06.796499, cost_time=0:00:00.456998 2021-04-10 03:15:05,796 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=1.34ms, fps=6911 images/s, loss=1.5984, top1-acc=69.49%, top5-acc=89.12%, remaining_time=0:00:00.827780, arrival_time=2021-04-10 03:15:06.624107, cost_time=0:00:00.827776 2021-04-10 03:15:06,172 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=1.30ms, fps=6819 images/s, loss=1.6129, top1-acc=69.44%, top5-acc=88.83%, remaining_time=0:00:00.401230, arrival_time=2021-04-10 03:15:06.573470, cost_time=0:00:01.203692 2021-04-10 03:15:06,511 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=0.07ms, fps=6851 images/s, loss=1.6474, top1-acc=69.40%, top5-acc=88.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:15:06.511364, cost_time=0:00:01.542841 2021-04-10 03:15:06,995 INFO : Epoch=0150 complete, best val top1-acc=69.71%, top5-acc=89.28% (epoch=149), remaining_time=0:20:45.730500, arrival_time=2021-04-10 03:35:52.726022, cost_time=1:02:17.191471 2021-04-10 03:15:06,996 INFO : Train start, epoch=0151, lr=0.014645 2021-04-10 03:15:08,319 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=1.37ms, fps=1935 images/s, loss=0.0771, top1-acc=97.89%, top5-acc=99.88%, remaining_time=0:00:24.603522, arrival_time=2021-04-10 03:15:32.922734, cost_time=0:00:01.322770 2021-04-10 03:15:09,468 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=1.48ms, fps=2228 images/s, loss=0.0734, top1-acc=97.91%, top5-acc=99.92%, remaining_time=0:00:21.754128, arrival_time=2021-04-10 03:15:31.222655, cost_time=0:00:02.472061 2021-04-10 03:15:10,611 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.69ms, fps=2241 images/s, loss=0.0745, top1-acc=97.93%, top5-acc=99.93%, remaining_time=0:00:20.002834, arrival_time=2021-04-10 03:15:30.614380, cost_time=0:00:03.614977 2021-04-10 03:15:11,758 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=1.41ms, fps=2233 images/s, loss=0.0757, top1-acc=97.92%, top5-acc=99.93%, remaining_time=0:00:18.573204, arrival_time=2021-04-10 03:15:30.331989, cost_time=0:00:04.762358 2021-04-10 03:15:12,914 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=1.83ms, fps=2216 images/s, loss=0.0729, top1-acc=98.01%, top5-acc=99.92%, remaining_time=0:00:17.280122, arrival_time=2021-04-10 03:15:30.194421, cost_time=0:00:05.917873 2021-04-10 03:15:14,067 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=1.41ms, fps=2221 images/s, loss=0.0726, top1-acc=98.01%, top5-acc=99.91%, remaining_time=0:00:16.026784, arrival_time=2021-04-10 03:15:30.093864, cost_time=0:00:07.070664 2021-04-10 03:15:15,221 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=2.19ms, fps=2219 images/s, loss=0.0734, top1-acc=97.94%, top5-acc=99.91%, remaining_time=0:00:14.804496, arrival_time=2021-04-10 03:15:30.025739, cost_time=0:00:08.224750 2021-04-10 03:15:16,375 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=1.75ms, fps=2218 images/s, loss=0.0736, top1-acc=97.93%, top5-acc=99.92%, remaining_time=0:00:13.600188, arrival_time=2021-04-10 03:15:29.976088, cost_time=0:00:09.379437 2021-04-10 03:15:17,515 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=1.34ms, fps=2247 images/s, loss=0.0723, top1-acc=97.99%, top5-acc=99.93%, remaining_time=0:00:12.389280, arrival_time=2021-04-10 03:15:29.904938, cost_time=0:00:10.519206 2021-04-10 03:15:18,661 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=1.37ms, fps=2234 images/s, loss=0.0726, top1-acc=97.98%, top5-acc=99.93%, remaining_time=0:00:11.198880, arrival_time=2021-04-10 03:15:29.860831, cost_time=0:00:11.665529 2021-04-10 03:15:19,818 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=2.08ms, fps=2214 images/s, loss=0.0743, top1-acc=97.95%, top5-acc=99.92%, remaining_time=0:00:10.024762, arrival_time=2021-04-10 03:15:29.843584, cost_time=0:00:12.822399 2021-04-10 03:15:20,970 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=1.43ms, fps=2225 images/s, loss=0.0743, top1-acc=97.94%, top5-acc=99.92%, remaining_time=0:00:08.849820, arrival_time=2021-04-10 03:15:29.819771, cost_time=0:00:13.973451 2021-04-10 03:15:22,110 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=1.44ms, fps=2246 images/s, loss=0.0739, top1-acc=97.97%, top5-acc=99.92%, remaining_time=0:00:07.673292, arrival_time=2021-04-10 03:15:29.783726, cost_time=0:00:15.114014 2021-04-10 03:15:23,256 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=1.56ms, fps=2234 images/s, loss=0.0735, top1-acc=97.97%, top5-acc=99.92%, remaining_time=0:00:06.504176, arrival_time=2021-04-10 03:15:29.761023, cost_time=0:00:16.260453 2021-04-10 03:15:24,403 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=1.46ms, fps=2234 images/s, loss=0.0736, top1-acc=97.95%, top5-acc=99.91%, remaining_time=0:00:05.338116, arrival_time=2021-04-10 03:15:29.741415, cost_time=0:00:17.406875 2021-04-10 03:15:25,544 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=2.03ms, fps=2244 images/s, loss=0.0735, top1-acc=97.95%, top5-acc=99.91%, remaining_time=0:00:04.173372, arrival_time=2021-04-10 03:15:29.718072, cost_time=0:00:18.548281 2021-04-10 03:15:26,686 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=1.46ms, fps=2243 images/s, loss=0.0742, top1-acc=97.92%, top5-acc=99.91%, remaining_time=0:00:03.011424, arrival_time=2021-04-10 03:15:29.698050, cost_time=0:00:19.690145 2021-04-10 03:15:27,825 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=1.48ms, fps=2249 images/s, loss=0.0746, top1-acc=97.91%, top5-acc=99.90%, remaining_time=0:00:01.851440, arrival_time=2021-04-10 03:15:29.676571, cost_time=0:00:20.828691 2021-04-10 03:15:28,971 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.32ms, fps=2234 images/s, loss=0.0745, top1-acc=97.91%, top5-acc=99.90%, remaining_time=0:00:00.693960, arrival_time=2021-04-10 03:15:29.665768, cost_time=0:00:21.975333 2021-04-10 03:15:29,602 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=2.13ms, fps=2158 images/s, loss=0.0750, top1-acc=97.91%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 03:15:29.602699, cost_time=0:00:22.606280 2021-04-10 03:15:30,102 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=1.45ms, fps=5131 images/s, loss=1.5885, top1-acc=69.92%, top5-acc=88.71%, remaining_time=0:00:01.496850, arrival_time=2021-04-10 03:15:31.599591, cost_time=0:00:00.498952 2021-04-10 03:15:30,490 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=1.81ms, fps=6612 images/s, loss=1.6027, top1-acc=69.36%, top5-acc=88.57%, remaining_time=0:00:00.886440, arrival_time=2021-04-10 03:15:31.376834, cost_time=0:00:00.886448 2021-04-10 03:15:30,863 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=1.33ms, fps=6881 images/s, loss=1.6017, top1-acc=69.28%, top5-acc=88.62%, remaining_time=0:00:00.419760, arrival_time=2021-04-10 03:15:31.282815, cost_time=0:00:01.259268 2021-04-10 03:15:31,201 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=0.07ms, fps=6853 images/s, loss=1.5965, top1-acc=69.38%, top5-acc=88.55%, remaining_time=0:00:00, arrival_time=2021-04-10 03:15:31.201926, cost_time=0:00:01.598177 2021-04-10 03:15:31,792 INFO : Epoch=0151 complete, best val top1-acc=69.71%, top5-acc=89.28% (epoch=149), remaining_time=0:20:20.777768, arrival_time=2021-04-10 03:35:52.570539, cost_time=1:02:41.988702 2021-04-10 03:15:31,793 INFO : Train start, epoch=0152, lr=0.014094 2021-04-10 03:15:33,122 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=0.24ms, fps=1926 images/s, loss=0.0805, top1-acc=97.34%, top5-acc=99.96%, remaining_time=0:00:24.718656, arrival_time=2021-04-10 03:15:57.841532, cost_time=0:00:01.328955 2021-04-10 03:15:34,270 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=1.57ms, fps=2233 images/s, loss=0.0758, top1-acc=97.70%, top5-acc=99.94%, remaining_time=0:00:21.790208, arrival_time=2021-04-10 03:15:56.060188, cost_time=0:00:02.476154 2021-04-10 03:15:35,413 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=1.77ms, fps=2240 images/s, loss=0.0790, top1-acc=97.77%, top5-acc=99.90%, remaining_time=0:00:20.027900, arrival_time=2021-04-10 03:15:55.441245, cost_time=0:00:03.619493 2021-04-10 03:15:36,557 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=1.54ms, fps=2238 images/s, loss=0.0783, top1-acc=97.80%, top5-acc=99.90%, remaining_time=0:00:18.579600, arrival_time=2021-04-10 03:15:55.137367, cost_time=0:00:04.763990 2021-04-10 03:15:37,704 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=1.46ms, fps=2234 images/s, loss=0.0760, top1-acc=97.90%, top5-acc=99.91%, remaining_time=0:00:17.258660, arrival_time=2021-04-10 03:15:54.963021, cost_time=0:00:05.910514 2021-04-10 03:15:38,847 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=1.42ms, fps=2240 images/s, loss=0.0728, top1-acc=97.99%, top5-acc=99.92%, remaining_time=0:00:15.988568, arrival_time=2021-04-10 03:15:54.836102, cost_time=0:00:07.053761 2021-04-10 03:15:39,996 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=2.14ms, fps=2228 images/s, loss=0.0729, top1-acc=98.01%, top5-acc=99.92%, remaining_time=0:00:14.765310, arrival_time=2021-04-10 03:15:54.762119, cost_time=0:00:08.202946 2021-04-10 03:15:41,137 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=1.41ms, fps=2246 images/s, loss=0.0697, top1-acc=98.10%, top5-acc=99.93%, remaining_time=0:00:13.547988, arrival_time=2021-04-10 03:15:54.685187, cost_time=0:00:09.343433 2021-04-10 03:15:42,289 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=2.43ms, fps=2223 images/s, loss=0.0698, top1-acc=98.09%, top5-acc=99.93%, remaining_time=0:00:12.361296, arrival_time=2021-04-10 03:15:54.650608, cost_time=0:00:10.495434 2021-04-10 03:15:43,436 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=1.44ms, fps=2233 images/s, loss=0.0698, top1-acc=98.07%, top5-acc=99.94%, remaining_time=0:00:11.177184, arrival_time=2021-04-10 03:15:54.613920, cost_time=0:00:11.642931 2021-04-10 03:15:44,583 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.47ms, fps=2233 images/s, loss=0.0685, top1-acc=98.11%, top5-acc=99.94%, remaining_time=0:00:09.999306, arrival_time=2021-04-10 03:15:54.582857, cost_time=0:00:12.789779 2021-04-10 03:15:45,725 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=1.39ms, fps=2242 images/s, loss=0.0676, top1-acc=98.14%, top5-acc=99.93%, remaining_time=0:00:08.823676, arrival_time=2021-04-10 03:15:54.549576, cost_time=0:00:13.932066 2021-04-10 03:15:46,868 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=1.55ms, fps=2242 images/s, loss=0.0672, top1-acc=98.16%, top5-acc=99.94%, remaining_time=0:00:07.653228, arrival_time=2021-04-10 03:15:54.521612, cost_time=0:00:15.074572 2021-04-10 03:15:48,017 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=1.74ms, fps=2230 images/s, loss=0.0666, top1-acc=98.16%, top5-acc=99.94%, remaining_time=0:00:06.489224, arrival_time=2021-04-10 03:15:54.506168, cost_time=0:00:16.223124 2021-04-10 03:15:49,169 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=2.08ms, fps=2223 images/s, loss=0.0671, top1-acc=98.16%, top5-acc=99.94%, remaining_time=0:00:05.328456, arrival_time=2021-04-10 03:15:54.497751, cost_time=0:00:17.375389 2021-04-10 03:15:50,319 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=1.59ms, fps=2226 images/s, loss=0.0662, top1-acc=98.20%, top5-acc=99.94%, remaining_time=0:00:04.168368, arrival_time=2021-04-10 03:15:54.488225, cost_time=0:00:18.526013 2021-04-10 03:15:51,470 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=1.47ms, fps=2227 images/s, loss=0.0668, top1-acc=98.19%, top5-acc=99.94%, remaining_time=0:00:03.009292, arrival_time=2021-04-10 03:15:54.479230, cost_time=0:00:19.676107 2021-04-10 03:15:52,635 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=1.85ms, fps=2197 images/s, loss=0.0672, top1-acc=98.18%, top5-acc=99.94%, remaining_time=0:00:01.852624, arrival_time=2021-04-10 03:15:54.488446, cost_time=0:00:20.841989 2021-04-10 03:15:53,785 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=2.14ms, fps=2227 images/s, loss=0.0668, top1-acc=98.19%, top5-acc=99.94%, remaining_time=0:00:00.694488, arrival_time=2021-04-10 03:15:54.480429, cost_time=0:00:21.992110 2021-04-10 03:15:54,401 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=1.43ms, fps=2212 images/s, loss=0.0668, top1-acc=98.20%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 03:15:54.401179, cost_time=0:00:22.607401 2021-04-10 03:15:54,888 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=3.25ms, fps=5259 images/s, loss=1.6329, top1-acc=69.02%, top5-acc=88.75%, remaining_time=0:00:01.460220, arrival_time=2021-04-10 03:15:56.349153, cost_time=0:00:00.486744 2021-04-10 03:15:55,264 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=1.43ms, fps=6823 images/s, loss=1.6019, top1-acc=69.57%, top5-acc=88.75%, remaining_time=0:00:00.862300, arrival_time=2021-04-10 03:15:56.126843, cost_time=0:00:00.862295 2021-04-10 03:15:55,642 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=1.82ms, fps=6776 images/s, loss=1.5822, top1-acc=69.86%, top5-acc=88.80%, remaining_time=0:00:00.413540, arrival_time=2021-04-10 03:15:56.056377, cost_time=0:00:01.240619 2021-04-10 03:15:55,978 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=0.07ms, fps=6917 images/s, loss=1.5957, top1-acc=70.11%, top5-acc=88.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:15:55.978670, cost_time=0:00:01.576511 2021-04-10 03:15:57,009 INFO : Epoch=0152 complete, best val top1-acc=70.11%, top5-acc=88.99% (epoch=152), remaining_time=0:19:55.959600, arrival_time=2021-04-10 03:35:52.969078, cost_time=1:03:07.205435 2021-04-10 03:15:57,010 INFO : Train start, epoch=0153, lr=0.013552 2021-04-10 03:15:58,355 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=0.32ms, fps=1903 images/s, loss=0.0782, top1-acc=98.05%, top5-acc=99.92%, remaining_time=0:00:25.026300, arrival_time=2021-04-10 03:16:23.382035, cost_time=0:00:01.345505 2021-04-10 03:15:59,503 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=1.57ms, fps=2233 images/s, loss=0.0719, top1-acc=98.03%, top5-acc=99.86%, remaining_time=0:00:21.936288, arrival_time=2021-04-10 03:16:21.439255, cost_time=0:00:02.492753 2021-04-10 03:16:00,644 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.41ms, fps=2243 images/s, loss=0.0672, top1-acc=98.14%, top5-acc=99.84%, remaining_time=0:00:20.111398, arrival_time=2021-04-10 03:16:20.756147, cost_time=0:00:03.634576 2021-04-10 03:16:01,792 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=1.35ms, fps=2232 images/s, loss=0.0630, top1-acc=98.17%, top5-acc=99.88%, remaining_time=0:00:18.649800, arrival_time=2021-04-10 03:16:20.442114, cost_time=0:00:04.782000 2021-04-10 03:16:02,933 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=1.59ms, fps=2244 images/s, loss=0.0625, top1-acc=98.18%, top5-acc=99.90%, remaining_time=0:00:17.296912, arrival_time=2021-04-10 03:16:20.230686, cost_time=0:00:05.923617 2021-04-10 03:16:04,076 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=1.42ms, fps=2241 images/s, loss=0.0606, top1-acc=98.26%, top5-acc=99.90%, remaining_time=0:00:16.016992, arrival_time=2021-04-10 03:16:20.093583, cost_time=0:00:07.066308 2021-04-10 03:16:05,220 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=1.42ms, fps=2239 images/s, loss=0.0587, top1-acc=98.32%, top5-acc=99.91%, remaining_time=0:00:14.778540, arrival_time=2021-04-10 03:16:19.998985, cost_time=0:00:08.210289 2021-04-10 03:16:06,365 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=2.29ms, fps=2236 images/s, loss=0.0593, top1-acc=98.31%, top5-acc=99.92%, remaining_time=0:00:13.565504, arrival_time=2021-04-10 03:16:19.931305, cost_time=0:00:09.355529 2021-04-10 03:16:07,515 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=1.40ms, fps=2229 images/s, loss=0.0597, top1-acc=98.33%, top5-acc=99.92%, remaining_time=0:00:12.372532, arrival_time=2021-04-10 03:16:19.887668, cost_time=0:00:10.504988 2021-04-10 03:16:08,677 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=1.55ms, fps=2204 images/s, loss=0.0599, top1-acc=98.33%, top5-acc=99.92%, remaining_time=0:00:11.200416, arrival_time=2021-04-10 03:16:19.877726, cost_time=0:00:11.667084 2021-04-10 03:16:09,819 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.54ms, fps=2242 images/s, loss=0.0601, top1-acc=98.35%, top5-acc=99.91%, remaining_time=0:00:10.014786, arrival_time=2021-04-10 03:16:19.834661, cost_time=0:00:12.809622 2021-04-10 03:16:10,971 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=1.52ms, fps=2224 images/s, loss=0.0602, top1-acc=98.33%, top5-acc=99.92%, remaining_time=0:00:08.842296, arrival_time=2021-04-10 03:16:19.814001, cost_time=0:00:13.961536 2021-04-10 03:16:12,121 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.28ms, fps=2228 images/s, loss=0.0604, top1-acc=98.33%, top5-acc=99.92%, remaining_time=0:00:07.671642, arrival_time=2021-04-10 03:16:19.792734, cost_time=0:00:15.110826 2021-04-10 03:16:13,264 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=1.37ms, fps=2241 images/s, loss=0.0608, top1-acc=98.31%, top5-acc=99.92%, remaining_time=0:00:06.501544, arrival_time=2021-04-10 03:16:19.765560, cost_time=0:00:16.253860 2021-04-10 03:16:14,410 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.62ms, fps=2234 images/s, loss=0.0606, top1-acc=98.33%, top5-acc=99.92%, remaining_time=0:00:05.336046, arrival_time=2021-04-10 03:16:19.746435, cost_time=0:00:17.400123 2021-04-10 03:16:15,564 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.42ms, fps=2220 images/s, loss=0.0600, top1-acc=98.34%, top5-acc=99.92%, remaining_time=0:00:04.174704, arrival_time=2021-04-10 03:16:19.739051, cost_time=0:00:18.554191 2021-04-10 03:16:16,711 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=1.57ms, fps=2232 images/s, loss=0.0612, top1-acc=98.29%, top5-acc=99.92%, remaining_time=0:00:03.013166, arrival_time=2021-04-10 03:16:19.724836, cost_time=0:00:19.701439 2021-04-10 03:16:17,861 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=1.33ms, fps=2228 images/s, loss=0.0612, top1-acc=98.29%, top5-acc=99.92%, remaining_time=0:00:01.853408, arrival_time=2021-04-10 03:16:19.714514, cost_time=0:00:20.850913 2021-04-10 03:16:19,012 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.23ms, fps=2225 images/s, loss=0.0609, top1-acc=98.31%, top5-acc=99.93%, remaining_time=0:00:00.694806, arrival_time=2021-04-10 03:16:19.707236, cost_time=0:00:22.002234 2021-04-10 03:16:19,633 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=1.28ms, fps=2191 images/s, loss=0.0611, top1-acc=98.29%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:19.633582, cost_time=0:00:22.623388 2021-04-10 03:16:20,106 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=1.43ms, fps=5431 images/s, loss=1.6231, top1-acc=69.26%, top5-acc=87.97%, remaining_time=0:00:01.414170, arrival_time=2021-04-10 03:16:21.520101, cost_time=0:00:00.471391 2021-04-10 03:16:20,482 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=2.05ms, fps=6812 images/s, loss=1.5972, top1-acc=69.98%, top5-acc=89.02%, remaining_time=0:00:00.847600, arrival_time=2021-04-10 03:16:21.329850, cost_time=0:00:00.847609 2021-04-10 03:16:20,866 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=1.81ms, fps=6673 images/s, loss=1.5817, top1-acc=70.18%, top5-acc=88.95%, remaining_time=0:00:00.410630, arrival_time=2021-04-10 03:16:21.277055, cost_time=0:00:01.231893 2021-04-10 03:16:21,204 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=0.08ms, fps=6866 images/s, loss=1.5872, top1-acc=70.55%, top5-acc=89.03%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:21.204664, cost_time=0:00:01.570171 2021-04-10 03:16:22,235 INFO : Epoch=0153 complete, best val top1-acc=70.55%, top5-acc=89.03% (epoch=153), remaining_time=0:19:31.139044, arrival_time=2021-04-10 03:35:53.374461, cost_time=1:03:32.431348 2021-04-10 03:16:22,236 INFO : Train start, epoch=0154, lr=0.013018 2021-04-10 03:16:23,561 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=2.59ms, fps=1931 images/s, loss=0.0727, top1-acc=98.12%, top5-acc=99.96%, remaining_time=0:00:24.655044, arrival_time=2021-04-10 03:16:48.216943, cost_time=0:00:01.325538 2021-04-10 03:16:24,705 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=1.53ms, fps=2239 images/s, loss=0.0697, top1-acc=98.18%, top5-acc=99.96%, remaining_time=0:00:21.731248, arrival_time=2021-04-10 03:16:46.437102, cost_time=0:00:02.469465 2021-04-10 03:16:25,849 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.66ms, fps=2240 images/s, loss=0.0682, top1-acc=98.16%, top5-acc=99.93%, remaining_time=0:00:19.992708, arrival_time=2021-04-10 03:16:45.842183, cost_time=0:00:03.613154 2021-04-10 03:16:26,990 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=1.53ms, fps=2244 images/s, loss=0.0697, top1-acc=98.14%, top5-acc=99.92%, remaining_time=0:00:18.542316, arrival_time=2021-04-10 03:16:45.533073, cost_time=0:00:04.754434 2021-04-10 03:16:28,139 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=1.94ms, fps=2229 images/s, loss=0.0670, top1-acc=98.22%, top5-acc=99.93%, remaining_time=0:00:17.237198, arrival_time=2021-04-10 03:16:45.376723, cost_time=0:00:05.903154 2021-04-10 03:16:29,281 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=1.47ms, fps=2243 images/s, loss=0.0644, top1-acc=98.26%, top5-acc=99.94%, remaining_time=0:00:15.968984, arrival_time=2021-04-10 03:16:45.250472, cost_time=0:00:07.045144 2021-04-10 03:16:30,429 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=1.44ms, fps=2231 images/s, loss=0.0624, top1-acc=98.34%, top5-acc=99.95%, remaining_time=0:00:14.747544, arrival_time=2021-04-10 03:16:45.176922, cost_time=0:00:08.193049 2021-04-10 03:16:31,571 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=1.53ms, fps=2243 images/s, loss=0.0619, top1-acc=98.33%, top5-acc=99.95%, remaining_time=0:00:13.535228, arrival_time=2021-04-10 03:16:45.106252, cost_time=0:00:09.334678 2021-04-10 03:16:32,726 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=1.90ms, fps=2217 images/s, loss=0.0620, top1-acc=98.31%, top5-acc=99.95%, remaining_time=0:00:12.355042, arrival_time=2021-04-10 03:16:45.081568, cost_time=0:00:10.490165 2021-04-10 03:16:33,868 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=1.37ms, fps=2243 images/s, loss=0.0626, top1-acc=98.29%, top5-acc=99.94%, remaining_time=0:00:11.167008, arrival_time=2021-04-10 03:16:45.035667, cost_time=0:00:11.632254 2021-04-10 03:16:35,018 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=1.85ms, fps=2228 images/s, loss=0.0611, top1-acc=98.33%, top5-acc=99.95%, remaining_time=0:00:09.993200, arrival_time=2021-04-10 03:16:45.011558, cost_time=0:00:12.782035 2021-04-10 03:16:36,164 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=2.01ms, fps=2234 images/s, loss=0.0612, top1-acc=98.31%, top5-acc=99.95%, remaining_time=0:00:08.821244, arrival_time=2021-04-10 03:16:44.985843, cost_time=0:00:13.928283 2021-04-10 03:16:37,313 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=1.90ms, fps=2229 images/s, loss=0.0605, top1-acc=98.32%, top5-acc=99.95%, remaining_time=0:00:07.654614, arrival_time=2021-04-10 03:16:44.968209, cost_time=0:00:15.077284 2021-04-10 03:16:38,463 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=1.43ms, fps=2227 images/s, loss=0.0597, top1-acc=98.34%, top5-acc=99.95%, remaining_time=0:00:06.490792, arrival_time=2021-04-10 03:16:44.954149, cost_time=0:00:16.227006 2021-04-10 03:16:39,610 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.31ms, fps=2232 images/s, loss=0.0594, top1-acc=98.35%, top5-acc=99.95%, remaining_time=0:00:05.328180, arrival_time=2021-04-10 03:16:44.939006, cost_time=0:00:17.374425 2021-04-10 03:16:40,759 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.53ms, fps=2230 images/s, loss=0.0599, top1-acc=98.33%, top5-acc=99.95%, remaining_time=0:00:04.167684, arrival_time=2021-04-10 03:16:44.927002, cost_time=0:00:18.522988 2021-04-10 03:16:41,905 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=1.50ms, fps=2235 images/s, loss=0.0603, top1-acc=98.33%, top5-acc=99.95%, remaining_time=0:00:03.008200, arrival_time=2021-04-10 03:16:44.913593, cost_time=0:00:19.669071 2021-04-10 03:16:43,047 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=1.41ms, fps=2242 images/s, loss=0.0605, top1-acc=98.31%, top5-acc=99.95%, remaining_time=0:00:01.849872, arrival_time=2021-04-10 03:16:44.897264, cost_time=0:00:20.811073 2021-04-10 03:16:44,188 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.41ms, fps=2245 images/s, loss=0.0608, top1-acc=98.30%, top5-acc=99.95%, remaining_time=0:00:00.693216, arrival_time=2021-04-10 03:16:44.881438, cost_time=0:00:21.951901 2021-04-10 03:16:44,806 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=1.39ms, fps=2203 images/s, loss=0.0609, top1-acc=98.30%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:44.806108, cost_time=0:00:22.569798 2021-04-10 03:16:45,291 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=1.57ms, fps=5288 images/s, loss=1.5404, top1-acc=70.94%, top5-acc=89.02%, remaining_time=0:00:01.452360, arrival_time=2021-04-10 03:16:46.743606, cost_time=0:00:00.484119 2021-04-10 03:16:45,661 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=1.47ms, fps=6914 images/s, loss=1.5195, top1-acc=71.17%, top5-acc=89.49%, remaining_time=0:00:00.854760, arrival_time=2021-04-10 03:16:46.516629, cost_time=0:00:00.854763 2021-04-10 03:16:46,062 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=2.68ms, fps=6397 images/s, loss=1.5248, top1-acc=70.96%, top5-acc=89.75%, remaining_time=0:00:00.418430, arrival_time=2021-04-10 03:16:46.480917, cost_time=0:00:01.255292 2021-04-10 03:16:46,425 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=0.08ms, fps=6410 images/s, loss=1.5013, top1-acc=70.49%, top5-acc=89.68%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:46.425211, cost_time=0:00:01.618037 2021-04-10 03:16:46,933 INFO : Epoch=0154 complete, best val top1-acc=70.55%, top5-acc=89.03% (epoch=153), remaining_time=0:19:06.155458, arrival_time=2021-04-10 03:35:53.088636, cost_time=1:03:57.129128 2021-04-10 03:16:46,933 INFO : Train start, epoch=0155, lr=0.012494 2021-04-10 03:16:48,302 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=1.42ms, fps=1870 images/s, loss=0.0576, top1-acc=98.24%, top5-acc=99.92%, remaining_time=0:00:25.461540, arrival_time=2021-04-10 03:17:13.764389, cost_time=0:00:01.368895 2021-04-10 03:16:49,459 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=2.09ms, fps=2215 images/s, loss=0.0606, top1-acc=98.18%, top5-acc=99.94%, remaining_time=0:00:22.220528, arrival_time=2021-04-10 03:17:11.679542, cost_time=0:00:02.525058 2021-04-10 03:16:50,605 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.68ms, fps=2233 images/s, loss=0.0577, top1-acc=98.40%, top5-acc=99.95%, remaining_time=0:00:20.318068, arrival_time=2021-04-10 03:17:10.923944, cost_time=0:00:03.671941 2021-04-10 03:16:51,747 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=1.52ms, fps=2244 images/s, loss=0.0559, top1-acc=98.43%, top5-acc=99.95%, remaining_time=0:00:18.770856, arrival_time=2021-04-10 03:17:10.517795, cost_time=0:00:04.813048 2021-04-10 03:16:52,892 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.75ms, fps=2236 images/s, loss=0.0537, top1-acc=98.52%, top5-acc=99.95%, remaining_time=0:00:17.398674, arrival_time=2021-04-10 03:17:10.291053, cost_time=0:00:05.958434 2021-04-10 03:16:54,037 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.46ms, fps=2236 images/s, loss=0.0519, top1-acc=98.59%, top5-acc=99.95%, remaining_time=0:00:16.102536, arrival_time=2021-04-10 03:17:10.140476, cost_time=0:00:07.104049 2021-04-10 03:16:55,184 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=1.43ms, fps=2234 images/s, loss=0.0508, top1-acc=98.65%, top5-acc=99.95%, remaining_time=0:00:14.850864, arrival_time=2021-04-10 03:17:10.035373, cost_time=0:00:08.250497 2021-04-10 03:16:56,336 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=1.91ms, fps=2224 images/s, loss=0.0508, top1-acc=98.65%, top5-acc=99.95%, remaining_time=0:00:13.633132, arrival_time=2021-04-10 03:17:09.969184, cost_time=0:00:09.402156 2021-04-10 03:16:57,488 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=1.83ms, fps=2223 images/s, loss=0.0493, top1-acc=98.69%, top5-acc=99.95%, remaining_time=0:00:12.430514, arrival_time=2021-04-10 03:17:09.918805, cost_time=0:00:10.554251 2021-04-10 03:16:58,633 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.59ms, fps=2238 images/s, loss=0.0495, top1-acc=98.68%, top5-acc=99.95%, remaining_time=0:00:11.231136, arrival_time=2021-04-10 03:17:09.864228, cost_time=0:00:11.699138 2021-04-10 03:16:59,779 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=1.42ms, fps=2234 images/s, loss=0.0495, top1-acc=98.66%, top5-acc=99.95%, remaining_time=0:00:10.042822, arrival_time=2021-04-10 03:17:09.822241, cost_time=0:00:12.845455 2021-04-10 03:17:00,938 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=2.19ms, fps=2210 images/s, loss=0.0488, top1-acc=98.68%, top5-acc=99.95%, remaining_time=0:00:08.869580, arrival_time=2021-04-10 03:17:09.808031, cost_time=0:00:14.004564 2021-04-10 03:17:02,084 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=1.49ms, fps=2235 images/s, loss=0.0487, top1-acc=98.67%, top5-acc=99.95%, remaining_time=0:00:07.691838, arrival_time=2021-04-10 03:17:09.776451, cost_time=0:00:15.150653 2021-04-10 03:17:03,233 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.90ms, fps=2229 images/s, loss=0.0488, top1-acc=98.66%, top5-acc=99.96%, remaining_time=0:00:06.519968, arrival_time=2021-04-10 03:17:09.753778, cost_time=0:00:16.299873 2021-04-10 03:17:04,382 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=1.32ms, fps=2230 images/s, loss=0.0481, top1-acc=98.68%, top5-acc=99.96%, remaining_time=0:00:05.350858, arrival_time=2021-04-10 03:17:09.733238, cost_time=0:00:17.448479 2021-04-10 03:17:05,524 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=1.37ms, fps=2243 images/s, loss=0.0481, top1-acc=98.67%, top5-acc=99.96%, remaining_time=0:00:04.182804, arrival_time=2021-04-10 03:17:09.707088, cost_time=0:00:18.590253 2021-04-10 03:17:06,673 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=2.24ms, fps=2230 images/s, loss=0.0483, top1-acc=98.65%, top5-acc=99.96%, remaining_time=0:00:03.018912, arrival_time=2021-04-10 03:17:09.691868, cost_time=0:00:19.739002 2021-04-10 03:17:07,822 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.69ms, fps=2229 images/s, loss=0.0486, top1-acc=98.64%, top5-acc=99.96%, remaining_time=0:00:01.856784, arrival_time=2021-04-10 03:17:09.679438, cost_time=0:00:20.888763 2021-04-10 03:17:08,971 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.42ms, fps=2229 images/s, loss=0.0491, top1-acc=98.63%, top5-acc=99.96%, remaining_time=0:00:00.695928, arrival_time=2021-04-10 03:17:09.667642, cost_time=0:00:22.037769 2021-04-10 03:17:09,589 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=1.23ms, fps=2202 images/s, loss=0.0493, top1-acc=98.63%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 03:17:09.589717, cost_time=0:00:22.655845 2021-04-10 03:17:10,039 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=2.20ms, fps=5705 images/s, loss=1.6121, top1-acc=69.77%, top5-acc=89.45%, remaining_time=0:00:01.346130, arrival_time=2021-04-10 03:17:11.385555, cost_time=0:00:00.448714 2021-04-10 03:17:10,415 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=1.87ms, fps=6820 images/s, loss=1.5806, top1-acc=70.37%, top5-acc=88.87%, remaining_time=0:00:00.824420, arrival_time=2021-04-10 03:17:11.239596, cost_time=0:00:00.824417 2021-04-10 03:17:10,794 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=1.39ms, fps=6763 images/s, loss=1.5331, top1-acc=71.11%, top5-acc=89.54%, remaining_time=0:00:00.401150, arrival_time=2021-04-10 03:17:11.195354, cost_time=0:00:01.203449 2021-04-10 03:17:11,135 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.09ms, fps=6802 images/s, loss=1.5519, top1-acc=71.06%, top5-acc=89.56%, remaining_time=0:00:00, arrival_time=2021-04-10 03:17:11.135761, cost_time=0:00:01.545044 2021-04-10 03:17:12,191 INFO : Epoch=0155 complete, best val top1-acc=71.06%, top5-acc=89.56% (epoch=155), remaining_time=0:18:41.338260, arrival_time=2021-04-10 03:35:53.529742, cost_time=1:04:22.387399 2021-04-10 03:17:12,192 INFO : Train start, epoch=0156, lr=0.011980 2021-04-10 03:17:13,588 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=0.26ms, fps=1834 images/s, loss=0.0409, top1-acc=98.95%, top5-acc=99.96%, remaining_time=0:00:25.956300, arrival_time=2021-04-10 03:17:39.544663, cost_time=0:00:01.395505 2021-04-10 03:17:14,734 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.66ms, fps=2234 images/s, loss=0.0433, top1-acc=98.87%, top5-acc=99.92%, remaining_time=0:00:22.368896, arrival_time=2021-04-10 03:17:37.103630, cost_time=0:00:02.541918 2021-04-10 03:17:15,877 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=1.57ms, fps=2240 images/s, loss=0.0432, top1-acc=98.88%, top5-acc=99.93%, remaining_time=0:00:20.390444, arrival_time=2021-04-10 03:17:36.268347, cost_time=0:00:03.685024 2021-04-10 03:17:17,023 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=1.92ms, fps=2236 images/s, loss=0.0426, top1-acc=98.88%, top5-acc=99.95%, remaining_time=0:00:18.839652, arrival_time=2021-04-10 03:17:35.863197, cost_time=0:00:04.830663 2021-04-10 03:17:18,173 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=1.49ms, fps=2227 images/s, loss=0.0423, top1-acc=98.93%, top5-acc=99.95%, remaining_time=0:00:17.464228, arrival_time=2021-04-10 03:17:35.637976, cost_time=0:00:05.980923 2021-04-10 03:17:19,322 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=1.42ms, fps=2228 images/s, loss=0.0447, top1-acc=98.85%, top5-acc=99.94%, remaining_time=0:00:16.161696, arrival_time=2021-04-10 03:17:35.484649, cost_time=0:00:07.130136 2021-04-10 03:17:20,466 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=1.33ms, fps=2240 images/s, loss=0.0457, top1-acc=98.85%, top5-acc=99.95%, remaining_time=0:00:14.892444, arrival_time=2021-04-10 03:17:35.358853, cost_time=0:00:08.273576 2021-04-10 03:17:21,615 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=2.00ms, fps=2229 images/s, loss=0.0474, top1-acc=98.81%, top5-acc=99.94%, remaining_time=0:00:13.662248, arrival_time=2021-04-10 03:17:35.277483, cost_time=0:00:09.422271 2021-04-10 03:17:22,773 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=1.94ms, fps=2211 images/s, loss=0.0474, top1-acc=98.80%, top5-acc=99.95%, remaining_time=0:00:12.462102, arrival_time=2021-04-10 03:17:35.235965, cost_time=0:00:10.581026 2021-04-10 03:17:23,916 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.31ms, fps=2241 images/s, loss=0.0479, top1-acc=98.78%, top5-acc=99.95%, remaining_time=0:00:11.255040, arrival_time=2021-04-10 03:17:35.171841, cost_time=0:00:11.723984 2021-04-10 03:17:25,081 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=1.60ms, fps=2199 images/s, loss=0.0469, top1-acc=98.79%, top5-acc=99.96%, remaining_time=0:00:10.076362, arrival_time=2021-04-10 03:17:35.157582, cost_time=0:00:12.888324 2021-04-10 03:17:26,225 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=1.36ms, fps=2238 images/s, loss=0.0471, top1-acc=98.79%, top5-acc=99.96%, remaining_time=0:00:08.887516, arrival_time=2021-04-10 03:17:35.113406, cost_time=0:00:14.032967 2021-04-10 03:17:27,368 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=2.05ms, fps=2242 images/s, loss=0.0475, top1-acc=98.77%, top5-acc=99.96%, remaining_time=0:00:07.704378, arrival_time=2021-04-10 03:17:35.072565, cost_time=0:00:15.175321 2021-04-10 03:17:28,523 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=1.95ms, fps=2217 images/s, loss=0.0473, top1-acc=98.74%, top5-acc=99.96%, remaining_time=0:00:06.532288, arrival_time=2021-04-10 03:17:35.055883, cost_time=0:00:16.330754 2021-04-10 03:17:29,677 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=1.37ms, fps=2220 images/s, loss=0.0472, top1-acc=98.75%, top5-acc=99.96%, remaining_time=0:00:05.361852, arrival_time=2021-04-10 03:17:35.039017, cost_time=0:00:17.484263 2021-04-10 03:17:30,821 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=1.54ms, fps=2239 images/s, loss=0.0480, top1-acc=98.72%, top5-acc=99.96%, remaining_time=0:00:04.191336, arrival_time=2021-04-10 03:17:35.012537, cost_time=0:00:18.628234 2021-04-10 03:17:31,971 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=1.91ms, fps=2227 images/s, loss=0.0479, top1-acc=98.71%, top5-acc=99.96%, remaining_time=0:00:03.024918, arrival_time=2021-04-10 03:17:34.996057, cost_time=0:00:19.778293 2021-04-10 03:17:33,119 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=1.89ms, fps=2231 images/s, loss=0.0483, top1-acc=98.70%, top5-acc=99.96%, remaining_time=0:00:01.860096, arrival_time=2021-04-10 03:17:34.979245, cost_time=0:00:20.926098 2021-04-10 03:17:34,272 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=1.22ms, fps=2222 images/s, loss=0.0479, top1-acc=98.71%, top5-acc=99.97%, remaining_time=0:00:00.697242, arrival_time=2021-04-10 03:17:34.969421, cost_time=0:00:22.079335 2021-04-10 03:17:34,891 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=1.21ms, fps=2199 images/s, loss=0.0484, top1-acc=98.71%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 03:17:34.891044, cost_time=0:00:22.698230 2021-04-10 03:17:35,349 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=2.38ms, fps=5600 images/s, loss=1.4524, top1-acc=71.80%, top5-acc=89.88%, remaining_time=0:00:01.371480, arrival_time=2021-04-10 03:17:36.720727, cost_time=0:00:00.457161 2021-04-10 03:17:35,722 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=3.24ms, fps=6858 images/s, loss=1.4979, top1-acc=71.02%, top5-acc=89.79%, remaining_time=0:00:00.830780, arrival_time=2021-04-10 03:17:36.553699, cost_time=0:00:00.830785 2021-04-10 03:17:36,094 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=1.28ms, fps=6900 images/s, loss=1.4924, top1-acc=71.34%, top5-acc=89.65%, remaining_time=0:00:00.400760, arrival_time=2021-04-10 03:17:36.495243, cost_time=0:00:01.202288 2021-04-10 03:17:36,431 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=0.07ms, fps=6895 images/s, loss=1.5069, top1-acc=71.07%, top5-acc=89.44%, remaining_time=0:00:00, arrival_time=2021-04-10 03:17:36.431476, cost_time=0:00:01.539411 2021-04-10 03:17:37,409 INFO : Epoch=0156 complete, best val top1-acc=71.07%, top5-acc=89.44% (epoch=156), remaining_time=0:18:16.503980, arrival_time=2021-04-10 03:35:53.913054, cost_time=1:04:47.605012 2021-04-10 03:17:37,409 INFO : Train start, epoch=0157, lr=0.011474 2021-04-10 03:17:38,746 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=1.60ms, fps=1915 images/s, loss=0.0642, top1-acc=98.48%, top5-acc=99.96%, remaining_time=0:00:24.864666, arrival_time=2021-04-10 03:18:03.611392, cost_time=0:00:01.336813 2021-04-10 03:17:39,892 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=1.91ms, fps=2237 images/s, loss=0.0551, top1-acc=98.67%, top5-acc=99.96%, remaining_time=0:00:21.842304, arrival_time=2021-04-10 03:18:01.734249, cost_time=0:00:02.482076 2021-04-10 03:17:41,039 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=1.36ms, fps=2233 images/s, loss=0.0527, top1-acc=98.71%, top5-acc=99.96%, remaining_time=0:00:20.081684, arrival_time=2021-04-10 03:18:01.120764, cost_time=0:00:03.629231 2021-04-10 03:17:42,185 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=1.84ms, fps=2235 images/s, loss=0.0511, top1-acc=98.69%, top5-acc=99.96%, remaining_time=0:00:18.622968, arrival_time=2021-04-10 03:18:00.807980, cost_time=0:00:04.775125 2021-04-10 03:17:43,335 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.50ms, fps=2228 images/s, loss=0.0508, top1-acc=98.66%, top5-acc=99.96%, remaining_time=0:00:17.301000, arrival_time=2021-04-10 03:18:00.635971, cost_time=0:00:05.924988 2021-04-10 03:17:44,485 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.50ms, fps=2226 images/s, loss=0.0488, top1-acc=98.72%, top5-acc=99.95%, remaining_time=0:00:16.038344, arrival_time=2021-04-10 03:18:00.523939, cost_time=0:00:07.075733 2021-04-10 03:17:45,638 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=2.25ms, fps=2222 images/s, loss=0.0482, top1-acc=98.76%, top5-acc=99.96%, remaining_time=0:00:14.811300, arrival_time=2021-04-10 03:18:00.449761, cost_time=0:00:08.228495 2021-04-10 03:17:46,783 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.42ms, fps=2236 images/s, loss=0.0470, top1-acc=98.78%, top5-acc=99.97%, remaining_time=0:00:13.592416, arrival_time=2021-04-10 03:18:00.376329, cost_time=0:00:09.374052 2021-04-10 03:17:47,935 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=1.43ms, fps=2225 images/s, loss=0.0467, top1-acc=98.77%, top5-acc=99.97%, remaining_time=0:00:12.396170, arrival_time=2021-04-10 03:18:00.331207, cost_time=0:00:10.525068 2021-04-10 03:17:49,081 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=1.39ms, fps=2234 images/s, loss=0.0461, top1-acc=98.78%, top5-acc=99.97%, remaining_time=0:00:11.205120, arrival_time=2021-04-10 03:18:00.286895, cost_time=0:00:11.671960 2021-04-10 03:17:50,233 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=1.50ms, fps=2223 images/s, loss=0.0467, top1-acc=98.75%, top5-acc=99.97%, remaining_time=0:00:10.025794, arrival_time=2021-04-10 03:18:00.259387, cost_time=0:00:12.823735 2021-04-10 03:17:51,382 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=1.37ms, fps=2229 images/s, loss=0.0468, top1-acc=98.74%, top5-acc=99.97%, remaining_time=0:00:08.849440, arrival_time=2021-04-10 03:18:00.232114, cost_time=0:00:13.972835 2021-04-10 03:17:52,523 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=1.53ms, fps=2246 images/s, loss=0.0468, top1-acc=98.72%, top5-acc=99.97%, remaining_time=0:00:07.672962, arrival_time=2021-04-10 03:18:00.196141, cost_time=0:00:15.113370 2021-04-10 03:17:53,671 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=1.34ms, fps=2230 images/s, loss=0.0470, top1-acc=98.71%, top5-acc=99.97%, remaining_time=0:00:06.504736, arrival_time=2021-04-10 03:18:00.176428, cost_time=0:00:16.261822 2021-04-10 03:17:54,820 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.63ms, fps=2230 images/s, loss=0.0464, top1-acc=98.73%, top5-acc=99.98%, remaining_time=0:00:05.339128, arrival_time=2021-04-10 03:18:00.159234, cost_time=0:00:17.410259 2021-04-10 03:17:55,965 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=1.43ms, fps=2237 images/s, loss=0.0469, top1-acc=98.73%, top5-acc=99.97%, remaining_time=0:00:04.174884, arrival_time=2021-04-10 03:18:00.139853, cost_time=0:00:18.555118 2021-04-10 03:17:57,106 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=1.85ms, fps=2243 images/s, loss=0.0469, top1-acc=98.73%, top5-acc=99.97%, remaining_time=0:00:03.012438, arrival_time=2021-04-10 03:18:00.119036, cost_time=0:00:19.696742 2021-04-10 03:17:58,255 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=1.57ms, fps=2230 images/s, loss=0.0469, top1-acc=98.74%, top5-acc=99.97%, remaining_time=0:00:01.852896, arrival_time=2021-04-10 03:18:00.107926, cost_time=0:00:20.845169 2021-04-10 03:17:59,402 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=1.36ms, fps=2233 images/s, loss=0.0467, top1-acc=98.74%, top5-acc=99.97%, remaining_time=0:00:00.694500, arrival_time=2021-04-10 03:18:00.096718, cost_time=0:00:21.992427 2021-04-10 03:18:00,021 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=1.76ms, fps=2199 images/s, loss=0.0468, top1-acc=98.75%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:00.021115, cost_time=0:00:22.611284 2021-04-10 03:18:00,546 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=2.04ms, fps=4886 images/s, loss=1.6012, top1-acc=70.47%, top5-acc=88.55%, remaining_time=0:00:01.571670, arrival_time=2021-04-10 03:18:02.118106, cost_time=0:00:00.523886 2021-04-10 03:18:00,929 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=1.99ms, fps=6692 images/s, loss=1.5399, top1-acc=71.68%, top5-acc=89.12%, remaining_time=0:00:00.906960, arrival_time=2021-04-10 03:18:01.836464, cost_time=0:00:00.906956 2021-04-10 03:18:01,310 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=1.74ms, fps=6720 images/s, loss=1.5313, top1-acc=71.47%, top5-acc=89.66%, remaining_time=0:00:00.429470, arrival_time=2021-04-10 03:18:01.740394, cost_time=0:00:01.288405 2021-04-10 03:18:01,652 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=0.13ms, fps=6801 images/s, loss=1.5312, top1-acc=71.36%, top5-acc=89.63%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:01.652475, cost_time=0:00:01.629961 2021-04-10 03:18:03,411 INFO : Epoch=0157 complete, best val top1-acc=71.36%, top5-acc=89.63% (epoch=157), remaining_time=0:17:51.879705, arrival_time=2021-04-10 03:35:55.291144, cost_time=1:05:13.607357 2021-04-10 03:18:03,412 INFO : Train start, epoch=0158, lr=0.010978 2021-04-10 03:18:04,778 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=1.39ms, fps=1875 images/s, loss=0.0512, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:25.395882, arrival_time=2021-04-10 03:18:30.174106, cost_time=0:00:01.365367 2021-04-10 03:18:05,919 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=1.54ms, fps=2243 images/s, loss=0.0499, top1-acc=98.71%, top5-acc=99.96%, remaining_time=0:00:22.061424, arrival_time=2021-04-10 03:18:27.981237, cost_time=0:00:02.506987 2021-04-10 03:18:07,064 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=1.50ms, fps=2237 images/s, loss=0.0479, top1-acc=98.75%, top5-acc=99.97%, remaining_time=0:00:20.205686, arrival_time=2021-04-10 03:18:27.270206, cost_time=0:00:03.651634 2021-04-10 03:18:08,210 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=1.81ms, fps=2236 images/s, loss=0.0481, top1-acc=98.74%, top5-acc=99.97%, remaining_time=0:00:18.709080, arrival_time=2021-04-10 03:18:26.919181, cost_time=0:00:04.797202 2021-04-10 03:18:09,352 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=1.55ms, fps=2242 images/s, loss=0.0475, top1-acc=98.76%, top5-acc=99.97%, remaining_time=0:00:17.344070, arrival_time=2021-04-10 03:18:26.696653, cost_time=0:00:05.939748 2021-04-10 03:18:10,496 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=1.53ms, fps=2240 images/s, loss=0.0454, top1-acc=98.84%, top5-acc=99.97%, remaining_time=0:00:16.055072, arrival_time=2021-04-10 03:18:26.551089, cost_time=0:00:07.083124 2021-04-10 03:18:11,652 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=2.08ms, fps=2215 images/s, loss=0.0437, top1-acc=98.91%, top5-acc=99.97%, remaining_time=0:00:14.831460, arrival_time=2021-04-10 03:18:26.484042, cost_time=0:00:08.239665 2021-04-10 03:18:12,799 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.50ms, fps=2234 images/s, loss=0.0428, top1-acc=98.89%, top5-acc=99.98%, remaining_time=0:00:13.610280, arrival_time=2021-04-10 03:18:26.409564, cost_time=0:00:09.386382 2021-04-10 03:18:13,948 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=2.58ms, fps=2229 images/s, loss=0.0411, top1-acc=98.95%, top5-acc=99.98%, remaining_time=0:00:12.408360, arrival_time=2021-04-10 03:18:26.356579, cost_time=0:00:10.535373 2021-04-10 03:18:15,096 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=1.53ms, fps=2230 images/s, loss=0.0402, top1-acc=98.98%, top5-acc=99.98%, remaining_time=0:00:11.216448, arrival_time=2021-04-10 03:18:26.313169, cost_time=0:00:11.683802 2021-04-10 03:18:16,244 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=1.54ms, fps=2231 images/s, loss=0.0401, top1-acc=99.01%, top5-acc=99.97%, remaining_time=0:00:10.032330, arrival_time=2021-04-10 03:18:26.277232, cost_time=0:00:12.832024 2021-04-10 03:18:17,388 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=1.48ms, fps=2239 images/s, loss=0.0406, top1-acc=98.98%, top5-acc=99.97%, remaining_time=0:00:08.851492, arrival_time=2021-04-10 03:18:26.240382, cost_time=0:00:13.976041 2021-04-10 03:18:18,536 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=1.63ms, fps=2233 images/s, loss=0.0400, top1-acc=98.98%, top5-acc=99.97%, remaining_time=0:00:07.677912, arrival_time=2021-04-10 03:18:26.214017, cost_time=0:00:15.123166 2021-04-10 03:18:19,681 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=1.39ms, fps=2237 images/s, loss=0.0395, top1-acc=98.99%, top5-acc=99.97%, remaining_time=0:00:06.507256, arrival_time=2021-04-10 03:18:26.188240, cost_time=0:00:16.268133 2021-04-10 03:18:20,830 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=1.61ms, fps=2229 images/s, loss=0.0391, top1-acc=99.00%, top5-acc=99.97%, remaining_time=0:00:05.341290, arrival_time=2021-04-10 03:18:26.171316, cost_time=0:00:17.417209 2021-04-10 03:18:21,974 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=1.60ms, fps=2238 images/s, loss=0.0392, top1-acc=98.98%, top5-acc=99.97%, remaining_time=0:00:04.176360, arrival_time=2021-04-10 03:18:26.151059, cost_time=0:00:18.561676 2021-04-10 03:18:23,128 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=1.44ms, fps=2220 images/s, loss=0.0391, top1-acc=98.99%, top5-acc=99.97%, remaining_time=0:00:03.015324, arrival_time=2021-04-10 03:18:26.143766, cost_time=0:00:19.715602 2021-04-10 03:18:24,277 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.53ms, fps=2229 images/s, loss=0.0390, top1-acc=98.99%, top5-acc=99.97%, remaining_time=0:00:01.854640, arrival_time=2021-04-10 03:18:26.132114, cost_time=0:00:20.864642 2021-04-10 03:18:25,425 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=1.83ms, fps=2230 images/s, loss=0.0384, top1-acc=99.01%, top5-acc=99.98%, remaining_time=0:00:00.695142, arrival_time=2021-04-10 03:18:26.120928, cost_time=0:00:22.012853 2021-04-10 03:18:26,043 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=1.26ms, fps=2203 images/s, loss=0.0387, top1-acc=99.00%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:26.043649, cost_time=0:00:22.630835 2021-04-10 03:18:26,551 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=0.28ms, fps=5053 images/s, loss=1.4957, top1-acc=72.58%, top5-acc=90.12%, remaining_time=0:00:01.519800, arrival_time=2021-04-10 03:18:28.070998, cost_time=0:00:00.506599 2021-04-10 03:18:26,922 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=1.98ms, fps=6894 images/s, loss=1.4717, top1-acc=72.11%, top5-acc=90.29%, remaining_time=0:00:00.878380, arrival_time=2021-04-10 03:18:27.801312, cost_time=0:00:00.878378 2021-04-10 03:18:27,301 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=1.87ms, fps=6770 images/s, loss=1.4522, top1-acc=72.24%, top5-acc=90.23%, remaining_time=0:00:00.418960, arrival_time=2021-04-10 03:18:27.720441, cost_time=0:00:01.256890 2021-04-10 03:18:27,637 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=0.06ms, fps=6910 images/s, loss=1.4934, top1-acc=71.95%, top5-acc=89.96%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:27.637604, cost_time=0:00:01.593082 2021-04-10 03:18:28,736 INFO : Epoch=0158 complete, best val top1-acc=71.95%, top5-acc=89.96% (epoch=158), remaining_time=0:17:27.057984, arrival_time=2021-04-10 03:35:55.794500, cost_time=1:05:38.932418 2021-04-10 03:18:28,737 INFO : Train start, epoch=0159, lr=0.010492 2021-04-10 03:18:30,097 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=0.51ms, fps=1883 images/s, loss=0.0428, top1-acc=98.98%, top5-acc=99.96%, remaining_time=0:00:25.282794, arrival_time=2021-04-10 03:18:55.379692, cost_time=0:00:01.359291 2021-04-10 03:18:31,245 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.35ms, fps=2230 images/s, loss=0.0383, top1-acc=99.16%, top5-acc=99.94%, remaining_time=0:00:22.071104, arrival_time=2021-04-10 03:18:53.316643, cost_time=0:00:02.508084 2021-04-10 03:18:32,398 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=9.80ms, fps=2222 images/s, loss=0.0390, top1-acc=98.98%, top5-acc=99.95%, remaining_time=0:00:20.254822, arrival_time=2021-04-10 03:18:52.652852, cost_time=0:00:03.660507 2021-04-10 03:18:33,548 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.56ms, fps=2228 images/s, loss=0.0372, top1-acc=99.03%, top5-acc=99.95%, remaining_time=0:00:18.761964, arrival_time=2021-04-10 03:18:52.310240, cost_time=0:00:04.810771 2021-04-10 03:18:34,692 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=2.06ms, fps=2239 images/s, loss=0.0382, top1-acc=99.05%, top5-acc=99.95%, remaining_time=0:00:17.388162, arrival_time=2021-04-10 03:18:52.080556, cost_time=0:00:05.954850 2021-04-10 03:18:35,830 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=1.42ms, fps=2250 images/s, loss=0.0357, top1-acc=99.13%, top5-acc=99.95%, remaining_time=0:00:16.077784, arrival_time=2021-04-10 03:18:51.908425, cost_time=0:00:07.093158 2021-04-10 03:18:36,978 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.49ms, fps=2232 images/s, loss=0.0345, top1-acc=99.16%, top5-acc=99.96%, remaining_time=0:00:14.833350, arrival_time=2021-04-10 03:18:51.811540, cost_time=0:00:08.240738 2021-04-10 03:18:38,115 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=1.37ms, fps=2251 images/s, loss=0.0337, top1-acc=99.16%, top5-acc=99.97%, remaining_time=0:00:13.598448, arrival_time=2021-04-10 03:18:51.714192, cost_time=0:00:09.378278 2021-04-10 03:18:39,271 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=1.91ms, fps=2216 images/s, loss=0.0338, top1-acc=99.13%, top5-acc=99.97%, remaining_time=0:00:12.406346, arrival_time=2021-04-10 03:18:51.677633, cost_time=0:00:10.533647 2021-04-10 03:18:40,419 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=1.55ms, fps=2232 images/s, loss=0.0338, top1-acc=99.13%, top5-acc=99.96%, remaining_time=0:00:11.214144, arrival_time=2021-04-10 03:18:51.633161, cost_time=0:00:11.681365 2021-04-10 03:18:41,574 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=1.48ms, fps=2218 images/s, loss=0.0344, top1-acc=99.09%, top5-acc=99.96%, remaining_time=0:00:10.035684, arrival_time=2021-04-10 03:18:51.609701, cost_time=0:00:12.836350 2021-04-10 03:18:42,747 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=2.06ms, fps=2184 images/s, loss=0.0345, top1-acc=99.08%, top5-acc=99.96%, remaining_time=0:00:08.872696, arrival_time=2021-04-10 03:18:51.619738, cost_time=0:00:14.009580 2021-04-10 03:18:43,893 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=1.83ms, fps=2233 images/s, loss=0.0342, top1-acc=99.10%, top5-acc=99.96%, remaining_time=0:00:07.694676, arrival_time=2021-04-10 03:18:51.588461, cost_time=0:00:15.156153 2021-04-10 03:18:45,041 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=1.72ms, fps=2232 images/s, loss=0.0344, top1-acc=99.10%, top5-acc=99.97%, remaining_time=0:00:06.521536, arrival_time=2021-04-10 03:18:51.562981, cost_time=0:00:16.303837 2021-04-10 03:18:46,193 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=1.82ms, fps=2223 images/s, loss=0.0343, top1-acc=99.10%, top5-acc=99.97%, remaining_time=0:00:05.353296, arrival_time=2021-04-10 03:18:51.547098, cost_time=0:00:17.456331 2021-04-10 03:18:47,339 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.56ms, fps=2236 images/s, loss=0.0347, top1-acc=99.09%, top5-acc=99.97%, remaining_time=0:00:04.185396, arrival_time=2021-04-10 03:18:51.524732, cost_time=0:00:18.601782 2021-04-10 03:18:48,490 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=1.91ms, fps=2226 images/s, loss=0.0349, top1-acc=99.08%, top5-acc=99.97%, remaining_time=0:00:03.020992, arrival_time=2021-04-10 03:18:51.511131, cost_time=0:00:19.752620 2021-04-10 03:18:49,641 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=1.86ms, fps=2224 images/s, loss=0.0348, top1-acc=99.08%, top5-acc=99.97%, remaining_time=0:00:01.858160, arrival_time=2021-04-10 03:18:51.500011, cost_time=0:00:20.904261 2021-04-10 03:18:50,789 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=1.52ms, fps=2233 images/s, loss=0.0345, top1-acc=99.09%, top5-acc=99.97%, remaining_time=0:00:00.696360, arrival_time=2021-04-10 03:18:51.485315, cost_time=0:00:22.051475 2021-04-10 03:18:51,408 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=1.32ms, fps=2196 images/s, loss=0.0348, top1-acc=99.08%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:51.408732, cost_time=0:00:22.671295 2021-04-10 03:18:51,879 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=0.35ms, fps=5446 images/s, loss=1.4686, top1-acc=73.12%, top5-acc=89.92%, remaining_time=0:00:01.410240, arrival_time=2021-04-10 03:18:53.289992, cost_time=0:00:00.470083 2021-04-10 03:18:52,251 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=1.33ms, fps=6902 images/s, loss=1.4949, top1-acc=71.99%, top5-acc=89.53%, remaining_time=0:00:00.841460, arrival_time=2021-04-10 03:18:53.092562, cost_time=0:00:00.841460 2021-04-10 03:18:52,629 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=1.69ms, fps=6776 images/s, loss=1.4965, top1-acc=71.78%, top5-acc=89.70%, remaining_time=0:00:00.406580, arrival_time=2021-04-10 03:18:53.036011, cost_time=0:00:01.219743 2021-04-10 03:18:52,966 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=0.08ms, fps=6899 images/s, loss=1.4899, top1-acc=71.71%, top5-acc=89.56%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:52.966163, cost_time=0:00:01.556600 2021-04-10 03:18:53,744 INFO : Epoch=0159 complete, best val top1-acc=71.95%, top5-acc=89.96% (epoch=158), remaining_time=0:17:02.148163, arrival_time=2021-04-10 03:35:55.892716, cost_time=1:06:03.940509 2021-04-10 03:18:53,802 INFO : Train start, epoch=0160, lr=0.010016 2021-04-10 03:18:55,125 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=1.48ms, fps=1935 images/s, loss=0.0294, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:24.612264, arrival_time=2021-04-10 03:19:19.737646, cost_time=0:00:01.323243 2021-04-10 03:18:56,287 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=1.78ms, fps=2205 images/s, loss=0.0299, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:21.868000, arrival_time=2021-04-10 03:19:18.155158, cost_time=0:00:02.485001 2021-04-10 03:18:57,441 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=1.87ms, fps=2219 images/s, loss=0.0286, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:20.135966, arrival_time=2021-04-10 03:19:17.577174, cost_time=0:00:03.639042 2021-04-10 03:18:58,588 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=1.95ms, fps=2232 images/s, loss=0.0303, top1-acc=99.15%, top5-acc=99.97%, remaining_time=0:00:18.667428, arrival_time=2021-04-10 03:19:17.256018, cost_time=0:00:04.786511 2021-04-10 03:18:59,734 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=1.40ms, fps=2239 images/s, loss=0.0312, top1-acc=99.12%, top5-acc=99.98%, remaining_time=0:00:17.316768, arrival_time=2021-04-10 03:19:17.051576, cost_time=0:00:05.930383 2021-04-10 03:19:00,887 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=2.72ms, fps=2223 images/s, loss=0.0303, top1-acc=99.18%, top5-acc=99.98%, remaining_time=0:00:16.059016, arrival_time=2021-04-10 03:19:16.946045, cost_time=0:00:07.084840 2021-04-10 03:19:02,046 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=1.42ms, fps=2210 images/s, loss=0.0303, top1-acc=99.19%, top5-acc=99.98%, remaining_time=0:00:14.839398, arrival_time=2021-04-10 03:19:16.885600, cost_time=0:00:08.244112 2021-04-10 03:19:03,193 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=2.14ms, fps=2233 images/s, loss=0.0291, top1-acc=99.22%, top5-acc=99.98%, remaining_time=0:00:13.617356, arrival_time=2021-04-10 03:19:16.810850, cost_time=0:00:09.391280 2021-04-10 03:19:04,358 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=16.55ms, fps=2199 images/s, loss=0.0293, top1-acc=99.22%, top5-acc=99.98%, remaining_time=0:00:12.432952, arrival_time=2021-04-10 03:19:16.791397, cost_time=0:00:10.556303 2021-04-10 03:19:05,503 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=1.65ms, fps=2237 images/s, loss=0.0289, top1-acc=99.21%, top5-acc=99.98%, remaining_time=0:00:11.233248, arrival_time=2021-04-10 03:19:16.736566, cost_time=0:00:11.701251 2021-04-10 03:19:06,646 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.36ms, fps=2240 images/s, loss=0.0291, top1-acc=99.20%, top5-acc=99.98%, remaining_time=0:00:10.042220, arrival_time=2021-04-10 03:19:16.689067, cost_time=0:00:12.844651 2021-04-10 03:19:07,796 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=1.36ms, fps=2228 images/s, loss=0.0291, top1-acc=99.21%, top5-acc=99.98%, remaining_time=0:00:08.863044, arrival_time=2021-04-10 03:19:16.659353, cost_time=0:00:13.994235 2021-04-10 03:19:08,940 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=1.48ms, fps=2239 images/s, loss=0.0290, top1-acc=99.22%, top5-acc=99.98%, remaining_time=0:00:07.685502, arrival_time=2021-04-10 03:19:16.625769, cost_time=0:00:15.138151 2021-04-10 03:19:10,090 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=2.00ms, fps=2227 images/s, loss=0.0292, top1-acc=99.20%, top5-acc=99.99%, remaining_time=0:00:06.515376, arrival_time=2021-04-10 03:19:16.605908, cost_time=0:00:16.288387 2021-04-10 03:19:11,242 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=2.19ms, fps=2224 images/s, loss=0.0288, top1-acc=99.23%, top5-acc=99.99%, remaining_time=0:00:05.348282, arrival_time=2021-04-10 03:19:16.590527, cost_time=0:00:17.440122 2021-04-10 03:19:12,390 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=1.43ms, fps=2232 images/s, loss=0.0295, top1-acc=99.22%, top5-acc=99.99%, remaining_time=0:00:04.182264, arrival_time=2021-04-10 03:19:16.572231, cost_time=0:00:18.587896 2021-04-10 03:19:13,536 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=1.47ms, fps=2235 images/s, loss=0.0295, top1-acc=99.21%, top5-acc=99.98%, remaining_time=0:00:03.018132, arrival_time=2021-04-10 03:19:16.554228, cost_time=0:00:19.733955 2021-04-10 03:19:14,685 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=1.60ms, fps=2228 images/s, loss=0.0294, top1-acc=99.22%, top5-acc=99.98%, remaining_time=0:00:01.856320, arrival_time=2021-04-10 03:19:16.542067, cost_time=0:00:20.883651 2021-04-10 03:19:15,829 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.23ms, fps=2240 images/s, loss=0.0296, top1-acc=99.21%, top5-acc=99.99%, remaining_time=0:00:00.695598, arrival_time=2021-04-10 03:19:16.524875, cost_time=0:00:22.027232 2021-04-10 03:19:16,444 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=1.30ms, fps=2211 images/s, loss=0.0299, top1-acc=99.20%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:19:16.444682, cost_time=0:00:22.642619 2021-04-10 03:19:16,930 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=0.44ms, fps=5285 images/s, loss=1.4836, top1-acc=71.60%, top5-acc=90.39%, remaining_time=0:00:01.453080, arrival_time=2021-04-10 03:19:18.383274, cost_time=0:00:00.484358 2021-04-10 03:19:17,307 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=1.35ms, fps=6801 images/s, loss=1.4920, top1-acc=71.19%, top5-acc=90.12%, remaining_time=0:00:00.861280, arrival_time=2021-04-10 03:19:18.168392, cost_time=0:00:00.861285 2021-04-10 03:19:17,685 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=1.53ms, fps=6771 images/s, loss=1.4829, top1-acc=71.72%, top5-acc=90.08%, remaining_time=0:00:00.413300, arrival_time=2021-04-10 03:19:18.098945, cost_time=0:00:01.239897 2021-04-10 03:19:18,034 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=0.09ms, fps=6661 images/s, loss=1.4894, top1-acc=71.81%, top5-acc=90.07%, remaining_time=0:00:00, arrival_time=2021-04-10 03:19:18.034460, cost_time=0:00:01.588620 2021-04-10 03:19:18,702 INFO : Epoch=0160 complete, best val top1-acc=71.95%, top5-acc=89.96% (epoch=158), remaining_time=0:16:37.224680, arrival_time=2021-04-10 03:35:55.927430, cost_time=1:06:28.898681 2021-04-10 03:19:18,703 INFO : Train start, epoch=0161, lr=0.009549 2021-04-10 03:19:20,055 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=1.51ms, fps=1894 images/s, loss=0.0275, top1-acc=99.45%, top5-acc=99.96%, remaining_time=0:00:25.142550, arrival_time=2021-04-10 03:19:45.197978, cost_time=0:00:01.351746 2021-04-10 03:19:21,197 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=1.52ms, fps=2243 images/s, loss=0.0300, top1-acc=99.41%, top5-acc=99.98%, remaining_time=0:00:21.945264, arrival_time=2021-04-10 03:19:43.142748, cost_time=0:00:02.493784 2021-04-10 03:19:22,343 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=1.90ms, fps=2234 images/s, loss=0.0284, top1-acc=99.37%, top5-acc=99.99%, remaining_time=0:00:20.142606, arrival_time=2021-04-10 03:19:42.486505, cost_time=0:00:03.640239 2021-04-10 03:19:23,490 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.46ms, fps=2234 images/s, loss=0.0289, top1-acc=99.29%, top5-acc=99.99%, remaining_time=0:00:18.667896, arrival_time=2021-04-10 03:19:42.158279, cost_time=0:00:04.786659 2021-04-10 03:19:24,633 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=1.63ms, fps=2240 images/s, loss=0.0283, top1-acc=99.29%, top5-acc=99.98%, remaining_time=0:00:17.316184, arrival_time=2021-04-10 03:19:41.950084, cost_time=0:00:05.930199 2021-04-10 03:19:25,785 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.71ms, fps=2225 images/s, loss=0.0272, top1-acc=99.34%, top5-acc=99.99%, remaining_time=0:00:16.051128, arrival_time=2021-04-10 03:19:41.836174, cost_time=0:00:07.081391 2021-04-10 03:19:26,945 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=1.79ms, fps=2208 images/s, loss=0.0265, top1-acc=99.37%, top5-acc=99.99%, remaining_time=0:00:14.834610, arrival_time=2021-04-10 03:19:41.779685, cost_time=0:00:08.241429 2021-04-10 03:19:28,093 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=2.45ms, fps=2230 images/s, loss=0.0271, top1-acc=99.34%, top5-acc=99.99%, remaining_time=0:00:13.615384, arrival_time=2021-04-10 03:19:41.709014, cost_time=0:00:09.389927 2021-04-10 03:19:29,250 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=1.37ms, fps=2214 images/s, loss=0.0270, top1-acc=99.34%, top5-acc=99.99%, remaining_time=0:00:12.421610, arrival_time=2021-04-10 03:19:41.672096, cost_time=0:00:10.546609 2021-04-10 03:19:30,396 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=2.01ms, fps=2235 images/s, loss=0.0270, top1-acc=99.33%, top5-acc=99.99%, remaining_time=0:00:11.225088, arrival_time=2021-04-10 03:19:41.621603, cost_time=0:00:11.692799 2021-04-10 03:19:31,546 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=1.62ms, fps=2228 images/s, loss=0.0271, top1-acc=99.32%, top5-acc=99.99%, remaining_time=0:00:10.040500, arrival_time=2021-04-10 03:19:41.586692, cost_time=0:00:12.842490 2021-04-10 03:19:32,690 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=1.38ms, fps=2238 images/s, loss=0.0273, top1-acc=99.33%, top5-acc=99.99%, remaining_time=0:00:08.858256, arrival_time=2021-04-10 03:19:41.548609, cost_time=0:00:13.986702 2021-04-10 03:19:33,836 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.45ms, fps=2235 images/s, loss=0.0273, top1-acc=99.32%, top5-acc=99.99%, remaining_time=0:00:07.682730, arrival_time=2021-04-10 03:19:41.518965, cost_time=0:00:15.132595 2021-04-10 03:19:34,978 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=1.62ms, fps=2243 images/s, loss=0.0275, top1-acc=99.32%, top5-acc=99.99%, remaining_time=0:00:06.509776, arrival_time=2021-04-10 03:19:41.487885, cost_time=0:00:16.274452 2021-04-10 03:19:36,124 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=2.09ms, fps=2233 images/s, loss=0.0274, top1-acc=99.32%, top5-acc=99.99%, remaining_time=0:00:05.342532, arrival_time=2021-04-10 03:19:41.467458, cost_time=0:00:17.421230 2021-04-10 03:19:37,277 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=1.70ms, fps=2223 images/s, loss=0.0277, top1-acc=99.31%, top5-acc=99.99%, remaining_time=0:00:04.178988, arrival_time=2021-04-10 03:19:41.456038, cost_time=0:00:18.573335 2021-04-10 03:19:38,427 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=2.12ms, fps=2226 images/s, loss=0.0275, top1-acc=99.32%, top5-acc=99.99%, remaining_time=0:00:03.016624, arrival_time=2021-04-10 03:19:41.444415, cost_time=0:00:19.724120 2021-04-10 03:19:39,573 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=2.23ms, fps=2235 images/s, loss=0.0273, top1-acc=99.34%, top5-acc=99.99%, remaining_time=0:00:01.855136, arrival_time=2021-04-10 03:19:41.429039, cost_time=0:00:20.870196 2021-04-10 03:19:40,719 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=1.27ms, fps=2236 images/s, loss=0.0274, top1-acc=99.33%, top5-acc=99.99%, remaining_time=0:00:00.695238, arrival_time=2021-04-10 03:19:41.414739, cost_time=0:00:22.015858 2021-04-10 03:19:41,333 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=1.39ms, fps=2217 images/s, loss=0.0274, top1-acc=99.33%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:19:41.333401, cost_time=0:00:22.629747 2021-04-10 03:19:41,814 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=1.99ms, fps=5336 images/s, loss=1.4065, top1-acc=73.28%, top5-acc=89.88%, remaining_time=0:00:01.439220, arrival_time=2021-04-10 03:19:43.253349, cost_time=0:00:00.479743 2021-04-10 03:19:42,184 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=1.38ms, fps=6921 images/s, loss=1.4339, top1-acc=72.36%, top5-acc=89.67%, remaining_time=0:00:00.850000, arrival_time=2021-04-10 03:19:43.034371, cost_time=0:00:00.849995 2021-04-10 03:19:42,559 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=1.37ms, fps=6840 images/s, loss=1.4331, top1-acc=72.80%, top5-acc=89.90%, remaining_time=0:00:00.408200, arrival_time=2021-04-10 03:19:42.967178, cost_time=0:00:01.224595 2021-04-10 03:19:42,897 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.08ms, fps=6853 images/s, loss=1.4411, top1-acc=72.62%, top5-acc=89.92%, remaining_time=0:00:00, arrival_time=2021-04-10 03:19:42.897878, cost_time=0:00:01.563493 2021-04-10 03:19:43,959 INFO : Epoch=0161 complete, best val top1-acc=72.62%, top5-acc=89.92% (epoch=161), remaining_time=0:16:12.373116, arrival_time=2021-04-10 03:35:56.332916, cost_time=1:06:54.155717 2021-04-10 03:19:43,960 INFO : Train start, epoch=0162, lr=0.009093 2021-04-10 03:19:45,312 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=0.26ms, fps=1894 images/s, loss=0.0242, top1-acc=99.37%, top5-acc=99.96%, remaining_time=0:00:25.135668, arrival_time=2021-04-10 03:20:10.447788, cost_time=0:00:01.351383 2021-04-10 03:19:46,460 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=1.42ms, fps=2230 images/s, loss=0.0229, top1-acc=99.41%, top5-acc=99.98%, remaining_time=0:00:21.999296, arrival_time=2021-04-10 03:20:08.459977, cost_time=0:00:02.499916 2021-04-10 03:19:47,602 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=3.24ms, fps=2242 images/s, loss=0.0232, top1-acc=99.40%, top5-acc=99.97%, remaining_time=0:00:20.153230, arrival_time=2021-04-10 03:20:07.756107, cost_time=0:00:03.642164 2021-04-10 03:19:48,748 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=1.63ms, fps=2236 images/s, loss=0.0225, top1-acc=99.47%, top5-acc=99.98%, remaining_time=0:00:18.671328, arrival_time=2021-04-10 03:20:07.419573, cost_time=0:00:04.787518 2021-04-10 03:19:49,891 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=1.51ms, fps=2240 images/s, loss=0.0222, top1-acc=99.48%, top5-acc=99.98%, remaining_time=0:00:17.317644, arrival_time=2021-04-10 03:20:07.209028, cost_time=0:00:05.930697 2021-04-10 03:19:51,039 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.81ms, fps=2231 images/s, loss=0.0220, top1-acc=99.47%, top5-acc=99.99%, remaining_time=0:00:16.044872, arrival_time=2021-04-10 03:20:07.084199, cost_time=0:00:07.078593 2021-04-10 03:19:52,185 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.36ms, fps=2235 images/s, loss=0.0215, top1-acc=99.46%, top5-acc=99.99%, remaining_time=0:00:14.803866, arrival_time=2021-04-10 03:20:06.988915, cost_time=0:00:08.224360 2021-04-10 03:19:53,329 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=1.36ms, fps=2237 images/s, loss=0.0218, top1-acc=99.45%, top5-acc=99.99%, remaining_time=0:00:13.584992, arrival_time=2021-04-10 03:20:06.914614, cost_time=0:00:09.368936 2021-04-10 03:19:54,475 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=4.23ms, fps=2234 images/s, loss=0.0220, top1-acc=99.45%, top5-acc=99.99%, remaining_time=0:00:12.384510, arrival_time=2021-04-10 03:20:06.860339, cost_time=0:00:10.515142 2021-04-10 03:19:55,629 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=2.09ms, fps=2220 images/s, loss=0.0217, top1-acc=99.47%, top5-acc=99.99%, remaining_time=0:00:11.201664, arrival_time=2021-04-10 03:20:06.830775, cost_time=0:00:11.668421 2021-04-10 03:19:56,831 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=2.58ms, fps=2204 images/s, loss=0.0220, top1-acc=99.47%, top5-acc=99.99%, remaining_time=0:00:10.062258, arrival_time=2021-04-10 03:20:06.893352, cost_time=0:00:12.870367 2021-04-10 03:19:57,984 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=1.95ms, fps=2220 images/s, loss=0.0222, top1-acc=99.46%, top5-acc=99.99%, remaining_time=0:00:08.881816, arrival_time=2021-04-10 03:20:06.866598, cost_time=0:00:14.023954 2021-04-10 03:19:59,130 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.41ms, fps=2237 images/s, loss=0.0223, top1-acc=99.44%, top5-acc=99.99%, remaining_time=0:00:07.701342, arrival_time=2021-04-10 03:20:06.831341, cost_time=0:00:15.169271 2021-04-10 03:20:00,281 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=1.99ms, fps=2225 images/s, loss=0.0222, top1-acc=99.44%, top5-acc=99.99%, remaining_time=0:00:06.528200, arrival_time=2021-04-10 03:20:06.809494, cost_time=0:00:16.320547 2021-04-10 03:20:01,427 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=1.85ms, fps=2235 images/s, loss=0.0223, top1-acc=99.43%, top5-acc=99.99%, remaining_time=0:00:05.356332, arrival_time=2021-04-10 03:20:06.783358, cost_time=0:00:17.466323 2021-04-10 03:20:02,570 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=1.61ms, fps=2240 images/s, loss=0.0223, top1-acc=99.42%, top5-acc=99.99%, remaining_time=0:00:04.187196, arrival_time=2021-04-10 03:20:06.757694, cost_time=0:00:18.609779 2021-04-10 03:20:03,721 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.51ms, fps=2225 images/s, loss=0.0221, top1-acc=99.43%, top5-acc=99.99%, remaining_time=0:00:03.022214, arrival_time=2021-04-10 03:20:06.743493, cost_time=0:00:19.760594 2021-04-10 03:20:04,865 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=1.38ms, fps=2239 images/s, loss=0.0218, top1-acc=99.44%, top5-acc=99.99%, remaining_time=0:00:01.858176, arrival_time=2021-04-10 03:20:06.723372, cost_time=0:00:20.904481 2021-04-10 03:20:06,021 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.39ms, fps=2215 images/s, loss=0.0220, top1-acc=99.44%, top5-acc=99.99%, remaining_time=0:00:00.696654, arrival_time=2021-04-10 03:20:06.718088, cost_time=0:00:22.060736 2021-04-10 03:20:06,636 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=1.22ms, fps=2213 images/s, loss=0.0222, top1-acc=99.44%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:20:06.636468, cost_time=0:00:22.675793 2021-04-10 03:20:07,089 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=0.20ms, fps=5666 images/s, loss=1.4444, top1-acc=71.91%, top5-acc=90.51%, remaining_time=0:00:01.355370, arrival_time=2021-04-10 03:20:08.444564, cost_time=0:00:00.451790 2021-04-10 03:20:07,456 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=1.34ms, fps=6970 images/s, loss=1.4033, top1-acc=72.19%, top5-acc=90.55%, remaining_time=0:00:00.819420, arrival_time=2021-04-10 03:20:08.276235, cost_time=0:00:00.819419 2021-04-10 03:20:07,824 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=1.33ms, fps=6963 images/s, loss=1.4046, top1-acc=72.68%, top5-acc=90.38%, remaining_time=0:00:00.395800, arrival_time=2021-04-10 03:20:08.220601, cost_time=0:00:01.187400 2021-04-10 03:20:08,158 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.05ms, fps=6967 images/s, loss=1.3958, top1-acc=72.41%, top5-acc=90.27%, remaining_time=0:00:00, arrival_time=2021-04-10 03:20:08.158133, cost_time=0:00:01.520765 2021-04-10 03:20:08,971 INFO : Epoch=0162 complete, best val top1-acc=72.62%, top5-acc=89.92% (epoch=161), remaining_time=0:15:47.459092, arrival_time=2021-04-10 03:35:56.430934, cost_time=1:07:19.167765 2021-04-10 03:20:08,972 INFO : Train start, epoch=0163, lr=0.008646 2021-04-10 03:20:10,304 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=0.25ms, fps=1923 images/s, loss=0.0240, top1-acc=99.45%, top5-acc=99.92%, remaining_time=0:00:24.759018, arrival_time=2021-04-10 03:20:35.063038, cost_time=0:00:01.331134 2021-04-10 03:20:11,453 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=1.84ms, fps=2228 images/s, loss=0.0250, top1-acc=99.32%, top5-acc=99.96%, remaining_time=0:00:21.829280, arrival_time=2021-04-10 03:20:33.282778, cost_time=0:00:02.480596 2021-04-10 03:20:12,598 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=1.79ms, fps=2236 images/s, loss=0.0252, top1-acc=99.39%, top5-acc=99.96%, remaining_time=0:00:20.063590, arrival_time=2021-04-10 03:20:32.662482, cost_time=0:00:03.625952 2021-04-10 03:20:13,748 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=1.84ms, fps=2228 images/s, loss=0.0238, top1-acc=99.41%, top5-acc=99.97%, remaining_time=0:00:18.624684, arrival_time=2021-04-10 03:20:32.373124, cost_time=0:00:04.775557 2021-04-10 03:20:14,896 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=1.56ms, fps=2231 images/s, loss=0.0236, top1-acc=99.42%, top5-acc=99.98%, remaining_time=0:00:17.296328, arrival_time=2021-04-10 03:20:32.192597, cost_time=0:00:05.923383 2021-04-10 03:20:16,048 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=1.77ms, fps=2229 images/s, loss=0.0234, top1-acc=99.45%, top5-acc=99.98%, remaining_time=0:00:16.037256, arrival_time=2021-04-10 03:20:32.085443, cost_time=0:00:07.075270 2021-04-10 03:20:17,191 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.52ms, fps=2240 images/s, loss=0.0226, top1-acc=99.48%, top5-acc=99.98%, remaining_time=0:00:14.793786, arrival_time=2021-04-10 03:20:31.985397, cost_time=0:00:08.218779 2021-04-10 03:20:18,338 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=1.44ms, fps=2234 images/s, loss=0.0228, top1-acc=99.46%, top5-acc=99.99%, remaining_time=0:00:13.579424, arrival_time=2021-04-10 03:20:31.917449, cost_time=0:00:09.365154 2021-04-10 03:20:19,484 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.44ms, fps=2235 images/s, loss=0.0224, top1-acc=99.48%, top5-acc=99.99%, remaining_time=0:00:12.379846, arrival_time=2021-04-10 03:20:31.863853, cost_time=0:00:10.511154 2021-04-10 03:20:20,626 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=1.43ms, fps=2242 images/s, loss=0.0220, top1-acc=99.50%, top5-acc=99.99%, remaining_time=0:00:11.187456, arrival_time=2021-04-10 03:20:31.813886, cost_time=0:00:11.653617 2021-04-10 03:20:21,768 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=1.64ms, fps=2243 images/s, loss=0.0217, top1-acc=99.51%, top5-acc=99.99%, remaining_time=0:00:10.003520, arrival_time=2021-04-10 03:20:31.771628, cost_time=0:00:12.795206 2021-04-10 03:20:22,911 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=1.51ms, fps=2239 images/s, loss=0.0213, top1-acc=99.50%, top5-acc=99.99%, remaining_time=0:00:08.828008, arrival_time=2021-04-10 03:20:31.739803, cost_time=0:00:13.938973 2021-04-10 03:20:24,064 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=8.12ms, fps=2222 images/s, loss=0.0216, top1-acc=99.49%, top5-acc=99.99%, remaining_time=0:00:07.661940, arrival_time=2021-04-10 03:20:31.726479, cost_time=0:00:15.091643 2021-04-10 03:20:25,216 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=1.93ms, fps=2223 images/s, loss=0.0217, top1-acc=99.49%, top5-acc=99.99%, remaining_time=0:00:06.497512, arrival_time=2021-04-10 03:20:31.714170, cost_time=0:00:16.243765 2021-04-10 03:20:26,365 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=1.84ms, fps=2229 images/s, loss=0.0221, top1-acc=99.49%, top5-acc=99.99%, remaining_time=0:00:05.333746, arrival_time=2021-04-10 03:20:31.699327, cost_time=0:00:17.392707 2021-04-10 03:20:27,511 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=1.37ms, fps=2234 images/s, loss=0.0221, top1-acc=99.49%, top5-acc=99.99%, remaining_time=0:00:04.171284, arrival_time=2021-04-10 03:20:31.683100, cost_time=0:00:18.538989 2021-04-10 03:20:28,660 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=1.50ms, fps=2230 images/s, loss=0.0223, top1-acc=99.49%, top5-acc=99.99%, remaining_time=0:00:03.010982, arrival_time=2021-04-10 03:20:31.671127, cost_time=0:00:19.687254 2021-04-10 03:20:29,819 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=3.25ms, fps=2209 images/s, loss=0.0222, top1-acc=99.50%, top5-acc=99.99%, remaining_time=0:00:01.853024, arrival_time=2021-04-10 03:20:31.672347, cost_time=0:00:20.846500 2021-04-10 03:20:30,965 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.39ms, fps=2235 images/s, loss=0.0222, top1-acc=99.49%, top5-acc=99.99%, remaining_time=0:00:00.694500, arrival_time=2021-04-10 03:20:31.659843, cost_time=0:00:21.992493 2021-04-10 03:20:31,583 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=1.21ms, fps=2202 images/s, loss=0.0223, top1-acc=99.49%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:20:31.583413, cost_time=0:00:22.610607 2021-04-10 03:20:32,027 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=0.31ms, fps=5771 images/s, loss=1.5215, top1-acc=72.07%, top5-acc=89.34%, remaining_time=0:00:01.330800, arrival_time=2021-04-10 03:20:33.358727, cost_time=0:00:00.443602 2021-04-10 03:20:32,403 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=1.96ms, fps=6828 images/s, loss=1.4572, top1-acc=72.42%, top5-acc=89.96%, remaining_time=0:00:00.818900, arrival_time=2021-04-10 03:20:33.222184, cost_time=0:00:00.818906 2021-04-10 03:20:32,781 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=2.62ms, fps=6774 images/s, loss=1.4345, top1-acc=72.63%, top5-acc=90.40%, remaining_time=0:00:00.399090, arrival_time=2021-04-10 03:20:33.180729, cost_time=0:00:01.197273 2021-04-10 03:20:33,124 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=0.12ms, fps=6782 images/s, loss=1.4291, top1-acc=72.61%, top5-acc=90.19%, remaining_time=0:00:00, arrival_time=2021-04-10 03:20:33.124203, cost_time=0:00:01.539849 2021-04-10 03:20:33,675 INFO : Epoch=0163 complete, best val top1-acc=72.62%, top5-acc=89.92% (epoch=161), remaining_time=0:15:22.473899, arrival_time=2021-04-10 03:35:56.149483, cost_time=1:07:43.871508 2021-04-10 03:20:33,676 INFO : Train start, epoch=0164, lr=0.008210 2021-04-10 03:20:35,029 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=0.70ms, fps=1892 images/s, loss=0.0225, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:25.166172, arrival_time=2021-04-10 03:21:00.195837, cost_time=0:00:01.353016 2021-04-10 03:20:36,177 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=2.14ms, fps=2232 images/s, loss=0.0226, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:22.007744, arrival_time=2021-04-10 03:20:58.185314, cost_time=0:00:02.500872 2021-04-10 03:20:37,336 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=1.46ms, fps=2211 images/s, loss=0.0227, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:20.249842, arrival_time=2021-04-10 03:20:57.585983, cost_time=0:00:03.659599 2021-04-10 03:20:38,484 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=2.18ms, fps=2231 images/s, loss=0.0233, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:18.749172, arrival_time=2021-04-10 03:20:57.233401, cost_time=0:00:04.807463 2021-04-10 03:20:39,639 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.38ms, fps=2218 images/s, loss=0.0220, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:17.410938, arrival_time=2021-04-10 03:20:57.050105, cost_time=0:00:05.962656 2021-04-10 03:20:40,788 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=2.04ms, fps=2229 images/s, loss=0.0217, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:16.119944, arrival_time=2021-04-10 03:20:56.908331, cost_time=0:00:07.111756 2021-04-10 03:20:41,935 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=1.57ms, fps=2233 images/s, loss=0.0212, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:14.865858, arrival_time=2021-04-10 03:20:56.801182, cost_time=0:00:08.258828 2021-04-10 03:20:43,090 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=1.47ms, fps=2218 images/s, loss=0.0201, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:13.649720, arrival_time=2021-04-10 03:20:56.739866, cost_time=0:00:09.413584 2021-04-10 03:20:44,236 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=1.30ms, fps=2234 images/s, loss=0.0201, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:12.437298, arrival_time=2021-04-10 03:20:56.673761, cost_time=0:00:10.559978 2021-04-10 03:20:45,382 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=1.43ms, fps=2235 images/s, loss=0.0201, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:11.237568, arrival_time=2021-04-10 03:20:56.619974, cost_time=0:00:11.705783 2021-04-10 03:20:46,529 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=1.45ms, fps=2233 images/s, loss=0.0201, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:10.048584, arrival_time=2021-04-10 03:20:56.577980, cost_time=0:00:12.852894 2021-04-10 03:20:47,681 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=1.92ms, fps=2222 images/s, loss=0.0204, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:08.869960, arrival_time=2021-04-10 03:20:56.551736, cost_time=0:00:14.005226 2021-04-10 03:20:48,825 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.66ms, fps=2240 images/s, loss=0.0208, top1-acc=99.52%, top5-acc=99.99%, remaining_time=0:00:07.690782, arrival_time=2021-04-10 03:20:56.515803, cost_time=0:00:15.148513 2021-04-10 03:20:49,968 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.34ms, fps=2239 images/s, loss=0.0208, top1-acc=99.51%, top5-acc=99.99%, remaining_time=0:00:06.516944, arrival_time=2021-04-10 03:20:56.485761, cost_time=0:00:16.292322 2021-04-10 03:20:51,116 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=1.33ms, fps=2232 images/s, loss=0.0205, top1-acc=99.52%, top5-acc=99.99%, remaining_time=0:00:05.348098, arrival_time=2021-04-10 03:20:56.464197, cost_time=0:00:17.439510 2021-04-10 03:20:52,266 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=1.41ms, fps=2226 images/s, loss=0.0209, top1-acc=99.52%, top5-acc=99.99%, remaining_time=0:00:04.182804, arrival_time=2021-04-10 03:20:56.449543, cost_time=0:00:18.590236 2021-04-10 03:20:53,417 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.31ms, fps=2226 images/s, loss=0.0208, top1-acc=99.51%, top5-acc=99.99%, remaining_time=0:00:03.019198, arrival_time=2021-04-10 03:20:56.436603, cost_time=0:00:19.740907 2021-04-10 03:20:54,566 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=2.14ms, fps=2230 images/s, loss=0.0205, top1-acc=99.52%, top5-acc=99.99%, remaining_time=0:00:01.856848, arrival_time=2021-04-10 03:20:56.422971, cost_time=0:00:20.889527 2021-04-10 03:20:55,715 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.56ms, fps=2228 images/s, loss=0.0208, top1-acc=99.50%, top5-acc=99.99%, remaining_time=0:00:00.695976, arrival_time=2021-04-10 03:20:56.411766, cost_time=0:00:22.039269 2021-04-10 03:20:56,332 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=1.49ms, fps=2206 images/s, loss=0.0214, top1-acc=99.50%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:20:56.332719, cost_time=0:00:22.656249 2021-04-10 03:20:56,805 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=0.41ms, fps=5426 images/s, loss=1.4038, top1-acc=72.07%, top5-acc=90.90%, remaining_time=0:00:01.415490, arrival_time=2021-04-10 03:20:58.221030, cost_time=0:00:00.471827 2021-04-10 03:20:57,177 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=0.20ms, fps=6883 images/s, loss=1.3976, top1-acc=72.75%, top5-acc=90.78%, remaining_time=0:00:00.844100, arrival_time=2021-04-10 03:20:58.021898, cost_time=0:00:00.844107 2021-04-10 03:20:57,555 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=1.82ms, fps=6778 images/s, loss=1.3992, top1-acc=72.94%, top5-acc=90.61%, remaining_time=0:00:00.407360, arrival_time=2021-04-10 03:20:57.963200, cost_time=0:00:01.222077 2021-04-10 03:20:57,894 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=0.07ms, fps=6859 images/s, loss=1.4096, top1-acc=72.52%, top5-acc=90.35%, remaining_time=0:00:00, arrival_time=2021-04-10 03:20:57.894513, cost_time=0:00:01.560826 2021-04-10 03:20:58,375 INFO : Epoch=0164 complete, best val top1-acc=72.62%, top5-acc=89.92% (epoch=161), remaining_time=0:14:57.491340, arrival_time=2021-04-10 03:35:55.867072, cost_time=1:08:08.571698 2021-04-10 03:20:58,376 INFO : Train start, epoch=0165, lr=0.007784 2021-04-10 03:20:59,700 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=0.25ms, fps=1934 images/s, loss=0.0232, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:24.625842, arrival_time=2021-04-10 03:21:24.326295, cost_time=0:00:01.323971 2021-04-10 03:21:00,848 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=2.04ms, fps=2230 images/s, loss=0.0240, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:21.756944, arrival_time=2021-04-10 03:21:22.605731, cost_time=0:00:02.472388 2021-04-10 03:21:01,993 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=1.47ms, fps=2237 images/s, loss=0.0229, top1-acc=99.35%, top5-acc=99.99%, remaining_time=0:00:20.016114, arrival_time=2021-04-10 03:21:22.009875, cost_time=0:00:03.617378 2021-04-10 03:21:03,135 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=1.39ms, fps=2243 images/s, loss=0.0232, top1-acc=99.37%, top5-acc=99.99%, remaining_time=0:00:18.560412, arrival_time=2021-04-10 03:21:21.695897, cost_time=0:00:04.759099 2021-04-10 03:21:04,283 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.38ms, fps=2230 images/s, loss=0.0221, top1-acc=99.38%, top5-acc=99.99%, remaining_time=0:00:17.249900, arrival_time=2021-04-10 03:21:21.533779, cost_time=0:00:05.907504 2021-04-10 03:21:05,438 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=1.40ms, fps=2219 images/s, loss=0.0211, top1-acc=99.41%, top5-acc=99.99%, remaining_time=0:00:16.006248, arrival_time=2021-04-10 03:21:21.444361, cost_time=0:00:07.061605 2021-04-10 03:21:06,587 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=1.38ms, fps=2228 images/s, loss=0.0212, top1-acc=99.43%, top5-acc=99.99%, remaining_time=0:00:14.780556, arrival_time=2021-04-10 03:21:21.368407, cost_time=0:00:08.211444 2021-04-10 03:21:07,735 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=1.45ms, fps=2231 images/s, loss=0.0215, top1-acc=99.42%, top5-acc=99.99%, remaining_time=0:00:13.570956, arrival_time=2021-04-10 03:21:21.306658, cost_time=0:00:09.359274 2021-04-10 03:21:08,877 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=1.38ms, fps=2243 images/s, loss=0.0215, top1-acc=99.42%, top5-acc=99.99%, remaining_time=0:00:12.367974, arrival_time=2021-04-10 03:21:21.245473, cost_time=0:00:10.501122 2021-04-10 03:21:10,021 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=1.90ms, fps=2238 images/s, loss=0.0214, top1-acc=99.44%, top5-acc=99.99%, remaining_time=0:00:11.179776, arrival_time=2021-04-10 03:21:21.201714, cost_time=0:00:11.645552 2021-04-10 03:21:11,178 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=1.43ms, fps=2215 images/s, loss=0.0211, top1-acc=99.44%, top5-acc=99.99%, remaining_time=0:00:10.008594, arrival_time=2021-04-10 03:21:21.186809, cost_time=0:00:12.801679 2021-04-10 03:21:12,329 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=2.18ms, fps=2224 images/s, loss=0.0214, top1-acc=99.43%, top5-acc=99.99%, remaining_time=0:00:08.837128, arrival_time=2021-04-10 03:21:21.166937, cost_time=0:00:13.953342 2021-04-10 03:21:13,486 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=1.73ms, fps=2215 images/s, loss=0.0209, top1-acc=99.44%, top5-acc=99.99%, remaining_time=0:00:07.671048, arrival_time=2021-04-10 03:21:21.157071, cost_time=0:00:15.109578 2021-04-10 03:21:14,636 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.61ms, fps=2227 images/s, loss=0.0208, top1-acc=99.44%, top5-acc=99.99%, remaining_time=0:00:06.503952, arrival_time=2021-04-10 03:21:21.140154, cost_time=0:00:16.259821 2021-04-10 03:21:15,781 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=1.81ms, fps=2237 images/s, loss=0.0208, top1-acc=99.45%, top5-acc=99.99%, remaining_time=0:00:05.337426, arrival_time=2021-04-10 03:21:21.118531, cost_time=0:00:17.404661 2021-04-10 03:21:16,930 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=1.78ms, fps=2229 images/s, loss=0.0209, top1-acc=99.45%, top5-acc=99.99%, remaining_time=0:00:04.174596, arrival_time=2021-04-10 03:21:21.104759, cost_time=0:00:18.553694 2021-04-10 03:21:18,083 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=1.44ms, fps=2220 images/s, loss=0.0209, top1-acc=99.46%, top5-acc=99.99%, remaining_time=0:00:03.014050, arrival_time=2021-04-10 03:21:21.097665, cost_time=0:00:19.707197 2021-04-10 03:21:19,229 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=1.47ms, fps=2236 images/s, loss=0.0211, top1-acc=99.46%, top5-acc=99.99%, remaining_time=0:00:01.853584, arrival_time=2021-04-10 03:21:21.082996, cost_time=0:00:20.852886 2021-04-10 03:21:20,379 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.59ms, fps=2227 images/s, loss=0.0211, top1-acc=99.46%, top5-acc=99.99%, remaining_time=0:00:00.694836, arrival_time=2021-04-10 03:21:21.074571, cost_time=0:00:22.003226 2021-04-10 03:21:21,000 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=1.46ms, fps=2192 images/s, loss=0.0209, top1-acc=99.47%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:21.000738, cost_time=0:00:22.624343 2021-04-10 03:21:21,482 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=0.29ms, fps=5323 images/s, loss=1.4376, top1-acc=73.28%, top5-acc=90.78%, remaining_time=0:00:01.442670, arrival_time=2021-04-10 03:21:22.925365, cost_time=0:00:00.480886 2021-04-10 03:21:21,859 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=1.82ms, fps=6813 images/s, loss=1.4389, top1-acc=73.07%, top5-acc=90.82%, remaining_time=0:00:00.857160, arrival_time=2021-04-10 03:21:22.716118, cost_time=0:00:00.857154 2021-04-10 03:21:22,233 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=2.08ms, fps=6848 images/s, loss=1.4254, top1-acc=73.02%, top5-acc=90.68%, remaining_time=0:00:00.410490, arrival_time=2021-04-10 03:21:22.643841, cost_time=0:00:01.231460 2021-04-10 03:21:22,571 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=0.11ms, fps=6871 images/s, loss=1.4180, top1-acc=72.93%, top5-acc=90.46%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:22.571606, cost_time=0:00:01.569848 2021-04-10 03:21:23,603 INFO : Epoch=0165 complete, best val top1-acc=72.93%, top5-acc=90.46% (epoch=165), remaining_time=0:14:32.624165, arrival_time=2021-04-10 03:35:56.227936, cost_time=1:08:33.799711 2021-04-10 03:21:23,604 INFO : Train start, epoch=0166, lr=0.007368 2021-04-10 03:21:24,951 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=0.24ms, fps=1901 images/s, loss=0.0214, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:25.044714, arrival_time=2021-04-10 03:21:49.995719, cost_time=0:00:01.346486 2021-04-10 03:21:26,102 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=2.06ms, fps=2225 images/s, loss=0.0198, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:21.980112, arrival_time=2021-04-10 03:21:48.082533, cost_time=0:00:02.497733 2021-04-10 03:21:27,253 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=1.40ms, fps=2225 images/s, loss=0.0205, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:20.191742, arrival_time=2021-04-10 03:21:47.445369, cost_time=0:00:03.649117 2021-04-10 03:21:28,400 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=1.45ms, fps=2232 images/s, loss=0.0203, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:18.705336, arrival_time=2021-04-10 03:21:47.106186, cost_time=0:00:04.796222 2021-04-10 03:21:29,552 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=1.56ms, fps=2224 images/s, loss=0.0214, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:17.367868, arrival_time=2021-04-10 03:21:46.920307, cost_time=0:00:05.947917 2021-04-10 03:21:30,700 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=2.11ms, fps=2231 images/s, loss=0.0209, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:16.084176, arrival_time=2021-04-10 03:21:46.784660, cost_time=0:00:07.095958 2021-04-10 03:21:31,853 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=1.46ms, fps=2222 images/s, loss=0.0200, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:14.847840, arrival_time=2021-04-10 03:21:46.701266, cost_time=0:00:08.248769 2021-04-10 03:21:33,002 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=1.49ms, fps=2230 images/s, loss=0.0191, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:13.626520, arrival_time=2021-04-10 03:21:46.628662, cost_time=0:00:09.397609 2021-04-10 03:21:34,162 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=2.66ms, fps=2208 images/s, loss=0.0188, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:12.434542, arrival_time=2021-04-10 03:21:46.596748, cost_time=0:00:10.557632 2021-04-10 03:21:35,314 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=2.53ms, fps=2223 images/s, loss=0.0189, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:11.241600, arrival_time=2021-04-10 03:21:46.556152, cost_time=0:00:11.709977 2021-04-10 03:21:36,465 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=1.46ms, fps=2226 images/s, loss=0.0186, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:10.054518, arrival_time=2021-04-10 03:21:46.519573, cost_time=0:00:12.860463 2021-04-10 03:21:37,619 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=1.44ms, fps=2219 images/s, loss=0.0186, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:08.876040, arrival_time=2021-04-10 03:21:46.495447, cost_time=0:00:14.014829 2021-04-10 03:21:38,767 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=1.57ms, fps=2232 images/s, loss=0.0187, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:07.697778, arrival_time=2021-04-10 03:21:46.464727, cost_time=0:00:15.162322 2021-04-10 03:21:39,919 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.81ms, fps=2223 images/s, loss=0.0189, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:06.525848, arrival_time=2021-04-10 03:21:46.444921, cost_time=0:00:16.314576 2021-04-10 03:21:41,062 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.49ms, fps=2240 images/s, loss=0.0189, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:05.353756, arrival_time=2021-04-10 03:21:46.416289, cost_time=0:00:17.457902 2021-04-10 03:21:42,206 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=1.54ms, fps=2239 images/s, loss=0.0189, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:04.185432, arrival_time=2021-04-10 03:21:46.391936, cost_time=0:00:18.601955 2021-04-10 03:21:43,352 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=1.26ms, fps=2236 images/s, loss=0.0189, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:03.020212, arrival_time=2021-04-10 03:21:46.372415, cost_time=0:00:19.747557 2021-04-10 03:21:44,507 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.46ms, fps=2218 images/s, loss=0.0188, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:01.858016, arrival_time=2021-04-10 03:21:46.365238, cost_time=0:00:20.902686 2021-04-10 03:21:45,656 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=2.45ms, fps=2228 images/s, loss=0.0186, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:00.696384, arrival_time=2021-04-10 03:21:46.353115, cost_time=0:00:22.052166 2021-04-10 03:21:46,275 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=2.19ms, fps=2198 images/s, loss=0.0185, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:46.275854, cost_time=0:00:22.671343 2021-04-10 03:21:46,776 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=0.23ms, fps=5128 images/s, loss=1.4295, top1-acc=72.11%, top5-acc=90.78%, remaining_time=0:00:01.497480, arrival_time=2021-04-10 03:21:48.273527, cost_time=0:00:00.499162 2021-04-10 03:21:47,144 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=1.60ms, fps=6954 images/s, loss=1.4204, top1-acc=72.66%, top5-acc=90.47%, remaining_time=0:00:00.867680, arrival_time=2021-04-10 03:21:48.012252, cost_time=0:00:00.867680 2021-04-10 03:21:47,512 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=1.32ms, fps=6961 images/s, loss=1.4137, top1-acc=72.85%, top5-acc=90.61%, remaining_time=0:00:00.411940, arrival_time=2021-04-10 03:21:47.924675, cost_time=0:00:01.235833 2021-04-10 03:21:47,848 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=0.06ms, fps=6912 images/s, loss=1.3813, top1-acc=73.15%, top5-acc=90.58%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:47.848711, cost_time=0:00:01.571870 2021-04-10 03:21:49,251 INFO : Epoch=0166 complete, best val top1-acc=73.15%, top5-acc=90.58% (epoch=166), remaining_time=0:14:07.838518, arrival_time=2021-04-10 03:35:57.089461, cost_time=1:08:59.446845 2021-04-10 03:21:49,251 INFO : Train start, epoch=0167, lr=0.006963 2021-04-10 03:21:50,643 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=0.25ms, fps=1839 images/s, loss=0.0200, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:25.886364, arrival_time=2021-04-10 03:22:16.530034, cost_time=0:00:01.391738 2021-04-10 03:21:51,795 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=2.07ms, fps=2223 images/s, loss=0.0192, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:22.385440, arrival_time=2021-04-10 03:22:14.181216, cost_time=0:00:02.543801 2021-04-10 03:21:52,943 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=1.88ms, fps=2231 images/s, loss=0.0171, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:20.427130, arrival_time=2021-04-10 03:22:13.370760, cost_time=0:00:03.691656 2021-04-10 03:21:54,089 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=2.15ms, fps=2236 images/s, loss=0.0162, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:18.865548, arrival_time=2021-04-10 03:22:12.954850, cost_time=0:00:04.837309 2021-04-10 03:21:55,230 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=1.37ms, fps=2244 images/s, loss=0.0160, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:17.458242, arrival_time=2021-04-10 03:22:12.689062, cost_time=0:00:05.978852 2021-04-10 03:21:56,386 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=2.11ms, fps=2217 images/s, loss=0.0159, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:16.170672, arrival_time=2021-04-10 03:22:12.556733, cost_time=0:00:07.134113 2021-04-10 03:21:57,534 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=1.41ms, fps=2230 images/s, loss=0.0167, top1-acc=99.60%, top5-acc=99.99%, remaining_time=0:00:14.908698, arrival_time=2021-04-10 03:22:12.443195, cost_time=0:00:08.282634 2021-04-10 03:21:58,679 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=1.41ms, fps=2236 images/s, loss=0.0163, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:13.670252, arrival_time=2021-04-10 03:22:12.349940, cost_time=0:00:09.427752 2021-04-10 03:21:59,826 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=1.42ms, fps=2234 images/s, loss=0.0161, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:12.454046, arrival_time=2021-04-10 03:22:12.280142, cost_time=0:00:10.574218 2021-04-10 03:22:00,975 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=1.79ms, fps=2228 images/s, loss=0.0158, top1-acc=99.66%, top5-acc=99.99%, remaining_time=0:00:11.254848, arrival_time=2021-04-10 03:22:12.230579, cost_time=0:00:11.723785 2021-04-10 03:22:02,117 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.48ms, fps=2244 images/s, loss=0.0155, top1-acc=99.68%, top5-acc=99.99%, remaining_time=0:00:10.058216, arrival_time=2021-04-10 03:22:12.175269, cost_time=0:00:12.865163 2021-04-10 03:22:03,264 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.83ms, fps=2232 images/s, loss=0.0150, top1-acc=99.69%, top5-acc=99.99%, remaining_time=0:00:08.874596, arrival_time=2021-04-10 03:22:12.139016, cost_time=0:00:14.012551 2021-04-10 03:22:04,412 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=1.50ms, fps=2231 images/s, loss=0.0149, top1-acc=99.70%, top5-acc=99.99%, remaining_time=0:00:07.696788, arrival_time=2021-04-10 03:22:12.109106, cost_time=0:00:15.160306 2021-04-10 03:22:05,564 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.36ms, fps=2224 images/s, loss=0.0149, top1-acc=99.71%, top5-acc=99.99%, remaining_time=0:00:06.524896, arrival_time=2021-04-10 03:22:12.089071, cost_time=0:00:16.312303 2021-04-10 03:22:06,715 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.82ms, fps=2225 images/s, loss=0.0146, top1-acc=99.71%, top5-acc=99.99%, remaining_time=0:00:05.355412, arrival_time=2021-04-10 03:22:12.070599, cost_time=0:00:17.463258 2021-04-10 03:22:07,865 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=1.83ms, fps=2226 images/s, loss=0.0149, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:04.188060, arrival_time=2021-04-10 03:22:12.053643, cost_time=0:00:18.613673 2021-04-10 03:22:09,015 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=1.51ms, fps=2228 images/s, loss=0.0149, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:03.022578, arrival_time=2021-04-10 03:22:12.037563, cost_time=0:00:19.763053 2021-04-10 03:22:10,164 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=1.48ms, fps=2229 images/s, loss=0.0148, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:01.858880, arrival_time=2021-04-10 03:22:12.023072, cost_time=0:00:20.912311 2021-04-10 03:22:11,312 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.32ms, fps=2230 images/s, loss=0.0151, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:00.696654, arrival_time=2021-04-10 03:22:12.009263, cost_time=0:00:22.060658 2021-04-10 03:22:11,928 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=1.43ms, fps=2211 images/s, loss=0.0151, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:22:11.928095, cost_time=0:00:22.676226 2021-04-10 03:22:12,409 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=1.39ms, fps=5330 images/s, loss=1.3426, top1-acc=73.98%, top5-acc=90.23%, remaining_time=0:00:01.440780, arrival_time=2021-04-10 03:22:13.850322, cost_time=0:00:00.480259 2021-04-10 03:22:12,777 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=1.29ms, fps=6959 images/s, loss=1.3706, top1-acc=73.24%, top5-acc=90.62%, remaining_time=0:00:00.848440, arrival_time=2021-04-10 03:22:13.626209, cost_time=0:00:00.848449 2021-04-10 03:22:13,147 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=0.25ms, fps=6935 images/s, loss=1.3476, top1-acc=73.76%, top5-acc=90.91%, remaining_time=0:00:00.406010, arrival_time=2021-04-10 03:22:13.553384, cost_time=0:00:01.218040 2021-04-10 03:22:13,483 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=0.06ms, fps=6910 images/s, loss=1.3782, top1-acc=73.34%, top5-acc=90.62%, remaining_time=0:00:00, arrival_time=2021-04-10 03:22:13.483543, cost_time=0:00:01.554298 2021-04-10 03:22:14,559 INFO : Epoch=0167 complete, best val top1-acc=73.34%, top5-acc=90.62% (epoch=167), remaining_time=0:13:42.975681, arrival_time=2021-04-10 03:35:57.535524, cost_time=1:09:24.755750 2021-04-10 03:22:14,560 INFO : Train start, epoch=0168, lr=0.006568 2021-04-10 03:22:15,892 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=0.45ms, fps=1922 images/s, loss=0.0159, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:24.769806, arrival_time=2021-04-10 03:22:40.662480, cost_time=0:00:01.331709 2021-04-10 03:22:17,042 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.76ms, fps=2227 images/s, loss=0.0159, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:21.838960, arrival_time=2021-04-10 03:22:38.881654, cost_time=0:00:02.481692 2021-04-10 03:22:18,192 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=1.39ms, fps=2228 images/s, loss=0.0146, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:20.094632, arrival_time=2021-04-10 03:22:38.287318, cost_time=0:00:03.631556 2021-04-10 03:22:19,334 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=1.34ms, fps=2243 images/s, loss=0.0138, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:18.617976, arrival_time=2021-04-10 03:22:37.952757, cost_time=0:00:04.773858 2021-04-10 03:22:20,481 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=2.02ms, fps=2234 images/s, loss=0.0138, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:17.286984, arrival_time=2021-04-10 03:22:37.768225, cost_time=0:00:05.920204 2021-04-10 03:22:21,625 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.43ms, fps=2238 images/s, loss=0.0132, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:16.013728, arrival_time=2021-04-10 03:22:37.639535, cost_time=0:00:07.064866 2021-04-10 03:22:22,778 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=1.85ms, fps=2223 images/s, loss=0.0132, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:14.790888, arrival_time=2021-04-10 03:22:37.569027, cost_time=0:00:08.217168 2021-04-10 03:22:23,923 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=2.32ms, fps=2236 images/s, loss=0.0129, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:13.575944, arrival_time=2021-04-10 03:22:37.499564, cost_time=0:00:09.362728 2021-04-10 03:22:25,074 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=1.70ms, fps=2225 images/s, loss=0.0132, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:12.382496, arrival_time=2021-04-10 03:22:37.456895, cost_time=0:00:10.513437 2021-04-10 03:22:26,217 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.33ms, fps=2240 images/s, loss=0.0133, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:11.190528, arrival_time=2021-04-10 03:22:37.408188, cost_time=0:00:11.656765 2021-04-10 03:22:27,371 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=2.00ms, fps=2221 images/s, loss=0.0136, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:10.015044, arrival_time=2021-04-10 03:22:37.386052, cost_time=0:00:12.809959 2021-04-10 03:22:28,535 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=2.63ms, fps=2199 images/s, loss=0.0134, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:08.850808, arrival_time=2021-04-10 03:22:37.386631, cost_time=0:00:13.974925 2021-04-10 03:22:29,680 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=1.58ms, fps=2237 images/s, loss=0.0137, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:07.676130, arrival_time=2021-04-10 03:22:37.356739, cost_time=0:00:15.119587 2021-04-10 03:22:30,826 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.63ms, fps=2236 images/s, loss=0.0135, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:06.506136, arrival_time=2021-04-10 03:22:37.332390, cost_time=0:00:16.265285 2021-04-10 03:22:31,976 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=1.53ms, fps=2228 images/s, loss=0.0133, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:05.340554, arrival_time=2021-04-10 03:22:37.316495, cost_time=0:00:17.414826 2021-04-10 03:22:33,135 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=1.48ms, fps=2210 images/s, loss=0.0135, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:04.179240, arrival_time=2021-04-10 03:22:37.314582, cost_time=0:00:18.574424 2021-04-10 03:22:34,282 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=1.57ms, fps=2233 images/s, loss=0.0135, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:03.016208, arrival_time=2021-04-10 03:22:37.298526, cost_time=0:00:19.721300 2021-04-10 03:22:35,430 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.40ms, fps=2232 images/s, loss=0.0134, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:01.855040, arrival_time=2021-04-10 03:22:37.285104, cost_time=0:00:20.869166 2021-04-10 03:22:36,577 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.38ms, fps=2233 images/s, loss=0.0134, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:00.695244, arrival_time=2021-04-10 03:22:37.272218, cost_time=0:00:22.016027 2021-04-10 03:22:37,194 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=1.45ms, fps=2205 images/s, loss=0.0134, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:22:37.194305, cost_time=0:00:22.633421 2021-04-10 03:22:37,669 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=0.30ms, fps=5399 images/s, loss=1.3536, top1-acc=74.96%, top5-acc=91.21%, remaining_time=0:00:01.422330, arrival_time=2021-04-10 03:22:39.091662, cost_time=0:00:00.474107 2021-04-10 03:22:38,042 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=1.40ms, fps=6865 images/s, loss=1.3786, top1-acc=74.04%, top5-acc=90.76%, remaining_time=0:00:00.847340, arrival_time=2021-04-10 03:22:38.889902, cost_time=0:00:00.847339 2021-04-10 03:22:38,419 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=1.89ms, fps=6801 images/s, loss=1.3978, top1-acc=73.83%, top5-acc=90.96%, remaining_time=0:00:00.408030, arrival_time=2021-04-10 03:22:38.827401, cost_time=0:00:01.224093 2021-04-10 03:22:38,759 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.11ms, fps=6838 images/s, loss=1.4143, top1-acc=73.69%, top5-acc=90.88%, remaining_time=0:00:00, arrival_time=2021-04-10 03:22:38.759100, cost_time=0:00:01.563822 2021-04-10 03:22:39,779 INFO : Epoch=0168 complete, best val top1-acc=73.69%, top5-acc=90.88% (epoch=168), remaining_time=0:13:18.090528, arrival_time=2021-04-10 03:35:57.869830, cost_time=1:09:49.975209 2021-04-10 03:22:39,780 INFO : Train start, epoch=0169, lr=0.006185 2021-04-10 03:22:41,097 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=1.75ms, fps=1944 images/s, loss=0.0145, top1-acc=99.73%, top5-acc=99.96%, remaining_time=0:00:24.497316, arrival_time=2021-04-10 03:23:05.594785, cost_time=0:00:01.317065 2021-04-10 03:22:42,244 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=1.38ms, fps=2233 images/s, loss=0.0128, top1-acc=99.73%, top5-acc=99.98%, remaining_time=0:00:21.684608, arrival_time=2021-04-10 03:23:03.929175, cost_time=0:00:02.464163 2021-04-10 03:22:43,394 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=1.49ms, fps=2227 images/s, loss=0.0137, top1-acc=99.71%, top5-acc=99.99%, remaining_time=0:00:19.998020, arrival_time=2021-04-10 03:23:03.392591, cost_time=0:00:03.614115 2021-04-10 03:22:44,541 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=1.64ms, fps=2234 images/s, loss=0.0127, top1-acc=99.75%, top5-acc=99.99%, remaining_time=0:00:18.566496, arrival_time=2021-04-10 03:23:03.107437, cost_time=0:00:04.760627 2021-04-10 03:22:45,689 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=2.16ms, fps=2230 images/s, loss=0.0136, top1-acc=99.70%, top5-acc=99.99%, remaining_time=0:00:17.254572, arrival_time=2021-04-10 03:23:02.944138, cost_time=0:00:05.909090 2021-04-10 03:22:46,836 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=1.85ms, fps=2234 images/s, loss=0.0128, top1-acc=99.73%, top5-acc=99.99%, remaining_time=0:00:15.993736, arrival_time=2021-04-10 03:23:02.830048, cost_time=0:00:07.056032 2021-04-10 03:22:47,982 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=1.58ms, fps=2234 images/s, loss=0.0131, top1-acc=99.73%, top5-acc=99.99%, remaining_time=0:00:14.764176, arrival_time=2021-04-10 03:23:02.746837, cost_time=0:00:08.202297 2021-04-10 03:22:49,137 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=1.72ms, fps=2237 images/s, loss=0.0132, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:13.567592, arrival_time=2021-04-10 03:23:02.704850, cost_time=0:00:09.356936 2021-04-10 03:22:50,312 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=2.18ms, fps=2179 images/s, loss=0.0131, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:12.404544, arrival_time=2021-04-10 03:23:02.717027, cost_time=0:00:10.532117 2021-04-10 03:22:51,456 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.55ms, fps=2240 images/s, loss=0.0131, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:11.208672, arrival_time=2021-04-10 03:23:02.664715, cost_time=0:00:11.675735 2021-04-10 03:22:52,601 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=1.87ms, fps=2236 images/s, loss=0.0132, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:10.023644, arrival_time=2021-04-10 03:23:02.625022, cost_time=0:00:12.820981 2021-04-10 03:22:53,743 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=1.44ms, fps=2242 images/s, loss=0.0132, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:08.843588, arrival_time=2021-04-10 03:23:02.587510, cost_time=0:00:13.963606 2021-04-10 03:22:54,890 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=1.98ms, fps=2234 images/s, loss=0.0133, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:07.671312, arrival_time=2021-04-10 03:23:02.561794, cost_time=0:00:15.110182 2021-04-10 03:22:56,036 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=1.70ms, fps=2235 images/s, loss=0.0131, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:06.502384, arrival_time=2021-04-10 03:23:02.538745, cost_time=0:00:16.255984 2021-04-10 03:22:57,181 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=1.89ms, fps=2237 images/s, loss=0.0129, top1-acc=99.72%, top5-acc=99.99%, remaining_time=0:00:05.336368, arrival_time=2021-04-10 03:23:02.517809, cost_time=0:00:17.401135 2021-04-10 03:22:58,326 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=1.44ms, fps=2237 images/s, loss=0.0130, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:04.172868, arrival_time=2021-04-10 03:23:02.499250, cost_time=0:00:18.546081 2021-04-10 03:22:59,469 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=1.51ms, fps=2240 images/s, loss=0.0130, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:03.011268, arrival_time=2021-04-10 03:23:02.480965, cost_time=0:00:19.689144 2021-04-10 03:23:00,621 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=1.60ms, fps=2224 images/s, loss=0.0132, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:01.852560, arrival_time=2021-04-10 03:23:02.474302, cost_time=0:00:20.841373 2021-04-10 03:23:01,786 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.42ms, fps=2199 images/s, loss=0.0131, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:00.694926, arrival_time=2021-04-10 03:23:02.481140, cost_time=0:00:22.005917 2021-04-10 03:23:02,402 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=1.18ms, fps=2207 images/s, loss=0.0129, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:02.402822, cost_time=0:00:22.622535 2021-04-10 03:23:02,867 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=2.02ms, fps=5520 images/s, loss=1.3605, top1-acc=74.69%, top5-acc=90.82%, remaining_time=0:00:01.391160, arrival_time=2021-04-10 03:23:04.258803, cost_time=0:00:00.463718 2021-04-10 03:23:03,242 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=1.80ms, fps=6844 images/s, loss=1.3716, top1-acc=73.77%, top5-acc=91.02%, remaining_time=0:00:00.838260, arrival_time=2021-04-10 03:23:04.080438, cost_time=0:00:00.838268 2021-04-10 03:23:03,610 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=1.20ms, fps=6963 images/s, loss=1.3712, top1-acc=73.41%, top5-acc=90.65%, remaining_time=0:00:00.402140, arrival_time=2021-04-10 03:23:04.012435, cost_time=0:00:01.206423 2021-04-10 03:23:03,945 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.06ms, fps=6926 images/s, loss=1.3761, top1-acc=73.50%, top5-acc=90.63%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:03.945602, cost_time=0:00:01.541773 2021-04-10 03:23:04,446 INFO : Epoch=0169 complete, best val top1-acc=73.69%, top5-acc=90.88% (epoch=168), remaining_time=0:12:53.100041, arrival_time=2021-04-10 03:35:57.546148, cost_time=1:10:14.642085 2021-04-10 03:23:04,446 INFO : Train start, epoch=0170, lr=0.005812 2021-04-10 03:23:05,797 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=2.54ms, fps=1895 images/s, loss=0.0105, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:25.120788, arrival_time=2021-04-10 03:23:30.918159, cost_time=0:00:01.350580 2021-04-10 03:23:06,943 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=1.48ms, fps=2234 images/s, loss=0.0089, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:21.972896, arrival_time=2021-04-10 03:23:28.916562, cost_time=0:00:02.496929 2021-04-10 03:23:08,099 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=1.54ms, fps=2216 images/s, loss=0.0099, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:20.211662, arrival_time=2021-04-10 03:23:28.311179, cost_time=0:00:03.652709 2021-04-10 03:23:09,254 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.43ms, fps=2218 images/s, loss=0.0096, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:18.748860, arrival_time=2021-04-10 03:23:28.003163, cost_time=0:00:04.807402 2021-04-10 03:23:10,399 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=1.43ms, fps=2236 images/s, loss=0.0099, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:17.383052, arrival_time=2021-04-10 03:23:27.782887, cost_time=0:00:05.953088 2021-04-10 03:23:11,551 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=2.65ms, fps=2225 images/s, loss=0.0099, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:16.102400, arrival_time=2021-04-10 03:23:27.653299, cost_time=0:00:07.104010 2021-04-10 03:23:12,705 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=1.94ms, fps=2219 images/s, loss=0.0104, top1-acc=99.81%, top5-acc=99.99%, remaining_time=0:00:14.866110, arrival_time=2021-04-10 03:23:27.571853, cost_time=0:00:08.258944 2021-04-10 03:23:13,855 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.88ms, fps=2228 images/s, loss=0.0102, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:13.642064, arrival_time=2021-04-10 03:23:27.497107, cost_time=0:00:09.408296 2021-04-10 03:23:15,004 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=2.09ms, fps=2228 images/s, loss=0.0103, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:12.434436, arrival_time=2021-04-10 03:23:27.438763, cost_time=0:00:10.557519 2021-04-10 03:23:16,144 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=1.57ms, fps=2246 images/s, loss=0.0101, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:11.230080, arrival_time=2021-04-10 03:23:27.374783, cost_time=0:00:11.697981 2021-04-10 03:23:17,291 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=1.60ms, fps=2234 images/s, loss=0.0103, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:10.042048, arrival_time=2021-04-10 03:23:27.333386, cost_time=0:00:12.844510 2021-04-10 03:23:18,443 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=2.11ms, fps=2224 images/s, loss=0.0108, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:08.864412, arrival_time=2021-04-10 03:23:27.307693, cost_time=0:00:13.996498 2021-04-10 03:23:19,594 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=1.89ms, fps=2224 images/s, loss=0.0108, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:07.690452, arrival_time=2021-04-10 03:23:27.285154, cost_time=0:00:15.147914 2021-04-10 03:23:20,737 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=1.30ms, fps=2242 images/s, loss=0.0109, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:06.516160, arrival_time=2021-04-10 03:23:27.253297, cost_time=0:00:16.290397 2021-04-10 03:23:21,890 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.88ms, fps=2220 images/s, loss=0.0110, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:05.349478, arrival_time=2021-04-10 03:23:27.240209, cost_time=0:00:17.444002 2021-04-10 03:23:23,037 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.43ms, fps=2234 images/s, loss=0.0109, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:04.182804, arrival_time=2021-04-10 03:23:27.219906, cost_time=0:00:18.590296 2021-04-10 03:23:24,178 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=1.43ms, fps=2243 images/s, loss=0.0109, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:03.017846, arrival_time=2021-04-10 03:23:27.196647, cost_time=0:00:19.732056 2021-04-10 03:23:25,321 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=1.77ms, fps=2241 images/s, loss=0.0109, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:01.855552, arrival_time=2021-04-10 03:23:27.177278, cost_time=0:00:20.875004 2021-04-10 03:23:26,468 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.30ms, fps=2234 images/s, loss=0.0109, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:00.695418, arrival_time=2021-04-10 03:23:27.163686, cost_time=0:00:22.021546 2021-04-10 03:23:27,083 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=0.08ms, fps=2213 images/s, loss=0.0108, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:27.083234, cost_time=0:00:22.636470 2021-04-10 03:23:27,550 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=0.20ms, fps=5491 images/s, loss=1.3859, top1-acc=74.02%, top5-acc=90.74%, remaining_time=0:00:01.398570, arrival_time=2021-04-10 03:23:28.948954, cost_time=0:00:00.466191 2021-04-10 03:23:27,919 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=1.29ms, fps=6945 images/s, loss=1.3851, top1-acc=74.04%, top5-acc=90.96%, remaining_time=0:00:00.835240, arrival_time=2021-04-10 03:23:28.754655, cost_time=0:00:00.835234 2021-04-10 03:23:28,288 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=1.52ms, fps=6953 images/s, loss=1.3744, top1-acc=73.79%, top5-acc=90.78%, remaining_time=0:00:00.401260, arrival_time=2021-04-10 03:23:28.689223, cost_time=0:00:01.203792 2021-04-10 03:23:28,625 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=0.07ms, fps=6885 images/s, loss=1.3947, top1-acc=73.75%, top5-acc=90.78%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:28.625261, cost_time=0:00:01.541121 2021-04-10 03:23:30,042 INFO : Epoch=0170 complete, best val top1-acc=73.75%, top5-acc=90.78% (epoch=170), remaining_time=0:12:28.277310, arrival_time=2021-04-10 03:35:58.319437, cost_time=1:10:40.238066 2021-04-10 03:23:30,042 INFO : Train start, epoch=0171, lr=0.005450 2021-04-10 03:23:31,366 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=0.26ms, fps=1934 images/s, loss=0.0083, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:24.618216, arrival_time=2021-04-10 03:23:55.984638, cost_time=0:00:01.323556 2021-04-10 03:23:32,513 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=1.73ms, fps=2233 images/s, loss=0.0103, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:21.742336, arrival_time=2021-04-10 03:23:54.255910, cost_time=0:00:02.470714 2021-04-10 03:23:33,655 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.57ms, fps=2243 images/s, loss=0.0100, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:19.990052, arrival_time=2021-04-10 03:23:53.645596, cost_time=0:00:03.612674 2021-04-10 03:23:34,800 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=1.55ms, fps=2238 images/s, loss=0.0095, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:18.553860, arrival_time=2021-04-10 03:23:53.354046, cost_time=0:00:04.757408 2021-04-10 03:23:35,943 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=1.42ms, fps=2241 images/s, loss=0.0107, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:17.228584, arrival_time=2021-04-10 03:23:53.171632, cost_time=0:00:05.900195 2021-04-10 03:23:37,088 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.45ms, fps=2235 images/s, loss=0.0114, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:15.971160, arrival_time=2021-04-10 03:23:53.060052, cost_time=0:00:07.046109 2021-04-10 03:23:38,237 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.82ms, fps=2230 images/s, loss=0.0119, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:14.749686, arrival_time=2021-04-10 03:23:52.986820, cost_time=0:00:08.194274 2021-04-10 03:23:39,377 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.52ms, fps=2247 images/s, loss=0.0115, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:13.534648, arrival_time=2021-04-10 03:23:52.911681, cost_time=0:00:09.334251 2021-04-10 03:23:40,523 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.50ms, fps=2235 images/s, loss=0.0118, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:12.343488, arrival_time=2021-04-10 03:23:52.866722, cost_time=0:00:10.480292 2021-04-10 03:23:41,674 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=1.60ms, fps=2226 images/s, loss=0.0115, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:11.166048, arrival_time=2021-04-10 03:23:52.840174, cost_time=0:00:11.631348 2021-04-10 03:23:42,825 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=1.82ms, fps=2224 images/s, loss=0.0115, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:09.993802, arrival_time=2021-04-10 03:23:52.819474, cost_time=0:00:12.782791 2021-04-10 03:23:43,986 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=1.41ms, fps=2207 images/s, loss=0.0115, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:08.830820, arrival_time=2021-04-10 03:23:52.816982, cost_time=0:00:13.943382 2021-04-10 03:23:45,136 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=1.40ms, fps=2227 images/s, loss=0.0113, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:07.662732, arrival_time=2021-04-10 03:23:52.798771, cost_time=0:00:15.093257 2021-04-10 03:23:46,291 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=1.39ms, fps=2216 images/s, loss=0.0112, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:06.499640, arrival_time=2021-04-10 03:23:52.791529, cost_time=0:00:16.249042 2021-04-10 03:23:47,438 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=1.63ms, fps=2235 images/s, loss=0.0111, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:05.334528, arrival_time=2021-04-10 03:23:52.772560, cost_time=0:00:17.395144 2021-04-10 03:23:48,585 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=1.51ms, fps=2233 images/s, loss=0.0110, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:04.172040, arrival_time=2021-04-10 03:23:52.757146, cost_time=0:00:18.542324 2021-04-10 03:23:49,725 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=1.55ms, fps=2245 images/s, loss=0.0109, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:03.010332, arrival_time=2021-04-10 03:23:52.736011, cost_time=0:00:19.682895 2021-04-10 03:23:50,881 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=1.61ms, fps=2216 images/s, loss=0.0110, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:01.852320, arrival_time=2021-04-10 03:23:52.733756, cost_time=0:00:20.838605 2021-04-10 03:23:52,026 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.55ms, fps=2237 images/s, loss=0.0111, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:00.694218, arrival_time=2021-04-10 03:23:52.720517, cost_time=0:00:21.983481 2021-04-10 03:23:52,641 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=1.67ms, fps=2211 images/s, loss=0.0112, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:52.641833, cost_time=0:00:22.599074 2021-04-10 03:23:53,144 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=1.98ms, fps=5102 images/s, loss=1.3462, top1-acc=73.20%, top5-acc=91.33%, remaining_time=0:00:01.505220, arrival_time=2021-04-10 03:23:54.649733, cost_time=0:00:00.501741 2021-04-10 03:23:53,519 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=1.31ms, fps=6845 images/s, loss=1.3833, top1-acc=73.14%, top5-acc=90.59%, remaining_time=0:00:00.876280, arrival_time=2021-04-10 03:23:54.395248, cost_time=0:00:00.876278 2021-04-10 03:23:53,891 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=1.84ms, fps=6877 images/s, loss=1.3731, top1-acc=73.72%, top5-acc=90.68%, remaining_time=0:00:00.416290, arrival_time=2021-04-10 03:23:54.307888, cost_time=0:00:01.248856 2021-04-10 03:23:54,229 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=0.07ms, fps=6875 images/s, loss=1.3565, top1-acc=73.76%, top5-acc=90.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:54.229453, cost_time=0:00:01.586781 2021-04-10 03:23:55,339 INFO : Epoch=0171 complete, best val top1-acc=73.76%, top5-acc=90.73% (epoch=171), remaining_time=0:12:03.394908, arrival_time=2021-04-10 03:35:58.734412, cost_time=1:11:05.535431 2021-04-10 03:23:55,340 INFO : Train start, epoch=0172, lr=0.005099 2021-04-10 03:23:56,697 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=0.31ms, fps=1887 images/s, loss=0.0101, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:25.240200, arrival_time=2021-04-10 03:24:21.937709, cost_time=0:00:01.356996 2021-04-10 03:23:57,840 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.47ms, fps=2241 images/s, loss=0.0085, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:22.000176, arrival_time=2021-04-10 03:24:19.840734, cost_time=0:00:02.500021 2021-04-10 03:23:58,989 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=1.66ms, fps=2228 images/s, loss=0.0085, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:20.193402, arrival_time=2021-04-10 03:24:19.183288, cost_time=0:00:03.649402 2021-04-10 03:24:00,136 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.90ms, fps=2234 images/s, loss=0.0091, top1-acc=99.85%, top5-acc=99.99%, remaining_time=0:00:18.703620, arrival_time=2021-04-10 03:24:18.839961, cost_time=0:00:04.795801 2021-04-10 03:24:01,279 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=1.49ms, fps=2240 images/s, loss=0.0094, top1-acc=99.84%, top5-acc=99.99%, remaining_time=0:00:17.342318, arrival_time=2021-04-10 03:24:18.622036, cost_time=0:00:05.939166 2021-04-10 03:24:02,430 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=1.45ms, fps=2225 images/s, loss=0.0102, top1-acc=99.80%, top5-acc=99.99%, remaining_time=0:00:16.071256, arrival_time=2021-04-10 03:24:18.501999, cost_time=0:00:07.090252 2021-04-10 03:24:03,583 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=2.10ms, fps=2221 images/s, loss=0.0106, top1-acc=99.80%, top5-acc=99.99%, remaining_time=0:00:14.837886, arrival_time=2021-04-10 03:24:18.421678, cost_time=0:00:08.243271 2021-04-10 03:24:04,728 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=1.86ms, fps=2238 images/s, loss=0.0103, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:13.612136, arrival_time=2021-04-10 03:24:18.340309, cost_time=0:00:09.387688 2021-04-10 03:24:05,870 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=1.50ms, fps=2242 images/s, loss=0.0105, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:12.401894, arrival_time=2021-04-10 03:24:18.272381, cost_time=0:00:10.529940 2021-04-10 03:24:07,018 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=1.56ms, fps=2230 images/s, loss=0.0101, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:11.211168, arrival_time=2021-04-10 03:24:18.229953, cost_time=0:00:11.678280 2021-04-10 03:24:08,166 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=1.46ms, fps=2232 images/s, loss=0.0102, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:10.027342, arrival_time=2021-04-10 03:24:18.193505, cost_time=0:00:12.825665 2021-04-10 03:24:09,311 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=1.54ms, fps=2237 images/s, loss=0.0100, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:08.847996, arrival_time=2021-04-10 03:24:18.159051, cost_time=0:00:13.970571 2021-04-10 03:24:10,452 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=1.36ms, fps=2244 images/s, loss=0.0098, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:07.672104, arrival_time=2021-04-10 03:24:18.124313, cost_time=0:00:15.111681 2021-04-10 03:24:11,599 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=1.35ms, fps=2232 images/s, loss=0.0098, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:06.503728, arrival_time=2021-04-10 03:24:18.103548, cost_time=0:00:16.259338 2021-04-10 03:24:12,741 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=1.52ms, fps=2242 images/s, loss=0.0097, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:05.336460, arrival_time=2021-04-10 03:24:18.078413, cost_time=0:00:17.401472 2021-04-10 03:24:13,884 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=1.61ms, fps=2242 images/s, loss=0.0096, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:04.172328, arrival_time=2021-04-10 03:24:18.056606, cost_time=0:00:18.543743 2021-04-10 03:24:15,029 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.50ms, fps=2237 images/s, loss=0.0096, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:03.011190, arrival_time=2021-04-10 03:24:18.040292, cost_time=0:00:19.688596 2021-04-10 03:24:16,176 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=1.89ms, fps=2232 images/s, loss=0.0095, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:01.852096, arrival_time=2021-04-10 03:24:18.028706, cost_time=0:00:20.836066 2021-04-10 03:24:17,322 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=1.35ms, fps=2234 images/s, loss=0.0095, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:00.694176, arrival_time=2021-04-10 03:24:18.016989, cost_time=0:00:21.982326 2021-04-10 03:24:17,945 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=1.24ms, fps=2186 images/s, loss=0.0096, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:24:17.945225, cost_time=0:00:22.604757 2021-04-10 03:24:18,406 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=4.92ms, fps=5565 images/s, loss=1.4189, top1-acc=73.20%, top5-acc=90.04%, remaining_time=0:00:01.379910, arrival_time=2021-04-10 03:24:19.786057, cost_time=0:00:00.459973 2021-04-10 03:24:18,779 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=1.41ms, fps=6869 images/s, loss=1.4267, top1-acc=72.87%, top5-acc=90.21%, remaining_time=0:00:00.833140, arrival_time=2021-04-10 03:24:19.612410, cost_time=0:00:00.833142 2021-04-10 03:24:19,148 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=1.26ms, fps=6942 images/s, loss=1.3821, top1-acc=73.68%, top5-acc=90.44%, remaining_time=0:00:00.400740, arrival_time=2021-04-10 03:24:19.549134, cost_time=0:00:01.202228 2021-04-10 03:24:19,484 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=0.06ms, fps=6918 images/s, loss=1.3715, top1-acc=73.68%, top5-acc=90.64%, remaining_time=0:00:00, arrival_time=2021-04-10 03:24:19.484167, cost_time=0:00:01.538071 2021-04-10 03:24:20,023 INFO : Epoch=0172 complete, best val top1-acc=73.76%, top5-acc=90.73% (epoch=171), remaining_time=0:11:38.407724, arrival_time=2021-04-10 03:35:58.430685, cost_time=1:11:30.218921 2021-04-10 03:24:20,023 INFO : Train start, epoch=0173, lr=0.004759 2021-04-10 03:24:21,385 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=1.56ms, fps=1880 images/s, loss=0.0095, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:25.328550, arrival_time=2021-04-10 03:24:46.713999, cost_time=0:00:01.361753 2021-04-10 03:24:22,553 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=2.47ms, fps=2192 images/s, loss=0.0100, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:22.264352, arrival_time=2021-04-10 03:24:44.818175, cost_time=0:00:02.530050 2021-04-10 03:24:23,713 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=4.57ms, fps=2208 images/s, loss=0.0107, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:20.418664, arrival_time=2021-04-10 03:24:44.132483, cost_time=0:00:03.690105 2021-04-10 03:24:24,859 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=2.40ms, fps=2237 images/s, loss=0.0102, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:18.857280, arrival_time=2021-04-10 03:24:43.716281, cost_time=0:00:04.835194 2021-04-10 03:24:26,006 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=1.55ms, fps=2232 images/s, loss=0.0101, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:17.470944, arrival_time=2021-04-10 03:24:43.477764, cost_time=0:00:05.983202 2021-04-10 03:24:27,157 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=2.12ms, fps=2226 images/s, loss=0.0101, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:16.169040, arrival_time=2021-04-10 03:24:43.326193, cost_time=0:00:07.133408 2021-04-10 03:24:28,305 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.59ms, fps=2231 images/s, loss=0.0099, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:14.907312, arrival_time=2021-04-10 03:24:43.212901, cost_time=0:00:08.281866 2021-04-10 03:24:29,450 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=1.40ms, fps=2237 images/s, loss=0.0102, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:13.669208, arrival_time=2021-04-10 03:24:43.119886, cost_time=0:00:09.427049 2021-04-10 03:24:30,594 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=1.50ms, fps=2239 images/s, loss=0.0103, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:12.450230, arrival_time=2021-04-10 03:24:43.044895, cost_time=0:00:10.570912 2021-04-10 03:24:31,736 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=1.47ms, fps=2243 images/s, loss=0.0103, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:11.244288, arrival_time=2021-04-10 03:24:42.980752, cost_time=0:00:11.712846 2021-04-10 03:24:32,881 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=1.36ms, fps=2237 images/s, loss=0.0101, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:10.052282, arrival_time=2021-04-10 03:24:42.933601, cost_time=0:00:12.857622 2021-04-10 03:24:34,028 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.61ms, fps=2232 images/s, loss=0.0098, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:08.869960, arrival_time=2021-04-10 03:24:42.898807, cost_time=0:00:14.005221 2021-04-10 03:24:35,178 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.56ms, fps=2228 images/s, loss=0.0097, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:07.693884, arrival_time=2021-04-10 03:24:42.872258, cost_time=0:00:15.154612 2021-04-10 03:24:36,321 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=1.96ms, fps=2241 images/s, loss=0.0095, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:06.519016, arrival_time=2021-04-10 03:24:42.840223, cost_time=0:00:16.297576 2021-04-10 03:24:37,466 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=1.32ms, fps=2236 images/s, loss=0.0096, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:05.349156, arrival_time=2021-04-10 03:24:42.815618, cost_time=0:00:17.442843 2021-04-10 03:24:38,624 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=2.13ms, fps=2213 images/s, loss=0.0097, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:04.185072, arrival_time=2021-04-10 03:24:42.809004, cost_time=0:00:18.600243 2021-04-10 03:24:39,774 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.96ms, fps=2226 images/s, loss=0.0097, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:03.020732, arrival_time=2021-04-10 03:24:42.795281, cost_time=0:00:19.750927 2021-04-10 03:24:40,918 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.43ms, fps=2239 images/s, loss=0.0095, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:01.857296, arrival_time=2021-04-10 03:24:42.775527, cost_time=0:00:20.894614 2021-04-10 03:24:42,064 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.23ms, fps=2235 images/s, loss=0.0094, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:00.696018, arrival_time=2021-04-10 03:24:42.760260, cost_time=0:00:22.040547 2021-04-10 03:24:42,678 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=1.46ms, fps=2217 images/s, loss=0.0094, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:24:42.678335, cost_time=0:00:22.654726 2021-04-10 03:24:43,149 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=0.29ms, fps=5446 images/s, loss=1.4237, top1-acc=73.32%, top5-acc=90.82%, remaining_time=0:00:01.410090, arrival_time=2021-04-10 03:24:44.559436, cost_time=0:00:00.470032 2021-04-10 03:24:43,520 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=1.53ms, fps=6913 images/s, loss=1.4145, top1-acc=73.30%, top5-acc=90.68%, remaining_time=0:00:00.840680, arrival_time=2021-04-10 03:24:44.360680, cost_time=0:00:00.840683 2021-04-10 03:24:43,897 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=2.00ms, fps=6785 images/s, loss=1.3763, top1-acc=73.62%, top5-acc=90.82%, remaining_time=0:00:00.406120, arrival_time=2021-04-10 03:24:44.303828, cost_time=0:00:01.218348 2021-04-10 03:24:44,235 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=0.07ms, fps=6880 images/s, loss=1.3445, top1-acc=73.78%, top5-acc=90.84%, remaining_time=0:00:00, arrival_time=2021-04-10 03:24:44.235329, cost_time=0:00:01.556056 2021-04-10 03:24:45,176 INFO : Epoch=0173 complete, best val top1-acc=73.78%, top5-acc=90.84% (epoch=173), remaining_time=0:11:13.497450, arrival_time=2021-04-10 03:35:58.674121, cost_time=1:11:55.372626 2021-04-10 03:24:45,177 INFO : Train start, epoch=0174, lr=0.004430 2021-04-10 03:24:46,522 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=0.25ms, fps=1903 images/s, loss=0.0086, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:25.019418, arrival_time=2021-04-10 03:25:11.541954, cost_time=0:00:01.345128 2021-04-10 03:24:47,670 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=1.84ms, fps=2231 images/s, loss=0.0087, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:21.939808, arrival_time=2021-04-10 03:25:09.610418, cost_time=0:00:02.493169 2021-04-10 03:24:48,811 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=1.44ms, fps=2245 images/s, loss=0.0081, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:20.109074, arrival_time=2021-04-10 03:25:08.920574, cost_time=0:00:03.634168 2021-04-10 03:24:49,951 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=1.36ms, fps=2248 images/s, loss=0.0089, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:18.616884, arrival_time=2021-04-10 03:25:08.567834, cost_time=0:00:04.773552 2021-04-10 03:24:51,095 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=1.39ms, fps=2237 images/s, loss=0.0086, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:17.281874, arrival_time=2021-04-10 03:25:08.377801, cost_time=0:00:05.918456 2021-04-10 03:24:52,244 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=1.46ms, fps=2230 images/s, loss=0.0085, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:16.018216, arrival_time=2021-04-10 03:25:08.262487, cost_time=0:00:07.066843 2021-04-10 03:24:53,386 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=1.74ms, fps=2243 images/s, loss=0.0091, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:14.776398, arrival_time=2021-04-10 03:25:08.162852, cost_time=0:00:08.209132 2021-04-10 03:24:54,539 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=1.40ms, fps=2222 images/s, loss=0.0091, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:13.574320, arrival_time=2021-04-10 03:25:08.113300, cost_time=0:00:09.361573 2021-04-10 03:24:55,687 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.48ms, fps=2229 images/s, loss=0.0091, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:12.378998, arrival_time=2021-04-10 03:25:08.066855, cost_time=0:00:10.510434 2021-04-10 03:24:56,838 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=2.14ms, fps=2227 images/s, loss=0.0088, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:11.193984, arrival_time=2021-04-10 03:25:08.031934, cost_time=0:00:11.660366 2021-04-10 03:24:57,982 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.59ms, fps=2238 images/s, loss=0.0091, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:10.011174, arrival_time=2021-04-10 03:25:07.993522, cost_time=0:00:12.804949 2021-04-10 03:24:59,125 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=1.53ms, fps=2240 images/s, loss=0.0092, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:08.833936, arrival_time=2021-04-10 03:25:07.959632, cost_time=0:00:13.948315 2021-04-10 03:25:00,313 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=4.67ms, fps=2157 images/s, loss=0.0091, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:07.684314, arrival_time=2021-04-10 03:25:07.997469, cost_time=0:00:15.135777 2021-04-10 03:25:01,462 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=2.16ms, fps=2229 images/s, loss=0.0090, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:06.513920, arrival_time=2021-04-10 03:25:07.976237, cost_time=0:00:16.284835 2021-04-10 03:25:02,622 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.64ms, fps=2208 images/s, loss=0.0089, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:05.349892, arrival_time=2021-04-10 03:25:07.972638, cost_time=0:00:17.445345 2021-04-10 03:25:03,770 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=1.39ms, fps=2231 images/s, loss=0.0089, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:04.183488, arrival_time=2021-04-10 03:25:07.954196, cost_time=0:00:18.593300 2021-04-10 03:25:04,918 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=1.48ms, fps=2233 images/s, loss=0.0088, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:03.019146, arrival_time=2021-04-10 03:25:07.937094, cost_time=0:00:19.740535 2021-04-10 03:25:06,061 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=1.56ms, fps=2241 images/s, loss=0.0089, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:01.856336, arrival_time=2021-04-10 03:25:07.917431, cost_time=0:00:20.883704 2021-04-10 03:25:07,205 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.41ms, fps=2237 images/s, loss=0.0092, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:00.695634, arrival_time=2021-04-10 03:25:07.901380, cost_time=0:00:22.028379 2021-04-10 03:25:07,823 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=1.61ms, fps=2205 images/s, loss=0.0092, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:25:07.823118, cost_time=0:00:22.645772 2021-04-10 03:25:08,297 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=0.28ms, fps=5406 images/s, loss=1.3017, top1-acc=74.37%, top5-acc=91.29%, remaining_time=0:00:01.420620, arrival_time=2021-04-10 03:25:09.718169, cost_time=0:00:00.473545 2021-04-10 03:25:08,672 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=1.45ms, fps=6836 images/s, loss=1.3401, top1-acc=73.79%, top5-acc=90.66%, remaining_time=0:00:00.848480, arrival_time=2021-04-10 03:25:09.521012, cost_time=0:00:00.848474 2021-04-10 03:25:09,048 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=1.27ms, fps=6823 images/s, loss=1.3496, top1-acc=73.80%, top5-acc=90.85%, remaining_time=0:00:00.408070, arrival_time=2021-04-10 03:25:09.456312, cost_time=0:00:01.224215 2021-04-10 03:25:09,385 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=0.07ms, fps=6895 images/s, loss=1.3915, top1-acc=73.99%, top5-acc=90.90%, remaining_time=0:00:00, arrival_time=2021-04-10 03:25:09.385147, cost_time=0:00:01.561195 2021-04-10 03:25:10,409 INFO : Epoch=0174 complete, best val top1-acc=73.99%, top5-acc=90.90% (epoch=174), remaining_time=0:10:48.596234, arrival_time=2021-04-10 03:35:59.005846, cost_time=1:12:20.605524 2021-04-10 03:25:10,410 INFO : Train start, epoch=0175, lr=0.004112 2021-04-10 03:25:11,730 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=0.26ms, fps=1939 images/s, loss=0.0081, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:24.554046, arrival_time=2021-04-10 03:25:36.284730, cost_time=0:00:01.320111 2021-04-10 03:25:12,875 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=1.45ms, fps=2238 images/s, loss=0.0074, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:21.687248, arrival_time=2021-04-10 03:25:34.562249, cost_time=0:00:02.464460 2021-04-10 03:25:14,023 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=1.62ms, fps=2230 images/s, loss=0.0084, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:19.991878, arrival_time=2021-04-10 03:25:34.015413, cost_time=0:00:03.612981 2021-04-10 03:25:15,172 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=1.51ms, fps=2229 images/s, loss=0.0092, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:18.570708, arrival_time=2021-04-10 03:25:33.742959, cost_time=0:00:04.761733 2021-04-10 03:25:16,317 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.65ms, fps=2237 images/s, loss=0.0088, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:17.248294, arrival_time=2021-04-10 03:25:33.565714, cost_time=0:00:05.906934 2021-04-10 03:25:17,463 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=1.55ms, fps=2234 images/s, loss=0.0085, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:15.987208, arrival_time=2021-04-10 03:25:33.451006, cost_time=0:00:07.053184 2021-04-10 03:25:18,609 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=2.26ms, fps=2235 images/s, loss=0.0087, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:14.758254, arrival_time=2021-04-10 03:25:33.367792, cost_time=0:00:08.199009 2021-04-10 03:25:19,755 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.49ms, fps=2236 images/s, loss=0.0087, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:13.549496, arrival_time=2021-04-10 03:25:33.304491, cost_time=0:00:09.344510 2021-04-10 03:25:20,896 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=1.38ms, fps=2243 images/s, loss=0.0086, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:12.350166, arrival_time=2021-04-10 03:25:33.246681, cost_time=0:00:10.486025 2021-04-10 03:25:22,039 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=1.40ms, fps=2240 images/s, loss=0.0087, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:11.164128, arrival_time=2021-04-10 03:25:33.203952, cost_time=0:00:11.629266 2021-04-10 03:25:23,184 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.49ms, fps=2238 images/s, loss=0.0088, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:09.986922, arrival_time=2021-04-10 03:25:33.171348, cost_time=0:00:12.773929 2021-04-10 03:25:24,331 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=2.25ms, fps=2233 images/s, loss=0.0088, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:08.816532, arrival_time=2021-04-10 03:25:33.147849, cost_time=0:00:13.920836 2021-04-10 03:25:25,472 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=1.34ms, fps=2245 images/s, loss=0.0088, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:07.646628, arrival_time=2021-04-10 03:25:33.118641, cost_time=0:00:15.061479 2021-04-10 03:25:26,623 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.67ms, fps=2224 images/s, loss=0.0086, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:06.485248, arrival_time=2021-04-10 03:25:33.109048, cost_time=0:00:16.213176 2021-04-10 03:25:27,770 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=1.60ms, fps=2234 images/s, loss=0.0087, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:05.323718, arrival_time=2021-04-10 03:25:33.094172, cost_time=0:00:17.359932 2021-04-10 03:25:28,913 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=1.85ms, fps=2241 images/s, loss=0.0086, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:04.163112, arrival_time=2021-04-10 03:25:33.076392, cost_time=0:00:18.502794 2021-04-10 03:25:30,057 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.42ms, fps=2238 images/s, loss=0.0086, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:03.004872, arrival_time=2021-04-10 03:25:33.062668, cost_time=0:00:19.647312 2021-04-10 03:25:31,199 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.34ms, fps=2243 images/s, loss=0.0085, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:01.847904, arrival_time=2021-04-10 03:25:33.047297, cost_time=0:00:20.788886 2021-04-10 03:25:32,343 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.24ms, fps=2238 images/s, loss=0.0086, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00.692634, arrival_time=2021-04-10 03:25:33.036542, cost_time=0:00:21.933363 2021-04-10 03:25:32,957 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=1.27ms, fps=2217 images/s, loss=0.0086, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:25:32.957795, cost_time=0:00:22.547330 2021-04-10 03:25:33,429 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=0.20ms, fps=5433 images/s, loss=1.3014, top1-acc=74.34%, top5-acc=91.64%, remaining_time=0:00:01.413630, arrival_time=2021-04-10 03:25:34.843548, cost_time=0:00:00.471210 2021-04-10 03:25:33,798 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=1.76ms, fps=6953 images/s, loss=1.3504, top1-acc=73.79%, top5-acc=91.00%, remaining_time=0:00:00.839880, arrival_time=2021-04-10 03:25:34.638481, cost_time=0:00:00.839882 2021-04-10 03:25:34,171 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=1.39ms, fps=6880 images/s, loss=1.3500, top1-acc=73.67%, top5-acc=90.98%, remaining_time=0:00:00.404140, arrival_time=2021-04-10 03:25:34.575301, cost_time=0:00:01.212406 2021-04-10 03:25:34,508 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=0.07ms, fps=6896 images/s, loss=1.3374, top1-acc=73.85%, top5-acc=91.02%, remaining_time=0:00:00, arrival_time=2021-04-10 03:25:34.508054, cost_time=0:00:01.549402 2021-04-10 03:25:35,051 INFO : Epoch=0175 complete, best val top1-acc=73.99%, top5-acc=90.90% (epoch=174), remaining_time=0:10:23.606725, arrival_time=2021-04-10 03:35:58.657806, cost_time=1:12:45.247022 2021-04-10 03:25:35,051 INFO : Train start, epoch=0176, lr=0.003806 2021-04-10 03:25:36,376 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=0.32ms, fps=1933 images/s, loss=0.0093, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:24.627702, arrival_time=2021-04-10 03:26:01.003836, cost_time=0:00:01.324070 2021-04-10 03:25:37,522 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=1.54ms, fps=2234 images/s, loss=0.0082, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:21.740400, arrival_time=2021-04-10 03:25:59.262980, cost_time=0:00:02.470504 2021-04-10 03:25:38,676 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.35ms, fps=2220 images/s, loss=0.0079, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:20.054128, arrival_time=2021-04-10 03:25:58.730549, cost_time=0:00:03.624243 2021-04-10 03:25:39,825 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=1.52ms, fps=2230 images/s, loss=0.0075, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:18.614232, arrival_time=2021-04-10 03:25:58.439360, cost_time=0:00:04.772869 2021-04-10 03:25:40,974 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=1.40ms, fps=2229 images/s, loss=0.0074, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:17.293846, arrival_time=2021-04-10 03:25:58.268424, cost_time=0:00:05.922573 2021-04-10 03:25:42,123 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=1.47ms, fps=2230 images/s, loss=0.0076, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:16.027736, arrival_time=2021-04-10 03:25:58.150868, cost_time=0:00:07.071055 2021-04-10 03:25:43,271 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=1.40ms, fps=2232 images/s, loss=0.0076, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:14.793912, arrival_time=2021-04-10 03:25:58.064866, cost_time=0:00:08.218859 2021-04-10 03:25:44,419 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.91ms, fps=2230 images/s, loss=0.0075, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:13.582672, arrival_time=2021-04-10 03:25:58.002076, cost_time=0:00:09.367397 2021-04-10 03:25:45,565 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.47ms, fps=2234 images/s, loss=0.0075, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:12.382708, arrival_time=2021-04-10 03:25:57.948372, cost_time=0:00:10.513592 2021-04-10 03:25:46,717 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=2.22ms, fps=2223 images/s, loss=0.0073, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:11.198976, arrival_time=2021-04-10 03:25:57.916620, cost_time=0:00:11.665637 2021-04-10 03:25:47,863 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=1.86ms, fps=2236 images/s, loss=0.0075, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:10.015990, arrival_time=2021-04-10 03:25:57.879198, cost_time=0:00:12.811143 2021-04-10 03:25:49,007 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=1.34ms, fps=2239 images/s, loss=0.0076, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:08.838268, arrival_time=2021-04-10 03:25:57.845531, cost_time=0:00:13.955215 2021-04-10 03:25:50,157 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=1.31ms, fps=2227 images/s, loss=0.0077, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:07.668936, arrival_time=2021-04-10 03:25:57.826568, cost_time=0:00:15.105489 2021-04-10 03:25:51,301 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.41ms, fps=2239 images/s, loss=0.0075, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.499696, arrival_time=2021-04-10 03:25:57.801054, cost_time=0:00:16.249285 2021-04-10 03:25:52,448 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.43ms, fps=2234 images/s, loss=0.0074, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:05.334758, arrival_time=2021-04-10 03:25:57.782747, cost_time=0:00:17.395943 2021-04-10 03:25:53,595 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=1.74ms, fps=2233 images/s, loss=0.0075, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:04.172220, arrival_time=2021-04-10 03:25:57.767432, cost_time=0:00:18.543159 2021-04-10 03:25:54,736 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=1.37ms, fps=2244 images/s, loss=0.0076, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:03.010540, arrival_time=2021-04-10 03:25:57.746849, cost_time=0:00:19.684258 2021-04-10 03:25:55,881 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=1.60ms, fps=2237 images/s, loss=0.0076, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:01.851488, arrival_time=2021-04-10 03:25:57.732758, cost_time=0:00:20.829277 2021-04-10 03:25:57,019 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=1.18ms, fps=2249 images/s, loss=0.0076, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00.693720, arrival_time=2021-04-10 03:25:57.713535, cost_time=0:00:21.967819 2021-04-10 03:25:57,640 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=1.56ms, fps=2194 images/s, loss=0.0076, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:25:57.640143, cost_time=0:00:22.588089 2021-04-10 03:25:58,125 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=2.56ms, fps=5287 images/s, loss=1.3951, top1-acc=73.63%, top5-acc=90.51%, remaining_time=0:00:01.452600, arrival_time=2021-04-10 03:25:59.578137, cost_time=0:00:00.484197 2021-04-10 03:25:58,505 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=1.81ms, fps=6755 images/s, loss=1.3110, top1-acc=74.47%, top5-acc=90.98%, remaining_time=0:00:00.863700, arrival_time=2021-04-10 03:25:59.368746, cost_time=0:00:00.863697 2021-04-10 03:25:58,884 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=1.77ms, fps=6763 images/s, loss=1.3190, top1-acc=74.17%, top5-acc=90.92%, remaining_time=0:00:00.414280, arrival_time=2021-04-10 03:25:59.298406, cost_time=0:00:01.242853 2021-04-10 03:25:59,218 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=0.11ms, fps=6939 images/s, loss=1.3535, top1-acc=74.13%, top5-acc=90.95%, remaining_time=0:00:00, arrival_time=2021-04-10 03:25:59.218796, cost_time=0:00:01.577547 2021-04-10 03:26:01,073 INFO : Epoch=0176 complete, best val top1-acc=74.13%, top5-acc=90.95% (epoch=176), remaining_time=0:09:58.809408, arrival_time=2021-04-10 03:35:59.882444, cost_time=1:13:11.268952 2021-04-10 03:26:01,073 INFO : Train start, epoch=0177, lr=0.003511 2021-04-10 03:26:02,432 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=2.16ms, fps=1885 images/s, loss=0.0074, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:25.259916, arrival_time=2021-04-10 03:26:27.691898, cost_time=0:00:01.358065 2021-04-10 03:26:03,582 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=1.61ms, fps=2227 images/s, loss=0.0080, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:22.071632, arrival_time=2021-04-10 03:26:25.653682, cost_time=0:00:02.508139 2021-04-10 03:26:04,723 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=1.87ms, fps=2244 images/s, loss=0.0076, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:20.194232, arrival_time=2021-04-10 03:26:24.917796, cost_time=0:00:03.649552 2021-04-10 03:26:05,872 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=2.52ms, fps=2230 images/s, loss=0.0079, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:18.712824, arrival_time=2021-04-10 03:26:24.584986, cost_time=0:00:04.798162 2021-04-10 03:26:07,024 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.97ms, fps=2223 images/s, loss=0.0078, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:17.375898, arrival_time=2021-04-10 03:26:24.400490, cost_time=0:00:05.950648 2021-04-10 03:26:08,177 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=2.04ms, fps=2220 images/s, loss=0.0078, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:16.102400, arrival_time=2021-04-10 03:26:24.280347, cost_time=0:00:07.104021 2021-04-10 03:26:09,323 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=1.47ms, fps=2237 images/s, loss=0.0075, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:14.848218, arrival_time=2021-04-10 03:26:24.171162, cost_time=0:00:08.248982 2021-04-10 03:26:10,470 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.48ms, fps=2231 images/s, loss=0.0077, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:13.625476, arrival_time=2021-04-10 03:26:24.096352, cost_time=0:00:09.396896 2021-04-10 03:26:11,611 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=1.28ms, fps=2246 images/s, loss=0.0078, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:12.410268, arrival_time=2021-04-10 03:26:24.021265, cost_time=0:00:10.537053 2021-04-10 03:26:12,751 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.31ms, fps=2246 images/s, loss=0.0081, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:11.210112, arrival_time=2021-04-10 03:26:23.961245, cost_time=0:00:11.677192 2021-04-10 03:26:13,892 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=1.51ms, fps=2244 images/s, loss=0.0083, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:10.021666, arrival_time=2021-04-10 03:26:23.913944, cost_time=0:00:12.818370 2021-04-10 03:26:15,040 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=2.11ms, fps=2230 images/s, loss=0.0082, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:08.845412, arrival_time=2021-04-10 03:26:23.885826, cost_time=0:00:13.966494 2021-04-10 03:26:16,184 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=2.58ms, fps=2238 images/s, loss=0.0081, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:07.671708, arrival_time=2021-04-10 03:26:23.856611, cost_time=0:00:15.110975 2021-04-10 03:26:17,339 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=1.32ms, fps=2219 images/s, loss=0.0081, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:06.506136, arrival_time=2021-04-10 03:26:23.845363, cost_time=0:00:16.265272 2021-04-10 03:26:18,483 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=1.40ms, fps=2239 images/s, loss=0.0080, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:05.338806, arrival_time=2021-04-10 03:26:23.821938, cost_time=0:00:17.409125 2021-04-10 03:26:19,628 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=1.70ms, fps=2236 images/s, loss=0.0078, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:04.174776, arrival_time=2021-04-10 03:26:23.803351, cost_time=0:00:18.554629 2021-04-10 03:26:20,776 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=1.48ms, fps=2230 images/s, loss=0.0078, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:03.013374, arrival_time=2021-04-10 03:26:23.790226, cost_time=0:00:19.702881 2021-04-10 03:26:21,927 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=1.36ms, fps=2226 images/s, loss=0.0079, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:01.853648, arrival_time=2021-04-10 03:26:23.781124, cost_time=0:00:20.853495 2021-04-10 03:26:23,076 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=1.26ms, fps=2229 images/s, loss=0.0079, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00.694824, arrival_time=2021-04-10 03:26:23.771473, cost_time=0:00:22.002672 2021-04-10 03:26:23,695 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=1.41ms, fps=2199 images/s, loss=0.0080, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:23.695714, cost_time=0:00:22.621814 2021-04-10 03:26:24,162 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=0.41ms, fps=5491 images/s, loss=1.3781, top1-acc=73.83%, top5-acc=90.98%, remaining_time=0:00:01.398630, arrival_time=2021-04-10 03:26:25.561459, cost_time=0:00:00.466214 2021-04-10 03:26:24,535 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=1.28ms, fps=6875 images/s, loss=1.3401, top1-acc=73.85%, top5-acc=90.84%, remaining_time=0:00:00.839080, arrival_time=2021-04-10 03:26:25.374734, cost_time=0:00:00.839090 2021-04-10 03:26:24,913 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=1.63ms, fps=6781 images/s, loss=1.3353, top1-acc=73.98%, top5-acc=90.96%, remaining_time=0:00:00.405660, arrival_time=2021-04-10 03:26:25.319250, cost_time=0:00:01.216967 2021-04-10 03:26:25,249 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=0.06ms, fps=6915 images/s, loss=1.3240, top1-acc=74.00%, top5-acc=90.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:25.249446, cost_time=0:00:01.552917 2021-04-10 03:26:25,828 INFO : Epoch=0177 complete, best val top1-acc=74.13%, top5-acc=90.95% (epoch=176), remaining_time=0:09:33.833716, arrival_time=2021-04-10 03:35:59.662390, cost_time=1:13:36.024648 2021-04-10 03:26:25,829 INFO : Train start, epoch=0178, lr=0.003228 2021-04-10 03:26:27,130 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=0.40ms, fps=1967 images/s, loss=0.0089, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:24.202878, arrival_time=2021-04-10 03:26:51.333475, cost_time=0:00:01.301233 2021-04-10 03:26:28,275 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=1.40ms, fps=2236 images/s, loss=0.0073, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:21.528848, arrival_time=2021-04-10 03:26:49.804656, cost_time=0:00:02.446455 2021-04-10 03:26:29,417 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=1.39ms, fps=2244 images/s, loss=0.0077, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:19.852604, arrival_time=2021-04-10 03:26:49.269765, cost_time=0:00:03.587818 2021-04-10 03:26:30,560 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=1.55ms, fps=2240 images/s, loss=0.0078, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:18.451680, arrival_time=2021-04-10 03:26:49.012249, cost_time=0:00:04.731215 2021-04-10 03:26:31,714 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=1.53ms, fps=2219 images/s, loss=0.0077, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:17.185514, arrival_time=2021-04-10 03:26:48.900289, cost_time=0:00:05.885436 2021-04-10 03:26:32,857 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=1.67ms, fps=2240 images/s, loss=0.0077, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:15.931176, arrival_time=2021-04-10 03:26:48.788974, cost_time=0:00:07.028434 2021-04-10 03:26:34,002 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.80ms, fps=2237 images/s, loss=0.0076, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:14.712012, arrival_time=2021-04-10 03:26:48.714751, cost_time=0:00:08.173333 2021-04-10 03:26:35,146 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=2.12ms, fps=2240 images/s, loss=0.0074, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:13.509244, arrival_time=2021-04-10 03:26:48.655373, cost_time=0:00:09.316757 2021-04-10 03:26:36,294 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=1.50ms, fps=2230 images/s, loss=0.0073, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:12.325680, arrival_time=2021-04-10 03:26:48.620249, cost_time=0:00:10.465227 2021-04-10 03:26:37,443 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=2.16ms, fps=2228 images/s, loss=0.0075, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:11.149920, arrival_time=2021-04-10 03:26:48.593806, cost_time=0:00:11.614469 2021-04-10 03:26:38,595 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.90ms, fps=2224 images/s, loss=0.0076, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:09.980644, arrival_time=2021-04-10 03:26:48.575971, cost_time=0:00:12.765978 2021-04-10 03:26:39,736 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.30ms, fps=2244 images/s, loss=0.0079, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:08.807868, arrival_time=2021-04-10 03:26:48.544407, cost_time=0:00:13.907110 2021-04-10 03:26:40,879 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=1.51ms, fps=2241 images/s, loss=0.0080, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:07.640754, arrival_time=2021-04-10 03:26:48.520023, cost_time=0:00:15.049919 2021-04-10 03:26:42,021 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.37ms, fps=2243 images/s, loss=0.0079, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:06.476680, arrival_time=2021-04-10 03:26:48.497777, cost_time=0:00:16.191749 2021-04-10 03:26:43,163 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=1.41ms, fps=2241 images/s, loss=0.0079, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:05.315898, arrival_time=2021-04-10 03:26:48.479627, cost_time=0:00:17.334384 2021-04-10 03:26:44,306 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=1.49ms, fps=2240 images/s, loss=0.0079, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:04.157460, arrival_time=2021-04-10 03:26:48.464394, cost_time=0:00:18.477544 2021-04-10 03:26:45,448 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.44ms, fps=2244 images/s, loss=0.0081, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:03.000556, arrival_time=2021-04-10 03:26:48.449012, cost_time=0:00:19.618937 2021-04-10 03:26:46,599 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=1.38ms, fps=2226 images/s, loss=0.0081, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:01.846224, arrival_time=2021-04-10 03:26:48.445653, cost_time=0:00:20.770077 2021-04-10 03:26:47,741 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=1.44ms, fps=2242 images/s, loss=0.0082, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00.691974, arrival_time=2021-04-10 03:26:48.433791, cost_time=0:00:21.912460 2021-04-10 03:26:48,356 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=0.09ms, fps=2215 images/s, loss=0.0083, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:48.356390, cost_time=0:00:22.526994 2021-04-10 03:26:48,834 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=1.49ms, fps=5374 images/s, loss=1.3285, top1-acc=73.98%, top5-acc=90.35%, remaining_time=0:00:01.429110, arrival_time=2021-04-10 03:26:50.263355, cost_time=0:00:00.476371 2021-04-10 03:26:49,223 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=2.01ms, fps=6594 images/s, loss=1.3350, top1-acc=73.81%, top5-acc=90.53%, remaining_time=0:00:00.865200, arrival_time=2021-04-10 03:26:50.088188, cost_time=0:00:00.865199 2021-04-10 03:26:49,596 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=1.35ms, fps=6854 images/s, loss=1.3477, top1-acc=73.78%, top5-acc=90.69%, remaining_time=0:00:00.413020, arrival_time=2021-04-10 03:26:50.009870, cost_time=0:00:01.239062 2021-04-10 03:26:49,933 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=0.08ms, fps=6899 images/s, loss=1.3624, top1-acc=74.31%, top5-acc=90.93%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:49.933453, cost_time=0:00:01.575694 2021-04-10 03:26:50,964 INFO : Epoch=0178 complete, best val top1-acc=74.31%, top5-acc=90.93% (epoch=178), remaining_time=0:09:08.907458, arrival_time=2021-04-10 03:35:59.871783, cost_time=1:14:01.160281 2021-04-10 03:26:50,964 INFO : Train start, epoch=0179, lr=0.002956 2021-04-10 03:26:52,310 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=0.25ms, fps=1903 images/s, loss=0.0055, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:25.017558, arrival_time=2021-04-10 03:27:17.327758, cost_time=0:00:01.345034 2021-04-10 03:26:53,464 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=1.88ms, fps=2220 images/s, loss=0.0056, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.992784, arrival_time=2021-04-10 03:27:15.457117, cost_time=0:00:02.499171 2021-04-10 03:26:54,619 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=1.65ms, fps=2217 images/s, loss=0.0061, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:20.222120, arrival_time=2021-04-10 03:27:14.841901, cost_time=0:00:03.654607 2021-04-10 03:26:55,777 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.46ms, fps=2212 images/s, loss=0.0066, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:18.770076, arrival_time=2021-04-10 03:27:14.547965, cost_time=0:00:04.812827 2021-04-10 03:26:56,932 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=1.55ms, fps=2219 images/s, loss=0.0065, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:17.424078, arrival_time=2021-04-10 03:27:14.356273, cost_time=0:00:05.967127 2021-04-10 03:26:58,084 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=1.39ms, fps=2224 images/s, loss=0.0064, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:16.136264, arrival_time=2021-04-10 03:27:14.220367, cost_time=0:00:07.118947 2021-04-10 03:26:59,233 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=2.39ms, fps=2229 images/s, loss=0.0068, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.883246, arrival_time=2021-04-10 03:27:14.116833, cost_time=0:00:08.268461 2021-04-10 03:27:00,391 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=1.80ms, fps=2213 images/s, loss=0.0067, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:13.668048, arrival_time=2021-04-10 03:27:14.059373, cost_time=0:00:09.426218 2021-04-10 03:27:01,539 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.40ms, fps=2231 images/s, loss=0.0065, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.454152, arrival_time=2021-04-10 03:27:13.993471, cost_time=0:00:10.574290 2021-04-10 03:27:02,690 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=1.52ms, fps=2226 images/s, loss=0.0065, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:11.255904, arrival_time=2021-04-10 03:27:13.945890, cost_time=0:00:11.724906 2021-04-10 03:27:03,845 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.37ms, fps=2216 images/s, loss=0.0065, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:10.070256, arrival_time=2021-04-10 03:27:13.915853, cost_time=0:00:12.880590 2021-04-10 03:27:04,990 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=2.62ms, fps=2236 images/s, loss=0.0067, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.882956, arrival_time=2021-04-10 03:27:13.873755, cost_time=0:00:14.025667 2021-04-10 03:27:06,142 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=1.37ms, fps=2225 images/s, loss=0.0067, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:07.705434, arrival_time=2021-04-10 03:27:13.847884, cost_time=0:00:15.177410 2021-04-10 03:27:07,285 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.46ms, fps=2241 images/s, loss=0.0067, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:06.528200, arrival_time=2021-04-10 03:27:13.813644, cost_time=0:00:16.320439 2021-04-10 03:27:08,436 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=1.50ms, fps=2225 images/s, loss=0.0071, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:05.357896, arrival_time=2021-04-10 03:27:13.794453, cost_time=0:00:17.471403 2021-04-10 03:27:09,578 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.58ms, fps=2243 images/s, loss=0.0070, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.188060, arrival_time=2021-04-10 03:27:13.766710, cost_time=0:00:18.613593 2021-04-10 03:27:10,732 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=1.93ms, fps=2221 images/s, loss=0.0071, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:03.023176, arrival_time=2021-04-10 03:27:13.755169, cost_time=0:00:19.766990 2021-04-10 03:27:11,877 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=1.40ms, fps=2237 images/s, loss=0.0071, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:01.858848, arrival_time=2021-04-10 03:27:13.735916, cost_time=0:00:20.911992 2021-04-10 03:27:13,025 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.38ms, fps=2230 images/s, loss=0.0071, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00.696648, arrival_time=2021-04-10 03:27:13.722232, cost_time=0:00:22.060580 2021-04-10 03:27:13,642 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=1.37ms, fps=2208 images/s, loss=0.0075, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:27:13.642026, cost_time=0:00:22.677033 2021-04-10 03:27:14,138 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=3.83ms, fps=5163 images/s, loss=1.2962, top1-acc=73.91%, top5-acc=90.98%, remaining_time=0:00:01.487460, arrival_time=2021-04-10 03:27:15.626372, cost_time=0:00:00.495821 2021-04-10 03:27:14,511 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=1.22ms, fps=6877 images/s, loss=1.3020, top1-acc=74.14%, top5-acc=91.07%, remaining_time=0:00:00.868540, arrival_time=2021-04-10 03:27:15.380114, cost_time=0:00:00.868536 2021-04-10 03:27:14,888 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=1.79ms, fps=6797 images/s, loss=1.3130, top1-acc=74.09%, top5-acc=91.00%, remaining_time=0:00:00.415160, arrival_time=2021-04-10 03:27:15.303752, cost_time=0:00:01.245495 2021-04-10 03:27:15,238 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.12ms, fps=6635 images/s, loss=1.2975, top1-acc=73.99%, top5-acc=90.96%, remaining_time=0:00:00, arrival_time=2021-04-10 03:27:15.238704, cost_time=0:00:01.595640 2021-04-10 03:27:15,750 INFO : Epoch=0179 complete, best val top1-acc=74.31%, top5-acc=90.93% (epoch=178), remaining_time=0:08:43.937904, arrival_time=2021-04-10 03:35:59.688765, cost_time=1:14:25.946829 2021-04-10 03:27:15,751 INFO : Train start, epoch=0180, lr=0.002696 2021-04-10 03:27:17,079 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=1.66ms, fps=1928 images/s, loss=0.0075, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:24.691128, arrival_time=2021-04-10 03:27:41.770429, cost_time=0:00:01.327478 2021-04-10 03:27:18,221 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.59ms, fps=2243 images/s, loss=0.0068, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:21.732304, arrival_time=2021-04-10 03:27:39.953599, cost_time=0:00:02.469573 2021-04-10 03:27:19,380 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=1.41ms, fps=2209 images/s, loss=0.0071, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:20.081518, arrival_time=2021-04-10 03:27:39.462315, cost_time=0:00:03.629184 2021-04-10 03:27:20,529 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=1.67ms, fps=2230 images/s, loss=0.0073, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:18.632328, arrival_time=2021-04-10 03:27:39.161499, cost_time=0:00:04.777513 2021-04-10 03:27:21,679 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.40ms, fps=2227 images/s, loss=0.0074, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:17.308738, arrival_time=2021-04-10 03:27:38.987963, cost_time=0:00:05.927650 2021-04-10 03:27:22,829 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=1.56ms, fps=2226 images/s, loss=0.0076, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:16.043512, arrival_time=2021-04-10 03:27:38.873170, cost_time=0:00:07.078006 2021-04-10 03:27:23,979 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.90ms, fps=2227 images/s, loss=0.0077, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:14.810670, arrival_time=2021-04-10 03:27:38.790391, cost_time=0:00:08.228136 2021-04-10 03:27:25,125 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=1.82ms, fps=2235 images/s, loss=0.0079, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:13.592184, arrival_time=2021-04-10 03:27:38.717765, cost_time=0:00:09.373921 2021-04-10 03:27:26,276 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=1.94ms, fps=2226 images/s, loss=0.0081, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:12.395852, arrival_time=2021-04-10 03:27:38.672220, cost_time=0:00:10.524770 2021-04-10 03:27:27,426 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.53ms, fps=2226 images/s, loss=0.0077, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:11.208192, arrival_time=2021-04-10 03:27:38.635076, cost_time=0:00:11.675235 2021-04-10 03:27:28,575 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=2.02ms, fps=2229 images/s, loss=0.0077, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:10.026138, arrival_time=2021-04-10 03:27:38.601868, cost_time=0:00:12.824145 2021-04-10 03:27:29,719 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=1.41ms, fps=2239 images/s, loss=0.0076, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:08.846248, arrival_time=2021-04-10 03:27:38.565607, cost_time=0:00:13.967776 2021-04-10 03:27:30,867 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=1.62ms, fps=2231 images/s, loss=0.0074, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:07.674150, arrival_time=2021-04-10 03:27:38.541523, cost_time=0:00:15.115713 2021-04-10 03:27:32,016 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=1.53ms, fps=2229 images/s, loss=0.0075, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:06.505800, arrival_time=2021-04-10 03:27:38.522022, cost_time=0:00:16.264559 2021-04-10 03:27:33,168 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=1.39ms, fps=2223 images/s, loss=0.0075, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:05.341106, arrival_time=2021-04-10 03:27:38.509384, cost_time=0:00:17.416705 2021-04-10 03:27:34,331 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=1.86ms, fps=2201 images/s, loss=0.0074, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:04.180536, arrival_time=2021-04-10 03:27:38.512300, cost_time=0:00:18.580128 2021-04-10 03:27:35,481 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=1.40ms, fps=2228 images/s, loss=0.0073, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:03.017482, arrival_time=2021-04-10 03:27:38.498787, cost_time=0:00:19.729708 2021-04-10 03:27:36,622 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=1.47ms, fps=2244 images/s, loss=0.0074, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:01.855200, arrival_time=2021-04-10 03:27:38.477859, cost_time=0:00:20.871041 2021-04-10 03:27:37,775 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.37ms, fps=2222 images/s, loss=0.0074, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00.695490, arrival_time=2021-04-10 03:27:38.470914, cost_time=0:00:22.023847 2021-04-10 03:27:38,392 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=1.85ms, fps=2207 images/s, loss=0.0075, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:27:38.392048, cost_time=0:00:22.640480 2021-04-10 03:27:38,883 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=1.54ms, fps=5219 images/s, loss=1.3875, top1-acc=73.75%, top5-acc=90.55%, remaining_time=0:00:01.471350, arrival_time=2021-04-10 03:27:40.354804, cost_time=0:00:00.490454 2021-04-10 03:27:39,261 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=2.17ms, fps=6780 images/s, loss=1.3602, top1-acc=73.42%, top5-acc=90.80%, remaining_time=0:00:00.868460, arrival_time=2021-04-10 03:27:40.129908, cost_time=0:00:00.868455 2021-04-10 03:27:39,636 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=1.56ms, fps=6831 images/s, loss=1.3379, top1-acc=73.76%, top5-acc=90.81%, remaining_time=0:00:00.414560, arrival_time=2021-04-10 03:27:40.051259, cost_time=0:00:01.243674 2021-04-10 03:27:39,979 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=0.08ms, fps=6783 images/s, loss=1.3365, top1-acc=74.14%, top5-acc=91.04%, remaining_time=0:00:00, arrival_time=2021-04-10 03:27:39.979285, cost_time=0:00:01.586371 2021-04-10 03:27:40,526 INFO : Epoch=0180 complete, best val top1-acc=74.31%, top5-acc=90.93% (epoch=178), remaining_time=0:08:18.969160, arrival_time=2021-04-10 03:35:59.495673, cost_time=1:14:50.722476 2021-04-10 03:27:40,527 INFO : Train start, epoch=0181, lr=0.002447 2021-04-10 03:27:41,859 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=1.73ms, fps=1922 images/s, loss=0.0064, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:24.773526, arrival_time=2021-04-10 03:28:06.632751, cost_time=0:00:01.331913 2021-04-10 03:27:43,002 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.58ms, fps=2241 images/s, loss=0.0068, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:21.780704, arrival_time=2021-04-10 03:28:04.783098, cost_time=0:00:02.475090 2021-04-10 03:27:44,149 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=1.49ms, fps=2232 images/s, loss=0.0067, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:20.044334, arrival_time=2021-04-10 03:28:04.194151, cost_time=0:00:03.622457 2021-04-10 03:27:45,299 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=2.05ms, fps=2227 images/s, loss=0.0063, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:18.612672, arrival_time=2021-04-10 03:28:03.912408, cost_time=0:00:04.772497 2021-04-10 03:27:46,461 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=1.50ms, fps=2205 images/s, loss=0.0069, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:17.326696, arrival_time=2021-04-10 03:28:03.787796, cost_time=0:00:05.933801 2021-04-10 03:27:47,616 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=2.23ms, fps=2216 images/s, loss=0.0070, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:16.069624, arrival_time=2021-04-10 03:28:03.686430, cost_time=0:00:07.089512 2021-04-10 03:27:48,768 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.93ms, fps=2225 images/s, loss=0.0072, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:14.833224, arrival_time=2021-04-10 03:28:03.601194, cost_time=0:00:08.240696 2021-04-10 03:27:49,921 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=1.39ms, fps=2222 images/s, loss=0.0073, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:13.620836, arrival_time=2021-04-10 03:28:03.541808, cost_time=0:00:09.393664 2021-04-10 03:27:51,075 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=1.48ms, fps=2219 images/s, loss=0.0073, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:12.422776, arrival_time=2021-04-10 03:28:03.497702, cost_time=0:00:10.547678 2021-04-10 03:27:52,228 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.50ms, fps=2220 images/s, loss=0.0071, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:11.233152, arrival_time=2021-04-10 03:28:03.461602, cost_time=0:00:11.701188 2021-04-10 03:27:53,373 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=1.37ms, fps=2237 images/s, loss=0.0070, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:10.043166, arrival_time=2021-04-10 03:28:03.416273, cost_time=0:00:12.845865 2021-04-10 03:27:54,520 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=1.42ms, fps=2233 images/s, loss=0.0069, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:08.862208, arrival_time=2021-04-10 03:28:03.382424, cost_time=0:00:13.992932 2021-04-10 03:27:55,664 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=1.37ms, fps=2238 images/s, loss=0.0071, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:07.685172, arrival_time=2021-04-10 03:28:03.349884, cost_time=0:00:15.137411 2021-04-10 03:27:56,810 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.32ms, fps=2236 images/s, loss=0.0071, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:06.513192, arrival_time=2021-04-10 03:28:03.323447, cost_time=0:00:16.283045 2021-04-10 03:27:57,953 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=2.18ms, fps=2240 images/s, loss=0.0071, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:05.344050, arrival_time=2021-04-10 03:28:03.297568, cost_time=0:00:17.426242 2021-04-10 03:27:59,097 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=1.35ms, fps=2239 images/s, loss=0.0071, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:04.178232, arrival_time=2021-04-10 03:28:03.275386, cost_time=0:00:18.569951 2021-04-10 03:28:00,249 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=1.60ms, fps=2224 images/s, loss=0.0071, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:03.016234, arrival_time=2021-04-10 03:28:03.265178, cost_time=0:00:19.721578 2021-04-10 03:28:01,397 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.98ms, fps=2230 images/s, loss=0.0070, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:01.855136, arrival_time=2021-04-10 03:28:03.252730, cost_time=0:00:20.870291 2021-04-10 03:28:02,543 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.38ms, fps=2235 images/s, loss=0.0071, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00.695256, arrival_time=2021-04-10 03:28:03.238994, cost_time=0:00:22.016525 2021-04-10 03:28:03,158 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=1.44ms, fps=2215 images/s, loss=0.0071, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:03.158293, cost_time=0:00:22.631076 2021-04-10 03:28:03,619 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=2.17ms, fps=5566 images/s, loss=1.2878, top1-acc=74.18%, top5-acc=91.02%, remaining_time=0:00:01.379640, arrival_time=2021-04-10 03:28:04.998831, cost_time=0:00:00.459876 2021-04-10 03:28:03,993 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=1.32ms, fps=6841 images/s, loss=1.2951, top1-acc=73.89%, top5-acc=91.45%, remaining_time=0:00:00.834600, arrival_time=2021-04-10 03:28:04.828446, cost_time=0:00:00.834602 2021-04-10 03:28:04,368 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=1.50ms, fps=6834 images/s, loss=1.3055, top1-acc=74.23%, top5-acc=91.32%, remaining_time=0:00:00.403170, arrival_time=2021-04-10 03:28:04.771977, cost_time=0:00:01.209505 2021-04-10 03:28:04,704 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.08ms, fps=6913 images/s, loss=1.3132, top1-acc=74.15%, top5-acc=91.11%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:04.704807, cost_time=0:00:01.545569 2021-04-10 03:28:05,252 INFO : Epoch=0181 complete, best val top1-acc=74.31%, top5-acc=90.93% (epoch=178), remaining_time=0:07:53.997370, arrival_time=2021-04-10 03:35:59.250058, cost_time=1:15:15.448641 2021-04-10 03:28:05,253 INFO : Train start, epoch=0182, lr=0.002210 2021-04-10 03:28:06,591 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=0.26ms, fps=1913 images/s, loss=0.0087, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:24.891822, arrival_time=2021-04-10 03:28:31.483658, cost_time=0:00:01.338268 2021-04-10 03:28:07,742 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=2.01ms, fps=2226 images/s, loss=0.0081, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:21.904960, arrival_time=2021-04-10 03:28:29.647624, cost_time=0:00:02.489199 2021-04-10 03:28:08,885 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.72ms, fps=2242 images/s, loss=0.0075, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:20.095462, arrival_time=2021-04-10 03:28:28.980613, cost_time=0:00:03.631720 2021-04-10 03:28:10,034 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.54ms, fps=2229 images/s, loss=0.0076, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:18.644652, arrival_time=2021-04-10 03:28:28.678892, cost_time=0:00:04.780692 2021-04-10 03:28:11,191 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=1.99ms, fps=2214 images/s, loss=0.0073, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:17.338960, arrival_time=2021-04-10 03:28:28.530456, cost_time=0:00:05.937991 2021-04-10 03:28:12,340 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=1.51ms, fps=2230 images/s, loss=0.0073, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:16.063504, arrival_time=2021-04-10 03:28:28.403934, cost_time=0:00:07.086859 2021-04-10 03:28:13,485 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.40ms, fps=2237 images/s, loss=0.0074, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:14.817978, arrival_time=2021-04-10 03:28:28.303764, cost_time=0:00:08.232226 2021-04-10 03:28:14,631 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=1.55ms, fps=2236 images/s, loss=0.0073, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:13.597752, arrival_time=2021-04-10 03:28:28.228928, cost_time=0:00:09.377744 2021-04-10 03:28:15,787 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=2.05ms, fps=2215 images/s, loss=0.0073, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:12.406664, arrival_time=2021-04-10 03:28:28.194097, cost_time=0:00:10.533951 2021-04-10 03:28:16,927 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=1.53ms, fps=2247 images/s, loss=0.0070, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:11.206944, arrival_time=2021-04-10 03:28:28.134397, cost_time=0:00:11.673903 2021-04-10 03:28:18,068 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=1.33ms, fps=2244 images/s, loss=0.0070, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:10.019258, arrival_time=2021-04-10 03:28:28.088021, cost_time=0:00:12.815338 2021-04-10 03:28:19,219 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=2.01ms, fps=2227 images/s, loss=0.0071, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:08.844804, arrival_time=2021-04-10 03:28:28.063803, cost_time=0:00:13.965508 2021-04-10 03:28:20,366 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=1.41ms, fps=2232 images/s, loss=0.0069, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:07.672698, arrival_time=2021-04-10 03:28:28.039064, cost_time=0:00:15.112940 2021-04-10 03:28:21,508 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.41ms, fps=2242 images/s, loss=0.0068, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.502048, arrival_time=2021-04-10 03:28:28.010540, cost_time=0:00:16.255116 2021-04-10 03:28:22,656 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=2.03ms, fps=2232 images/s, loss=0.0067, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:05.336782, arrival_time=2021-04-10 03:28:27.992881, cost_time=0:00:17.402616 2021-04-10 03:28:23,802 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.89ms, fps=2234 images/s, loss=0.0068, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.173516, arrival_time=2021-04-10 03:28:27.975977, cost_time=0:00:18.549009 2021-04-10 03:28:24,957 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=1.74ms, fps=2218 images/s, loss=0.0070, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:03.013530, arrival_time=2021-04-10 03:28:27.970909, cost_time=0:00:19.703859 2021-04-10 03:28:26,104 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.27ms, fps=2233 images/s, loss=0.0070, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:01.853392, arrival_time=2021-04-10 03:28:27.957594, cost_time=0:00:20.850730 2021-04-10 03:28:27,249 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.67ms, fps=2237 images/s, loss=0.0069, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00.694596, arrival_time=2021-04-10 03:28:27.943579, cost_time=0:00:21.995586 2021-04-10 03:28:27,863 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=1.37ms, fps=2215 images/s, loss=0.0069, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:27.863353, cost_time=0:00:22.609965 2021-04-10 03:28:28,355 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=4.55ms, fps=5216 images/s, loss=1.3276, top1-acc=73.71%, top5-acc=90.31%, remaining_time=0:00:01.472340, arrival_time=2021-04-10 03:28:29.827442, cost_time=0:00:00.490779 2021-04-10 03:28:28,722 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=1.44ms, fps=6971 images/s, loss=1.3068, top1-acc=74.00%, top5-acc=91.17%, remaining_time=0:00:00.858340, arrival_time=2021-04-10 03:28:29.581061, cost_time=0:00:00.858341 2021-04-10 03:28:29,093 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=1.77ms, fps=6912 images/s, loss=1.2980, top1-acc=73.93%, top5-acc=91.24%, remaining_time=0:00:00.409750, arrival_time=2021-04-10 03:28:29.503369, cost_time=0:00:01.229237 2021-04-10 03:28:29,430 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=0.07ms, fps=6892 images/s, loss=1.2959, top1-acc=74.20%, top5-acc=91.11%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:29.430784, cost_time=0:00:01.566488 2021-04-10 03:28:29,958 INFO : Epoch=0182 complete, best val top1-acc=74.31%, top5-acc=90.93% (epoch=178), remaining_time=0:07:29.026236, arrival_time=2021-04-10 03:35:58.984460, cost_time=1:15:40.154190 2021-04-10 03:28:29,958 INFO : Train start, epoch=0183, lr=0.001985 2021-04-10 03:28:31,303 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=1.58ms, fps=1904 images/s, loss=0.0050, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:25.013280, arrival_time=2021-04-10 03:28:56.317147, cost_time=0:00:01.344801 2021-04-10 03:28:32,456 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=1.55ms, fps=2223 images/s, loss=0.0063, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:21.975360, arrival_time=2021-04-10 03:28:54.431507, cost_time=0:00:02.497201 2021-04-10 03:28:33,603 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=2.02ms, fps=2232 images/s, loss=0.0071, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:20.167174, arrival_time=2021-04-10 03:28:53.770881, cost_time=0:00:03.644673 2021-04-10 03:28:34,750 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.52ms, fps=2233 images/s, loss=0.0067, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:18.687708, arrival_time=2021-04-10 03:28:53.438338, cost_time=0:00:04.791715 2021-04-10 03:28:35,901 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=1.93ms, fps=2226 images/s, loss=0.0071, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:17.351516, arrival_time=2021-04-10 03:28:53.252879, cost_time=0:00:05.942288 2021-04-10 03:28:37,056 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=1.99ms, fps=2218 images/s, loss=0.0068, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:16.087576, arrival_time=2021-04-10 03:28:53.144003, cost_time=0:00:07.097475 2021-04-10 03:28:38,204 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=1.54ms, fps=2232 images/s, loss=0.0067, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:14.841288, arrival_time=2021-04-10 03:28:53.045456, cost_time=0:00:08.245128 2021-04-10 03:28:39,356 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.51ms, fps=2222 images/s, loss=0.0066, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:13.626868, arrival_time=2021-04-10 03:28:52.983585, cost_time=0:00:09.397816 2021-04-10 03:28:40,503 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=1.55ms, fps=2234 images/s, loss=0.0066, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:12.419066, arrival_time=2021-04-10 03:28:52.922532, cost_time=0:00:10.544464 2021-04-10 03:28:41,650 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=2.39ms, fps=2233 images/s, loss=0.0066, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:11.223744, arrival_time=2021-04-10 03:28:52.874097, cost_time=0:00:11.691415 2021-04-10 03:28:42,807 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=1.83ms, fps=2215 images/s, loss=0.0065, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:10.044886, arrival_time=2021-04-10 03:28:52.851993, cost_time=0:00:12.848089 2021-04-10 03:28:43,954 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.64ms, fps=2232 images/s, loss=0.0065, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:08.863956, arrival_time=2021-04-10 03:28:52.818580, cost_time=0:00:13.995717 2021-04-10 03:28:45,100 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=1.51ms, fps=2235 images/s, loss=0.0063, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:07.687284, arrival_time=2021-04-10 03:28:52.787874, cost_time=0:00:15.141682 2021-04-10 03:28:46,243 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.51ms, fps=2240 images/s, loss=0.0062, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.513920, arrival_time=2021-04-10 03:28:52.757756, cost_time=0:00:16.284867 2021-04-10 03:28:47,385 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.35ms, fps=2243 images/s, loss=0.0062, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:05.344280, arrival_time=2021-04-10 03:28:52.730205, cost_time=0:00:17.427025 2021-04-10 03:28:48,532 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.94ms, fps=2233 images/s, loss=0.0064, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:04.179096, arrival_time=2021-04-10 03:28:52.711782, cost_time=0:00:18.573720 2021-04-10 03:28:49,682 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=1.62ms, fps=2228 images/s, loss=0.0065, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:03.016468, arrival_time=2021-04-10 03:28:52.698557, cost_time=0:00:19.723087 2021-04-10 03:28:50,843 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=1.61ms, fps=2205 images/s, loss=0.0065, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:01.856416, arrival_time=2021-04-10 03:28:52.700004, cost_time=0:00:20.884658 2021-04-10 03:28:51,992 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=1.51ms, fps=2229 images/s, loss=0.0065, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00.695796, arrival_time=2021-04-10 03:28:52.688203, cost_time=0:00:22.033536 2021-04-10 03:28:52,608 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=1.85ms, fps=2209 images/s, loss=0.0066, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:52.608530, cost_time=0:00:22.649582 2021-04-10 03:28:53,115 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=2.93ms, fps=5069 images/s, loss=1.3502, top1-acc=73.91%, top5-acc=90.62%, remaining_time=0:00:01.515150, arrival_time=2021-04-10 03:28:54.630439, cost_time=0:00:00.505050 2021-04-10 03:28:53,488 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=1.35ms, fps=6865 images/s, loss=1.3075, top1-acc=74.16%, top5-acc=90.96%, remaining_time=0:00:00.878320, arrival_time=2021-04-10 03:28:54.366942, cost_time=0:00:00.878310 2021-04-10 03:28:53,863 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=1.80ms, fps=6837 images/s, loss=1.3002, top1-acc=74.48%, top5-acc=91.16%, remaining_time=0:00:00.417750, arrival_time=2021-04-10 03:28:54.281396, cost_time=0:00:01.253239 2021-04-10 03:28:54,201 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=0.08ms, fps=6877 images/s, loss=1.3039, top1-acc=74.44%, top5-acc=91.14%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:54.201510, cost_time=0:00:01.591303 2021-04-10 03:28:55,247 INFO : Epoch=0183 complete, best val top1-acc=74.44%, top5-acc=91.14% (epoch=183), remaining_time=0:07:04.112243, arrival_time=2021-04-10 03:35:59.359955, cost_time=1:16:05.443605 2021-04-10 03:28:55,248 INFO : Train start, epoch=0184, lr=0.001772 2021-04-10 03:28:56,598 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=0.25ms, fps=1897 images/s, loss=0.0076, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:25.102560, arrival_time=2021-04-10 03:29:21.700988, cost_time=0:00:01.349605 2021-04-10 03:28:57,743 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.33ms, fps=2236 images/s, loss=0.0067, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:21.953712, arrival_time=2021-04-10 03:29:19.697261, cost_time=0:00:02.494749 2021-04-10 03:28:58,886 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=1.51ms, fps=2241 images/s, loss=0.0074, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:20.128330, arrival_time=2021-04-10 03:29:19.014795, cost_time=0:00:03.637662 2021-04-10 03:29:00,033 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.77ms, fps=2233 images/s, loss=0.0067, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:18.659628, arrival_time=2021-04-10 03:29:18.693016, cost_time=0:00:04.784513 2021-04-10 03:29:01,190 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.78ms, fps=2213 images/s, loss=0.0066, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:17.350640, arrival_time=2021-04-10 03:29:18.541501, cost_time=0:00:05.941983 2021-04-10 03:29:02,333 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=1.36ms, fps=2242 images/s, loss=0.0066, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:16.058608, arrival_time=2021-04-10 03:29:18.392066, cost_time=0:00:07.084651 2021-04-10 03:29:03,478 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=2.02ms, fps=2238 images/s, loss=0.0068, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:14.812434, arrival_time=2021-04-10 03:29:18.290431, cost_time=0:00:08.229140 2021-04-10 03:29:04,622 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=1.45ms, fps=2238 images/s, loss=0.0071, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:13.591836, arrival_time=2021-04-10 03:29:18.214325, cost_time=0:00:09.373690 2021-04-10 03:29:05,762 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.36ms, fps=2246 images/s, loss=0.0069, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:12.383026, arrival_time=2021-04-10 03:29:18.145671, cost_time=0:00:10.513854 2021-04-10 03:29:06,913 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=1.59ms, fps=2226 images/s, loss=0.0067, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:11.197632, arrival_time=2021-04-10 03:29:18.110656, cost_time=0:00:11.664166 2021-04-10 03:29:08,063 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=1.65ms, fps=2227 images/s, loss=0.0067, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.018484, arrival_time=2021-04-10 03:29:18.081710, cost_time=0:00:12.814339 2021-04-10 03:29:09,211 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=1.40ms, fps=2232 images/s, loss=0.0066, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:08.842752, arrival_time=2021-04-10 03:29:18.053787, cost_time=0:00:13.962232 2021-04-10 03:29:10,352 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.32ms, fps=2245 images/s, loss=0.0066, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:07.667682, arrival_time=2021-04-10 03:29:18.019613, cost_time=0:00:15.103071 2021-04-10 03:29:11,501 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=1.41ms, fps=2228 images/s, loss=0.0066, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.501096, arrival_time=2021-04-10 03:29:18.002708, cost_time=0:00:16.252755 2021-04-10 03:29:12,656 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.43ms, fps=2217 images/s, loss=0.0066, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:05.338484, arrival_time=2021-04-10 03:29:17.995397, cost_time=0:00:17.408105 2021-04-10 03:29:13,814 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=1.80ms, fps=2213 images/s, loss=0.0066, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.177224, arrival_time=2021-04-10 03:29:17.991520, cost_time=0:00:18.565414 2021-04-10 03:29:14,963 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=1.34ms, fps=2228 images/s, loss=0.0066, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:03.015220, arrival_time=2021-04-10 03:29:17.979037, cost_time=0:00:19.714910 2021-04-10 03:29:16,111 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=1.36ms, fps=2231 images/s, loss=0.0065, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.854480, arrival_time=2021-04-10 03:29:17.966160, cost_time=0:00:20.862860 2021-04-10 03:29:17,258 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.45ms, fps=2233 images/s, loss=0.0065, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00.695046, arrival_time=2021-04-10 03:29:17.953590, cost_time=0:00:22.009734 2021-04-10 03:29:17,874 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=1.22ms, fps=2211 images/s, loss=0.0065, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:29:17.874166, cost_time=0:00:22.625368 2021-04-10 03:29:18,362 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=0.19ms, fps=5257 images/s, loss=1.3787, top1-acc=73.83%, top5-acc=90.55%, remaining_time=0:00:01.460700, arrival_time=2021-04-10 03:29:19.822745, cost_time=0:00:00.486899 2021-04-10 03:29:18,733 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=1.37ms, fps=6898 images/s, loss=1.3104, top1-acc=74.41%, top5-acc=91.02%, remaining_time=0:00:00.858540, arrival_time=2021-04-10 03:29:19.592219, cost_time=0:00:00.858531 2021-04-10 03:29:19,107 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=2.97ms, fps=6861 images/s, loss=1.2884, top1-acc=74.66%, top5-acc=91.11%, remaining_time=0:00:00.410730, arrival_time=2021-04-10 03:29:19.518056, cost_time=0:00:01.232189 2021-04-10 03:29:19,447 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.07ms, fps=6824 images/s, loss=1.3131, top1-acc=74.45%, top5-acc=91.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:29:19.447717, cost_time=0:00:01.572660 2021-04-10 03:29:20,956 INFO : Epoch=0184 complete, best val top1-acc=74.45%, top5-acc=91.00% (epoch=184), remaining_time=0:06:39.230672, arrival_time=2021-04-10 03:36:00.187527, cost_time=1:16:31.152794 2021-04-10 03:29:20,957 INFO : Train start, epoch=0185, lr=0.001571 2021-04-10 03:29:22,349 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=2.44ms, fps=1839 images/s, loss=0.0052, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:25.890642, arrival_time=2021-04-10 03:29:48.240334, cost_time=0:00:01.391966 2021-04-10 03:29:23,487 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=1.49ms, fps=2250 images/s, loss=0.0055, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:22.264880, arrival_time=2021-04-10 03:29:45.752692, cost_time=0:00:02.530108 2021-04-10 03:29:24,627 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=1.62ms, fps=2248 images/s, loss=0.0055, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.302962, arrival_time=2021-04-10 03:29:44.929987, cost_time=0:00:03.669205 2021-04-10 03:29:25,780 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=1.42ms, fps=2221 images/s, loss=0.0057, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:18.808140, arrival_time=2021-04-10 03:29:44.588503, cost_time=0:00:04.822615 2021-04-10 03:29:26,935 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=1.68ms, fps=2217 images/s, loss=0.0057, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.454592, arrival_time=2021-04-10 03:29:44.389905, cost_time=0:00:05.977580 2021-04-10 03:29:28,078 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=1.59ms, fps=2241 images/s, loss=0.0055, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.139800, arrival_time=2021-04-10 03:29:44.218076, cost_time=0:00:07.120517 2021-04-10 03:29:29,228 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.33ms, fps=2226 images/s, loss=0.0054, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.888160, arrival_time=2021-04-10 03:29:44.117069, cost_time=0:00:08.271193 2021-04-10 03:29:30,375 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.42ms, fps=2234 images/s, loss=0.0057, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:13.655752, arrival_time=2021-04-10 03:29:44.031191, cost_time=0:00:09.417727 2021-04-10 03:29:31,519 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=1.63ms, fps=2238 images/s, loss=0.0056, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.439630, arrival_time=2021-04-10 03:29:43.959320, cost_time=0:00:10.561940 2021-04-10 03:29:32,667 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=1.52ms, fps=2231 images/s, loss=0.0058, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:11.241504, arrival_time=2021-04-10 03:29:43.909116, cost_time=0:00:11.709893 2021-04-10 03:29:33,812 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.40ms, fps=2238 images/s, loss=0.0059, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:10.049702, arrival_time=2021-04-10 03:29:43.861684, cost_time=0:00:12.854268 2021-04-10 03:29:34,963 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=1.46ms, fps=2224 images/s, loss=0.0060, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.870416, arrival_time=2021-04-10 03:29:43.834156, cost_time=0:00:14.005898 2021-04-10 03:29:36,115 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=1.49ms, fps=2224 images/s, loss=0.0060, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:07.695402, arrival_time=2021-04-10 03:29:43.810791, cost_time=0:00:15.157600 2021-04-10 03:29:37,260 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=1.69ms, fps=2237 images/s, loss=0.0062, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.520976, arrival_time=2021-04-10 03:29:43.781184, cost_time=0:00:16.302422 2021-04-10 03:29:38,408 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=1.34ms, fps=2230 images/s, loss=0.0061, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.351686, arrival_time=2021-04-10 03:29:43.760605, cost_time=0:00:17.451160 2021-04-10 03:29:39,563 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=1.45ms, fps=2218 images/s, loss=0.0063, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.186260, arrival_time=2021-04-10 03:29:43.749718, cost_time=0:00:18.605647 2021-04-10 03:29:40,718 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=1.41ms, fps=2218 images/s, loss=0.0063, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:03.022214, arrival_time=2021-04-10 03:29:43.740598, cost_time=0:00:19.760606 2021-04-10 03:29:41,861 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.40ms, fps=2240 images/s, loss=0.0062, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.858144, arrival_time=2021-04-10 03:29:43.719943, cost_time=0:00:20.904050 2021-04-10 03:29:43,012 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.70ms, fps=2226 images/s, loss=0.0063, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00.696456, arrival_time=2021-04-10 03:29:43.708669, cost_time=0:00:22.054443 2021-04-10 03:29:43,628 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=1.22ms, fps=2207 images/s, loss=0.0063, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:29:43.628844, cost_time=0:00:22.671101 2021-04-10 03:29:44,113 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=1.88ms, fps=5294 images/s, loss=1.2764, top1-acc=75.08%, top5-acc=90.66%, remaining_time=0:00:01.450650, arrival_time=2021-04-10 03:29:45.564167, cost_time=0:00:00.483547 2021-04-10 03:29:44,484 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=1.61ms, fps=6905 images/s, loss=1.3304, top1-acc=74.18%, top5-acc=90.55%, remaining_time=0:00:00.854620, arrival_time=2021-04-10 03:29:45.339222, cost_time=0:00:00.854626 2021-04-10 03:29:44,852 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=1.25ms, fps=6965 images/s, loss=1.3231, top1-acc=74.21%, top5-acc=90.83%, remaining_time=0:00:00.407510, arrival_time=2021-04-10 03:29:45.260006, cost_time=0:00:01.222544 2021-04-10 03:29:45,189 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=0.09ms, fps=6891 images/s, loss=1.3334, top1-acc=74.41%, top5-acc=90.95%, remaining_time=0:00:00, arrival_time=2021-04-10 03:29:45.189517, cost_time=0:00:01.559562 2021-04-10 03:29:45,722 INFO : Epoch=0185 complete, best val top1-acc=74.45%, top5-acc=91.00% (epoch=184), remaining_time=0:06:14.263680, arrival_time=2021-04-10 03:35:59.986412, cost_time=1:16:55.918667 2021-04-10 03:29:45,723 INFO : Train start, epoch=0186, lr=0.001382 2021-04-10 03:29:47,048 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=0.25ms, fps=1933 images/s, loss=0.0060, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.630864, arrival_time=2021-04-10 03:30:11.678909, cost_time=0:00:01.324241 2021-04-10 03:29:48,191 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.59ms, fps=2240 images/s, loss=0.0059, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:21.715056, arrival_time=2021-04-10 03:30:09.906512, cost_time=0:00:02.467627 2021-04-10 03:29:49,355 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=17.93ms, fps=2200 images/s, loss=0.0058, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:20.096458, arrival_time=2021-04-10 03:30:09.452125, cost_time=0:00:03.631894 2021-04-10 03:29:50,511 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=1.91ms, fps=2215 images/s, loss=0.0057, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:18.672888, arrival_time=2021-04-10 03:30:09.184637, cost_time=0:00:04.787924 2021-04-10 03:29:51,667 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=1.55ms, fps=2217 images/s, loss=0.0058, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:17.355166, arrival_time=2021-04-10 03:30:09.022543, cost_time=0:00:05.943573 2021-04-10 03:29:52,807 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.41ms, fps=2247 images/s, loss=0.0058, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:16.055888, arrival_time=2021-04-10 03:30:08.863147, cost_time=0:00:07.083486 2021-04-10 03:29:53,956 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=1.42ms, fps=2229 images/s, loss=0.0057, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.818482, arrival_time=2021-04-10 03:30:08.774763, cost_time=0:00:08.232474 2021-04-10 03:29:55,099 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=1.42ms, fps=2240 images/s, loss=0.0059, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:13.594852, arrival_time=2021-04-10 03:30:08.694302, cost_time=0:00:09.375730 2021-04-10 03:29:56,247 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=1.48ms, fps=2231 images/s, loss=0.0059, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.394156, arrival_time=2021-04-10 03:30:08.641309, cost_time=0:00:10.523351 2021-04-10 03:29:57,399 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.49ms, fps=2223 images/s, loss=0.0059, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:11.208768, arrival_time=2021-04-10 03:30:08.608265, cost_time=0:00:11.675769 2021-04-10 03:29:58,548 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=1.36ms, fps=2229 images/s, loss=0.0061, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.026568, arrival_time=2021-04-10 03:30:08.575030, cost_time=0:00:12.824680 2021-04-10 03:29:59,693 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=1.51ms, fps=2237 images/s, loss=0.0062, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.847312, arrival_time=2021-04-10 03:30:08.540475, cost_time=0:00:13.969435 2021-04-10 03:30:00,834 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=1.41ms, fps=2244 images/s, loss=0.0063, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:07.671708, arrival_time=2021-04-10 03:30:08.506318, cost_time=0:00:15.110892 2021-04-10 03:30:01,981 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=1.39ms, fps=2234 images/s, loss=0.0062, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.502944, arrival_time=2021-04-10 03:30:08.484081, cost_time=0:00:16.257350 2021-04-10 03:30:03,129 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=1.42ms, fps=2231 images/s, loss=0.0061, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.337610, arrival_time=2021-04-10 03:30:08.466638, cost_time=0:00:17.405286 2021-04-10 03:30:04,282 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.85ms, fps=2219 images/s, loss=0.0061, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.175820, arrival_time=2021-04-10 03:30:08.458751, cost_time=0:00:18.559214 2021-04-10 03:30:05,431 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.66ms, fps=2230 images/s, loss=0.0061, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.014128, arrival_time=2021-04-10 03:30:08.445752, cost_time=0:00:19.707785 2021-04-10 03:30:06,579 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=1.42ms, fps=2231 images/s, loss=0.0062, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.853872, arrival_time=2021-04-10 03:30:08.433607, cost_time=0:00:20.855987 2021-04-10 03:30:07,727 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=1.41ms, fps=2232 images/s, loss=0.0062, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00.694842, arrival_time=2021-04-10 03:30:08.421985, cost_time=0:00:22.003415 2021-04-10 03:30:08,343 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=1.65ms, fps=2210 images/s, loss=0.0063, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:08.342969, cost_time=0:00:22.619214 2021-04-10 03:30:08,838 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=0.31ms, fps=5182 images/s, loss=1.3488, top1-acc=74.14%, top5-acc=90.90%, remaining_time=0:00:01.482150, arrival_time=2021-04-10 03:30:10.320504, cost_time=0:00:00.494049 2021-04-10 03:30:09,211 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=1.36ms, fps=6876 images/s, loss=1.2890, top1-acc=74.41%, top5-acc=91.29%, remaining_time=0:00:00.866660, arrival_time=2021-04-10 03:30:10.077683, cost_time=0:00:00.866665 2021-04-10 03:30:09,583 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=1.58ms, fps=6879 images/s, loss=1.2864, top1-acc=74.70%, top5-acc=91.07%, remaining_time=0:00:00.413110, arrival_time=2021-04-10 03:30:09.996760, cost_time=0:00:01.239342 2021-04-10 03:30:09,921 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=0.06ms, fps=6872 images/s, loss=1.2898, top1-acc=74.36%, top5-acc=91.02%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:09.921659, cost_time=0:00:01.577271 2021-04-10 03:30:10,458 INFO : Epoch=0186 complete, best val top1-acc=74.45%, top5-acc=91.00% (epoch=184), remaining_time=0:05:49.296584, arrival_time=2021-04-10 03:35:59.755282, cost_time=1:17:20.654628 2021-04-10 03:30:10,459 INFO : Train start, epoch=0187, lr=0.001204 2021-04-10 03:30:11,792 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=0.27ms, fps=1921 images/s, loss=0.0042, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.783942, arrival_time=2021-04-10 03:30:36.576162, cost_time=0:00:01.332474 2021-04-10 03:30:12,934 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=1.84ms, fps=2243 images/s, loss=0.0055, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:21.775600, arrival_time=2021-04-10 03:30:34.709832, cost_time=0:00:02.474494 2021-04-10 03:30:14,067 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=1.38ms, fps=2260 images/s, loss=0.0055, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:19.962496, arrival_time=2021-04-10 03:30:34.029879, cost_time=0:00:03.607673 2021-04-10 03:30:15,219 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=1.82ms, fps=2224 images/s, loss=0.0054, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:18.561504, arrival_time=2021-04-10 03:30:33.780626, cost_time=0:00:04.759373 2021-04-10 03:30:16,361 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=1.47ms, fps=2242 images/s, loss=0.0053, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:17.233840, arrival_time=2021-04-10 03:30:33.595524, cost_time=0:00:05.902013 2021-04-10 03:30:17,509 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=2.05ms, fps=2231 images/s, loss=0.0053, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:15.980136, arrival_time=2021-04-10 03:30:33.489983, cost_time=0:00:07.050048 2021-04-10 03:30:18,665 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=2.15ms, fps=2216 images/s, loss=0.0058, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.770728, arrival_time=2021-04-10 03:30:33.436423, cost_time=0:00:08.205959 2021-04-10 03:30:19,806 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=1.67ms, fps=2245 images/s, loss=0.0058, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:13.552744, arrival_time=2021-04-10 03:30:33.359196, cost_time=0:00:09.346701 2021-04-10 03:30:20,948 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=1.54ms, fps=2243 images/s, loss=0.0057, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.353558, arrival_time=2021-04-10 03:30:33.302136, cost_time=0:00:10.488883 2021-04-10 03:30:22,091 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.48ms, fps=2242 images/s, loss=0.0058, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.165856, arrival_time=2021-04-10 03:30:33.256789, cost_time=0:00:11.631115 2021-04-10 03:30:23,238 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.43ms, fps=2233 images/s, loss=0.0058, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:09.990362, arrival_time=2021-04-10 03:30:33.228386, cost_time=0:00:12.778318 2021-04-10 03:30:24,391 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.53ms, fps=2220 images/s, loss=0.0060, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.823752, arrival_time=2021-04-10 03:30:33.215676, cost_time=0:00:13.932259 2021-04-10 03:30:25,539 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.35ms, fps=2232 images/s, loss=0.0059, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:07.655868, arrival_time=2021-04-10 03:30:33.195479, cost_time=0:00:15.079772 2021-04-10 03:30:26,691 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=1.89ms, fps=2225 images/s, loss=0.0060, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.492584, arrival_time=2021-04-10 03:30:33.183772, cost_time=0:00:16.231489 2021-04-10 03:30:27,834 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=1.52ms, fps=2240 images/s, loss=0.0061, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.328318, arrival_time=2021-04-10 03:30:33.162983, cost_time=0:00:17.374992 2021-04-10 03:30:28,979 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=1.86ms, fps=2236 images/s, loss=0.0061, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.167036, arrival_time=2021-04-10 03:30:33.146816, cost_time=0:00:18.520113 2021-04-10 03:30:30,131 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=2.14ms, fps=2224 images/s, loss=0.0061, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.008590, arrival_time=2021-04-10 03:30:33.139948, cost_time=0:00:19.671625 2021-04-10 03:30:31,282 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.36ms, fps=2225 images/s, loss=0.0063, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.850912, arrival_time=2021-04-10 03:30:33.133294, cost_time=0:00:20.822717 2021-04-10 03:30:32,428 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=1.34ms, fps=2234 images/s, loss=0.0062, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00.693762, arrival_time=2021-04-10 03:30:33.122563, cost_time=0:00:21.969143 2021-04-10 03:30:33,042 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=1.95ms, fps=2217 images/s, loss=0.0062, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:33.042702, cost_time=0:00:22.582974 2021-04-10 03:30:33,552 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=0.32ms, fps=5039 images/s, loss=1.1939, top1-acc=75.35%, top5-acc=92.11%, remaining_time=0:00:01.524150, arrival_time=2021-04-10 03:30:35.076619, cost_time=0:00:00.508048 2021-04-10 03:30:33,928 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=1.77ms, fps=6819 images/s, loss=1.2623, top1-acc=74.61%, top5-acc=91.09%, remaining_time=0:00:00.883880, arrival_time=2021-04-10 03:30:34.812218, cost_time=0:00:00.883871 2021-04-10 03:30:34,309 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=1.36ms, fps=6725 images/s, loss=1.3096, top1-acc=74.32%, top5-acc=90.92%, remaining_time=0:00:00.421690, arrival_time=2021-04-10 03:30:34.731322, cost_time=0:00:01.265080 2021-04-10 03:30:34,653 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=0.10ms, fps=6768 images/s, loss=1.2840, top1-acc=74.48%, top5-acc=91.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:34.652982, cost_time=0:00:01.608542 2021-04-10 03:30:35,767 INFO : Epoch=0187 complete, best val top1-acc=74.48%, top5-acc=91.00% (epoch=187), remaining_time=0:05:24.371775, arrival_time=2021-04-10 03:36:00.139128, cost_time=1:17:45.963298 2021-04-10 03:30:35,768 INFO : Train start, epoch=0188, lr=0.001039 2021-04-10 03:30:37,125 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=0.34ms, fps=1887 images/s, loss=0.0069, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:25.239642, arrival_time=2021-04-10 03:31:02.364948, cost_time=0:00:01.356972 2021-04-10 03:30:38,278 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=1.81ms, fps=2222 images/s, loss=0.0072, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:22.084832, arrival_time=2021-04-10 03:31:00.362804, cost_time=0:00:02.509631 2021-04-10 03:30:39,432 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=1.86ms, fps=2219 images/s, loss=0.0070, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:20.272916, arrival_time=2021-04-10 03:30:59.705003, cost_time=0:00:03.663788 2021-04-10 03:30:40,593 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=1.99ms, fps=2206 images/s, loss=0.0067, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:18.817344, arrival_time=2021-04-10 03:30:59.410723, cost_time=0:00:04.824979 2021-04-10 03:30:41,743 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=1.42ms, fps=2229 images/s, loss=0.0065, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:17.445686, arrival_time=2021-04-10 03:30:59.188675, cost_time=0:00:05.974547 2021-04-10 03:30:42,896 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.42ms, fps=2222 images/s, loss=0.0067, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:16.156664, arrival_time=2021-04-10 03:30:59.052866, cost_time=0:00:07.127914 2021-04-10 03:30:44,046 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=1.95ms, fps=2227 images/s, loss=0.0065, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:14.900508, arrival_time=2021-04-10 03:30:58.946848, cost_time=0:00:08.278035 2021-04-10 03:30:45,187 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=1.61ms, fps=2245 images/s, loss=0.0065, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:13.657376, arrival_time=2021-04-10 03:30:58.844514, cost_time=0:00:09.418897 2021-04-10 03:30:46,343 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=2.13ms, fps=2216 images/s, loss=0.0066, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:12.454576, arrival_time=2021-04-10 03:30:58.797631, cost_time=0:00:10.574685 2021-04-10 03:30:47,486 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=2.17ms, fps=2240 images/s, loss=0.0066, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:11.249760, arrival_time=2021-04-10 03:30:58.736578, cost_time=0:00:11.718530 2021-04-10 03:30:48,629 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=1.65ms, fps=2241 images/s, loss=0.0066, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:10.055120, arrival_time=2021-04-10 03:30:58.684723, cost_time=0:00:12.861225 2021-04-10 03:30:49,781 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=1.63ms, fps=2224 images/s, loss=0.0066, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.875052, arrival_time=2021-04-10 03:30:58.656558, cost_time=0:00:14.013199 2021-04-10 03:30:50,927 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.61ms, fps=2235 images/s, loss=0.0067, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:07.696260, arrival_time=2021-04-10 03:30:58.623858, cost_time=0:00:15.159361 2021-04-10 03:30:52,076 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=1.34ms, fps=2230 images/s, loss=0.0066, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:06.523104, arrival_time=2021-04-10 03:30:58.599213, cost_time=0:00:16.307719 2021-04-10 03:30:53,224 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.99ms, fps=2231 images/s, loss=0.0065, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:05.353158, arrival_time=2021-04-10 03:30:58.577425, cost_time=0:00:17.456002 2021-04-10 03:30:54,371 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=1.45ms, fps=2233 images/s, loss=0.0064, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.185648, arrival_time=2021-04-10 03:30:58.556781, cost_time=0:00:18.602892 2021-04-10 03:30:55,515 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=1.41ms, fps=2239 images/s, loss=0.0064, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:03.020082, arrival_time=2021-04-10 03:30:58.535124, cost_time=0:00:19.746756 2021-04-10 03:30:56,659 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=1.55ms, fps=2239 images/s, loss=0.0064, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.856960, arrival_time=2021-04-10 03:30:58.516072, cost_time=0:00:20.890793 2021-04-10 03:30:57,810 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=1.44ms, fps=2225 images/s, loss=0.0063, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00.696060, arrival_time=2021-04-10 03:30:58.506184, cost_time=0:00:22.041824 2021-04-10 03:30:58,430 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=1.26ms, fps=2196 images/s, loss=0.0063, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:58.430003, cost_time=0:00:22.661767 2021-04-10 03:30:58,906 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=0.20ms, fps=5381 images/s, loss=1.2923, top1-acc=74.37%, top5-acc=91.13%, remaining_time=0:00:01.427340, arrival_time=2021-04-10 03:31:00.334154, cost_time=0:00:00.475777 2021-04-10 03:30:59,281 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=0.21ms, fps=6840 images/s, loss=1.3104, top1-acc=74.28%, top5-acc=90.94%, remaining_time=0:00:00.850560, arrival_time=2021-04-10 03:31:00.132091, cost_time=0:00:00.850554 2021-04-10 03:30:59,654 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=1.74ms, fps=6879 images/s, loss=1.3140, top1-acc=74.08%, top5-acc=90.90%, remaining_time=0:00:00.407680, arrival_time=2021-04-10 03:31:00.061762, cost_time=0:00:01.223044 2021-04-10 03:30:59,997 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=0.10ms, fps=6768 images/s, loss=1.3346, top1-acc=74.24%, top5-acc=90.96%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:59.997372, cost_time=0:00:01.566361 2021-04-10 03:31:00,573 INFO : Epoch=0188 complete, best val top1-acc=74.48%, top5-acc=91.00% (epoch=187), remaining_time=0:04:59.410836, arrival_time=2021-04-10 03:35:59.984633, cost_time=1:18:10.769767 2021-04-10 03:31:00,574 INFO : Train start, epoch=0189, lr=0.000886 2021-04-10 03:31:01,924 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=0.50ms, fps=1897 images/s, loss=0.0047, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:25.102374, arrival_time=2021-04-10 03:31:27.026644, cost_time=0:00:01.349594 2021-04-10 03:31:03,072 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=2.06ms, fps=2231 images/s, loss=0.0049, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:21.983632, arrival_time=2021-04-10 03:31:25.056272, cost_time=0:00:02.498132 2021-04-10 03:31:04,217 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=1.58ms, fps=2238 images/s, loss=0.0049, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:20.156218, arrival_time=2021-04-10 03:31:24.373375, cost_time=0:00:03.642700 2021-04-10 03:31:05,360 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.42ms, fps=2241 images/s, loss=0.0055, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.663528, arrival_time=2021-04-10 03:31:24.023582, cost_time=0:00:04.785539 2021-04-10 03:31:06,506 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=1.67ms, fps=2234 images/s, loss=0.0058, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:17.321732, arrival_time=2021-04-10 03:31:23.828360, cost_time=0:00:05.932091 2021-04-10 03:31:07,650 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=2.02ms, fps=2240 images/s, loss=0.0061, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:16.038072, arrival_time=2021-04-10 03:31:23.688205, cost_time=0:00:07.075639 2021-04-10 03:31:08,796 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=1.54ms, fps=2234 images/s, loss=0.0062, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.799456, arrival_time=2021-04-10 03:31:23.595863, cost_time=0:00:08.221931 2021-04-10 03:31:09,943 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=1.46ms, fps=2232 images/s, loss=0.0063, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:13.585340, arrival_time=2021-04-10 03:31:23.528981, cost_time=0:00:09.369177 2021-04-10 03:31:11,089 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.42ms, fps=2236 images/s, loss=0.0061, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:12.383768, arrival_time=2021-04-10 03:31:23.472772, cost_time=0:00:10.514493 2021-04-10 03:31:12,235 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.40ms, fps=2234 images/s, loss=0.0063, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:11.194656, arrival_time=2021-04-10 03:31:23.430217, cost_time=0:00:11.661094 2021-04-10 03:31:13,376 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=1.60ms, fps=2244 images/s, loss=0.0063, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.009024, arrival_time=2021-04-10 03:31:23.385729, cost_time=0:00:12.802192 2021-04-10 03:31:14,526 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=1.96ms, fps=2228 images/s, loss=0.0062, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.836140, arrival_time=2021-04-10 03:31:23.362500, cost_time=0:00:13.951809 2021-04-10 03:31:15,669 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.42ms, fps=2240 images/s, loss=0.0061, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:07.663722, arrival_time=2021-04-10 03:31:23.333413, cost_time=0:00:15.095218 2021-04-10 03:31:16,823 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=1.57ms, fps=2220 images/s, loss=0.0060, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:06.499472, arrival_time=2021-04-10 03:31:23.322619, cost_time=0:00:16.248634 2021-04-10 03:31:17,965 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=1.87ms, fps=2242 images/s, loss=0.0061, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.333332, arrival_time=2021-04-10 03:31:23.299113, cost_time=0:00:17.391264 2021-04-10 03:31:19,120 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=1.64ms, fps=2219 images/s, loss=0.0062, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.172760, arrival_time=2021-04-10 03:31:23.292823, cost_time=0:00:18.545566 2021-04-10 03:31:20,271 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.95ms, fps=2224 images/s, loss=0.0060, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.012516, arrival_time=2021-04-10 03:31:23.284128, cost_time=0:00:19.697152 2021-04-10 03:31:21,417 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.67ms, fps=2235 images/s, loss=0.0061, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.852720, arrival_time=2021-04-10 03:31:23.270362, cost_time=0:00:20.843138 2021-04-10 03:31:22,558 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=1.26ms, fps=2244 images/s, loss=0.0061, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00.694242, arrival_time=2021-04-10 03:31:23.253097, cost_time=0:00:21.984315 2021-04-10 03:31:23,174 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=1.26ms, fps=2213 images/s, loss=0.0062, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:23.174040, cost_time=0:00:22.599539 2021-04-10 03:31:23,627 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=1.80ms, fps=5656 images/s, loss=1.3766, top1-acc=73.44%, top5-acc=90.31%, remaining_time=0:00:01.357860, arrival_time=2021-04-10 03:31:24.985731, cost_time=0:00:00.452615 2021-04-10 03:31:23,999 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=1.76ms, fps=6903 images/s, loss=1.3280, top1-acc=74.02%, top5-acc=90.78%, remaining_time=0:00:00.824000, arrival_time=2021-04-10 03:31:24.823192, cost_time=0:00:00.823994 2021-04-10 03:31:24,369 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=1.49ms, fps=6925 images/s, loss=1.3084, top1-acc=74.15%, top5-acc=91.02%, remaining_time=0:00:00.398020, arrival_time=2021-04-10 03:31:24.767265, cost_time=0:00:01.194047 2021-04-10 03:31:24,708 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=0.07ms, fps=6844 images/s, loss=1.2922, top1-acc=74.56%, top5-acc=91.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:24.708616, cost_time=0:00:01.533402 2021-04-10 03:31:25,786 INFO : Epoch=0189 complete, best val top1-acc=74.56%, top5-acc=91.00% (epoch=189), remaining_time=0:04:34.475168, arrival_time=2021-04-10 03:36:00.261758, cost_time=1:18:35.982502 2021-04-10 03:31:25,787 INFO : Train start, epoch=0190, lr=0.000745 2021-04-10 03:31:27,107 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=1.78ms, fps=1939 images/s, loss=0.0052, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:24.555720, arrival_time=2021-04-10 03:31:51.663521, cost_time=0:00:01.320199 2021-04-10 03:31:28,261 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=1.44ms, fps=2221 images/s, loss=0.0048, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:21.766096, arrival_time=2021-04-10 03:31:50.027046, cost_time=0:00:02.473418 2021-04-10 03:31:29,410 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=2.09ms, fps=2229 images/s, loss=0.0057, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:20.044832, arrival_time=2021-04-10 03:31:49.455087, cost_time=0:00:03.622551 2021-04-10 03:31:30,549 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.38ms, fps=2249 images/s, loss=0.0058, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:18.571020, arrival_time=2021-04-10 03:31:49.120436, cost_time=0:00:04.761816 2021-04-10 03:31:31,695 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=1.44ms, fps=2234 images/s, loss=0.0054, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:17.251652, arrival_time=2021-04-10 03:31:48.947320, cost_time=0:00:05.908105 2021-04-10 03:31:32,856 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.78ms, fps=2206 images/s, loss=0.0058, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:16.023384, arrival_time=2021-04-10 03:31:48.880139, cost_time=0:00:07.069163 2021-04-10 03:31:34,017 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.93ms, fps=2207 images/s, loss=0.0061, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:14.812938, arrival_time=2021-04-10 03:31:48.829912, cost_time=0:00:08.229378 2021-04-10 03:31:35,170 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.97ms, fps=2220 images/s, loss=0.0058, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:13.605524, arrival_time=2021-04-10 03:31:48.776231, cost_time=0:00:09.383116 2021-04-10 03:31:36,318 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.97ms, fps=2232 images/s, loss=0.0059, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:12.402742, arrival_time=2021-04-10 03:31:48.720988, cost_time=0:00:10.530644 2021-04-10 03:31:37,465 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=1.88ms, fps=2233 images/s, loss=0.0060, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:11.210784, arrival_time=2021-04-10 03:31:48.676248, cost_time=0:00:11.677936 2021-04-10 03:31:38,614 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.43ms, fps=2229 images/s, loss=0.0061, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.028288, arrival_time=2021-04-10 03:31:48.642731, cost_time=0:00:12.826839 2021-04-10 03:31:39,760 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=1.97ms, fps=2236 images/s, loss=0.0060, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:08.849288, arrival_time=2021-04-10 03:31:48.609410, cost_time=0:00:13.972528 2021-04-10 03:31:40,914 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=1.84ms, fps=2220 images/s, loss=0.0060, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:07.679628, arrival_time=2021-04-10 03:31:48.593687, cost_time=0:00:15.126531 2021-04-10 03:31:42,066 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=2.32ms, fps=2223 images/s, loss=0.0060, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:06.511400, arrival_time=2021-04-10 03:31:48.577428, cost_time=0:00:16.278432 2021-04-10 03:31:43,213 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=1.93ms, fps=2232 images/s, loss=0.0060, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:05.343912, arrival_time=2021-04-10 03:31:48.557273, cost_time=0:00:17.425801 2021-04-10 03:31:44,364 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.45ms, fps=2225 images/s, loss=0.0059, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.179744, arrival_time=2021-04-10 03:31:48.543943, cost_time=0:00:18.576672 2021-04-10 03:31:45,523 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=1.36ms, fps=2209 images/s, loss=0.0059, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.018418, arrival_time=2021-04-10 03:31:48.541709, cost_time=0:00:19.735755 2021-04-10 03:31:46,668 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=1.63ms, fps=2236 images/s, loss=0.0059, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.856096, arrival_time=2021-04-10 03:31:48.524675, cost_time=0:00:20.880990 2021-04-10 03:31:47,811 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.22ms, fps=2241 images/s, loss=0.0059, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00.695490, arrival_time=2021-04-10 03:31:48.506857, cost_time=0:00:22.023825 2021-04-10 03:31:48,430 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=1.89ms, fps=2197 images/s, loss=0.0058, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:48.430744, cost_time=0:00:22.643215 2021-04-10 03:31:48,929 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=6.31ms, fps=5140 images/s, loss=1.2975, top1-acc=74.02%, top5-acc=91.02%, remaining_time=0:00:01.493970, arrival_time=2021-04-10 03:31:50.423775, cost_time=0:00:00.497987 2021-04-10 03:31:49,300 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=1.33ms, fps=6914 images/s, loss=1.2699, top1-acc=74.73%, top5-acc=91.17%, remaining_time=0:00:00.868760, arrival_time=2021-04-10 03:31:50.169276, cost_time=0:00:00.868753 2021-04-10 03:31:49,677 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=3.35ms, fps=6793 images/s, loss=1.2584, top1-acc=74.87%, top5-acc=91.16%, remaining_time=0:00:00.415320, arrival_time=2021-04-10 03:31:50.093055, cost_time=0:00:01.245974 2021-04-10 03:31:50,021 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=0.12ms, fps=6760 images/s, loss=1.2726, top1-acc=74.34%, top5-acc=91.05%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:50.021310, cost_time=0:00:01.589531 2021-04-10 03:31:50,598 INFO : Epoch=0190 complete, best val top1-acc=74.56%, top5-acc=91.00% (epoch=189), remaining_time=0:04:09.515490, arrival_time=2021-04-10 03:36:00.113927, cost_time=1:19:00.794358 2021-04-10 03:31:50,599 INFO : Train start, epoch=0191, lr=0.000616 2021-04-10 03:31:51,992 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=0.29ms, fps=1838 images/s, loss=0.0069, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:25.908126, arrival_time=2021-04-10 03:32:17.900480, cost_time=0:00:01.392911 2021-04-10 03:31:53,132 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=1.77ms, fps=2247 images/s, loss=0.0065, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:22.290400, arrival_time=2021-04-10 03:32:15.422844, cost_time=0:00:02.532999 2021-04-10 03:31:54,275 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=1.38ms, fps=2241 images/s, loss=0.0068, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:20.339648, arrival_time=2021-04-10 03:32:14.615004, cost_time=0:00:03.675839 2021-04-10 03:31:55,442 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.61ms, fps=2196 images/s, loss=0.0066, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:18.885984, arrival_time=2021-04-10 03:32:14.327973, cost_time=0:00:04.842565 2021-04-10 03:31:56,594 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=2.19ms, fps=2223 images/s, loss=0.0064, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:17.504816, arrival_time=2021-04-10 03:32:14.099073, cost_time=0:00:05.994800 2021-04-10 03:31:57,750 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=1.28ms, fps=2216 images/s, loss=0.0062, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:16.208616, arrival_time=2021-04-10 03:32:13.958955, cost_time=0:00:07.150885 2021-04-10 03:31:58,900 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=1.55ms, fps=2227 images/s, loss=0.0061, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.941836, arrival_time=2021-04-10 03:32:13.842316, cost_time=0:00:08.300997 2021-04-10 03:32:00,049 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=2.02ms, fps=2230 images/s, loss=0.0060, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:13.702152, arrival_time=2021-04-10 03:32:13.751421, cost_time=0:00:09.449738 2021-04-10 03:32:01,202 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=2.16ms, fps=2220 images/s, loss=0.0059, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.488602, arrival_time=2021-04-10 03:32:13.691502, cost_time=0:00:10.603521 2021-04-10 03:32:02,348 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=2.04ms, fps=2236 images/s, loss=0.0060, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:11.278848, arrival_time=2021-04-10 03:32:13.627160, cost_time=0:00:11.748840 2021-04-10 03:32:03,502 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=1.55ms, fps=2220 images/s, loss=0.0059, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.087800, arrival_time=2021-04-10 03:32:13.590256, cost_time=0:00:12.902982 2021-04-10 03:32:04,646 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=1.47ms, fps=2239 images/s, loss=0.0059, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.896560, arrival_time=2021-04-10 03:32:13.543147, cost_time=0:00:14.047142 2021-04-10 03:32:05,799 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=1.88ms, fps=2223 images/s, loss=0.0060, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.716720, arrival_time=2021-04-10 03:32:13.515778, cost_time=0:00:15.199595 2021-04-10 03:32:06,947 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=1.51ms, fps=2229 images/s, loss=0.0060, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:06.539400, arrival_time=2021-04-10 03:32:13.487290, cost_time=0:00:16.348495 2021-04-10 03:32:08,089 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=1.49ms, fps=2243 images/s, loss=0.0060, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.363646, arrival_time=2021-04-10 03:32:13.453180, cost_time=0:00:17.490110 2021-04-10 03:32:09,241 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=1.73ms, fps=2224 images/s, loss=0.0060, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:04.194324, arrival_time=2021-04-10 03:32:13.435316, cost_time=0:00:18.641493 2021-04-10 03:32:10,390 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.77ms, fps=2229 images/s, loss=0.0060, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.026790, arrival_time=2021-04-10 03:32:13.416757, cost_time=0:00:19.790540 2021-04-10 03:32:11,539 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=2.00ms, fps=2229 images/s, loss=0.0060, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.861312, arrival_time=2021-04-10 03:32:13.400676, cost_time=0:00:20.939848 2021-04-10 03:32:12,694 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.23ms, fps=2218 images/s, loss=0.0059, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00.697740, arrival_time=2021-04-10 03:32:13.392152, cost_time=0:00:22.095007 2021-04-10 03:32:13,308 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=1.33ms, fps=2216 images/s, loss=0.0059, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:13.308618, cost_time=0:00:22.709272 2021-04-10 03:32:13,760 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=3.46ms, fps=5682 images/s, loss=1.3522, top1-acc=73.24%, top5-acc=89.96%, remaining_time=0:00:01.351680, arrival_time=2021-04-10 03:32:15.111690, cost_time=0:00:00.450555 2021-04-10 03:32:14,132 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=0.31ms, fps=6876 images/s, loss=1.3579, top1-acc=73.65%, top5-acc=90.21%, remaining_time=0:00:00.823240, arrival_time=2021-04-10 03:32:14.955916, cost_time=0:00:00.823247 2021-04-10 03:32:14,509 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=3.77ms, fps=6800 images/s, loss=1.3146, top1-acc=74.14%, top5-acc=90.77%, remaining_time=0:00:00.400010, arrival_time=2021-04-10 03:32:14.909503, cost_time=0:00:01.200023 2021-04-10 03:32:14,849 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=0.08ms, fps=6830 images/s, loss=1.3034, top1-acc=74.48%, top5-acc=90.93%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:14.849767, cost_time=0:00:01.540354 2021-04-10 03:32:15,376 INFO : Epoch=0191 complete, best val top1-acc=74.56%, top5-acc=91.00% (epoch=189), remaining_time=0:03:44.555751, arrival_time=2021-04-10 03:35:59.931951, cost_time=1:19:25.572141 2021-04-10 03:32:15,377 INFO : Train start, epoch=0192, lr=0.000499 2021-04-10 03:32:16,728 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=1.71ms, fps=1895 images/s, loss=0.0054, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:25.132506, arrival_time=2021-04-10 03:32:41.860992, cost_time=0:00:01.351212 2021-04-10 03:32:17,876 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=1.82ms, fps=2231 images/s, loss=0.0049, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.994016, arrival_time=2021-04-10 03:32:39.870605, cost_time=0:00:02.499321 2021-04-10 03:32:19,028 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=2.12ms, fps=2223 images/s, loss=0.0064, top1-acc=99.92%, top5-acc=99.99%, remaining_time=0:00:20.204690, arrival_time=2021-04-10 03:32:39.233365, cost_time=0:00:03.651458 2021-04-10 03:32:20,188 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.90ms, fps=2208 images/s, loss=0.0059, top1-acc=99.93%, top5-acc=99.99%, remaining_time=0:00:18.764148, arrival_time=2021-04-10 03:32:38.952814, cost_time=0:00:04.811321 2021-04-10 03:32:21,342 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=1.92ms, fps=2221 images/s, loss=0.0058, top1-acc=99.94%, top5-acc=99.99%, remaining_time=0:00:17.417362, arrival_time=2021-04-10 03:32:38.759468, cost_time=0:00:05.964859 2021-04-10 03:32:22,488 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.52ms, fps=2234 images/s, loss=0.0062, top1-acc=99.93%, top5-acc=99.99%, remaining_time=0:00:16.118312, arrival_time=2021-04-10 03:32:38.606632, cost_time=0:00:07.111037 2021-04-10 03:32:23,631 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=1.33ms, fps=2242 images/s, loss=0.0063, top1-acc=99.93%, top5-acc=99.99%, remaining_time=0:00:14.856408, arrival_time=2021-04-10 03:32:38.487317, cost_time=0:00:08.253534 2021-04-10 03:32:24,787 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=2.05ms, fps=2214 images/s, loss=0.0062, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:13.645312, arrival_time=2021-04-10 03:32:38.433038, cost_time=0:00:09.410527 2021-04-10 03:32:25,938 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.38ms, fps=2226 images/s, loss=0.0062, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.438252, arrival_time=2021-04-10 03:32:38.376358, cost_time=0:00:10.560760 2021-04-10 03:32:27,108 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=1.53ms, fps=2190 images/s, loss=0.0061, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:11.261568, arrival_time=2021-04-10 03:32:38.369549, cost_time=0:00:11.730781 2021-04-10 03:32:28,273 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=2.10ms, fps=2197 images/s, loss=0.0059, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.082726, arrival_time=2021-04-10 03:32:38.356546, cost_time=0:00:12.896551 2021-04-10 03:32:29,424 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.36ms, fps=2227 images/s, loss=0.0059, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.896256, arrival_time=2021-04-10 03:32:38.320287, cost_time=0:00:14.046743 2021-04-10 03:32:30,575 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=2.02ms, fps=2224 images/s, loss=0.0059, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.716126, arrival_time=2021-04-10 03:32:38.291849, cost_time=0:00:15.198471 2021-04-10 03:32:31,727 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=2.62ms, fps=2223 images/s, loss=0.0058, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:06.540184, arrival_time=2021-04-10 03:32:38.267924, cost_time=0:00:16.350458 2021-04-10 03:32:32,881 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=1.58ms, fps=2220 images/s, loss=0.0059, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.367970, arrival_time=2021-04-10 03:32:38.249436, cost_time=0:00:17.504187 2021-04-10 03:32:34,027 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.53ms, fps=2235 images/s, loss=0.0058, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:04.196304, arrival_time=2021-04-10 03:32:38.223820, cost_time=0:00:18.650286 2021-04-10 03:32:35,182 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.56ms, fps=2218 images/s, loss=0.0059, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.029026, arrival_time=2021-04-10 03:32:38.211514, cost_time=0:00:19.805204 2021-04-10 03:32:36,334 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=2.47ms, fps=2224 images/s, loss=0.0059, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:01.862864, arrival_time=2021-04-10 03:32:38.197246, cost_time=0:00:20.957145 2021-04-10 03:32:37,490 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.47ms, fps=2216 images/s, loss=0.0059, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00.698304, arrival_time=2021-04-10 03:32:38.188581, cost_time=0:00:22.113022 2021-04-10 03:32:38,106 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=0.10ms, fps=2208 images/s, loss=0.0060, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:38.106644, cost_time=0:00:22.729408 2021-04-10 03:32:38,652 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=0.41ms, fps=4701 images/s, loss=1.3301, top1-acc=73.95%, top5-acc=91.60%, remaining_time=0:00:01.633560, arrival_time=2021-04-10 03:32:40.286117, cost_time=0:00:00.544515 2021-04-10 03:32:39,034 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=1.73ms, fps=6719 images/s, loss=1.2983, top1-acc=74.32%, top5-acc=91.23%, remaining_time=0:00:00.926040, arrival_time=2021-04-10 03:32:39.960100, cost_time=0:00:00.926030 2021-04-10 03:32:39,410 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=1.81ms, fps=6807 images/s, loss=1.2885, top1-acc=74.39%, top5-acc=91.15%, remaining_time=0:00:00.434200, arrival_time=2021-04-10 03:32:39.844844, cost_time=0:00:01.302611 2021-04-10 03:32:39,747 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=0.06ms, fps=6899 images/s, loss=1.2982, top1-acc=74.37%, top5-acc=91.02%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:39.747327, cost_time=0:00:01.639355 2021-04-10 03:32:40,249 INFO : Epoch=0192 complete, best val top1-acc=74.56%, top5-acc=91.00% (epoch=189), remaining_time=0:03:19.601896, arrival_time=2021-04-10 03:35:59.851513, cost_time=1:19:50.445576 2021-04-10 03:32:40,250 INFO : Train start, epoch=0193, lr=0.000394 2021-04-10 03:32:41,617 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=1.70ms, fps=1872 images/s, loss=0.0064, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:25.429734, arrival_time=2021-04-10 03:33:07.047390, cost_time=0:00:01.367186 2021-04-10 03:32:42,791 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.45ms, fps=2182 images/s, loss=0.0062, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:22.364672, arrival_time=2021-04-10 03:33:05.156556, cost_time=0:00:02.541443 2021-04-10 03:32:43,947 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=1.44ms, fps=2216 images/s, loss=0.0062, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:20.458172, arrival_time=2021-04-10 03:33:04.405731, cost_time=0:00:03.697259 2021-04-10 03:32:45,100 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=1.48ms, fps=2221 images/s, loss=0.0063, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:18.916248, arrival_time=2021-04-10 03:33:04.016967, cost_time=0:00:04.850325 2021-04-10 03:32:46,248 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=1.44ms, fps=2232 images/s, loss=0.0061, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:17.514452, arrival_time=2021-04-10 03:33:03.762821, cost_time=0:00:05.998092 2021-04-10 03:32:47,400 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.34ms, fps=2223 images/s, loss=0.0062, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:16.207120, arrival_time=2021-04-10 03:33:03.607766, cost_time=0:00:07.150214 2021-04-10 03:32:48,549 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=1.44ms, fps=2230 images/s, loss=0.0060, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:14.938182, arrival_time=2021-04-10 03:33:03.487643, cost_time=0:00:08.299021 2021-04-10 03:32:49,699 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.49ms, fps=2227 images/s, loss=0.0061, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:13.701572, arrival_time=2021-04-10 03:33:03.401274, cost_time=0:00:09.449351 2021-04-10 03:32:50,847 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.72ms, fps=2231 images/s, loss=0.0062, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:12.481182, arrival_time=2021-04-10 03:33:03.328708, cost_time=0:00:10.597190 2021-04-10 03:32:52,005 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=1.31ms, fps=2211 images/s, loss=0.0060, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:11.285088, arrival_time=2021-04-10 03:33:03.290700, cost_time=0:00:11.755316 2021-04-10 03:32:53,156 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.83ms, fps=2227 images/s, loss=0.0061, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.089778, arrival_time=2021-04-10 03:33:03.245695, cost_time=0:00:12.905481 2021-04-10 03:32:54,302 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=1.78ms, fps=2234 images/s, loss=0.0061, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:08.899828, arrival_time=2021-04-10 03:33:03.202554, cost_time=0:00:14.052387 2021-04-10 03:32:55,449 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=1.39ms, fps=2233 images/s, loss=0.0061, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:07.716588, arrival_time=2021-04-10 03:33:03.166295, cost_time=0:00:15.199321 2021-04-10 03:32:56,604 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=1.34ms, fps=2218 images/s, loss=0.0060, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.541584, arrival_time=2021-04-10 03:33:03.145821, cost_time=0:00:16.353933 2021-04-10 03:32:57,753 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.50ms, fps=2229 images/s, loss=0.0060, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:05.367602, arrival_time=2021-04-10 03:33:03.121020, cost_time=0:00:17.503084 2021-04-10 03:32:58,896 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=2.04ms, fps=2241 images/s, loss=0.0060, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.195296, arrival_time=2021-04-10 03:33:03.091551, cost_time=0:00:18.645817 2021-04-10 03:33:00,048 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=2.30ms, fps=2223 images/s, loss=0.0060, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:03.027986, arrival_time=2021-04-10 03:33:03.076631, cost_time=0:00:19.798308 2021-04-10 03:33:01,202 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.43ms, fps=2220 images/s, loss=0.0060, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.862432, arrival_time=2021-04-10 03:33:03.065143, cost_time=0:00:20.952281 2021-04-10 03:33:02,346 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.58ms, fps=2239 images/s, loss=0.0061, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00.697776, arrival_time=2021-04-10 03:33:03.044327, cost_time=0:00:22.096234 2021-04-10 03:33:02,960 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=1.27ms, fps=2216 images/s, loss=0.0065, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:02.960820, cost_time=0:00:22.710550 2021-04-10 03:33:03,419 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=0.31ms, fps=5597 images/s, loss=1.2870, top1-acc=75.08%, top5-acc=91.05%, remaining_time=0:00:01.371990, arrival_time=2021-04-10 03:33:04.791158, cost_time=0:00:00.457332 2021-04-10 03:33:03,796 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=1.55ms, fps=6789 images/s, loss=1.2860, top1-acc=74.69%, top5-acc=91.31%, remaining_time=0:00:00.834860, arrival_time=2021-04-10 03:33:04.631549, cost_time=0:00:00.834862 2021-04-10 03:33:04,176 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=1.57ms, fps=6756 images/s, loss=1.2894, top1-acc=74.71%, top5-acc=91.21%, remaining_time=0:00:00.404740, arrival_time=2021-04-10 03:33:04.580791, cost_time=0:00:01.214224 2021-04-10 03:33:04,516 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=0.10ms, fps=6826 images/s, loss=1.2871, top1-acc=74.63%, top5-acc=91.09%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:04.516340, cost_time=0:00:01.554547 2021-04-10 03:33:05,638 INFO : Epoch=0193 complete, best val top1-acc=74.63%, top5-acc=91.09% (epoch=193), remaining_time=0:02:54.667556, arrival_time=2021-04-10 03:36:00.305747, cost_time=1:20:15.834112 2021-04-10 03:33:05,639 INFO : Train start, epoch=0194, lr=0.000302 2021-04-10 03:33:06,958 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=1.43ms, fps=1941 images/s, loss=0.0044, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.528564, arrival_time=2021-04-10 03:33:31.486493, cost_time=0:00:01.318744 2021-04-10 03:33:08,105 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.88ms, fps=2232 images/s, loss=0.0049, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.704496, arrival_time=2021-04-10 03:33:29.810187, cost_time=0:00:02.466425 2021-04-10 03:33:09,258 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=2.02ms, fps=2223 images/s, loss=0.0053, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:20.024248, arrival_time=2021-04-10 03:33:29.282359, cost_time=0:00:03.618850 2021-04-10 03:33:10,410 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=1.53ms, fps=2224 images/s, loss=0.0052, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.606432, arrival_time=2021-04-10 03:33:29.016613, cost_time=0:00:04.770890 2021-04-10 03:33:11,560 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=1.42ms, fps=2227 images/s, loss=0.0054, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.290050, arrival_time=2021-04-10 03:33:28.850575, cost_time=0:00:05.921234 2021-04-10 03:33:12,700 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.44ms, fps=2247 images/s, loss=0.0054, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.005432, arrival_time=2021-04-10 03:33:28.706079, cost_time=0:00:07.061249 2021-04-10 03:33:13,861 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=1.64ms, fps=2207 images/s, loss=0.0054, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.799960, arrival_time=2021-04-10 03:33:28.661309, cost_time=0:00:08.222212 2021-04-10 03:33:15,014 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=1.56ms, fps=2221 images/s, loss=0.0055, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:13.594156, arrival_time=2021-04-10 03:33:28.608723, cost_time=0:00:09.375303 2021-04-10 03:33:16,158 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=1.58ms, fps=2239 images/s, loss=0.0055, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.389386, arrival_time=2021-04-10 03:33:28.547916, cost_time=0:00:10.519309 2021-04-10 03:33:17,308 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=2.15ms, fps=2228 images/s, loss=0.0057, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:11.202336, arrival_time=2021-04-10 03:33:28.510653, cost_time=0:00:11.669073 2021-04-10 03:33:18,478 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.44ms, fps=2190 images/s, loss=0.0059, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.037662, arrival_time=2021-04-10 03:33:28.515947, cost_time=0:00:12.838917 2021-04-10 03:33:19,625 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=1.45ms, fps=2233 images/s, loss=0.0058, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.857952, arrival_time=2021-04-10 03:33:28.483337, cost_time=0:00:13.986249 2021-04-10 03:33:20,770 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.33ms, fps=2237 images/s, loss=0.0058, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.682070, arrival_time=2021-04-10 03:33:28.452588, cost_time=0:00:15.131346 2021-04-10 03:33:21,919 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=1.62ms, fps=2230 images/s, loss=0.0058, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:06.511904, arrival_time=2021-04-10 03:33:28.430930, cost_time=0:00:16.279829 2021-04-10 03:33:23,067 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=1.47ms, fps=2230 images/s, loss=0.0058, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.344694, arrival_time=2021-04-10 03:33:28.412272, cost_time=0:00:17.428385 2021-04-10 03:33:24,221 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.92ms, fps=2221 images/s, loss=0.0057, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:04.180932, arrival_time=2021-04-10 03:33:28.402043, cost_time=0:00:18.581841 2021-04-10 03:33:25,372 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=1.97ms, fps=2225 images/s, loss=0.0057, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.017976, arrival_time=2021-04-10 03:33:28.390267, cost_time=0:00:19.732899 2021-04-10 03:33:26,524 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=1.36ms, fps=2224 images/s, loss=0.0056, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.856432, arrival_time=2021-04-10 03:33:28.380498, cost_time=0:00:20.884780 2021-04-10 03:33:27,666 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=1.49ms, fps=2242 images/s, loss=0.0056, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00.695598, arrival_time=2021-04-10 03:33:28.362100, cost_time=0:00:22.027315 2021-04-10 03:33:28,280 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=1.43ms, fps=2217 images/s, loss=0.0056, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:28.280479, cost_time=0:00:22.641304 2021-04-10 03:33:28,802 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=0.32ms, fps=4913 images/s, loss=1.3172, top1-acc=73.75%, top5-acc=90.98%, remaining_time=0:00:01.563030, arrival_time=2021-04-10 03:33:30.365626, cost_time=0:00:00.521014 2021-04-10 03:33:29,176 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=2.06ms, fps=6863 images/s, loss=1.3327, top1-acc=73.63%, top5-acc=90.88%, remaining_time=0:00:00.894540, arrival_time=2021-04-10 03:33:30.070605, cost_time=0:00:00.894532 2021-04-10 03:33:29,551 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=1.32ms, fps=6819 images/s, loss=1.2963, top1-acc=74.39%, top5-acc=91.13%, remaining_time=0:00:00.423440, arrival_time=2021-04-10 03:33:29.975290, cost_time=0:00:01.270315 2021-04-10 03:33:29,888 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.10ms, fps=6906 images/s, loss=1.2678, top1-acc=74.44%, top5-acc=91.02%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:29.888129, cost_time=0:00:01.606611 2021-04-10 03:33:30,729 INFO : Epoch=0194 complete, best val top1-acc=74.63%, top5-acc=91.09% (epoch=193), remaining_time=0:02:29.719356, arrival_time=2021-04-10 03:36:00.449183, cost_time=1:20:40.925787 2021-04-10 03:33:30,730 INFO : Train start, epoch=0195, lr=0.000222 2021-04-10 03:33:32,038 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=1.63ms, fps=1957 images/s, loss=0.0044, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.325824, arrival_time=2021-04-10 03:33:56.364353, cost_time=0:00:01.307841 2021-04-10 03:33:33,187 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.80ms, fps=2230 images/s, loss=0.0051, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.619136, arrival_time=2021-04-10 03:33:54.806515, cost_time=0:00:02.456725 2021-04-10 03:33:34,335 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=1.92ms, fps=2230 images/s, loss=0.0057, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:19.948884, arrival_time=2021-04-10 03:33:54.284675, cost_time=0:00:03.605233 2021-04-10 03:33:35,486 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=2.62ms, fps=2225 images/s, loss=0.0055, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:18.549492, arrival_time=2021-04-10 03:33:54.036391, cost_time=0:00:04.756296 2021-04-10 03:33:36,641 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=1.57ms, fps=2218 images/s, loss=0.0060, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:17.260704, arrival_time=2021-04-10 03:33:53.902520, cost_time=0:00:05.911197 2021-04-10 03:33:37,791 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=1.50ms, fps=2227 images/s, loss=0.0062, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:16.005840, arrival_time=2021-04-10 03:33:53.797776, cost_time=0:00:07.061400 2021-04-10 03:33:38,937 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=1.53ms, fps=2236 images/s, loss=0.0063, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:14.771610, arrival_time=2021-04-10 03:33:53.708733, cost_time=0:00:08.206478 2021-04-10 03:33:40,086 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.64ms, fps=2228 images/s, loss=0.0060, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:13.566548, arrival_time=2021-04-10 03:33:53.653343, cost_time=0:00:09.356216 2021-04-10 03:33:41,236 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=1.40ms, fps=2229 images/s, loss=0.0062, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:12.372850, arrival_time=2021-04-10 03:33:53.608917, cost_time=0:00:10.505293 2021-04-10 03:33:42,390 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=1.30ms, fps=2219 images/s, loss=0.0061, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:11.193408, arrival_time=2021-04-10 03:33:53.583733, cost_time=0:00:11.659757 2021-04-10 03:33:43,542 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=1.50ms, fps=2224 images/s, loss=0.0060, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.016248, arrival_time=2021-04-10 03:33:53.558345, cost_time=0:00:12.811526 2021-04-10 03:33:44,697 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.58ms, fps=2217 images/s, loss=0.0061, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:08.845564, arrival_time=2021-04-10 03:33:53.542771, cost_time=0:00:13.966669 2021-04-10 03:33:45,852 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=2.01ms, fps=2216 images/s, loss=0.0060, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:07.677450, arrival_time=2021-04-10 03:33:53.530267, cost_time=0:00:15.122209 2021-04-10 03:33:47,000 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=1.41ms, fps=2231 images/s, loss=0.0060, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:06.508040, arrival_time=2021-04-10 03:33:53.508634, cost_time=0:00:16.270033 2021-04-10 03:33:48,145 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=1.37ms, fps=2236 images/s, loss=0.0060, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:05.340692, arrival_time=2021-04-10 03:33:53.486527, cost_time=0:00:17.415247 2021-04-10 03:33:49,289 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=1.47ms, fps=2240 images/s, loss=0.0059, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.175676, arrival_time=2021-04-10 03:33:53.464802, cost_time=0:00:18.558593 2021-04-10 03:33:50,438 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=1.91ms, fps=2229 images/s, loss=0.0060, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:03.014128, arrival_time=2021-04-10 03:33:53.452451, cost_time=0:00:19.707726 2021-04-10 03:33:51,586 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=2.04ms, fps=2231 images/s, loss=0.0059, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.853840, arrival_time=2021-04-10 03:33:53.440100, cost_time=0:00:20.855651 2021-04-10 03:33:52,742 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.80ms, fps=2215 images/s, loss=0.0059, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00.695124, arrival_time=2021-04-10 03:33:53.437963, cost_time=0:00:22.012246 2021-04-10 03:33:53,377 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=2.15ms, fps=2145 images/s, loss=0.0060, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:53.377350, cost_time=0:00:22.646799 2021-04-10 03:33:53,877 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=0.32ms, fps=5132 images/s, loss=1.2972, top1-acc=74.22%, top5-acc=90.70%, remaining_time=0:00:01.496490, arrival_time=2021-04-10 03:33:55.373962, cost_time=0:00:00.498830 2021-04-10 03:33:54,253 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=1.61ms, fps=6825 images/s, loss=1.3047, top1-acc=74.14%, top5-acc=90.88%, remaining_time=0:00:00.874480, arrival_time=2021-04-10 03:33:55.127594, cost_time=0:00:00.874484 2021-04-10 03:33:54,628 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=1.50ms, fps=6823 images/s, loss=1.2986, top1-acc=74.43%, top5-acc=90.96%, remaining_time=0:00:00.416740, arrival_time=2021-04-10 03:33:55.045533, cost_time=0:00:01.250228 2021-04-10 03:33:54,970 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=0.06ms, fps=6807 images/s, loss=1.2870, top1-acc=74.56%, top5-acc=91.05%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:54.970004, cost_time=0:00:01.591399 2021-04-10 03:33:55,501 INFO : Epoch=0195 complete, best val top1-acc=74.63%, top5-acc=91.09% (epoch=193), remaining_time=0:02:04.761460, arrival_time=2021-04-10 03:36:00.262500, cost_time=1:21:05.696952 2021-04-10 03:33:55,501 INFO : Train start, epoch=0196, lr=0.000154 2021-04-10 03:33:56,877 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=0.64ms, fps=1861 images/s, loss=0.0057, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:25.586346, arrival_time=2021-04-10 03:34:22.464134, cost_time=0:00:01.375611 2021-04-10 03:33:58,030 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=1.44ms, fps=2222 images/s, loss=0.0052, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:22.251152, arrival_time=2021-04-10 03:34:20.281848, cost_time=0:00:02.528539 2021-04-10 03:33:59,179 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=1.89ms, fps=2231 images/s, loss=0.0054, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.345126, arrival_time=2021-04-10 03:34:19.524182, cost_time=0:00:03.676839 2021-04-10 03:34:00,331 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=3.71ms, fps=2223 images/s, loss=0.0051, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.833256, arrival_time=2021-04-10 03:34:19.164379, cost_time=0:00:04.829041 2021-04-10 03:34:01,482 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=2.24ms, fps=2224 images/s, loss=0.0054, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:17.463060, arrival_time=2021-04-10 03:34:18.945733, cost_time=0:00:05.980477 2021-04-10 03:34:02,627 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=1.48ms, fps=2237 images/s, loss=0.0055, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:16.151088, arrival_time=2021-04-10 03:34:18.778645, cost_time=0:00:07.125489 2021-04-10 03:34:03,774 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=2.14ms, fps=2233 images/s, loss=0.0058, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.890050, arrival_time=2021-04-10 03:34:18.664467, cost_time=0:00:08.272284 2021-04-10 03:34:04,926 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.87ms, fps=2223 images/s, loss=0.0062, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:13.665844, arrival_time=2021-04-10 03:34:18.592614, cost_time=0:00:09.424714 2021-04-10 03:34:06,069 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=1.60ms, fps=2241 images/s, loss=0.0061, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:12.446202, arrival_time=2021-04-10 03:34:18.515921, cost_time=0:00:10.567559 2021-04-10 03:34:07,212 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.41ms, fps=2242 images/s, loss=0.0063, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:11.241600, arrival_time=2021-04-10 03:34:18.453685, cost_time=0:00:11.709965 2021-04-10 03:34:08,358 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.72ms, fps=2235 images/s, loss=0.0062, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.051078, arrival_time=2021-04-10 03:34:18.409135, cost_time=0:00:12.855990 2021-04-10 03:34:09,506 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.58ms, fps=2230 images/s, loss=0.0062, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:08.869580, arrival_time=2021-04-10 03:34:18.376351, cost_time=0:00:14.004640 2021-04-10 03:34:10,650 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=1.51ms, fps=2239 images/s, loss=0.0060, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:07.690782, arrival_time=2021-04-10 03:34:18.341436, cost_time=0:00:15.148552 2021-04-10 03:34:11,807 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.72ms, fps=2214 images/s, loss=0.0060, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:06.522208, arrival_time=2021-04-10 03:34:18.329840, cost_time=0:00:16.305522 2021-04-10 03:34:12,959 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.48ms, fps=2223 images/s, loss=0.0059, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:05.353618, arrival_time=2021-04-10 03:34:18.313230, cost_time=0:00:17.457472 2021-04-10 03:34:14,104 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.35ms, fps=2237 images/s, loss=0.0059, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.185540, arrival_time=2021-04-10 03:34:18.290089, cost_time=0:00:18.602466 2021-04-10 03:34:15,257 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=1.67ms, fps=2221 images/s, loss=0.0059, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.021486, arrival_time=2021-04-10 03:34:18.279385, cost_time=0:00:19.755791 2021-04-10 03:34:16,406 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=1.62ms, fps=2231 images/s, loss=0.0059, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.858128, arrival_time=2021-04-10 03:34:18.264279, cost_time=0:00:20.903957 2021-04-10 03:34:17,555 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.46ms, fps=2228 images/s, loss=0.0058, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00.696426, arrival_time=2021-04-10 03:34:18.251995, cost_time=0:00:22.053489 2021-04-10 03:34:18,169 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=1.39ms, fps=2217 images/s, loss=0.0058, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:18.169633, cost_time=0:00:22.667576 2021-04-10 03:34:18,643 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=1.74ms, fps=5410 images/s, loss=1.3253, top1-acc=73.87%, top5-acc=91.02%, remaining_time=0:00:01.419510, arrival_time=2021-04-10 03:34:20.063379, cost_time=0:00:00.473172 2021-04-10 03:34:19,025 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=1.43ms, fps=6725 images/s, loss=1.3146, top1-acc=74.39%, top5-acc=90.72%, remaining_time=0:00:00.854400, arrival_time=2021-04-10 03:34:19.879427, cost_time=0:00:00.854390 2021-04-10 03:34:19,391 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=1.22ms, fps=6989 images/s, loss=1.3030, top1-acc=74.39%, top5-acc=90.92%, remaining_time=0:00:00.407010, arrival_time=2021-04-10 03:34:19.798678, cost_time=0:00:01.221043 2021-04-10 03:34:19,732 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=0.06ms, fps=6809 images/s, loss=1.3110, top1-acc=74.52%, top5-acc=91.05%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:19.732705, cost_time=0:00:01.562113 2021-04-10 03:34:20,322 INFO : Epoch=0196 complete, best val top1-acc=74.63%, top5-acc=91.09% (epoch=193), remaining_time=0:01:39.806492, arrival_time=2021-04-10 03:36:00.128694, cost_time=1:21:30.518139 2021-04-10 03:34:20,322 INFO : Train start, epoch=0197, lr=0.000099 2021-04-10 03:34:21,687 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=0.25ms, fps=1876 images/s, loss=0.0058, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:25.379700, arrival_time=2021-04-10 03:34:47.067275, cost_time=0:00:01.364498 2021-04-10 03:34:22,861 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=1.72ms, fps=2182 images/s, loss=0.0064, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:22.336160, arrival_time=2021-04-10 03:34:45.197470, cost_time=0:00:02.538198 2021-04-10 03:34:24,020 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=1.74ms, fps=2211 images/s, loss=0.0065, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:20.455516, arrival_time=2021-04-10 03:34:44.475454, cost_time=0:00:03.696779 2021-04-10 03:34:25,160 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=1.58ms, fps=2245 images/s, loss=0.0063, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:18.866952, arrival_time=2021-04-10 03:34:44.027724, cost_time=0:00:04.837685 2021-04-10 03:34:26,311 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=2.18ms, fps=2226 images/s, loss=0.0060, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:17.486712, arrival_time=2021-04-10 03:34:43.798400, cost_time=0:00:05.988606 2021-04-10 03:34:27,459 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=1.47ms, fps=2232 images/s, loss=0.0058, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:16.175024, arrival_time=2021-04-10 03:34:43.634103, cost_time=0:00:07.136068 2021-04-10 03:34:28,603 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=1.65ms, fps=2238 images/s, loss=0.0058, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.904918, arrival_time=2021-04-10 03:34:43.508532, cost_time=0:00:08.280533 2021-04-10 03:34:29,755 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=1.68ms, fps=2225 images/s, loss=0.0057, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:13.676284, arrival_time=2021-04-10 03:34:43.431254, cost_time=0:00:09.431911 2021-04-10 03:34:30,902 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=2.07ms, fps=2232 images/s, loss=0.0056, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.460194, arrival_time=2021-04-10 03:34:43.362790, cost_time=0:00:10.579444 2021-04-10 03:34:32,061 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=1.96ms, fps=2212 images/s, loss=0.0056, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:11.268576, arrival_time=2021-04-10 03:34:43.329792, cost_time=0:00:11.738146 2021-04-10 03:34:33,205 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=1.57ms, fps=2239 images/s, loss=0.0058, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:10.071546, arrival_time=2021-04-10 03:34:43.276915, cost_time=0:00:12.882226 2021-04-10 03:34:34,368 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=2.93ms, fps=2202 images/s, loss=0.0059, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.895496, arrival_time=2021-04-10 03:34:43.264064, cost_time=0:00:14.045475 2021-04-10 03:34:35,518 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=2.47ms, fps=2227 images/s, loss=0.0061, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:07.714608, arrival_time=2021-04-10 03:34:43.233087, cost_time=0:00:15.195393 2021-04-10 03:34:36,671 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=1.95ms, fps=2221 images/s, loss=0.0060, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.539456, arrival_time=2021-04-10 03:34:43.211076, cost_time=0:00:16.348586 2021-04-10 03:34:37,833 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=1.87ms, fps=2205 images/s, loss=0.0060, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.369810, arrival_time=2021-04-10 03:34:43.203180, cost_time=0:00:17.510290 2021-04-10 03:34:38,987 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=1.86ms, fps=2219 images/s, loss=0.0061, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.199508, arrival_time=2021-04-10 03:34:43.187172, cost_time=0:00:18.664509 2021-04-10 03:34:40,136 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=2.46ms, fps=2229 images/s, loss=0.0061, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:03.030352, arrival_time=2021-04-10 03:34:43.167214, cost_time=0:00:19.813802 2021-04-10 03:34:41,285 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=1.38ms, fps=2229 images/s, loss=0.0061, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.863360, arrival_time=2021-04-10 03:34:43.149186, cost_time=0:00:20.962755 2021-04-10 03:34:42,437 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.41ms, fps=2224 images/s, loss=0.0060, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00.698364, arrival_time=2021-04-10 03:34:43.136213, cost_time=0:00:22.114775 2021-04-10 03:34:43,056 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=1.42ms, fps=2200 images/s, loss=0.0060, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:43.056526, cost_time=0:00:22.733520 2021-04-10 03:34:43,525 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=2.96ms, fps=5470 images/s, loss=1.3171, top1-acc=74.49%, top5-acc=90.55%, remaining_time=0:00:01.403940, arrival_time=2021-04-10 03:34:44.929399, cost_time=0:00:00.467982 2021-04-10 03:34:43,901 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=0.42ms, fps=6819 images/s, loss=1.2927, top1-acc=74.57%, top5-acc=91.23%, remaining_time=0:00:00.843780, arrival_time=2021-04-10 03:34:44.745053, cost_time=0:00:00.843772 2021-04-10 03:34:44,282 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=1.41ms, fps=6733 images/s, loss=1.2934, top1-acc=74.45%, top5-acc=91.28%, remaining_time=0:00:00.408160, arrival_time=2021-04-10 03:34:44.690210, cost_time=0:00:01.224466 2021-04-10 03:34:44,624 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=0.08ms, fps=6777 images/s, loss=1.2720, top1-acc=74.58%, top5-acc=91.10%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:44.624904, cost_time=0:00:01.567443 2021-04-10 03:34:45,159 INFO : Epoch=0197 complete, best val top1-acc=74.63%, top5-acc=91.09% (epoch=193), remaining_time=0:01:14.853129, arrival_time=2021-04-10 03:36:00.012661, cost_time=1:21:55.355487 2021-04-10 03:34:45,160 INFO : Train start, epoch=0198, lr=0.000056 2021-04-10 03:34:46,530 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=0.36ms, fps=1869 images/s, loss=0.0040, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:25.478466, arrival_time=2021-04-10 03:35:12.008532, cost_time=0:00:01.369812 2021-04-10 03:34:47,675 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=1.61ms, fps=2235 images/s, loss=0.0046, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:22.136400, arrival_time=2021-04-10 03:35:09.812226, cost_time=0:00:02.515497 2021-04-10 03:34:48,828 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=1.69ms, fps=2222 images/s, loss=0.0049, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:20.298314, arrival_time=2021-04-10 03:35:09.126963, cost_time=0:00:03.668377 2021-04-10 03:34:49,979 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=1.92ms, fps=2225 images/s, loss=0.0050, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:18.795660, arrival_time=2021-04-10 03:35:08.775387, cost_time=0:00:04.819400 2021-04-10 03:34:51,133 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=2.13ms, fps=2220 images/s, loss=0.0052, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:17.441452, arrival_time=2021-04-10 03:35:08.574961, cost_time=0:00:05.973095 2021-04-10 03:34:52,286 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=2.51ms, fps=2221 images/s, loss=0.0053, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:16.152992, arrival_time=2021-04-10 03:35:08.439662, cost_time=0:00:07.126346 2021-04-10 03:34:53,437 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=2.25ms, fps=2226 images/s, loss=0.0056, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.898114, arrival_time=2021-04-10 03:35:08.335191, cost_time=0:00:08.276738 2021-04-10 03:34:54,599 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=2.15ms, fps=2205 images/s, loss=0.0058, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:13.686028, arrival_time=2021-04-10 03:35:08.285002, cost_time=0:00:09.438638 2021-04-10 03:34:55,754 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=1.53ms, fps=2216 images/s, loss=0.0058, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.477896, arrival_time=2021-04-10 03:35:08.232643, cost_time=0:00:10.594450 2021-04-10 03:34:56,908 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=1.98ms, fps=2220 images/s, loss=0.0057, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.278080, arrival_time=2021-04-10 03:35:08.186367, cost_time=0:00:11.747961 2021-04-10 03:34:58,053 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.57ms, fps=2236 images/s, loss=0.0056, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.080232, arrival_time=2021-04-10 03:35:08.133892, cost_time=0:00:12.893365 2021-04-10 03:34:59,202 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=1.51ms, fps=2229 images/s, loss=0.0057, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.893444, arrival_time=2021-04-10 03:35:08.096029, cost_time=0:00:14.042224 2021-04-10 03:35:00,360 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=2.04ms, fps=2212 images/s, loss=0.0057, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.717050, arrival_time=2021-04-10 03:35:08.077487, cost_time=0:00:15.200189 2021-04-10 03:35:01,514 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=2.04ms, fps=2219 images/s, loss=0.0058, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.541696, arrival_time=2021-04-10 03:35:08.056297, cost_time=0:00:16.354282 2021-04-10 03:35:02,656 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=1.55ms, fps=2242 images/s, loss=0.0058, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.365624, arrival_time=2021-04-10 03:35:08.022482, cost_time=0:00:17.496569 2021-04-10 03:35:03,802 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=1.50ms, fps=2236 images/s, loss=0.0058, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.194468, arrival_time=2021-04-10 03:35:07.996729, cost_time=0:00:18.642009 2021-04-10 03:35:04,951 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=1.95ms, fps=2228 images/s, loss=0.0059, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.026920, arrival_time=2021-04-10 03:35:07.978718, cost_time=0:00:19.791376 2021-04-10 03:35:06,104 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=1.36ms, fps=2222 images/s, loss=0.0058, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.861744, arrival_time=2021-04-10 03:35:07.966648, cost_time=0:00:20.944587 2021-04-10 03:35:07,248 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=2.25ms, fps=2240 images/s, loss=0.0058, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00.697518, arrival_time=2021-04-10 03:35:07.945800, cost_time=0:00:22.087985 2021-04-10 03:35:07,877 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=1.65ms, fps=2165 images/s, loss=0.0058, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:07.877096, cost_time=0:00:22.716790 2021-04-10 03:35:08,365 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=2.38ms, fps=5253 images/s, loss=1.3039, top1-acc=74.22%, top5-acc=90.43%, remaining_time=0:00:01.461840, arrival_time=2021-04-10 03:35:09.827696, cost_time=0:00:00.487280 2021-04-10 03:35:08,742 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=1.77ms, fps=6802 images/s, loss=1.2954, top1-acc=74.20%, top5-acc=90.82%, remaining_time=0:00:00.864280, arrival_time=2021-04-10 03:35:09.607088, cost_time=0:00:00.864290 2021-04-10 03:35:09,128 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=2.43ms, fps=6653 images/s, loss=1.2871, top1-acc=74.45%, top5-acc=91.04%, remaining_time=0:00:00.416580, arrival_time=2021-04-10 03:35:09.544805, cost_time=0:00:01.249745 2021-04-10 03:35:09,477 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=0.08ms, fps=6673 images/s, loss=1.2963, top1-acc=74.51%, top5-acc=91.01%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:09.477691, cost_time=0:00:01.599215 2021-04-10 03:35:10,027 INFO : Epoch=0198 complete, best val top1-acc=74.63%, top5-acc=91.09% (epoch=193), remaining_time=0:00:49.901250, arrival_time=2021-04-10 03:35:59.929115, cost_time=1:22:20.223816 2021-04-10 03:35:10,028 INFO : Train start, epoch=0199, lr=0.000025 2021-04-10 03:35:11,428 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=0.28ms, fps=1828 images/s, loss=0.0044, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:26.041488, arrival_time=2021-04-10 03:35:37.470326, cost_time=0:00:01.400075 2021-04-10 03:35:12,582 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=1.53ms, fps=2220 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:22.476432, arrival_time=2021-04-10 03:35:35.059291, cost_time=0:00:02.554132 2021-04-10 03:35:13,738 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=1.52ms, fps=2216 images/s, loss=0.0055, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:20.528556, arrival_time=2021-04-10 03:35:34.267354, cost_time=0:00:03.709993 2021-04-10 03:35:14,901 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=8.61ms, fps=2203 images/s, loss=0.0054, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:19.004544, arrival_time=2021-04-10 03:35:33.906364, cost_time=0:00:04.872952 2021-04-10 03:35:16,046 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.62ms, fps=2239 images/s, loss=0.0056, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:17.570516, arrival_time=2021-04-10 03:35:33.616483, cost_time=0:00:06.017281 2021-04-10 03:35:17,193 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=1.88ms, fps=2233 images/s, loss=0.0057, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:16.239352, arrival_time=2021-04-10 03:35:33.432413, cost_time=0:00:07.164405 2021-04-10 03:35:18,339 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=5.73ms, fps=2233 images/s, loss=0.0057, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:14.959854, arrival_time=2021-04-10 03:35:33.299638, cost_time=0:00:08.311045 2021-04-10 03:35:19,482 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.72ms, fps=2242 images/s, loss=0.0057, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:13.707372, arrival_time=2021-04-10 03:35:33.189399, cost_time=0:00:09.453388 2021-04-10 03:35:20,627 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=1.45ms, fps=2235 images/s, loss=0.0058, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:12.483408, arrival_time=2021-04-10 03:35:33.111289, cost_time=0:00:10.599081 2021-04-10 03:35:21,780 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=1.75ms, fps=2223 images/s, loss=0.0058, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:11.281536, arrival_time=2021-04-10 03:35:33.061896, cost_time=0:00:11.751554 2021-04-10 03:35:22,933 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=2.31ms, fps=2221 images/s, loss=0.0058, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.089090, arrival_time=2021-04-10 03:35:33.022587, cost_time=0:00:12.904684 2021-04-10 03:35:24,079 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=1.38ms, fps=2235 images/s, loss=0.0060, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.898992, arrival_time=2021-04-10 03:35:32.978706, cost_time=0:00:14.051042 2021-04-10 03:35:25,231 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=1.94ms, fps=2223 images/s, loss=0.0059, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:07.718370, arrival_time=2021-04-10 03:35:32.949922, cost_time=0:00:15.202818 2021-04-10 03:35:26,378 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=1.40ms, fps=2234 images/s, loss=0.0060, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:06.539680, arrival_time=2021-04-10 03:35:32.917660, cost_time=0:00:16.349247 2021-04-10 03:35:27,529 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=1.44ms, fps=2224 images/s, loss=0.0061, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:05.366958, arrival_time=2021-04-10 03:35:32.896687, cost_time=0:00:17.500926 2021-04-10 03:35:28,681 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=1.32ms, fps=2224 images/s, loss=0.0061, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.196916, arrival_time=2021-04-10 03:35:32.878645, cost_time=0:00:18.652967 2021-04-10 03:35:29,839 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.80ms, fps=2214 images/s, loss=0.0061, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:03.029832, arrival_time=2021-04-10 03:35:32.868931, cost_time=0:00:19.810364 2021-04-10 03:35:30,996 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=1.54ms, fps=2214 images/s, loss=0.0061, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:01.863776, arrival_time=2021-04-10 03:35:32.860069, cost_time=0:00:20.967466 2021-04-10 03:35:32,146 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.25ms, fps=2226 images/s, loss=0.0061, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00.698466, arrival_time=2021-04-10 03:35:32.845300, cost_time=0:00:22.118179 2021-04-10 03:35:32,762 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=1.52ms, fps=2209 images/s, loss=0.0063, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:32.762939, cost_time=0:00:22.734250 2021-04-10 03:35:33,229 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=0.28ms, fps=5495 images/s, loss=1.2276, top1-acc=74.88%, top5-acc=91.52%, remaining_time=0:00:01.397490, arrival_time=2021-04-10 03:35:34.627342, cost_time=0:00:00.465833 2021-04-10 03:35:33,604 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=1.86ms, fps=6842 images/s, loss=1.2953, top1-acc=74.36%, top5-acc=90.66%, remaining_time=0:00:00.840620, arrival_time=2021-04-10 03:35:34.445239, cost_time=0:00:00.840620 2021-04-10 03:35:33,987 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=2.97ms, fps=6694 images/s, loss=1.2784, top1-acc=74.77%, top5-acc=91.11%, remaining_time=0:00:00.407840, arrival_time=2021-04-10 03:35:34.395364, cost_time=0:00:01.223515 2021-04-10 03:35:34,338 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=0.09ms, fps=6614 images/s, loss=1.2756, top1-acc=74.52%, top5-acc=91.03%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:34.338828, cost_time=0:00:01.574823 2021-04-10 03:35:34,960 INFO : Epoch=0199 complete, best val top1-acc=74.63%, top5-acc=91.09% (epoch=193), remaining_time=0:00:24.950534, arrival_time=2021-04-10 03:35:59.910782, cost_time=1:22:45.156216 2021-04-10 03:35:34,960 INFO : Train start, epoch=0200, lr=0.000006 2021-04-10 03:35:36,333 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=0.27ms, fps=1866 images/s, loss=0.0071, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:25.518084, arrival_time=2021-04-10 03:36:01.851101, cost_time=0:00:01.371944 2021-04-10 03:35:37,483 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=1.48ms, fps=2227 images/s, loss=0.0056, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:22.198000, arrival_time=2021-04-10 03:35:59.681509, cost_time=0:00:02.522497 2021-04-10 03:35:38,627 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=1.44ms, fps=2238 images/s, loss=0.0060, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:20.290014, arrival_time=2021-04-10 03:35:58.917879, cost_time=0:00:03.666858 2021-04-10 03:35:39,777 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=1.62ms, fps=2228 images/s, loss=0.0059, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:18.784896, arrival_time=2021-04-10 03:35:58.562565, cost_time=0:00:04.816660 2021-04-10 03:35:40,923 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=2.26ms, fps=2235 images/s, loss=0.0062, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:17.411522, arrival_time=2021-04-10 03:35:58.335396, cost_time=0:00:05.962854 2021-04-10 03:35:42,068 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=1.44ms, fps=2239 images/s, loss=0.0063, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:16.109064, arrival_time=2021-04-10 03:35:58.177099, cost_time=0:00:07.106948 2021-04-10 03:35:43,216 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=1.42ms, fps=2231 images/s, loss=0.0065, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:14.859054, arrival_time=2021-04-10 03:35:58.075126, cost_time=0:00:08.255047 2021-04-10 03:35:44,364 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=2.25ms, fps=2230 images/s, loss=0.0065, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:13.635220, arrival_time=2021-04-10 03:35:57.999921, cost_time=0:00:09.403624 2021-04-10 03:35:45,515 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.58ms, fps=2227 images/s, loss=0.0063, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:12.430302, arrival_time=2021-04-10 03:35:57.945436, cost_time=0:00:10.554059 2021-04-10 03:35:46,675 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=1.37ms, fps=2207 images/s, loss=0.0063, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:11.246208, arrival_time=2021-04-10 03:35:57.922055, cost_time=0:00:11.714836 2021-04-10 03:35:47,828 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.80ms, fps=2222 images/s, loss=0.0063, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:10.060194, arrival_time=2021-04-10 03:35:57.888923, cost_time=0:00:12.867653 2021-04-10 03:35:48,976 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=1.41ms, fps=2232 images/s, loss=0.0062, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:08.876572, arrival_time=2021-04-10 03:35:57.853284, cost_time=0:00:14.015657 2021-04-10 03:35:50,130 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=2.64ms, fps=2221 images/s, loss=0.0061, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:07.701210, arrival_time=2021-04-10 03:35:57.831335, cost_time=0:00:15.169056 2021-04-10 03:35:51,284 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=1.48ms, fps=2218 images/s, loss=0.0060, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:06.529544, arrival_time=2021-04-10 03:35:57.814428, cost_time=0:00:16.323928 2021-04-10 03:35:52,429 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=1.92ms, fps=2237 images/s, loss=0.0060, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:05.357068, arrival_time=2021-04-10 03:35:57.786784, cost_time=0:00:17.468667 2021-04-10 03:35:53,573 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=1.39ms, fps=2240 images/s, loss=0.0059, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.187772, arrival_time=2021-04-10 03:35:57.761086, cost_time=0:00:18.612373 2021-04-10 03:35:54,718 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=1.52ms, fps=2236 images/s, loss=0.0059, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.021746, arrival_time=2021-04-10 03:35:57.740381, cost_time=0:00:19.757629 2021-04-10 03:35:55,879 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=2.41ms, fps=2207 images/s, loss=0.0059, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.859376, arrival_time=2021-04-10 03:35:57.738439, cost_time=0:00:20.917970 2021-04-10 03:35:57,024 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.92ms, fps=2236 images/s, loss=0.0059, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00.696756, arrival_time=2021-04-10 03:35:57.721639, cost_time=0:00:22.063866 2021-04-10 03:35:57,641 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=1.41ms, fps=2208 images/s, loss=0.0060, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:57.641439, cost_time=0:00:22.680471 2021-04-10 03:35:58,130 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=0.20ms, fps=5247 images/s, loss=1.2921, top1-acc=74.06%, top5-acc=91.13%, remaining_time=0:00:01.463580, arrival_time=2021-04-10 03:35:59.593828, cost_time=0:00:00.487857 2021-04-10 03:35:58,516 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=2.10ms, fps=6644 images/s, loss=1.2970, top1-acc=73.91%, top5-acc=91.23%, remaining_time=0:00:00.873440, arrival_time=2021-04-10 03:35:59.389434, cost_time=0:00:00.873450 2021-04-10 03:35:58,895 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=2.14ms, fps=6754 images/s, loss=1.3056, top1-acc=74.08%, top5-acc=90.96%, remaining_time=0:00:00.417750, arrival_time=2021-04-10 03:35:59.313436, cost_time=0:00:01.253238 2021-04-10 03:35:59,237 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=0.08ms, fps=6790 images/s, loss=1.2705, top1-acc=74.28%, top5-acc=91.04%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:59.237803, cost_time=0:00:01.595427 2021-04-10 03:35:59,715 INFO : Epoch=0200 complete, best val top1-acc=74.63%, top5-acc=91.09% (epoch=193), remaining_time=0:00:00, arrival_time=2021-04-10 03:35:59.715087, cost_time=1:23:09.911005