2021-04-10 02:38:33,308 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 02:38:33,311 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_vgg19_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://127.0.0.1:53239', 'modifications': ['model.name=cifar100_vgg19_bn'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar100/vgg19_bn'), 'world_size': 1} 2021-04-10 02:38:33,848 INFO : Model details: n_params=20.61M, flops=398.71M. 2021-04-10 02:38:40,105 INFO : Train start, epoch=0001, lr=0.100000 2021-04-10 02:38:42,517 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=1.36ms, fps=1061 images/s, loss=4.6055, top1-acc=0.94%, top5-acc=4.88%, remaining_time=0:00:44.860782, arrival_time=2021-04-10 02:39:27.378314, cost_time=0:00:02.411870 2021-04-10 02:38:43,971 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=1.35ms, fps=1761 images/s, loss=4.6035, top1-acc=0.98%, top5-acc=5.10%, remaining_time=0:00:34.021680, arrival_time=2021-04-10 02:39:17.993288, cost_time=0:00:03.866098 2021-04-10 02:38:45,436 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=1.48ms, fps=1749 images/s, loss=4.5916, top1-acc=1.05%, top5-acc=5.14%, remaining_time=0:00:29.495544, arrival_time=2021-04-10 02:39:14.931557, cost_time=0:00:05.330512 2021-04-10 02:38:46,899 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.43ms, fps=1749 images/s, loss=4.5768, top1-acc=1.04%, top5-acc=5.70%, remaining_time=0:00:26.497224, arrival_time=2021-04-10 02:39:13.396882, cost_time=0:00:06.794149 2021-04-10 02:38:48,356 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=2.00ms, fps=1758 images/s, loss=4.5620, top1-acc=1.20%, top5-acc=6.17%, remaining_time=0:00:24.091168, arrival_time=2021-04-10 02:39:12.447130, cost_time=0:00:08.250405 2021-04-10 02:38:49,817 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=1.96ms, fps=1752 images/s, loss=4.5475, top1-acc=1.39%, top5-acc=6.73%, remaining_time=0:00:22.013912, arrival_time=2021-04-10 02:39:11.831460, cost_time=0:00:09.712041 2021-04-10 02:38:51,283 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=1.49ms, fps=1747 images/s, loss=4.5361, top1-acc=1.44%, top5-acc=7.25%, remaining_time=0:00:20.120436, arrival_time=2021-04-10 02:39:11.403995, cost_time=0:00:11.178036 2021-04-10 02:38:52,740 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=1.37ms, fps=1757 images/s, loss=4.5255, top1-acc=1.63%, top5-acc=7.85%, remaining_time=0:00:18.321388, arrival_time=2021-04-10 02:39:11.062331, cost_time=0:00:12.635436 2021-04-10 02:38:54,201 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=1.94ms, fps=1754 images/s, loss=4.5124, top1-acc=1.79%, top5-acc=8.41%, remaining_time=0:00:16.601614, arrival_time=2021-04-10 02:39:10.802891, cost_time=0:00:14.095722 2021-04-10 02:38:55,663 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=1.42ms, fps=1752 images/s, loss=4.5044, top1-acc=1.90%, top5-acc=8.84%, remaining_time=0:00:14.935392, arrival_time=2021-04-10 02:39:10.598630, cost_time=0:00:15.557724 2021-04-10 02:38:57,115 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.44ms, fps=1763 images/s, loss=4.4965, top1-acc=2.00%, top5-acc=9.07%, remaining_time=0:00:13.298782, arrival_time=2021-04-10 02:39:10.414336, cost_time=0:00:17.010051 2021-04-10 02:38:58,574 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=1.36ms, fps=1755 images/s, loss=4.4880, top1-acc=2.08%, top5-acc=9.38%, remaining_time=0:00:11.696932, arrival_time=2021-04-10 02:39:10.271280, cost_time=0:00:18.468837 2021-04-10 02:39:00,038 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.54ms, fps=1750 images/s, loss=4.4802, top1-acc=2.15%, top5-acc=9.71%, remaining_time=0:00:10.119450, arrival_time=2021-04-10 02:39:10.157371, cost_time=0:00:19.932211 2021-04-10 02:39:01,501 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=1.57ms, fps=1750 images/s, loss=4.4713, top1-acc=2.20%, top5-acc=10.02%, remaining_time=0:00:08.558480, arrival_time=2021-04-10 02:39:10.060234, cost_time=0:00:21.396212 2021-04-10 02:39:02,961 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=1.37ms, fps=1754 images/s, loss=4.4585, top1-acc=2.32%, top5-acc=10.35%, remaining_time=0:00:07.009158, arrival_time=2021-04-10 02:39:09.970691, cost_time=0:00:22.855992 2021-04-10 02:39:04,430 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=1.42ms, fps=1744 images/s, loss=4.4468, top1-acc=2.44%, top5-acc=10.76%, remaining_time=0:00:05.472972, arrival_time=2021-04-10 02:39:09.902913, cost_time=0:00:24.324333 2021-04-10 02:39:05,888 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=2.35ms, fps=1756 images/s, loss=4.4333, top1-acc=2.55%, top5-acc=11.11%, remaining_time=0:00:03.943212, arrival_time=2021-04-10 02:39:09.831422, cost_time=0:00:25.782619 2021-04-10 02:39:07,346 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=1.47ms, fps=1756 images/s, loss=4.4217, top1-acc=2.67%, top5-acc=11.49%, remaining_time=0:00:02.421456, arrival_time=2021-04-10 02:39:09.768303, cost_time=0:00:27.241341 2021-04-10 02:39:08,804 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.35ms, fps=1757 images/s, loss=4.4094, top1-acc=2.74%, top5-acc=11.87%, remaining_time=0:00:00.906288, arrival_time=2021-04-10 02:39:09.710874, cost_time=0:00:28.699069 2021-04-10 02:39:09,598 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=1.46ms, fps=1714 images/s, loss=4.4032, top1-acc=2.80%, top5-acc=12.06%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:09.598342, cost_time=0:00:29.492839 2021-04-10 02:39:10,374 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=0.30ms, fps=3302 images/s, loss=4.1135, top1-acc=5.55%, top5-acc=21.64%, remaining_time=0:00:02.325570, arrival_time=2021-04-10 02:39:12.700379, cost_time=0:00:00.775191 2021-04-10 02:39:10,853 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=1.50ms, fps=5352 images/s, loss=4.1161, top1-acc=5.45%, top5-acc=21.41%, remaining_time=0:00:01.254180, arrival_time=2021-04-10 02:39:12.107859, cost_time=0:00:01.254177 2021-04-10 02:39:11,331 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=1.59ms, fps=5363 images/s, loss=4.1250, top1-acc=5.34%, top5-acc=21.04%, remaining_time=0:00:00.577280, arrival_time=2021-04-10 02:39:11.908636, cost_time=0:00:01.731845 2021-04-10 02:39:11,767 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=0.07ms, fps=5328 images/s, loss=4.1178, top1-acc=5.36%, top5-acc=21.23%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:11.767124, cost_time=0:00:02.167640 2021-04-10 02:39:12,328 INFO : Epoch=0001 complete, best val top1-acc=5.36%, top5-acc=21.23% (epoch=1), remaining_time=1:46:52.466749, arrival_time=2021-04-10 04:26:04.795239, cost_time=0:00:32.223451 2021-04-10 02:39:12,329 INFO : Train start, epoch=0002, lr=0.099994 2021-04-10 02:39:13,971 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=0.28ms, fps=1559 images/s, loss=4.1549, top1-acc=5.16%, top5-acc=20.31%, remaining_time=0:00:30.543246, arrival_time=2021-04-10 02:39:44.514687, cost_time=0:00:01.642106 2021-04-10 02:39:15,428 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=1.34ms, fps=1758 images/s, loss=4.1453, top1-acc=4.96%, top5-acc=20.29%, remaining_time=0:00:27.270144, arrival_time=2021-04-10 02:39:42.698414, cost_time=0:00:03.098876 2021-04-10 02:39:16,887 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=1.70ms, fps=1755 images/s, loss=4.1433, top1-acc=5.12%, top5-acc=20.53%, remaining_time=0:00:25.222704, arrival_time=2021-04-10 02:39:42.110344, cost_time=0:00:04.558309 2021-04-10 02:39:18,354 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=1.56ms, fps=1746 images/s, loss=4.1332, top1-acc=5.20%, top5-acc=20.67%, remaining_time=0:00:23.497968, arrival_time=2021-04-10 02:39:41.852429, cost_time=0:00:06.025112 2021-04-10 02:39:19,820 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=1.57ms, fps=1747 images/s, loss=4.1251, top1-acc=5.38%, top5-acc=21.00%, remaining_time=0:00:21.872552, arrival_time=2021-04-10 02:39:41.692561, cost_time=0:00:07.490598 2021-04-10 02:39:21,284 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=1.55ms, fps=1749 images/s, loss=4.1144, top1-acc=5.45%, top5-acc=21.28%, remaining_time=0:00:20.297864, arrival_time=2021-04-10 02:39:41.582172, cost_time=0:00:08.954969 2021-04-10 02:39:22,747 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=1.93ms, fps=1750 images/s, loss=4.1007, top1-acc=5.46%, top5-acc=21.67%, remaining_time=0:00:18.753084, arrival_time=2021-04-10 02:39:41.500796, cost_time=0:00:10.418370 2021-04-10 02:39:24,227 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=1.66ms, fps=1730 images/s, loss=4.0888, top1-acc=5.60%, top5-acc=22.06%, remaining_time=0:00:17.252796, arrival_time=2021-04-10 02:39:41.480675, cost_time=0:00:11.898474 2021-04-10 02:39:25,698 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.52ms, fps=1741 images/s, loss=4.0785, top1-acc=5.66%, top5-acc=22.36%, remaining_time=0:00:15.746300, arrival_time=2021-04-10 02:39:41.445178, cost_time=0:00:13.369473 2021-04-10 02:39:27,160 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=1.69ms, fps=1753 images/s, loss=4.0700, top1-acc=5.74%, top5-acc=22.58%, remaining_time=0:00:14.237568, arrival_time=2021-04-10 02:39:41.397740, cost_time=0:00:14.830825 2021-04-10 02:39:28,623 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=2.05ms, fps=1750 images/s, loss=4.0647, top1-acc=5.83%, top5-acc=22.61%, remaining_time=0:00:12.739094, arrival_time=2021-04-10 02:39:41.362684, cost_time=0:00:16.294203 2021-04-10 02:39:30,086 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=1.51ms, fps=1750 images/s, loss=4.0564, top1-acc=5.86%, top5-acc=22.91%, remaining_time=0:00:11.246328, arrival_time=2021-04-10 02:39:41.333047, cost_time=0:00:17.757374 2021-04-10 02:39:31,547 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=1.46ms, fps=1753 images/s, loss=4.0566, top1-acc=5.81%, top5-acc=22.88%, remaining_time=0:00:09.757110, arrival_time=2021-04-10 02:39:41.304965, cost_time=0:00:19.218511 2021-04-10 02:39:33,011 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=1.46ms, fps=1750 images/s, loss=4.0518, top1-acc=5.83%, top5-acc=22.99%, remaining_time=0:00:08.272880, arrival_time=2021-04-10 02:39:41.284384, cost_time=0:00:20.682160 2021-04-10 02:39:34,471 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=1.44ms, fps=1754 images/s, loss=4.0479, top1-acc=5.84%, top5-acc=23.14%, remaining_time=0:00:06.790336, arrival_time=2021-04-10 02:39:41.262146, cost_time=0:00:22.142464 2021-04-10 02:39:35,932 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=1.60ms, fps=1753 images/s, loss=4.0380, top1-acc=5.97%, top5-acc=23.46%, remaining_time=0:00:05.310720, arrival_time=2021-04-10 02:39:41.243321, cost_time=0:00:23.603242 2021-04-10 02:39:37,399 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.62ms, fps=1746 images/s, loss=4.0292, top1-acc=6.05%, top5-acc=23.82%, remaining_time=0:00:03.834220, arrival_time=2021-04-10 02:39:41.233387, cost_time=0:00:25.069821 2021-04-10 02:39:38,855 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=1.49ms, fps=1759 images/s, loss=4.0240, top1-acc=6.11%, top5-acc=24.02%, remaining_time=0:00:02.357856, arrival_time=2021-04-10 02:39:41.213095, cost_time=0:00:26.525898 2021-04-10 02:39:40,317 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.30ms, fps=1752 images/s, loss=4.0160, top1-acc=6.20%, top5-acc=24.27%, remaining_time=0:00:00.883830, arrival_time=2021-04-10 02:39:41.201064, cost_time=0:00:27.987890 2021-04-10 02:39:41,113 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=1.39ms, fps=1709 images/s, loss=4.0110, top1-acc=6.25%, top5-acc=24.37%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:41.113173, cost_time=0:00:28.783836 2021-04-10 02:39:41,705 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=1.64ms, fps=4329 images/s, loss=3.8644, top1-acc=8.36%, top5-acc=29.41%, remaining_time=0:00:01.773810, arrival_time=2021-04-10 02:39:43.479430, cost_time=0:00:00.591273 2021-04-10 02:39:42,186 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=1.50ms, fps=5329 images/s, loss=3.8838, top1-acc=8.11%, top5-acc=29.12%, remaining_time=0:00:01.072200, arrival_time=2021-04-10 02:39:43.258686, cost_time=0:00:01.072202 2021-04-10 02:39:42,663 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=1.35ms, fps=5371 images/s, loss=3.8975, top1-acc=7.90%, top5-acc=28.53%, remaining_time=0:00:00.516390, arrival_time=2021-04-10 02:39:43.179854, cost_time=0:00:01.549171 2021-04-10 02:39:43,100 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=0.07ms, fps=5318 images/s, loss=3.8899, top1-acc=7.83%, top5-acc=28.60%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:43.100021, cost_time=0:00:01.985759 2021-04-10 02:39:46,095 INFO : Epoch=0002 complete, best val top1-acc=7.83%, top5-acc=28.60% (epoch=2), remaining_time=1:48:53.044452, arrival_time=2021-04-10 04:28:39.139897, cost_time=0:01:05.990349 2021-04-10 02:39:46,096 INFO : Train start, epoch=0003, lr=0.099975 2021-04-10 02:39:47,720 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=1.61ms, fps=1576 images/s, loss=3.9249, top1-acc=6.80%, top5-acc=27.97%, remaining_time=0:00:30.209376, arrival_time=2021-04-10 02:40:17.929825, cost_time=0:00:01.624164 2021-04-10 02:39:49,188 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=1.52ms, fps=1745 images/s, loss=3.8920, top1-acc=6.74%, top5-acc=29.26%, remaining_time=0:00:27.209072, arrival_time=2021-04-10 02:40:16.397305, cost_time=0:00:03.091932 2021-04-10 02:39:50,652 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=1.53ms, fps=1749 images/s, loss=3.8879, top1-acc=7.25%, top5-acc=29.52%, remaining_time=0:00:25.211250, arrival_time=2021-04-10 02:40:15.863747, cost_time=0:00:04.556238 2021-04-10 02:39:52,116 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.36ms, fps=1749 images/s, loss=3.8700, top1-acc=7.54%, top5-acc=30.01%, remaining_time=0:00:23.479404, arrival_time=2021-04-10 02:40:15.596081, cost_time=0:00:06.020345 2021-04-10 02:39:53,579 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=1.98ms, fps=1751 images/s, loss=3.8631, top1-acc=7.55%, top5-acc=30.06%, remaining_time=0:00:21.850652, arrival_time=2021-04-10 02:40:15.429959, cost_time=0:00:07.483083 2021-04-10 02:39:55,053 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=1.88ms, fps=1737 images/s, loss=3.8401, top1-acc=7.89%, top5-acc=30.77%, remaining_time=0:00:20.303440, arrival_time=2021-04-10 02:40:15.357019, cost_time=0:00:08.957381 2021-04-10 02:39:56,526 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=1.86ms, fps=1739 images/s, loss=3.8348, top1-acc=7.81%, top5-acc=30.88%, remaining_time=0:00:18.774000, arrival_time=2021-04-10 02:40:15.300284, cost_time=0:00:10.430014 2021-04-10 02:39:57,989 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=1.67ms, fps=1750 images/s, loss=3.8337, top1-acc=7.82%, top5-acc=30.87%, remaining_time=0:00:17.245836, arrival_time=2021-04-10 02:40:15.235732, cost_time=0:00:11.893679 2021-04-10 02:39:59,452 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=1.35ms, fps=1751 images/s, loss=3.8287, top1-acc=7.99%, top5-acc=31.05%, remaining_time=0:00:15.730612, arrival_time=2021-04-10 02:40:15.183101, cost_time=0:00:13.356219 2021-04-10 02:40:00,917 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=1.79ms, fps=1749 images/s, loss=3.8217, top1-acc=8.15%, top5-acc=31.27%, remaining_time=0:00:14.227872, arrival_time=2021-04-10 02:40:15.144827, cost_time=0:00:14.820714 2021-04-10 02:40:02,389 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=1.74ms, fps=1739 images/s, loss=3.8176, top1-acc=8.19%, top5-acc=31.32%, remaining_time=0:00:12.738578, arrival_time=2021-04-10 02:40:15.128427, cost_time=0:00:16.293508 2021-04-10 02:40:03,864 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=1.39ms, fps=1737 images/s, loss=3.8109, top1-acc=8.28%, top5-acc=31.56%, remaining_time=0:00:11.253092, arrival_time=2021-04-10 02:40:15.117373, cost_time=0:00:17.768067 2021-04-10 02:40:05,325 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=2.19ms, fps=1753 images/s, loss=3.8053, top1-acc=8.34%, top5-acc=31.68%, remaining_time=0:00:09.762390, arrival_time=2021-04-10 02:40:15.087478, cost_time=0:00:19.228893 2021-04-10 02:40:06,787 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=1.67ms, fps=1752 images/s, loss=3.7943, top1-acc=8.47%, top5-acc=31.96%, remaining_time=0:00:08.276352, arrival_time=2021-04-10 02:40:15.063383, cost_time=0:00:20.690835 2021-04-10 02:40:08,249 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.94ms, fps=1750 images/s, loss=3.7892, top1-acc=8.54%, top5-acc=32.07%, remaining_time=0:00:06.793786, arrival_time=2021-04-10 02:40:15.043675, cost_time=0:00:22.153633 2021-04-10 02:40:09,713 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=1.35ms, fps=1749 images/s, loss=3.7802, top1-acc=8.63%, top5-acc=32.30%, remaining_time=0:00:05.313960, arrival_time=2021-04-10 02:40:15.027784, cost_time=0:00:23.617540 2021-04-10 02:40:11,176 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=1.35ms, fps=1751 images/s, loss=3.7737, top1-acc=8.72%, top5-acc=32.46%, remaining_time=0:00:03.835728, arrival_time=2021-04-10 02:40:15.011750, cost_time=0:00:25.079811 2021-04-10 02:40:12,637 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=1.36ms, fps=1753 images/s, loss=3.7682, top1-acc=8.81%, top5-acc=32.70%, remaining_time=0:00:02.359184, arrival_time=2021-04-10 02:40:14.996232, cost_time=0:00:26.540794 2021-04-10 02:40:14,102 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.26ms, fps=1747 images/s, loss=3.7600, top1-acc=8.95%, top5-acc=32.95%, remaining_time=0:00:00.884412, arrival_time=2021-04-10 02:40:14.987052, cost_time=0:00:28.006440 2021-04-10 02:40:14,897 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=1.46ms, fps=1712 images/s, loss=3.7553, top1-acc=9.00%, top5-acc=33.05%, remaining_time=0:00:00, arrival_time=2021-04-10 02:40:14.897597, cost_time=0:00:28.801400 2021-04-10 02:40:15,467 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=3.83ms, fps=4499 images/s, loss=3.7814, top1-acc=10.20%, top5-acc=32.34%, remaining_time=0:00:01.706910, arrival_time=2021-04-10 02:40:17.174662, cost_time=0:00:00.568969 2021-04-10 02:40:15,946 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=3.12ms, fps=5355 images/s, loss=3.7782, top1-acc=10.14%, top5-acc=33.03%, remaining_time=0:00:01.047500, arrival_time=2021-04-10 02:40:16.993734, cost_time=0:00:01.047502 2021-04-10 02:40:16,425 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=1.36ms, fps=5343 images/s, loss=3.7911, top1-acc=9.83%, top5-acc=32.47%, remaining_time=0:00:00.508990, arrival_time=2021-04-10 02:40:16.934694, cost_time=0:00:01.526978 2021-04-10 02:40:16,861 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=0.08ms, fps=5325 images/s, loss=3.7910, top1-acc=9.77%, top5-acc=31.95%, remaining_time=0:00:00, arrival_time=2021-04-10 02:40:16.861685, cost_time=0:00:01.962986 2021-04-10 02:40:18,906 INFO : Epoch=0003 complete, best val top1-acc=9.77%, top5-acc=31.95% (epoch=3), remaining_time=1:48:07.928262, arrival_time=2021-04-10 04:28:26.834230, cost_time=0:01:38.800937 2021-04-10 02:40:18,906 INFO : Train start, epoch=0004, lr=0.099944 2021-04-10 02:40:20,603 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=1.71ms, fps=1511 images/s, loss=3.6808, top1-acc=10.08%, top5-acc=37.38%, remaining_time=0:00:31.506912, arrival_time=2021-04-10 02:40:52.110751, cost_time=0:00:01.693915 2021-04-10 02:40:22,061 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=1.58ms, fps=1757 images/s, loss=3.6365, top1-acc=10.72%, top5-acc=37.87%, remaining_time=0:00:27.764880, arrival_time=2021-04-10 02:40:49.826781, cost_time=0:00:03.155102 2021-04-10 02:40:23,531 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=1.50ms, fps=1743 images/s, loss=3.6279, top1-acc=10.78%, top5-acc=37.57%, remaining_time=0:00:25.588236, arrival_time=2021-04-10 02:40:49.119327, cost_time=0:00:04.624385 2021-04-10 02:40:24,991 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=1.53ms, fps=1754 images/s, loss=3.6124, top1-acc=10.92%, top5-acc=37.85%, remaining_time=0:00:23.729316, arrival_time=2021-04-10 02:40:48.720450, cost_time=0:00:06.084456 2021-04-10 02:40:26,454 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=1.81ms, fps=1750 images/s, loss=3.6021, top1-acc=10.92%, top5-acc=38.09%, remaining_time=0:00:22.039138, arrival_time=2021-04-10 02:40:48.493529, cost_time=0:00:07.547638 2021-04-10 02:40:27,915 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=1.36ms, fps=1753 images/s, loss=3.5989, top1-acc=10.95%, top5-acc=37.94%, remaining_time=0:00:20.419584, arrival_time=2021-04-10 02:40:48.334898, cost_time=0:00:09.008633 2021-04-10 02:40:29,379 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=1.85ms, fps=1749 images/s, loss=3.5915, top1-acc=11.04%, top5-acc=38.14%, remaining_time=0:00:18.850230, arrival_time=2021-04-10 02:40:48.229335, cost_time=0:00:10.472334 2021-04-10 02:40:30,851 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=1.90ms, fps=1739 images/s, loss=3.5807, top1-acc=11.18%, top5-acc=38.44%, remaining_time=0:00:17.319960, arrival_time=2021-04-10 02:40:48.171514, cost_time=0:00:11.944799 2021-04-10 02:40:32,311 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=2.18ms, fps=1755 images/s, loss=3.5753, top1-acc=11.18%, top5-acc=38.56%, remaining_time=0:00:15.787322, arrival_time=2021-04-10 02:40:48.098327, cost_time=0:00:13.404327 2021-04-10 02:40:33,785 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=3.02ms, fps=1738 images/s, loss=3.5690, top1-acc=11.23%, top5-acc=38.82%, remaining_time=0:00:14.282880, arrival_time=2021-04-10 02:40:48.067885, cost_time=0:00:14.877965 2021-04-10 02:40:35,252 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=1.74ms, fps=1745 images/s, loss=3.5613, top1-acc=11.45%, top5-acc=38.99%, remaining_time=0:00:12.779686, arrival_time=2021-04-10 02:40:48.032535, cost_time=0:00:16.346104 2021-04-10 02:40:36,715 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=1.86ms, fps=1750 images/s, loss=3.5544, top1-acc=11.58%, top5-acc=39.18%, remaining_time=0:00:11.279160, arrival_time=2021-04-10 02:40:47.995054, cost_time=0:00:17.809146 2021-04-10 02:40:38,179 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=1.36ms, fps=1749 images/s, loss=3.5433, top1-acc=11.79%, top5-acc=39.45%, remaining_time=0:00:09.784764, arrival_time=2021-04-10 02:40:47.964427, cost_time=0:00:19.272970 2021-04-10 02:40:39,650 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=1.38ms, fps=1741 images/s, loss=3.5334, top1-acc=11.89%, top5-acc=39.77%, remaining_time=0:00:08.297576, arrival_time=2021-04-10 02:40:47.948358, cost_time=0:00:20.743878 2021-04-10 02:40:41,135 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=1.52ms, fps=1725 images/s, loss=3.5254, top1-acc=12.04%, top5-acc=40.11%, remaining_time=0:00:06.816786, arrival_time=2021-04-10 02:40:47.952110, cost_time=0:00:22.228599 2021-04-10 02:40:42,597 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=2.07ms, fps=1751 images/s, loss=3.5166, top1-acc=12.20%, top5-acc=40.44%, remaining_time=0:00:05.330520, arrival_time=2021-04-10 02:40:47.928353, cost_time=0:00:23.691159 2021-04-10 02:40:44,057 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=1.51ms, fps=1755 images/s, loss=3.5090, top1-acc=12.30%, top5-acc=40.67%, remaining_time=0:00:03.846544, arrival_time=2021-04-10 02:40:47.903798, cost_time=0:00:25.150551 2021-04-10 02:40:45,514 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=1.59ms, fps=1757 images/s, loss=3.5009, top1-acc=12.42%, top5-acc=40.87%, remaining_time=0:00:02.365152, arrival_time=2021-04-10 02:40:47.879899, cost_time=0:00:26.608012 2021-04-10 02:40:46,979 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=1.51ms, fps=1748 images/s, loss=3.4929, top1-acc=12.49%, top5-acc=41.08%, remaining_time=0:00:00.886512, arrival_time=2021-04-10 02:40:47.866097, cost_time=0:00:28.072863 2021-04-10 02:40:47,774 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=1.46ms, fps=1712 images/s, loss=3.4878, top1-acc=12.55%, top5-acc=41.17%, remaining_time=0:00:00, arrival_time=2021-04-10 02:40:47.774354, cost_time=0:00:28.867675 2021-04-10 02:40:48,333 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=2.37ms, fps=4589 images/s, loss=3.6375, top1-acc=14.14%, top5-acc=38.48%, remaining_time=0:00:01.673460, arrival_time=2021-04-10 02:40:50.006960, cost_time=0:00:00.557821 2021-04-10 02:40:48,814 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=1.44ms, fps=5333 images/s, loss=3.6548, top1-acc=13.89%, top5-acc=39.18%, remaining_time=0:00:01.038440, arrival_time=2021-04-10 02:40:49.852468, cost_time=0:00:01.038450 2021-04-10 02:40:49,297 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=1.72ms, fps=5301 images/s, loss=3.6654, top1-acc=13.32%, top5-acc=38.95%, remaining_time=0:00:00.507300, arrival_time=2021-04-10 02:40:49.804791, cost_time=0:00:01.521900 2021-04-10 02:40:49,733 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=0.08ms, fps=5327 images/s, loss=3.6492, top1-acc=13.23%, top5-acc=39.34%, remaining_time=0:00:00, arrival_time=2021-04-10 02:40:49.733433, cost_time=0:00:01.957938 2021-04-10 02:40:51,779 INFO : Epoch=0004 complete, best val top1-acc=13.23%, top5-acc=39.34% (epoch=4), remaining_time=1:47:32.039328, arrival_time=2021-04-10 04:28:23.818640, cost_time=0:02:11.674274 2021-04-10 02:40:51,779 INFO : Train start, epoch=0005, lr=0.099901 2021-04-10 02:40:53,400 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=1.76ms, fps=1580 images/s, loss=3.3052, top1-acc=15.04%, top5-acc=45.66%, remaining_time=0:00:30.132186, arrival_time=2021-04-10 02:41:23.532219, cost_time=0:00:01.620006 2021-04-10 02:40:54,864 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=1.40ms, fps=1749 images/s, loss=3.3195, top1-acc=14.75%, top5-acc=45.72%, remaining_time=0:00:27.140784, arrival_time=2021-04-10 02:41:22.004989, cost_time=0:00:03.084180 2021-04-10 02:40:56,324 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=1.65ms, fps=1754 images/s, loss=3.3093, top1-acc=14.90%, top5-acc=46.25%, remaining_time=0:00:25.145846, arrival_time=2021-04-10 02:41:21.470292, cost_time=0:00:04.544421 2021-04-10 02:40:57,787 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=1.48ms, fps=1750 images/s, loss=3.2963, top1-acc=15.39%, top5-acc=46.79%, remaining_time=0:00:23.429172, arrival_time=2021-04-10 02:41:21.216691, cost_time=0:00:06.007490 2021-04-10 02:40:59,255 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=1.62ms, fps=1745 images/s, loss=3.2943, top1-acc=15.46%, top5-acc=46.70%, remaining_time=0:00:21.827292, arrival_time=2021-04-10 02:41:21.082465, cost_time=0:00:07.475078 2021-04-10 02:41:00,724 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=2.23ms, fps=1743 images/s, loss=3.2969, top1-acc=15.38%, top5-acc=46.62%, remaining_time=0:00:20.273656, arrival_time=2021-04-10 02:41:20.998022, cost_time=0:00:08.944261 2021-04-10 02:41:02,178 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=1.40ms, fps=1761 images/s, loss=3.2869, top1-acc=15.50%, top5-acc=46.99%, remaining_time=0:00:18.717300, arrival_time=2021-04-10 02:41:20.895836, cost_time=0:00:10.398468 2021-04-10 02:41:03,639 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=1.37ms, fps=1753 images/s, loss=3.2801, top1-acc=15.72%, top5-acc=47.08%, remaining_time=0:00:17.196420, arrival_time=2021-04-10 02:41:20.836096, cost_time=0:00:11.859609 2021-04-10 02:41:05,108 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=1.36ms, fps=1744 images/s, loss=3.2766, top1-acc=15.89%, top5-acc=47.11%, remaining_time=0:00:15.697328, arrival_time=2021-04-10 02:41:20.805326, cost_time=0:00:13.327952 2021-04-10 02:41:06,567 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=1.59ms, fps=1755 images/s, loss=3.2678, top1-acc=16.06%, top5-acc=47.33%, remaining_time=0:00:14.195616, arrival_time=2021-04-10 02:41:20.762776, cost_time=0:00:14.787146 2021-04-10 02:41:08,028 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=1.46ms, fps=1752 images/s, loss=3.2578, top1-acc=16.25%, top5-acc=47.66%, remaining_time=0:00:12.703318, arrival_time=2021-04-10 02:41:20.731841, cost_time=0:00:16.248457 2021-04-10 02:41:09,490 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=2.21ms, fps=1752 images/s, loss=3.2548, top1-acc=16.35%, top5-acc=47.84%, remaining_time=0:00:11.216536, arrival_time=2021-04-10 02:41:20.706892, cost_time=0:00:17.710347 2021-04-10 02:41:10,959 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=1.93ms, fps=1743 images/s, loss=3.2492, top1-acc=16.46%, top5-acc=47.99%, remaining_time=0:00:09.737376, arrival_time=2021-04-10 02:41:20.697153, cost_time=0:00:19.179628 2021-04-10 02:41:12,429 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=1.36ms, fps=1743 images/s, loss=3.2432, top1-acc=16.58%, top5-acc=48.25%, remaining_time=0:00:08.259720, arrival_time=2021-04-10 02:41:20.689205, cost_time=0:00:20.649360 2021-04-10 02:41:13,887 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=1.31ms, fps=1757 images/s, loss=3.2357, top1-acc=16.74%, top5-acc=48.48%, remaining_time=0:00:06.779480, arrival_time=2021-04-10 02:41:20.666465, cost_time=0:00:22.106970 2021-04-10 02:41:15,350 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=1.42ms, fps=1750 images/s, loss=3.2282, top1-acc=16.88%, top5-acc=48.67%, remaining_time=0:00:05.303268, arrival_time=2021-04-10 02:41:20.653355, cost_time=0:00:23.570067 2021-04-10 02:41:16,820 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.47ms, fps=1742 images/s, loss=3.2238, top1-acc=16.96%, top5-acc=48.83%, remaining_time=0:00:03.829670, arrival_time=2021-04-10 02:41:20.649895, cost_time=0:00:25.040165 2021-04-10 02:41:18,288 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=2.02ms, fps=1744 images/s, loss=3.2181, top1-acc=17.06%, top5-acc=48.98%, remaining_time=0:00:02.356304, arrival_time=2021-04-10 02:41:20.644720, cost_time=0:00:26.508348 2021-04-10 02:41:19,759 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.59ms, fps=1741 images/s, loss=3.2144, top1-acc=17.11%, top5-acc=49.15%, remaining_time=0:00:00.883560, arrival_time=2021-04-10 02:41:20.642938, cost_time=0:00:27.979353 2021-04-10 02:41:20,554 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=1.28ms, fps=1712 images/s, loss=3.2111, top1-acc=17.20%, top5-acc=49.24%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:20.554007, cost_time=0:00:28.773991 2021-04-10 02:41:21,160 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=3.16ms, fps=4227 images/s, loss=3.0565, top1-acc=19.45%, top5-acc=53.98%, remaining_time=0:00:01.816800, arrival_time=2021-04-10 02:41:22.977513, cost_time=0:00:00.605601 2021-04-10 02:41:21,639 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=1.56ms, fps=5352 images/s, loss=3.0775, top1-acc=19.65%, top5-acc=52.79%, remaining_time=0:00:01.084260, arrival_time=2021-04-10 02:41:22.723679, cost_time=0:00:01.084263 2021-04-10 02:41:22,116 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=0.20ms, fps=5367 images/s, loss=3.0670, top1-acc=19.53%, top5-acc=53.33%, remaining_time=0:00:00.520590, arrival_time=2021-04-10 02:41:22.637463, cost_time=0:00:01.561765 2021-04-10 02:41:22,555 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.07ms, fps=5295 images/s, loss=3.0682, top1-acc=19.49%, top5-acc=53.13%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:22.555302, cost_time=0:00:02.000212 2021-04-10 02:41:24,862 INFO : Epoch=0005 complete, best val top1-acc=19.49%, top5-acc=53.13% (epoch=5), remaining_time=1:47:05.553615, arrival_time=2021-04-10 04:28:30.416477, cost_time=0:02:44.757784 2021-04-10 02:41:24,864 INFO : Train start, epoch=0006, lr=0.099846 2021-04-10 02:41:26,519 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=1.41ms, fps=1547 images/s, loss=3.0984, top1-acc=19.96%, top5-acc=52.77%, remaining_time=0:00:30.785232, arrival_time=2021-04-10 02:41:57.304699, cost_time=0:00:01.655115 2021-04-10 02:41:27,983 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=1.93ms, fps=1750 images/s, loss=3.0502, top1-acc=20.35%, top5-acc=54.06%, remaining_time=0:00:27.443856, arrival_time=2021-04-10 02:41:55.426828, cost_time=0:00:03.118624 2021-04-10 02:41:29,454 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=1.41ms, fps=1741 images/s, loss=3.0488, top1-acc=20.47%, top5-acc=54.44%, remaining_time=0:00:25.397668, arrival_time=2021-04-10 02:41:54.851913, cost_time=0:00:04.589955 2021-04-10 02:41:30,913 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=2.14ms, fps=1754 images/s, loss=3.0373, top1-acc=20.84%, top5-acc=54.64%, remaining_time=0:00:23.593128, arrival_time=2021-04-10 02:41:54.506928, cost_time=0:00:06.049513 2021-04-10 02:41:32,377 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=2.53ms, fps=1750 images/s, loss=3.0258, top1-acc=20.97%, top5-acc=54.87%, remaining_time=0:00:21.936792, arrival_time=2021-04-10 02:41:54.313747, cost_time=0:00:07.512609 2021-04-10 02:41:33,847 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=1.42ms, fps=1741 images/s, loss=3.0315, top1-acc=20.98%, top5-acc=54.82%, remaining_time=0:00:20.362600, arrival_time=2021-04-10 02:41:54.210405, cost_time=0:00:08.983473 2021-04-10 02:41:35,320 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=1.50ms, fps=1739 images/s, loss=3.0243, top1-acc=20.95%, top5-acc=54.98%, remaining_time=0:00:18.820368, arrival_time=2021-04-10 02:41:54.140387, cost_time=0:00:10.455734 2021-04-10 02:41:36,780 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=1.46ms, fps=1753 images/s, loss=3.0188, top1-acc=21.09%, top5-acc=55.09%, remaining_time=0:00:17.278316, arrival_time=2021-04-10 02:41:54.058663, cost_time=0:00:11.916058 2021-04-10 02:41:38,241 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=1.46ms, fps=1752 images/s, loss=3.0234, top1-acc=21.18%, top5-acc=55.05%, remaining_time=0:00:15.755416, arrival_time=2021-04-10 02:41:53.996925, cost_time=0:00:13.377214 2021-04-10 02:41:39,704 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=1.29ms, fps=1751 images/s, loss=3.0218, top1-acc=21.13%, top5-acc=55.02%, remaining_time=0:00:14.246208, arrival_time=2021-04-10 02:41:53.950391, cost_time=0:00:14.839848 2021-04-10 02:41:41,163 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=1.38ms, fps=1755 images/s, loss=3.0171, top1-acc=21.26%, top5-acc=55.13%, remaining_time=0:00:12.742964, arrival_time=2021-04-10 02:41:53.906355, cost_time=0:00:16.299099 2021-04-10 02:41:42,621 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=1.29ms, fps=1756 images/s, loss=3.0180, top1-acc=21.31%, top5-acc=55.07%, remaining_time=0:00:11.246404, arrival_time=2021-04-10 02:41:53.868179, cost_time=0:00:17.757485 2021-04-10 02:41:44,081 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=1.48ms, fps=1755 images/s, loss=3.0117, top1-acc=21.47%, top5-acc=55.27%, remaining_time=0:00:09.756252, arrival_time=2021-04-10 02:41:53.837403, cost_time=0:00:19.216866 2021-04-10 02:41:45,537 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=1.53ms, fps=1759 images/s, loss=3.0052, top1-acc=21.60%, top5-acc=55.48%, remaining_time=0:00:08.269128, arrival_time=2021-04-10 02:41:53.806199, cost_time=0:00:20.672781 2021-04-10 02:41:46,994 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=1.38ms, fps=1758 images/s, loss=3.0007, top1-acc=21.74%, top5-acc=55.52%, remaining_time=0:00:06.786472, arrival_time=2021-04-10 02:41:53.780518, cost_time=0:00:22.129753 2021-04-10 02:41:48,459 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=1.53ms, fps=1747 images/s, loss=3.0010, top1-acc=21.70%, top5-acc=55.50%, remaining_time=0:00:05.308992, arrival_time=2021-04-10 02:41:53.768870, cost_time=0:00:23.595564 2021-04-10 02:41:49,927 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=1.49ms, fps=1745 images/s, loss=2.9965, top1-acc=21.82%, top5-acc=55.65%, remaining_time=0:00:03.833154, arrival_time=2021-04-10 02:41:53.760421, cost_time=0:00:25.062970 2021-04-10 02:41:51,391 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=1.80ms, fps=1749 images/s, loss=2.9936, top1-acc=21.88%, top5-acc=55.70%, remaining_time=0:00:02.357936, arrival_time=2021-04-10 02:41:53.748943, cost_time=0:00:26.526720 2021-04-10 02:41:52,856 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=1.21ms, fps=1747 images/s, loss=2.9903, top1-acc=21.91%, top5-acc=55.84%, remaining_time=0:00:00.883968, arrival_time=2021-04-10 02:41:53.740547, cost_time=0:00:27.992281 2021-04-10 02:41:53,652 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=1.43ms, fps=1710 images/s, loss=2.9870, top1-acc=21.93%, top5-acc=55.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:53.652087, cost_time=0:00:28.787793 2021-04-10 02:41:54,238 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=0.19ms, fps=4377 images/s, loss=3.4866, top1-acc=18.28%, top5-acc=45.47%, remaining_time=0:00:01.754430, arrival_time=2021-04-10 02:41:55.992635, cost_time=0:00:00.584813 2021-04-10 02:41:54,716 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=1.73ms, fps=5362 images/s, loss=3.4790, top1-acc=17.70%, top5-acc=45.61%, remaining_time=0:00:01.062620, arrival_time=2021-04-10 02:41:55.778624, cost_time=0:00:01.062620 2021-04-10 02:41:55,202 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=1.29ms, fps=5272 images/s, loss=3.4858, top1-acc=17.62%, top5-acc=45.51%, remaining_time=0:00:00.516180, arrival_time=2021-04-10 02:41:55.718279, cost_time=0:00:01.548550 2021-04-10 02:41:55,644 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.08ms, fps=5256 images/s, loss=3.4901, top1-acc=17.45%, top5-acc=45.25%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:55.644135, cost_time=0:00:01.990756 2021-04-10 02:41:57,523 INFO : Epoch=0006 complete, best val top1-acc=19.49%, top5-acc=53.13% (epoch=5), remaining_time=1:46:23.181224, arrival_time=2021-04-10 04:28:20.704268, cost_time=0:03:17.417976 2021-04-10 02:41:57,524 INFO : Train start, epoch=0007, lr=0.099778 2021-04-10 02:41:59,218 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=1.55ms, fps=1511 images/s, loss=2.8668, top1-acc=25.78%, top5-acc=59.45%, remaining_time=0:00:31.522722, arrival_time=2021-04-10 02:42:30.741626, cost_time=0:00:01.694773 2021-04-10 02:42:00,676 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=1.44ms, fps=1757 images/s, loss=2.8794, top1-acc=24.77%, top5-acc=58.93%, remaining_time=0:00:27.742528, arrival_time=2021-04-10 02:42:28.419215, cost_time=0:00:03.152552 2021-04-10 02:42:02,148 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=1.64ms, fps=1740 images/s, loss=2.8824, top1-acc=24.41%, top5-acc=58.65%, remaining_time=0:00:25.589730, arrival_time=2021-04-10 02:42:27.738543, cost_time=0:00:04.624643 2021-04-10 02:42:03,617 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=1.45ms, fps=1743 images/s, loss=2.8607, top1-acc=24.71%, top5-acc=59.41%, remaining_time=0:00:23.765040, arrival_time=2021-04-10 02:42:27.382905, cost_time=0:00:06.093615 2021-04-10 02:42:05,083 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=2.04ms, fps=1748 images/s, loss=2.8505, top1-acc=25.00%, top5-acc=59.70%, remaining_time=0:00:22.071842, arrival_time=2021-04-10 02:42:27.154907, cost_time=0:00:07.558845 2021-04-10 02:42:06,540 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=1.77ms, fps=1757 images/s, loss=2.8445, top1-acc=25.12%, top5-acc=59.85%, remaining_time=0:00:20.437536, arrival_time=2021-04-10 02:42:26.978247, cost_time=0:00:09.016556 2021-04-10 02:42:08,002 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=1.65ms, fps=1752 images/s, loss=2.8342, top1-acc=25.31%, top5-acc=60.09%, remaining_time=0:00:18.861318, arrival_time=2021-04-10 02:42:26.863979, cost_time=0:00:10.478491 2021-04-10 02:42:09,471 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=1.52ms, fps=1744 images/s, loss=2.8367, top1-acc=25.10%, top5-acc=60.17%, remaining_time=0:00:17.323324, arrival_time=2021-04-10 02:42:26.794608, cost_time=0:00:11.947083 2021-04-10 02:42:10,926 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=1.29ms, fps=1759 images/s, loss=2.8313, top1-acc=25.24%, top5-acc=60.35%, remaining_time=0:00:15.785308, arrival_time=2021-04-10 02:42:26.712116, cost_time=0:00:13.402661 2021-04-10 02:42:12,389 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=1.60ms, fps=1751 images/s, loss=2.8347, top1-acc=25.09%, top5-acc=60.21%, remaining_time=0:00:14.270400, arrival_time=2021-04-10 02:42:26.659496, cost_time=0:00:14.864967 2021-04-10 02:42:13,853 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=1.48ms, fps=1749 images/s, loss=2.8319, top1-acc=25.13%, top5-acc=60.20%, remaining_time=0:00:12.766356, arrival_time=2021-04-10 02:42:26.619505, cost_time=0:00:16.329011 2021-04-10 02:42:15,315 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=1.46ms, fps=1751 images/s, loss=2.8318, top1-acc=25.17%, top5-acc=60.34%, remaining_time=0:00:11.267912, arrival_time=2021-04-10 02:42:26.583592, cost_time=0:00:17.791494 2021-04-10 02:42:16,774 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=1.52ms, fps=1756 images/s, loss=2.8283, top1-acc=25.25%, top5-acc=60.38%, remaining_time=0:00:09.773148, arrival_time=2021-04-10 02:42:26.547481, cost_time=0:00:19.250180 2021-04-10 02:42:18,244 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=1.68ms, fps=1742 images/s, loss=2.8251, top1-acc=25.31%, top5-acc=60.49%, remaining_time=0:00:08.288112, arrival_time=2021-04-10 02:42:26.532506, cost_time=0:00:20.720251 2021-04-10 02:42:19,704 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=1.42ms, fps=1754 images/s, loss=2.8229, top1-acc=25.28%, top5-acc=60.54%, remaining_time=0:00:06.801928, arrival_time=2021-04-10 02:42:26.506228, cost_time=0:00:22.180164 2021-04-10 02:42:21,164 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=1.34ms, fps=1753 images/s, loss=2.8159, top1-acc=25.35%, top5-acc=60.73%, remaining_time=0:00:05.319144, arrival_time=2021-04-10 02:42:26.483970, cost_time=0:00:23.640702 2021-04-10 02:42:22,630 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=1.58ms, fps=1747 images/s, loss=2.8120, top1-acc=25.41%, top5-acc=60.85%, remaining_time=0:00:03.839784, arrival_time=2021-04-10 02:42:26.470265, cost_time=0:00:25.106344 2021-04-10 02:42:24,090 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=1.50ms, fps=1754 images/s, loss=2.8077, top1-acc=25.54%, top5-acc=60.94%, remaining_time=0:00:02.361472, arrival_time=2021-04-10 02:42:26.452245, cost_time=0:00:26.566603 2021-04-10 02:42:25,552 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.21ms, fps=1751 images/s, loss=2.8025, top1-acc=25.67%, top5-acc=61.03%, remaining_time=0:00:00.885120, arrival_time=2021-04-10 02:42:26.438035, cost_time=0:00:28.028782 2021-04-10 02:42:26,350 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=1.21ms, fps=1706 images/s, loss=2.8003, top1-acc=25.70%, top5-acc=61.09%, remaining_time=0:00:00, arrival_time=2021-04-10 02:42:26.350444, cost_time=0:00:28.826309 2021-04-10 02:42:26,914 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=2.46ms, fps=4545 images/s, loss=3.5192, top1-acc=19.10%, top5-acc=44.34%, remaining_time=0:00:01.689600, arrival_time=2021-04-10 02:42:28.604378, cost_time=0:00:00.563205 2021-04-10 02:42:27,399 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=1.44ms, fps=5295 images/s, loss=3.4829, top1-acc=19.14%, top5-acc=45.08%, remaining_time=0:00:01.047520, arrival_time=2021-04-10 02:42:28.446582, cost_time=0:00:01.047523 2021-04-10 02:42:27,882 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=2.53ms, fps=5298 images/s, loss=3.4828, top1-acc=19.04%, top5-acc=44.83%, remaining_time=0:00:00.510350, arrival_time=2021-04-10 02:42:28.392975, cost_time=0:00:01.531051 2021-04-10 02:42:28,343 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.08ms, fps=5046 images/s, loss=3.4926, top1-acc=18.73%, top5-acc=45.07%, remaining_time=0:00:00, arrival_time=2021-04-10 02:42:28.343047, cost_time=0:00:01.991494 2021-04-10 02:42:29,407 INFO : Epoch=0007 complete, best val top1-acc=19.49%, top5-acc=53.13% (epoch=5), remaining_time=1:45:22.186499, arrival_time=2021-04-10 04:27:51.593632, cost_time=0:03:49.302102 2021-04-10 02:42:29,407 INFO : Train start, epoch=0008, lr=0.099698 2021-04-10 02:42:31,050 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=0.37ms, fps=1558 images/s, loss=2.7535, top1-acc=26.21%, top5-acc=62.11%, remaining_time=0:00:30.552732, arrival_time=2021-04-10 02:43:01.603215, cost_time=0:00:01.642623 2021-04-10 02:42:32,515 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=2.20ms, fps=1748 images/s, loss=2.7140, top1-acc=26.48%, top5-acc=63.34%, remaining_time=0:00:27.349168, arrival_time=2021-04-10 02:42:59.864943, cost_time=0:00:03.107863 2021-04-10 02:42:33,985 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=1.99ms, fps=1742 images/s, loss=2.7042, top1-acc=27.06%, top5-acc=63.58%, remaining_time=0:00:25.330604, arrival_time=2021-04-10 02:42:59.316289, cost_time=0:00:04.577825 2021-04-10 02:42:35,447 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=1.38ms, fps=1752 images/s, loss=2.7000, top1-acc=27.30%, top5-acc=63.44%, remaining_time=0:00:23.552412, arrival_time=2021-04-10 02:42:58.999451, cost_time=0:00:06.039095 2021-04-10 02:42:36,909 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=2.03ms, fps=1751 images/s, loss=2.6957, top1-acc=27.56%, top5-acc=63.68%, remaining_time=0:00:21.904088, arrival_time=2021-04-10 02:42:58.813426, cost_time=0:00:07.501407 2021-04-10 02:42:38,374 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=1.39ms, fps=1748 images/s, loss=2.6867, top1-acc=27.87%, top5-acc=63.95%, remaining_time=0:00:20.324792, arrival_time=2021-04-10 02:42:58.699484, cost_time=0:00:08.966825 2021-04-10 02:42:39,833 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.32ms, fps=1756 images/s, loss=2.6848, top1-acc=27.92%, top5-acc=63.88%, remaining_time=0:00:18.765684, arrival_time=2021-04-10 02:42:58.598962, cost_time=0:00:10.425359 2021-04-10 02:42:41,294 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=1.57ms, fps=1753 images/s, loss=2.6793, top1-acc=28.14%, top5-acc=64.07%, remaining_time=0:00:17.235280, arrival_time=2021-04-10 02:42:58.529510, cost_time=0:00:11.886368 2021-04-10 02:42:42,761 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=2.01ms, fps=1745 images/s, loss=2.6709, top1-acc=28.34%, top5-acc=64.21%, remaining_time=0:00:15.728068, arrival_time=2021-04-10 02:42:58.489982, cost_time=0:00:13.354052 2021-04-10 02:42:44,223 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=1.35ms, fps=1752 images/s, loss=2.6657, top1-acc=28.43%, top5-acc=64.29%, remaining_time=0:00:14.223360, arrival_time=2021-04-10 02:42:58.447226, cost_time=0:00:14.816003 2021-04-10 02:42:45,686 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=1.95ms, fps=1751 images/s, loss=2.6609, top1-acc=28.51%, top5-acc=64.36%, remaining_time=0:00:12.726796, arrival_time=2021-04-10 02:42:58.413093, cost_time=0:00:16.278454 2021-04-10 02:42:47,147 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=1.81ms, fps=1753 images/s, loss=2.6580, top1-acc=28.68%, top5-acc=64.49%, remaining_time=0:00:11.234852, arrival_time=2021-04-10 02:42:58.381968, cost_time=0:00:17.739245 2021-04-10 02:42:48,607 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.48ms, fps=1754 images/s, loss=2.6609, top1-acc=28.62%, top5-acc=64.34%, remaining_time=0:00:09.747276, arrival_time=2021-04-10 02:42:58.354292, cost_time=0:00:19.199153 2021-04-10 02:42:50,073 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=1.39ms, fps=1746 images/s, loss=2.6625, top1-acc=28.74%, top5-acc=64.20%, remaining_time=0:00:08.266272, arrival_time=2021-04-10 02:42:58.339802, cost_time=0:00:20.665669 2021-04-10 02:42:51,536 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=1.31ms, fps=1750 images/s, loss=2.6604, top1-acc=28.84%, top5-acc=64.29%, remaining_time=0:00:06.786196, arrival_time=2021-04-10 02:42:58.322952, cost_time=0:00:22.128900 2021-04-10 02:42:52,999 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.39ms, fps=1751 images/s, loss=2.6566, top1-acc=28.85%, top5-acc=64.36%, remaining_time=0:00:05.308092, arrival_time=2021-04-10 02:42:58.307404, cost_time=0:00:23.591454 2021-04-10 02:42:54,463 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.50ms, fps=1748 images/s, loss=2.6531, top1-acc=29.06%, top5-acc=64.44%, remaining_time=0:00:03.832114, arrival_time=2021-04-10 02:42:58.296053, cost_time=0:00:25.056065 2021-04-10 02:42:55,931 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=1.44ms, fps=1745 images/s, loss=2.6516, top1-acc=29.16%, top5-acc=64.47%, remaining_time=0:00:02.357664, arrival_time=2021-04-10 02:42:58.289288, cost_time=0:00:26.523728 2021-04-10 02:42:57,398 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.42ms, fps=1746 images/s, loss=2.6494, top1-acc=29.20%, top5-acc=64.53%, remaining_time=0:00:00.883920, arrival_time=2021-04-10 02:42:58.282577, cost_time=0:00:27.990792 2021-04-10 02:42:58,195 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=1.27ms, fps=1707 images/s, loss=2.6452, top1-acc=29.29%, top5-acc=64.64%, remaining_time=0:00:00, arrival_time=2021-04-10 02:42:58.195718, cost_time=0:00:28.787825 2021-04-10 02:42:58,761 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=0.19ms, fps=4539 images/s, loss=3.0255, top1-acc=26.17%, top5-acc=55.43%, remaining_time=0:00:01.692000, arrival_time=2021-04-10 02:43:00.452961, cost_time=0:00:00.564005 2021-04-10 02:42:59,243 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=1.86ms, fps=5307 images/s, loss=3.0410, top1-acc=25.47%, top5-acc=55.51%, remaining_time=0:00:01.046720, arrival_time=2021-04-10 02:43:00.290399, cost_time=0:00:01.046715 2021-04-10 02:42:59,723 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=1.54ms, fps=5342 images/s, loss=3.0522, top1-acc=25.01%, top5-acc=54.84%, remaining_time=0:00:00.508780, arrival_time=2021-04-10 02:43:00.232074, cost_time=0:00:01.526337 2021-04-10 02:43:00,173 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=0.08ms, fps=5160 images/s, loss=3.0444, top1-acc=25.13%, top5-acc=55.12%, remaining_time=0:00:00, arrival_time=2021-04-10 02:43:00.173252, cost_time=0:00:01.976298 2021-04-10 02:43:02,765 INFO : Epoch=0008 complete, best val top1-acc=25.13%, top5-acc=55.12% (epoch=8), remaining_time=1:45:03.842880, arrival_time=2021-04-10 04:28:06.608040, cost_time=0:04:22.660118 2021-04-10 02:43:02,765 INFO : Train start, epoch=0009, lr=0.099606 2021-04-10 02:43:04,407 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=0.28ms, fps=1560 images/s, loss=2.5459, top1-acc=31.95%, top5-acc=66.64%, remaining_time=0:00:30.531528, arrival_time=2021-04-10 02:43:34.938940, cost_time=0:00:01.641480 2021-04-10 02:43:05,878 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=1.40ms, fps=1741 images/s, loss=2.5233, top1-acc=32.34%, top5-acc=67.50%, remaining_time=0:00:27.390352, arrival_time=2021-04-10 02:43:33.268793, cost_time=0:00:03.112531 2021-04-10 02:43:07,388 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=1.55ms, fps=1696 images/s, loss=2.5438, top1-acc=32.01%, top5-acc=67.15%, remaining_time=0:00:25.576948, arrival_time=2021-04-10 02:43:32.965332, cost_time=0:00:04.622346 2021-04-10 02:43:08,852 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=1.32ms, fps=1749 images/s, loss=2.5587, top1-acc=31.56%, top5-acc=66.86%, remaining_time=0:00:23.738208, arrival_time=2021-04-10 02:43:32.590854, cost_time=0:00:06.086736 2021-04-10 02:43:10,316 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=1.34ms, fps=1750 images/s, loss=2.5566, top1-acc=31.47%, top5-acc=66.99%, remaining_time=0:00:22.046292, arrival_time=2021-04-10 02:43:32.362358, cost_time=0:00:07.550103 2021-04-10 02:43:11,780 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=1.33ms, fps=1749 images/s, loss=2.5525, top1-acc=31.59%, top5-acc=67.14%, remaining_time=0:00:20.432912, arrival_time=2021-04-10 02:43:32.213375, cost_time=0:00:09.014519 2021-04-10 02:43:13,262 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=2.27ms, fps=1729 images/s, loss=2.5481, top1-acc=31.58%, top5-acc=67.09%, remaining_time=0:00:18.892944, arrival_time=2021-04-10 02:43:32.154994, cost_time=0:00:10.496089 2021-04-10 02:43:14,734 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=1.28ms, fps=1740 images/s, loss=2.5487, top1-acc=31.79%, top5-acc=66.99%, remaining_time=0:00:17.354064, arrival_time=2021-04-10 02:43:32.088365, cost_time=0:00:11.968314 2021-04-10 02:43:16,205 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.44ms, fps=1741 images/s, loss=2.5496, top1-acc=31.66%, top5-acc=67.03%, remaining_time=0:00:15.828556, arrival_time=2021-04-10 02:43:32.033796, cost_time=0:00:13.439328 2021-04-10 02:43:17,667 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=1.30ms, fps=1752 images/s, loss=2.5463, top1-acc=31.75%, top5-acc=67.11%, remaining_time=0:00:14.304960, arrival_time=2021-04-10 02:43:31.971946, cost_time=0:00:14.900963 2021-04-10 02:43:19,134 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=1.62ms, fps=1745 images/s, loss=2.5469, top1-acc=31.76%, top5-acc=67.07%, remaining_time=0:00:12.797230, arrival_time=2021-04-10 02:43:31.931752, cost_time=0:00:16.368537 2021-04-10 02:43:20,597 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=1.57ms, fps=1750 images/s, loss=2.5472, top1-acc=31.80%, top5-acc=67.09%, remaining_time=0:00:11.293448, arrival_time=2021-04-10 02:43:31.891106, cost_time=0:00:17.831759 2021-04-10 02:43:22,064 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=1.48ms, fps=1746 images/s, loss=2.5460, top1-acc=31.87%, top5-acc=67.13%, remaining_time=0:00:09.797502, arrival_time=2021-04-10 02:43:31.861481, cost_time=0:00:19.298073 2021-04-10 02:43:23,525 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=1.65ms, fps=1752 images/s, loss=2.5448, top1-acc=31.93%, top5-acc=67.19%, remaining_time=0:00:08.303848, arrival_time=2021-04-10 02:43:31.829419, cost_time=0:00:20.759673 2021-04-10 02:43:24,990 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=2.01ms, fps=1748 images/s, loss=2.5425, top1-acc=32.07%, top5-acc=67.22%, remaining_time=0:00:06.815498, arrival_time=2021-04-10 02:43:31.806066, cost_time=0:00:22.224505 2021-04-10 02:43:26,454 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=1.67ms, fps=1750 images/s, loss=2.5441, top1-acc=32.03%, top5-acc=67.09%, remaining_time=0:00:05.329836, arrival_time=2021-04-10 02:43:31.783880, cost_time=0:00:23.688105 2021-04-10 02:43:27,936 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=1.43ms, fps=1728 images/s, loss=2.5437, top1-acc=32.05%, top5-acc=67.07%, remaining_time=0:00:03.849534, arrival_time=2021-04-10 02:43:31.785534, cost_time=0:00:25.170111 2021-04-10 02:43:29,393 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=1.41ms, fps=1757 images/s, loss=2.5408, top1-acc=32.09%, top5-acc=67.13%, remaining_time=0:00:02.366928, arrival_time=2021-04-10 02:43:31.760721, cost_time=0:00:26.627882 2021-04-10 02:43:30,856 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.33ms, fps=1751 images/s, loss=2.5399, top1-acc=32.20%, top5-acc=67.21%, remaining_time=0:00:00.887064, arrival_time=2021-04-10 02:43:31.743307, cost_time=0:00:28.090347 2021-04-10 02:43:31,652 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=1.28ms, fps=1710 images/s, loss=2.5388, top1-acc=32.22%, top5-acc=67.23%, remaining_time=0:00:00, arrival_time=2021-04-10 02:43:31.652086, cost_time=0:00:28.886137 2021-04-10 02:43:32,211 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=0.19ms, fps=4590 images/s, loss=2.8989, top1-acc=27.50%, top5-acc=58.28%, remaining_time=0:00:01.673040, arrival_time=2021-04-10 02:43:33.884409, cost_time=0:00:00.557679 2021-04-10 02:43:32,692 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=2.41ms, fps=5327 images/s, loss=2.8865, top1-acc=28.50%, top5-acc=58.42%, remaining_time=0:00:01.038720, arrival_time=2021-04-10 02:43:33.731138, cost_time=0:00:01.038721 2021-04-10 02:43:33,177 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=1.64ms, fps=5283 images/s, loss=2.8618, top1-acc=28.45%, top5-acc=58.96%, remaining_time=0:00:00.508010, arrival_time=2021-04-10 02:43:33.685686, cost_time=0:00:01.524020 2021-04-10 02:43:33,616 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=0.10ms, fps=5297 images/s, loss=2.8836, top1-acc=28.08%, top5-acc=58.83%, remaining_time=0:00:00, arrival_time=2021-04-10 02:43:33.616025, cost_time=0:00:01.962404 2021-04-10 02:43:35,682 INFO : Epoch=0009 complete, best val top1-acc=28.08%, top5-acc=58.83% (epoch=9), remaining_time=1:44:32.813023, arrival_time=2021-04-10 04:28:08.495625, cost_time=0:04:55.577573 2021-04-10 02:43:35,683 INFO : Train start, epoch=0010, lr=0.099501 2021-04-10 02:43:37,313 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=1.77ms, fps=1571 images/s, loss=2.4748, top1-acc=33.16%, top5-acc=69.65%, remaining_time=0:00:30.309630, arrival_time=2021-04-10 02:44:07.622566, cost_time=0:00:01.629549 2021-04-10 02:43:38,776 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=1.42ms, fps=1749 images/s, loss=2.4446, top1-acc=33.42%, top5-acc=70.08%, remaining_time=0:00:27.223328, arrival_time=2021-04-10 02:44:06.000238, cost_time=0:00:03.093557 2021-04-10 02:43:40,255 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=1.38ms, fps=1732 images/s, loss=2.4388, top1-acc=34.15%, top5-acc=70.00%, remaining_time=0:00:25.299064, arrival_time=2021-04-10 02:44:05.554507, cost_time=0:00:04.572114 2021-04-10 02:43:41,720 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.43ms, fps=1748 images/s, loss=2.4288, top1-acc=34.35%, top5-acc=70.05%, remaining_time=0:00:23.544612, arrival_time=2021-04-10 02:44:05.265004, cost_time=0:00:06.037078 2021-04-10 02:43:43,182 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=1.63ms, fps=1751 images/s, loss=2.4180, top1-acc=34.80%, top5-acc=70.17%, remaining_time=0:00:21.898540, arrival_time=2021-04-10 02:44:05.081373, cost_time=0:00:07.499509 2021-04-10 02:43:44,649 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=1.53ms, fps=1746 images/s, loss=2.4319, top1-acc=34.60%, top5-acc=69.78%, remaining_time=0:00:20.323160, arrival_time=2021-04-10 02:44:04.972577, cost_time=0:00:08.966095 2021-04-10 02:43:46,114 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=1.51ms, fps=1749 images/s, loss=2.4322, top1-acc=34.48%, top5-acc=69.79%, remaining_time=0:00:18.775008, arrival_time=2021-04-10 02:44:04.888987, cost_time=0:00:10.430543 2021-04-10 02:43:47,580 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=1.57ms, fps=1746 images/s, loss=2.4352, top1-acc=34.39%, top5-acc=69.82%, remaining_time=0:00:17.251056, arrival_time=2021-04-10 02:44:04.831720, cost_time=0:00:11.897270 2021-04-10 02:43:49,040 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=1.49ms, fps=1754 images/s, loss=2.4337, top1-acc=34.45%, top5-acc=69.82%, remaining_time=0:00:15.731778, arrival_time=2021-04-10 02:44:04.772313, cost_time=0:00:13.357184 2021-04-10 02:43:50,505 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=1.95ms, fps=1749 images/s, loss=2.4366, top1-acc=34.26%, top5-acc=69.71%, remaining_time=0:00:14.228832, arrival_time=2021-04-10 02:44:04.733953, cost_time=0:00:14.821748 2021-04-10 02:43:51,975 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=1.53ms, fps=1741 images/s, loss=2.4374, top1-acc=34.32%, top5-acc=69.64%, remaining_time=0:00:12.737632, arrival_time=2021-04-10 02:44:04.713302, cost_time=0:00:16.292347 2021-04-10 02:43:53,444 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=1.40ms, fps=1744 images/s, loss=2.4341, top1-acc=34.34%, top5-acc=69.75%, remaining_time=0:00:11.248608, arrival_time=2021-04-10 02:44:04.692893, cost_time=0:00:17.760953 2021-04-10 02:43:54,909 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.39ms, fps=1747 images/s, loss=2.4283, top1-acc=34.42%, top5-acc=69.78%, remaining_time=0:00:09.761070, arrival_time=2021-04-10 02:44:04.670733, cost_time=0:00:19.226340 2021-04-10 02:43:56,376 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=1.63ms, fps=1746 images/s, loss=2.4298, top1-acc=34.47%, top5-acc=69.75%, remaining_time=0:00:08.277192, arrival_time=2021-04-10 02:44:04.653529, cost_time=0:00:20.692951 2021-04-10 02:43:57,839 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=1.48ms, fps=1750 images/s, loss=2.4307, top1-acc=34.55%, top5-acc=69.70%, remaining_time=0:00:06.794522, arrival_time=2021-04-10 02:44:04.633990, cost_time=0:00:22.156103 2021-04-10 02:43:59,303 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=1.43ms, fps=1750 images/s, loss=2.4314, top1-acc=34.59%, top5-acc=69.68%, remaining_time=0:00:05.314428, arrival_time=2021-04-10 02:44:04.617462, cost_time=0:00:23.619716 2021-04-10 02:44:00,768 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=1.94ms, fps=1747 images/s, loss=2.4309, top1-acc=34.68%, top5-acc=69.66%, remaining_time=0:00:03.836612, arrival_time=2021-04-10 02:44:04.605519, cost_time=0:00:25.085600 2021-04-10 02:44:02,242 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=1.50ms, fps=1738 images/s, loss=2.4270, top1-acc=34.79%, top5-acc=69.72%, remaining_time=0:00:02.360784, arrival_time=2021-04-10 02:44:04.602890, cost_time=0:00:26.558785 2021-04-10 02:44:03,707 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=1.90ms, fps=1748 images/s, loss=2.4256, top1-acc=34.90%, top5-acc=69.73%, remaining_time=0:00:00.884964, arrival_time=2021-04-10 02:44:04.592304, cost_time=0:00:28.023942 2021-04-10 02:44:04,507 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=1.25ms, fps=1701 images/s, loss=2.4274, top1-acc=34.85%, top5-acc=69.71%, remaining_time=0:00:00, arrival_time=2021-04-10 02:44:04.507390, cost_time=0:00:28.824070 2021-04-10 02:44:05,059 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=0.20ms, fps=4645 images/s, loss=2.5610, top1-acc=33.20%, top5-acc=66.95%, remaining_time=0:00:01.653390, arrival_time=2021-04-10 02:44:06.713034, cost_time=0:00:00.551134 2021-04-10 02:44:05,540 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=1.31ms, fps=5330 images/s, loss=2.5620, top1-acc=32.36%, top5-acc=66.31%, remaining_time=0:00:01.031780, arrival_time=2021-04-10 02:44:06.572047, cost_time=0:00:01.031777 2021-04-10 02:44:06,020 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=1.42ms, fps=5334 images/s, loss=2.5840, top1-acc=32.04%, top5-acc=65.81%, remaining_time=0:00:00.503990, arrival_time=2021-04-10 02:44:06.524700, cost_time=0:00:01.511979 2021-04-10 02:44:06,462 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.08ms, fps=5263 images/s, loss=2.5585, top1-acc=32.57%, top5-acc=66.01%, remaining_time=0:00:00, arrival_time=2021-04-10 02:44:06.462056, cost_time=0:00:01.953536 2021-04-10 02:44:08,504 INFO : Epoch=0010 complete, best val top1-acc=32.57%, top5-acc=66.01% (epoch=10), remaining_time=1:43:59.583090, arrival_time=2021-04-10 04:28:08.087266, cost_time=0:05:28.399114 2021-04-10 02:44:08,505 INFO : Train start, epoch=0011, lr=0.099384 2021-04-10 02:44:10,141 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=0.26ms, fps=1565 images/s, loss=2.3868, top1-acc=34.80%, top5-acc=70.23%, remaining_time=0:00:30.429786, arrival_time=2021-04-10 02:44:40.571109, cost_time=0:00:01.636006 2021-04-10 02:44:11,610 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=1.37ms, fps=1743 images/s, loss=2.3684, top1-acc=35.45%, top5-acc=70.33%, remaining_time=0:00:27.327344, arrival_time=2021-04-10 02:44:38.938086, cost_time=0:00:03.105387 2021-04-10 02:44:13,075 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=1.40ms, fps=1748 images/s, loss=2.3554, top1-acc=36.16%, top5-acc=70.64%, remaining_time=0:00:25.288108, arrival_time=2021-04-10 02:44:38.363505, cost_time=0:00:04.570147 2021-04-10 02:44:14,541 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=2.16ms, fps=1747 images/s, loss=2.3620, top1-acc=35.69%, top5-acc=70.63%, remaining_time=0:00:23.539620, arrival_time=2021-04-10 02:44:38.080720, cost_time=0:00:06.035789 2021-04-10 02:44:16,003 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=1.35ms, fps=1751 images/s, loss=2.3608, top1-acc=35.71%, top5-acc=70.55%, remaining_time=0:00:21.895912, arrival_time=2021-04-10 02:44:37.899778, cost_time=0:00:07.498576 2021-04-10 02:44:17,467 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=1.40ms, fps=1750 images/s, loss=2.3575, top1-acc=35.84%, top5-acc=70.70%, remaining_time=0:00:20.313776, arrival_time=2021-04-10 02:44:37.780975, cost_time=0:00:08.961941 2021-04-10 02:44:18,930 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=1.45ms, fps=1750 images/s, loss=2.3534, top1-acc=36.02%, top5-acc=70.83%, remaining_time=0:00:18.765684, arrival_time=2021-04-10 02:44:37.696340, cost_time=0:00:10.425406 2021-04-10 02:44:20,386 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.64ms, fps=1760 images/s, loss=2.3510, top1-acc=36.04%, top5-acc=70.88%, remaining_time=0:00:17.227044, arrival_time=2021-04-10 02:44:37.613062, cost_time=0:00:11.880753 2021-04-10 02:44:21,847 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=1.46ms, fps=1752 images/s, loss=2.3439, top1-acc=36.19%, top5-acc=71.00%, remaining_time=0:00:15.714076, arrival_time=2021-04-10 02:44:37.561656, cost_time=0:00:13.342144 2021-04-10 02:44:23,316 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=1.44ms, fps=1743 images/s, loss=2.3428, top1-acc=36.28%, top5-acc=71.00%, remaining_time=0:00:14.219040, arrival_time=2021-04-10 02:44:37.535826, cost_time=0:00:14.811484 2021-04-10 02:44:24,776 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=1.34ms, fps=1755 images/s, loss=2.3456, top1-acc=36.37%, top5-acc=71.02%, remaining_time=0:00:12.720948, arrival_time=2021-04-10 02:44:37.497255, cost_time=0:00:16.271033 2021-04-10 02:44:26,231 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=1.36ms, fps=1759 images/s, loss=2.3480, top1-acc=36.40%, top5-acc=71.03%, remaining_time=0:00:11.226796, arrival_time=2021-04-10 02:44:37.458521, cost_time=0:00:17.726470 2021-04-10 02:44:27,699 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=2.03ms, fps=1745 images/s, loss=2.3457, top1-acc=36.41%, top5-acc=71.02%, remaining_time=0:00:09.744702, arrival_time=2021-04-10 02:44:37.444127, cost_time=0:00:19.194173 2021-04-10 02:44:29,170 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=1.93ms, fps=1741 images/s, loss=2.3404, top1-acc=36.51%, top5-acc=71.13%, remaining_time=0:00:08.266104, arrival_time=2021-04-10 02:44:37.436738, cost_time=0:00:20.665315 2021-04-10 02:44:30,630 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=1.53ms, fps=1755 images/s, loss=2.3413, top1-acc=36.41%, top5-acc=71.16%, remaining_time=0:00:06.784908, arrival_time=2021-04-10 02:44:37.415104, cost_time=0:00:22.124721 2021-04-10 02:44:32,096 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=1.77ms, fps=1747 images/s, loss=2.3423, top1-acc=36.38%, top5-acc=71.16%, remaining_time=0:00:05.307912, arrival_time=2021-04-10 02:44:37.403958, cost_time=0:00:23.590758 2021-04-10 02:44:33,565 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=1.44ms, fps=1742 images/s, loss=2.3380, top1-acc=36.53%, top5-acc=71.31%, remaining_time=0:00:03.832816, arrival_time=2021-04-10 02:44:37.398760, cost_time=0:00:25.060690 2021-04-10 02:44:35,037 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=1.89ms, fps=1740 images/s, loss=2.3354, top1-acc=36.69%, top5-acc=71.39%, remaining_time=0:00:02.358416, arrival_time=2021-04-10 02:44:37.395954, cost_time=0:00:26.532203 2021-04-10 02:44:36,500 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.24ms, fps=1750 images/s, loss=2.3344, top1-acc=36.73%, top5-acc=71.45%, remaining_time=0:00:00.884070, arrival_time=2021-04-10 02:44:37.384884, cost_time=0:00:27.995515 2021-04-10 02:44:37,295 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=1.24ms, fps=1712 images/s, loss=2.3363, top1-acc=36.72%, top5-acc=71.49%, remaining_time=0:00:00, arrival_time=2021-04-10 02:44:37.295640, cost_time=0:00:28.790400 2021-04-10 02:44:37,884 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=0.20ms, fps=4356 images/s, loss=3.0012, top1-acc=26.41%, top5-acc=56.68%, remaining_time=0:00:01.762920, arrival_time=2021-04-10 02:44:39.647313, cost_time=0:00:00.587645 2021-04-10 02:44:38,368 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=1.57ms, fps=5297 images/s, loss=2.9891, top1-acc=27.27%, top5-acc=56.80%, remaining_time=0:00:01.071340, arrival_time=2021-04-10 02:44:39.439471, cost_time=0:00:01.071333 2021-04-10 02:44:38,846 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=1.45ms, fps=5353 images/s, loss=2.9924, top1-acc=26.64%, top5-acc=56.60%, remaining_time=0:00:00.516690, arrival_time=2021-04-10 02:44:39.363510, cost_time=0:00:01.550077 2021-04-10 02:44:39,284 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.09ms, fps=5302 images/s, loss=2.9921, top1-acc=26.69%, top5-acc=56.33%, remaining_time=0:00:00, arrival_time=2021-04-10 02:44:39.284729, cost_time=0:00:01.988011 2021-04-10 02:44:40,540 INFO : Epoch=0011 complete, best val top1-acc=32.57%, top5-acc=66.01% (epoch=10), remaining_time=1:43:12.937674, arrival_time=2021-04-10 04:27:53.478282, cost_time=0:06:00.435521 2021-04-10 02:44:40,541 INFO : Train start, epoch=0012, lr=0.099255 2021-04-10 02:44:42,204 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=0.39ms, fps=1540 images/s, loss=2.4116, top1-acc=35.20%, top5-acc=70.66%, remaining_time=0:00:30.913014, arrival_time=2021-04-10 02:45:13.117002, cost_time=0:00:01.661991 2021-04-10 02:44:43,668 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=1.30ms, fps=1749 images/s, loss=2.3658, top1-acc=36.60%, top5-acc=70.92%, remaining_time=0:00:27.514784, arrival_time=2021-04-10 02:45:11.183377, cost_time=0:00:03.126689 2021-04-10 02:44:45,128 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=1.47ms, fps=1754 images/s, loss=2.3394, top1-acc=37.04%, top5-acc=71.37%, remaining_time=0:00:25.378412, arrival_time=2021-04-10 02:45:10.506887, cost_time=0:00:04.586472 2021-04-10 02:44:46,590 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=1.32ms, fps=1752 images/s, loss=2.3284, top1-acc=37.28%, top5-acc=71.42%, remaining_time=0:00:23.589384, arrival_time=2021-04-10 02:45:10.179855, cost_time=0:00:06.048578 2021-04-10 02:44:48,056 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=1.49ms, fps=1746 images/s, loss=2.3205, top1-acc=37.73%, top5-acc=71.66%, remaining_time=0:00:21.943654, arrival_time=2021-04-10 02:45:10.000540, cost_time=0:00:07.514955 2021-04-10 02:44:49,520 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.41ms, fps=1750 images/s, loss=2.3070, top1-acc=37.96%, top5-acc=71.86%, remaining_time=0:00:20.351584, arrival_time=2021-04-10 02:45:09.872160, cost_time=0:00:08.978623 2021-04-10 02:44:50,984 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=1.40ms, fps=1750 images/s, loss=2.2995, top1-acc=38.40%, top5-acc=72.08%, remaining_time=0:00:18.795798, arrival_time=2021-04-10 02:45:09.779823, cost_time=0:00:10.442116 2021-04-10 02:44:52,458 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=2.20ms, fps=1736 images/s, loss=2.2873, top1-acc=38.70%, top5-acc=72.35%, remaining_time=0:00:17.279360, arrival_time=2021-04-10 02:45:09.738123, cost_time=0:00:11.916833 2021-04-10 02:44:53,929 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=1.40ms, fps=1742 images/s, loss=2.2884, top1-acc=38.64%, top5-acc=72.41%, remaining_time=0:00:15.766970, arrival_time=2021-04-10 02:45:09.695956, cost_time=0:00:13.387058 2021-04-10 02:44:55,389 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=1.36ms, fps=1754 images/s, loss=2.2853, top1-acc=38.62%, top5-acc=72.44%, remaining_time=0:00:14.253216, arrival_time=2021-04-10 02:45:09.642244, cost_time=0:00:14.847125 2021-04-10 02:44:56,851 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=1.53ms, fps=1751 images/s, loss=2.2828, top1-acc=38.62%, top5-acc=72.54%, remaining_time=0:00:12.751392, arrival_time=2021-04-10 02:45:09.603243, cost_time=0:00:16.309902 2021-04-10 02:44:58,318 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=1.32ms, fps=1746 images/s, loss=2.2814, top1-acc=38.64%, top5-acc=72.62%, remaining_time=0:00:11.258792, arrival_time=2021-04-10 02:45:09.577723, cost_time=0:00:17.777049 2021-04-10 02:44:59,783 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.80ms, fps=1748 images/s, loss=2.2841, top1-acc=38.62%, top5-acc=72.54%, remaining_time=0:00:09.768924, arrival_time=2021-04-10 02:45:09.552558, cost_time=0:00:19.241757 2021-04-10 02:45:01,248 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=1.36ms, fps=1748 images/s, loss=2.2837, top1-acc=38.60%, top5-acc=72.57%, remaining_time=0:00:08.282568, arrival_time=2021-04-10 02:45:09.530872, cost_time=0:00:20.706426 2021-04-10 02:45:02,714 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=1.61ms, fps=1746 images/s, loss=2.2812, top1-acc=38.76%, top5-acc=72.59%, remaining_time=0:00:06.799674, arrival_time=2021-04-10 02:45:09.514387, cost_time=0:00:22.172834 2021-04-10 02:45:04,174 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=1.35ms, fps=1754 images/s, loss=2.2785, top1-acc=38.85%, top5-acc=72.68%, remaining_time=0:00:05.317380, arrival_time=2021-04-10 02:45:09.492111, cost_time=0:00:23.632846 2021-04-10 02:45:05,644 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=1.58ms, fps=1742 images/s, loss=2.2784, top1-acc=38.82%, top5-acc=72.72%, remaining_time=0:00:03.839264, arrival_time=2021-04-10 02:45:09.484136, cost_time=0:00:25.102919 2021-04-10 02:45:07,121 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=1.65ms, fps=1734 images/s, loss=2.2781, top1-acc=38.81%, top5-acc=72.73%, remaining_time=0:00:02.362624, arrival_time=2021-04-10 02:45:09.484221, cost_time=0:00:26.579550 2021-04-10 02:45:08,586 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.41ms, fps=1749 images/s, loss=2.2777, top1-acc=38.83%, top5-acc=72.77%, remaining_time=0:00:00.885600, arrival_time=2021-04-10 02:45:09.471737, cost_time=0:00:28.044048 2021-04-10 02:45:09,387 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=1.40ms, fps=1699 images/s, loss=2.2763, top1-acc=38.85%, top5-acc=72.83%, remaining_time=0:00:00, arrival_time=2021-04-10 02:45:09.387241, cost_time=0:00:28.845336 2021-04-10 02:45:09,986 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=0.30ms, fps=4284 images/s, loss=2.5691, top1-acc=33.71%, top5-acc=64.77%, remaining_time=0:00:01.792740, arrival_time=2021-04-10 02:45:11.778778, cost_time=0:00:00.597580 2021-04-10 02:45:10,460 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=1.42ms, fps=5403 images/s, loss=2.5746, top1-acc=34.75%, top5-acc=64.82%, remaining_time=0:00:01.071700, arrival_time=2021-04-10 02:45:11.531857, cost_time=0:00:01.071695 2021-04-10 02:45:10,939 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=1.60ms, fps=5348 images/s, loss=2.5663, top1-acc=34.32%, top5-acc=65.65%, remaining_time=0:00:00.516920, arrival_time=2021-04-10 02:45:11.456136, cost_time=0:00:01.550758 2021-04-10 02:45:11,374 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.08ms, fps=5330 images/s, loss=2.5662, top1-acc=33.62%, top5-acc=65.04%, remaining_time=0:00:00, arrival_time=2021-04-10 02:45:11.374819, cost_time=0:00:01.986391 2021-04-10 02:45:13,414 INFO : Epoch=0012 complete, best val top1-acc=33.62%, top5-acc=65.04% (epoch=12), remaining_time=1:42:41.844384, arrival_time=2021-04-10 04:27:55.258664, cost_time=0:06:33.309213 2021-04-10 02:45:13,415 INFO : Train start, epoch=0013, lr=0.099114 2021-04-10 02:45:15,043 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=0.26ms, fps=1573 images/s, loss=2.3064, top1-acc=36.95%, top5-acc=71.99%, remaining_time=0:00:30.280056, arrival_time=2021-04-10 02:45:45.323366, cost_time=0:00:01.627963 2021-04-10 02:45:16,509 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=2.09ms, fps=1747 images/s, loss=2.2714, top1-acc=37.99%, top5-acc=72.56%, remaining_time=0:00:27.228432, arrival_time=2021-04-10 02:45:43.737892, cost_time=0:00:03.094136 2021-04-10 02:45:17,973 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=1.56ms, fps=1749 images/s, loss=2.2356, top1-acc=38.74%, top5-acc=73.05%, remaining_time=0:00:25.219882, arrival_time=2021-04-10 02:45:43.193026, cost_time=0:00:04.557816 2021-04-10 02:45:19,436 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=1.77ms, fps=1750 images/s, loss=2.2501, top1-acc=39.10%, top5-acc=72.98%, remaining_time=0:00:23.482056, arrival_time=2021-04-10 02:45:42.918408, cost_time=0:00:06.021033 2021-04-10 02:45:20,901 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=1.48ms, fps=1747 images/s, loss=2.2468, top1-acc=39.16%, top5-acc=72.95%, remaining_time=0:00:21.860434, arrival_time=2021-04-10 02:45:42.762292, cost_time=0:00:07.486459 2021-04-10 02:45:22,365 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=1.66ms, fps=1749 images/s, loss=2.2443, top1-acc=39.23%, top5-acc=73.04%, remaining_time=0:00:20.287664, arrival_time=2021-04-10 02:45:42.653434, cost_time=0:00:08.950428 2021-04-10 02:45:23,837 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=1.41ms, fps=1740 images/s, loss=2.2381, top1-acc=39.46%, top5-acc=73.21%, remaining_time=0:00:18.759384, arrival_time=2021-04-10 02:45:42.596612, cost_time=0:00:10.421900 2021-04-10 02:45:25,297 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=1.53ms, fps=1753 images/s, loss=2.2353, top1-acc=39.78%, top5-acc=73.32%, remaining_time=0:00:17.229712, arrival_time=2021-04-10 02:45:42.527636, cost_time=0:00:11.882594 2021-04-10 02:45:26,763 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=1.49ms, fps=1747 images/s, loss=2.2278, top1-acc=39.93%, top5-acc=73.51%, remaining_time=0:00:15.721390, arrival_time=2021-04-10 02:45:42.485101, cost_time=0:00:13.348350 2021-04-10 02:45:28,229 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=1.63ms, fps=1747 images/s, loss=2.2184, top1-acc=40.06%, top5-acc=73.64%, remaining_time=0:00:14.221728, arrival_time=2021-04-10 02:45:42.451345, cost_time=0:00:14.814289 2021-04-10 02:45:29,690 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=1.42ms, fps=1753 images/s, loss=2.2172, top1-acc=40.07%, top5-acc=73.76%, remaining_time=0:00:12.723786, arrival_time=2021-04-10 02:45:42.413823, cost_time=0:00:16.274653 2021-04-10 02:45:31,155 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=1.91ms, fps=1747 images/s, loss=2.2122, top1-acc=40.28%, top5-acc=73.83%, remaining_time=0:00:11.235460, arrival_time=2021-04-10 02:45:42.391036, cost_time=0:00:17.740254 2021-04-10 02:45:32,624 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=1.57ms, fps=1743 images/s, loss=2.2153, top1-acc=40.19%, top5-acc=73.83%, remaining_time=0:00:09.752490, arrival_time=2021-04-10 02:45:42.377421, cost_time=0:00:19.209495 2021-04-10 02:45:34,081 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=1.54ms, fps=1758 images/s, loss=2.2146, top1-acc=40.25%, top5-acc=73.86%, remaining_time=0:00:08.266496, arrival_time=2021-04-10 02:45:42.348119, cost_time=0:00:20.666302 2021-04-10 02:45:35,541 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=1.45ms, fps=1754 images/s, loss=2.2146, top1-acc=40.30%, top5-acc=73.91%, remaining_time=0:00:06.785460, arrival_time=2021-04-10 02:45:42.327359, cost_time=0:00:22.126559 2021-04-10 02:45:37,010 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=1.58ms, fps=1744 images/s, loss=2.2118, top1-acc=40.37%, top5-acc=73.98%, remaining_time=0:00:05.308812, arrival_time=2021-04-10 02:45:42.318862, cost_time=0:00:23.594730 2021-04-10 02:45:38,487 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=1.44ms, fps=1734 images/s, loss=2.2132, top1-acc=40.35%, top5-acc=73.96%, remaining_time=0:00:03.834506, arrival_time=2021-04-10 02:45:42.321550, cost_time=0:00:25.071705 2021-04-10 02:45:39,949 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=1.33ms, fps=1751 images/s, loss=2.2106, top1-acc=40.38%, top5-acc=74.07%, remaining_time=0:00:02.358560, arrival_time=2021-04-10 02:45:42.307642, cost_time=0:00:26.533756 2021-04-10 02:45:41,412 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=1.28ms, fps=1750 images/s, loss=2.2083, top1-acc=40.49%, top5-acc=74.13%, remaining_time=0:00:00.884124, arrival_time=2021-04-10 02:45:42.296778, cost_time=0:00:27.997317 2021-04-10 02:45:42,210 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=1.38ms, fps=1706 images/s, loss=2.2129, top1-acc=40.40%, top5-acc=74.08%, remaining_time=0:00:00, arrival_time=2021-04-10 02:45:42.210224, cost_time=0:00:28.794917 2021-04-10 02:45:42,763 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=2.64ms, fps=4637 images/s, loss=2.5556, top1-acc=35.23%, top5-acc=64.84%, remaining_time=0:00:01.656270, arrival_time=2021-04-10 02:45:44.419515, cost_time=0:00:00.552086 2021-04-10 02:45:43,249 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=1.42ms, fps=5270 images/s, loss=2.5578, top1-acc=34.61%, top5-acc=65.00%, remaining_time=0:00:01.038220, arrival_time=2021-04-10 02:45:44.287645, cost_time=0:00:01.038217 2021-04-10 02:45:43,733 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=1.49ms, fps=5291 images/s, loss=2.5476, top1-acc=34.77%, top5-acc=65.14%, remaining_time=0:00:00.507500, arrival_time=2021-04-10 02:45:44.241216, cost_time=0:00:01.522511 2021-04-10 02:45:44,168 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=0.08ms, fps=5336 images/s, loss=2.5633, top1-acc=34.70%, top5-acc=65.27%, remaining_time=0:00:00, arrival_time=2021-04-10 02:45:44.168910, cost_time=0:00:01.957784 2021-04-10 02:45:46,250 INFO : Epoch=0013 complete, best val top1-acc=34.70%, top5-acc=65.27% (epoch=13), remaining_time=1:42:09.935922, arrival_time=2021-04-10 04:27:56.186230, cost_time=0:07:06.145274 2021-04-10 02:45:46,250 INFO : Train start, epoch=0014, lr=0.098961 2021-04-10 02:45:47,883 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=1.41ms, fps=1568 images/s, loss=2.2558, top1-acc=38.59%, top5-acc=74.10%, remaining_time=0:00:30.366546, arrival_time=2021-04-10 02:46:18.250178, cost_time=0:00:01.632611 2021-04-10 02:45:49,354 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=1.48ms, fps=1741 images/s, loss=2.1753, top1-acc=41.11%, top5-acc=75.04%, remaining_time=0:00:27.312384, arrival_time=2021-04-10 02:46:16.667094, cost_time=0:00:03.103683 2021-04-10 02:45:50,813 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=1.39ms, fps=1755 images/s, loss=2.1426, top1-acc=41.84%, top5-acc=75.43%, remaining_time=0:00:25.246110, arrival_time=2021-04-10 02:46:16.059674, cost_time=0:00:04.562537 2021-04-10 02:45:52,275 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=1.87ms, fps=1751 images/s, loss=2.1467, top1-acc=41.49%, top5-acc=75.80%, remaining_time=0:00:23.495940, arrival_time=2021-04-10 02:46:15.771575, cost_time=0:00:06.024610 2021-04-10 02:45:53,730 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=1.33ms, fps=1760 images/s, loss=2.1534, top1-acc=41.25%, top5-acc=75.57%, remaining_time=0:00:21.839848, arrival_time=2021-04-10 02:46:15.570284, cost_time=0:00:07.479417 2021-04-10 02:45:55,191 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=1.82ms, fps=1753 images/s, loss=2.1498, top1-acc=41.52%, top5-acc=75.56%, remaining_time=0:00:20.264952, arrival_time=2021-04-10 02:46:15.456412, cost_time=0:00:08.940400 2021-04-10 02:45:56,659 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=1.40ms, fps=1744 images/s, loss=2.1480, top1-acc=41.68%, top5-acc=75.51%, remaining_time=0:00:18.735444, arrival_time=2021-04-10 02:46:15.395115, cost_time=0:00:10.408597 2021-04-10 02:45:58,126 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=1.40ms, fps=1745 images/s, loss=2.1441, top1-acc=41.84%, top5-acc=75.55%, remaining_time=0:00:17.219852, arrival_time=2021-04-10 02:46:15.346680, cost_time=0:00:11.875792 2021-04-10 02:45:59,590 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=1.56ms, fps=1750 images/s, loss=2.1457, top1-acc=41.83%, top5-acc=75.47%, remaining_time=0:00:15.710472, arrival_time=2021-04-10 02:46:15.300611, cost_time=0:00:13.339112 2021-04-10 02:46:01,055 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=1.54ms, fps=1748 images/s, loss=2.1416, top1-acc=41.88%, top5-acc=75.50%, remaining_time=0:00:14.211936, arrival_time=2021-04-10 02:46:15.267054, cost_time=0:00:14.804077 2021-04-10 02:46:02,524 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=1.99ms, fps=1742 images/s, loss=2.1423, top1-acc=41.78%, top5-acc=75.47%, remaining_time=0:00:12.723012, arrival_time=2021-04-10 02:46:15.247734, cost_time=0:00:16.273639 2021-04-10 02:46:03,991 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=1.55ms, fps=1746 images/s, loss=2.1416, top1-acc=41.90%, top5-acc=75.41%, remaining_time=0:00:11.235460, arrival_time=2021-04-10 02:46:15.226743, cost_time=0:00:17.740206 2021-04-10 02:46:05,448 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=1.53ms, fps=1757 images/s, loss=2.1430, top1-acc=41.94%, top5-acc=75.32%, remaining_time=0:00:09.746550, arrival_time=2021-04-10 02:46:15.195338, cost_time=0:00:19.197765 2021-04-10 02:46:06,921 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=1.65ms, fps=1739 images/s, loss=2.1441, top1-acc=41.95%, top5-acc=75.27%, remaining_time=0:00:08.268120, arrival_time=2021-04-10 02:46:15.189397, cost_time=0:00:20.670235 2021-04-10 02:46:08,390 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=1.29ms, fps=1743 images/s, loss=2.1412, top1-acc=41.96%, top5-acc=75.38%, remaining_time=0:00:06.789324, arrival_time=2021-04-10 02:46:15.179514, cost_time=0:00:22.139101 2021-04-10 02:46:09,852 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=1.44ms, fps=1751 images/s, loss=2.1414, top1-acc=41.93%, top5-acc=75.40%, remaining_time=0:00:05.310360, arrival_time=2021-04-10 02:46:15.163071, cost_time=0:00:23.601673 2021-04-10 02:46:11,315 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=1.26ms, fps=1750 images/s, loss=2.1415, top1-acc=41.97%, top5-acc=75.37%, remaining_time=0:00:03.833388, arrival_time=2021-04-10 02:46:15.148969, cost_time=0:00:25.064487 2021-04-10 02:46:12,775 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=1.40ms, fps=1754 images/s, loss=2.1397, top1-acc=42.04%, top5-acc=75.43%, remaining_time=0:00:02.357712, arrival_time=2021-04-10 02:46:15.132967, cost_time=0:00:26.524218 2021-04-10 02:46:14,232 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.25ms, fps=1758 images/s, loss=2.1417, top1-acc=42.04%, top5-acc=75.39%, remaining_time=0:00:00.883614, arrival_time=2021-04-10 02:46:15.115748, cost_time=0:00:27.981112 2021-04-10 02:46:15,027 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=1.30ms, fps=1710 images/s, loss=2.1431, top1-acc=42.07%, top5-acc=75.35%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:15.027883, cost_time=0:00:28.776852 2021-04-10 02:46:15,607 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=5.33ms, fps=4430 images/s, loss=2.4827, top1-acc=36.76%, top5-acc=68.44%, remaining_time=0:00:01.733700, arrival_time=2021-04-10 02:46:17.340771, cost_time=0:00:00.577898 2021-04-10 02:46:16,081 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=1.38ms, fps=5400 images/s, loss=2.4805, top1-acc=37.19%, top5-acc=68.65%, remaining_time=0:00:01.052480, arrival_time=2021-04-10 02:46:17.134095, cost_time=0:00:01.052480 2021-04-10 02:46:16,569 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=1.82ms, fps=5253 images/s, loss=2.4734, top1-acc=37.33%, top5-acc=69.13%, remaining_time=0:00:00.513410, arrival_time=2021-04-10 02:46:17.082805, cost_time=0:00:01.540241 2021-04-10 02:46:17,007 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=0.08ms, fps=5306 images/s, loss=2.4758, top1-acc=37.37%, top5-acc=69.07%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:17.007048, cost_time=0:00:01.977964 2021-04-10 02:46:20,295 INFO : Epoch=0014 complete, best val top1-acc=37.37%, top5-acc=69.07% (epoch=14), remaining_time=1:41:53.956338, arrival_time=2021-04-10 04:28:14.251644, cost_time=0:07:40.190258 2021-04-10 02:46:20,296 INFO : Train start, epoch=0015, lr=0.098796 2021-04-10 02:46:21,945 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=1.56ms, fps=1552 images/s, loss=2.1991, top1-acc=40.66%, top5-acc=74.37%, remaining_time=0:00:30.675864, arrival_time=2021-04-10 02:46:52.621384, cost_time=0:00:01.649241 2021-04-10 02:46:23,415 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=1.34ms, fps=1742 images/s, loss=2.1593, top1-acc=41.25%, top5-acc=75.27%, remaining_time=0:00:27.447024, arrival_time=2021-04-10 02:46:50.862289, cost_time=0:00:03.118982 2021-04-10 02:46:24,881 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=1.30ms, fps=1747 images/s, loss=2.1212, top1-acc=42.42%, top5-acc=75.82%, remaining_time=0:00:25.370776, arrival_time=2021-04-10 02:46:50.252220, cost_time=0:00:04.585088 2021-04-10 02:46:26,342 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=1.86ms, fps=1753 images/s, loss=2.1235, top1-acc=42.67%, top5-acc=75.80%, remaining_time=0:00:23.580960, arrival_time=2021-04-10 02:46:49.923760, cost_time=0:00:06.046414 2021-04-10 02:46:27,805 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=1.36ms, fps=1751 images/s, loss=2.1150, top1-acc=43.12%, top5-acc=75.95%, remaining_time=0:00:21.926864, arrival_time=2021-04-10 02:46:49.732377, cost_time=0:00:07.509218 2021-04-10 02:46:29,264 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=1.56ms, fps=1755 images/s, loss=2.1183, top1-acc=43.07%, top5-acc=75.81%, remaining_time=0:00:20.328872, arrival_time=2021-04-10 02:46:49.593773, cost_time=0:00:08.968621 2021-04-10 02:46:30,734 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=2.26ms, fps=1742 images/s, loss=2.1070, top1-acc=43.45%, top5-acc=76.04%, remaining_time=0:00:18.788868, arrival_time=2021-04-10 02:46:49.523550, cost_time=0:00:10.438226 2021-04-10 02:46:32,199 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=1.34ms, fps=1749 images/s, loss=2.1034, top1-acc=43.58%, top5-acc=76.07%, remaining_time=0:00:17.258944, arrival_time=2021-04-10 02:46:49.457957, cost_time=0:00:11.902752 2021-04-10 02:46:33,665 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=1.65ms, fps=1746 images/s, loss=2.1048, top1-acc=43.56%, top5-acc=76.07%, remaining_time=0:00:15.746088, arrival_time=2021-04-10 02:46:49.411744, cost_time=0:00:13.369360 2021-04-10 02:46:35,130 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=1.53ms, fps=1748 images/s, loss=2.1014, top1-acc=43.65%, top5-acc=76.10%, remaining_time=0:00:14.240832, arrival_time=2021-04-10 02:46:49.371314, cost_time=0:00:14.834160 2021-04-10 02:46:36,591 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=1.52ms, fps=1753 images/s, loss=2.0968, top1-acc=43.73%, top5-acc=76.10%, remaining_time=0:00:12.739610, arrival_time=2021-04-10 02:46:49.330819, cost_time=0:00:16.294854 2021-04-10 02:46:38,047 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=1.65ms, fps=1758 images/s, loss=2.0949, top1-acc=43.78%, top5-acc=76.12%, remaining_time=0:00:11.242528, arrival_time=2021-04-10 02:46:49.290249, cost_time=0:00:17.751341 2021-04-10 02:46:39,513 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=1.29ms, fps=1747 images/s, loss=2.0935, top1-acc=43.76%, top5-acc=76.21%, remaining_time=0:00:09.756582, arrival_time=2021-04-10 02:46:49.270385, cost_time=0:00:19.217465 2021-04-10 02:46:40,974 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=1.63ms, fps=1753 images/s, loss=2.0951, top1-acc=43.74%, top5-acc=76.13%, remaining_time=0:00:08.271424, arrival_time=2021-04-10 02:46:49.246210, cost_time=0:00:20.678506 2021-04-10 02:46:42,436 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=1.40ms, fps=1752 images/s, loss=2.0958, top1-acc=43.67%, top5-acc=76.08%, remaining_time=0:00:06.789600, arrival_time=2021-04-10 02:46:49.225882, cost_time=0:00:22.140006 2021-04-10 02:46:43,893 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=1.45ms, fps=1758 images/s, loss=2.0927, top1-acc=43.76%, top5-acc=76.09%, remaining_time=0:00:05.309244, arrival_time=2021-04-10 02:46:49.202214, cost_time=0:00:23.596691 2021-04-10 02:46:45,355 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=1.95ms, fps=1751 images/s, loss=2.0943, top1-acc=43.75%, top5-acc=76.05%, remaining_time=0:00:03.832530, arrival_time=2021-04-10 02:46:49.187772, cost_time=0:00:25.058903 2021-04-10 02:46:46,817 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=1.50ms, fps=1752 images/s, loss=2.0932, top1-acc=43.85%, top5-acc=76.07%, remaining_time=0:00:02.357456, arrival_time=2021-04-10 02:46:49.175065, cost_time=0:00:26.521328 2021-04-10 02:46:48,281 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.32ms, fps=1750 images/s, loss=2.0940, top1-acc=43.78%, top5-acc=76.04%, remaining_time=0:00:00.883728, arrival_time=2021-04-10 02:46:49.164878, cost_time=0:00:27.984761 2021-04-10 02:46:49,075 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=1.38ms, fps=1713 images/s, loss=2.0948, top1-acc=43.74%, top5-acc=76.05%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:49.075692, cost_time=0:00:28.779374 2021-04-10 02:46:49,641 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=4.97ms, fps=4535 images/s, loss=2.3593, top1-acc=39.02%, top5-acc=71.09%, remaining_time=0:00:01.693410, arrival_time=2021-04-10 02:46:51.335106, cost_time=0:00:00.564473 2021-04-10 02:46:50,119 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=2.18ms, fps=5367 images/s, loss=2.3082, top1-acc=40.70%, top5-acc=71.70%, remaining_time=0:00:01.041960, arrival_time=2021-04-10 02:46:51.161172, cost_time=0:00:01.041950 2021-04-10 02:46:50,602 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=1.45ms, fps=5304 images/s, loss=2.3064, top1-acc=40.35%, top5-acc=71.24%, remaining_time=0:00:00.508410, arrival_time=2021-04-10 02:46:51.110846, cost_time=0:00:01.525240 2021-04-10 02:46:51,039 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=0.08ms, fps=5317 images/s, loss=2.3262, top1-acc=39.88%, top5-acc=70.77%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:51.039143, cost_time=0:00:01.961977 2021-04-10 02:46:53,127 INFO : Epoch=0015 complete, best val top1-acc=39.88%, top5-acc=70.77% (epoch=15), remaining_time=1:41:20.611635, arrival_time=2021-04-10 04:28:13.739263, cost_time=0:08:13.022565 2021-04-10 02:46:53,128 INFO : Train start, epoch=0016, lr=0.098618 2021-04-10 02:46:54,803 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=0.27ms, fps=1529 images/s, loss=2.1111, top1-acc=43.55%, top5-acc=76.29%, remaining_time=0:00:31.150536, arrival_time=2021-04-10 02:47:25.953942, cost_time=0:00:01.674762 2021-04-10 02:46:56,266 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=1.54ms, fps=1751 images/s, loss=2.0796, top1-acc=44.79%, top5-acc=76.52%, remaining_time=0:00:27.608240, arrival_time=2021-04-10 02:47:23.874198, cost_time=0:00:03.137305 2021-04-10 02:46:57,730 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=1.46ms, fps=1749 images/s, loss=2.0569, top1-acc=44.56%, top5-acc=77.02%, remaining_time=0:00:25.461246, arrival_time=2021-04-10 02:47:23.191324, cost_time=0:00:04.601429 2021-04-10 02:46:59,194 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=1.93ms, fps=1749 images/s, loss=2.0534, top1-acc=44.59%, top5-acc=77.16%, remaining_time=0:00:23.655216, arrival_time=2021-04-10 02:47:22.849376, cost_time=0:00:06.065455 2021-04-10 02:47:00,681 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=1.76ms, fps=1722 images/s, loss=2.0552, top1-acc=44.63%, top5-acc=76.98%, remaining_time=0:00:22.054176, arrival_time=2021-04-10 02:47:22.735637, cost_time=0:00:07.552809 2021-04-10 02:47:02,147 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=1.49ms, fps=1746 images/s, loss=2.0507, top1-acc=44.96%, top5-acc=76.98%, remaining_time=0:00:20.443384, arrival_time=2021-04-10 02:47:22.591178, cost_time=0:00:09.019145 2021-04-10 02:47:03,618 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=2.48ms, fps=1742 images/s, loss=2.0481, top1-acc=45.10%, top5-acc=77.04%, remaining_time=0:00:18.880470, arrival_time=2021-04-10 02:47:22.498404, cost_time=0:00:10.489144 2021-04-10 02:47:05,087 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=1.31ms, fps=1742 images/s, loss=2.0535, top1-acc=45.16%, top5-acc=76.92%, remaining_time=0:00:17.340724, arrival_time=2021-04-10 02:47:22.428598, cost_time=0:00:11.959154 2021-04-10 02:47:06,550 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=1.39ms, fps=1751 images/s, loss=2.0503, top1-acc=45.15%, top5-acc=76.97%, remaining_time=0:00:15.807674, arrival_time=2021-04-10 02:47:22.357936, cost_time=0:00:13.421609 2021-04-10 02:47:08,009 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=1.65ms, fps=1754 images/s, loss=2.0535, top1-acc=45.14%, top5-acc=76.96%, remaining_time=0:00:14.285856, arrival_time=2021-04-10 02:47:22.295712, cost_time=0:00:14.881114 2021-04-10 02:47:09,467 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=1.45ms, fps=1756 images/s, loss=2.0598, top1-acc=44.95%, top5-acc=76.86%, remaining_time=0:00:12.774354, arrival_time=2021-04-10 02:47:22.242277, cost_time=0:00:16.339260 2021-04-10 02:47:10,928 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=1.38ms, fps=1753 images/s, loss=2.0566, top1-acc=44.94%, top5-acc=76.84%, remaining_time=0:00:11.273080, arrival_time=2021-04-10 02:47:22.201365, cost_time=0:00:17.799634 2021-04-10 02:47:12,383 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=1.30ms, fps=1760 images/s, loss=2.0543, top1-acc=45.02%, top5-acc=76.91%, remaining_time=0:00:09.775260, arrival_time=2021-04-10 02:47:22.158293, cost_time=0:00:19.254335 2021-04-10 02:47:13,845 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=1.31ms, fps=1751 images/s, loss=2.0552, top1-acc=45.01%, top5-acc=76.91%, remaining_time=0:00:08.286880, arrival_time=2021-04-10 02:47:22.132752, cost_time=0:00:20.717222 2021-04-10 02:47:15,316 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=1.81ms, fps=1742 images/s, loss=2.0580, top1-acc=44.86%, top5-acc=76.89%, remaining_time=0:00:06.804090, arrival_time=2021-04-10 02:47:22.120075, cost_time=0:00:22.187218 2021-04-10 02:47:16,776 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=1.66ms, fps=1753 images/s, loss=2.0598, top1-acc=44.83%, top5-acc=76.83%, remaining_time=0:00:05.320800, arrival_time=2021-04-10 02:47:22.097425, cost_time=0:00:23.647932 2021-04-10 02:47:18,240 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=1.57ms, fps=1750 images/s, loss=2.0584, top1-acc=44.91%, top5-acc=76.84%, remaining_time=0:00:03.840590, arrival_time=2021-04-10 02:47:22.080867, cost_time=0:00:25.111519 2021-04-10 02:47:19,698 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=1.37ms, fps=1756 images/s, loss=2.0589, top1-acc=44.95%, top5-acc=76.85%, remaining_time=0:00:02.361760, arrival_time=2021-04-10 02:47:22.060300, cost_time=0:00:26.569857 2021-04-10 02:47:21,163 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=1.30ms, fps=1749 images/s, loss=2.0546, top1-acc=45.01%, top5-acc=76.93%, remaining_time=0:00:00.885294, arrival_time=2021-04-10 02:47:22.048322, cost_time=0:00:28.034335 2021-04-10 02:47:21,962 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=1.28ms, fps=1702 images/s, loss=2.0526, top1-acc=45.06%, top5-acc=76.97%, remaining_time=0:00:00, arrival_time=2021-04-10 02:47:21.962380, cost_time=0:00:28.833731 2021-04-10 02:47:22,553 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=4.16ms, fps=4339 images/s, loss=2.4676, top1-acc=39.10%, top5-acc=69.45%, remaining_time=0:00:01.769790, arrival_time=2021-04-10 02:47:24.323220, cost_time=0:00:00.589932 2021-04-10 02:47:23,031 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=1.35ms, fps=5356 images/s, loss=2.4300, top1-acc=40.51%, top5-acc=70.08%, remaining_time=0:00:01.068420, arrival_time=2021-04-10 02:47:24.100321, cost_time=0:00:01.068427 2021-04-10 02:47:23,508 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=1.57ms, fps=5378 images/s, loss=2.4068, top1-acc=40.47%, top5-acc=70.74%, remaining_time=0:00:00.514920, arrival_time=2021-04-10 02:47:24.023145, cost_time=0:00:01.544764 2021-04-10 02:47:23,943 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=0.09ms, fps=5332 images/s, loss=2.3823, top1-acc=40.94%, top5-acc=70.68%, remaining_time=0:00:00, arrival_time=2021-04-10 02:47:23.943649, cost_time=0:00:01.980216 2021-04-10 02:47:26,001 INFO : Epoch=0016 complete, best val top1-acc=40.94%, top5-acc=70.68% (epoch=16), remaining_time=1:40:47.808416, arrival_time=2021-04-10 04:28:13.809870, cost_time=0:08:45.896390 2021-04-10 02:47:26,002 INFO : Train start, epoch=0017, lr=0.098429 2021-04-10 02:47:27,637 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=1.28ms, fps=1566 images/s, loss=2.0109, top1-acc=45.08%, top5-acc=77.15%, remaining_time=0:00:30.412488, arrival_time=2021-04-10 02:47:58.050028, cost_time=0:00:01.635079 2021-04-10 02:47:29,098 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=1.32ms, fps=1753 images/s, loss=1.9645, top1-acc=46.84%, top5-acc=78.46%, remaining_time=0:00:27.241808, arrival_time=2021-04-10 02:47:56.339927, cost_time=0:00:03.095658 2021-04-10 02:47:30,556 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=1.44ms, fps=1756 images/s, loss=1.9695, top1-acc=46.48%, top5-acc=78.42%, remaining_time=0:00:25.197140, arrival_time=2021-04-10 02:47:55.753283, cost_time=0:00:04.553711 2021-04-10 02:47:32,031 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=1.35ms, fps=1735 images/s, loss=1.9699, top1-acc=46.48%, top5-acc=78.34%, remaining_time=0:00:23.514192, arrival_time=2021-04-10 02:47:55.545913, cost_time=0:00:06.029273 2021-04-10 02:47:33,496 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=1.98ms, fps=1749 images/s, loss=1.9758, top1-acc=46.31%, top5-acc=78.27%, remaining_time=0:00:21.881604, arrival_time=2021-04-10 02:47:55.377772, cost_time=0:00:07.493678 2021-04-10 02:47:34,972 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=1.54ms, fps=1735 images/s, loss=1.9751, top1-acc=46.46%, top5-acc=78.29%, remaining_time=0:00:20.331048, arrival_time=2021-04-10 02:47:55.303165, cost_time=0:00:08.969600 2021-04-10 02:47:36,437 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=1.39ms, fps=1748 images/s, loss=1.9884, top1-acc=46.20%, top5-acc=78.12%, remaining_time=0:00:18.782820, arrival_time=2021-04-10 02:47:55.220225, cost_time=0:00:10.434930 2021-04-10 02:47:37,906 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=1.50ms, fps=1744 images/s, loss=1.9861, top1-acc=46.27%, top5-acc=78.05%, remaining_time=0:00:17.260104, arrival_time=2021-04-10 02:47:55.166059, cost_time=0:00:11.903494 2021-04-10 02:47:39,366 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.60ms, fps=1753 images/s, loss=1.9865, top1-acc=46.31%, top5-acc=78.05%, remaining_time=0:00:15.739940, arrival_time=2021-04-10 02:47:55.106528, cost_time=0:00:13.364128 2021-04-10 02:47:40,824 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=1.37ms, fps=1757 images/s, loss=1.9882, top1-acc=46.36%, top5-acc=77.97%, remaining_time=0:00:14.228928, arrival_time=2021-04-10 02:47:55.053173, cost_time=0:00:14.821789 2021-04-10 02:47:42,289 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=1.31ms, fps=1748 images/s, loss=1.9927, top1-acc=46.19%, top5-acc=78.00%, remaining_time=0:00:12.733074, arrival_time=2021-04-10 02:47:55.022057, cost_time=0:00:16.286529 2021-04-10 02:47:43,749 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=1.37ms, fps=1754 images/s, loss=1.9947, top1-acc=46.22%, top5-acc=78.04%, remaining_time=0:00:11.239488, arrival_time=2021-04-10 02:47:54.988553, cost_time=0:00:17.746607 2021-04-10 02:47:45,211 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=1.54ms, fps=1751 images/s, loss=1.9969, top1-acc=46.18%, top5-acc=78.01%, remaining_time=0:00:09.752358, arrival_time=2021-04-10 02:47:54.964050, cost_time=0:00:19.209238 2021-04-10 02:47:46,673 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=2.51ms, fps=1752 images/s, loss=1.9942, top1-acc=46.25%, top5-acc=78.03%, remaining_time=0:00:08.268400, arrival_time=2021-04-10 02:47:54.941838, cost_time=0:00:20.670980 2021-04-10 02:47:48,130 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=1.41ms, fps=1758 images/s, loss=1.9998, top1-acc=46.09%, top5-acc=77.93%, remaining_time=0:00:06.785920, arrival_time=2021-04-10 02:47:54.916360, cost_time=0:00:22.127984 2021-04-10 02:47:49,590 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=1.46ms, fps=1754 images/s, loss=2.0036, top1-acc=46.00%, top5-acc=77.86%, remaining_time=0:00:05.307192, arrival_time=2021-04-10 02:47:54.897279, cost_time=0:00:23.587568 2021-04-10 02:47:51,055 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.46ms, fps=1747 images/s, loss=2.0040, top1-acc=46.06%, top5-acc=77.86%, remaining_time=0:00:03.831698, arrival_time=2021-04-10 02:47:54.887517, cost_time=0:00:25.053362 2021-04-10 02:47:52,513 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=1.50ms, fps=1756 images/s, loss=2.0038, top1-acc=46.14%, top5-acc=77.84%, remaining_time=0:00:02.356560, arrival_time=2021-04-10 02:47:54.870314, cost_time=0:00:26.511290 2021-04-10 02:47:53,970 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.45ms, fps=1758 images/s, loss=2.0033, top1-acc=46.16%, top5-acc=77.85%, remaining_time=0:00:00.883194, arrival_time=2021-04-10 02:47:54.853507, cost_time=0:00:27.967854 2021-04-10 02:47:54,765 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=1.32ms, fps=1711 images/s, loss=2.0047, top1-acc=46.15%, top5-acc=77.83%, remaining_time=0:00:00, arrival_time=2021-04-10 02:47:54.765675, cost_time=0:00:28.763224 2021-04-10 02:47:55,313 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=2.17ms, fps=4685 images/s, loss=2.2584, top1-acc=43.28%, top5-acc=74.30%, remaining_time=0:00:01.639230, arrival_time=2021-04-10 02:47:56.952395, cost_time=0:00:00.546414 2021-04-10 02:47:55,790 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=1.46ms, fps=5366 images/s, loss=2.3028, top1-acc=43.09%, top5-acc=73.36%, remaining_time=0:00:01.023800, arrival_time=2021-04-10 02:47:56.814351, cost_time=0:00:01.023802 2021-04-10 02:47:56,270 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=1.30ms, fps=5344 images/s, loss=2.3020, top1-acc=43.52%, top5-acc=72.97%, remaining_time=0:00:00.501070, arrival_time=2021-04-10 02:47:56.771077, cost_time=0:00:01.503196 2021-04-10 02:47:56,706 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=0.07ms, fps=5324 images/s, loss=2.2978, top1-acc=43.41%, top5-acc=72.75%, remaining_time=0:00:00, arrival_time=2021-04-10 02:47:56.706157, cost_time=0:00:01.939432 2021-04-10 02:47:58,775 INFO : Epoch=0017 complete, best val top1-acc=43.41%, top5-acc=72.75% (epoch=17), remaining_time=1:40:13.926072, arrival_time=2021-04-10 04:28:12.701839, cost_time=0:09:18.670722 2021-04-10 02:47:58,776 INFO : Train start, epoch=0018, lr=0.098228 2021-04-10 02:48:00,416 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=1.37ms, fps=1561 images/s, loss=2.0057, top1-acc=47.70%, top5-acc=77.70%, remaining_time=0:00:30.512184, arrival_time=2021-04-10 02:48:30.929130, cost_time=0:00:01.640440 2021-04-10 02:48:01,878 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=1.31ms, fps=1752 images/s, loss=2.0009, top1-acc=46.72%, top5-acc=78.12%, remaining_time=0:00:27.295488, arrival_time=2021-04-10 02:48:29.173795, cost_time=0:00:03.101759 2021-04-10 02:48:03,339 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=1.31ms, fps=1752 images/s, loss=1.9923, top1-acc=46.60%, top5-acc=78.42%, remaining_time=0:00:25.250924, arrival_time=2021-04-10 02:48:28.590848, cost_time=0:00:04.563415 2021-04-10 02:48:04,802 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=1.25ms, fps=1751 images/s, loss=1.9660, top1-acc=46.98%, top5-acc=78.68%, remaining_time=0:00:23.502024, arrival_time=2021-04-10 02:48:28.304714, cost_time=0:00:06.026172 2021-04-10 02:48:06,263 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=1.36ms, fps=1753 images/s, loss=1.9569, top1-acc=47.12%, top5-acc=78.80%, remaining_time=0:00:21.860872, arrival_time=2021-04-10 02:48:28.123991, cost_time=0:00:07.486609 2021-04-10 02:48:07,726 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=1.55ms, fps=1750 images/s, loss=1.9501, top1-acc=47.31%, top5-acc=78.91%, remaining_time=0:00:20.286032, arrival_time=2021-04-10 02:48:28.012261, cost_time=0:00:08.949724 2021-04-10 02:48:09,195 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=1.80ms, fps=1743 images/s, loss=1.9498, top1-acc=47.34%, top5-acc=79.01%, remaining_time=0:00:18.754092, arrival_time=2021-04-10 02:48:27.949668, cost_time=0:00:10.418933 2021-04-10 02:48:10,670 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=2.41ms, fps=1736 images/s, loss=1.9518, top1-acc=47.34%, top5-acc=78.98%, remaining_time=0:00:17.246764, arrival_time=2021-04-10 02:48:27.917584, cost_time=0:00:11.894302 2021-04-10 02:48:12,132 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=1.36ms, fps=1752 images/s, loss=1.9564, top1-acc=47.38%, top5-acc=78.87%, remaining_time=0:00:15.730718, arrival_time=2021-04-10 02:48:27.863507, cost_time=0:00:13.356263 2021-04-10 02:48:13,593 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=1.52ms, fps=1753 images/s, loss=1.9556, top1-acc=47.50%, top5-acc=78.84%, remaining_time=0:00:14.224416, arrival_time=2021-04-10 02:48:27.818064, cost_time=0:00:14.817145 2021-04-10 02:48:15,052 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=1.38ms, fps=1755 images/s, loss=1.9540, top1-acc=47.61%, top5-acc=78.85%, remaining_time=0:00:12.724818, arrival_time=2021-04-10 02:48:27.777266, cost_time=0:00:16.275879 2021-04-10 02:48:16,534 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=1.59ms, fps=1728 images/s, loss=1.9592, top1-acc=47.62%, top5-acc=78.71%, remaining_time=0:00:11.246404, arrival_time=2021-04-10 02:48:27.780404, cost_time=0:00:17.757487 2021-04-10 02:48:17,991 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.39ms, fps=1757 images/s, loss=1.9626, top1-acc=47.56%, top5-acc=78.64%, remaining_time=0:00:09.755328, arrival_time=2021-04-10 02:48:27.746982, cost_time=0:00:19.215043 2021-04-10 02:48:19,461 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=2.19ms, fps=1742 images/s, loss=1.9591, top1-acc=47.62%, top5-acc=78.66%, remaining_time=0:00:08.274112, arrival_time=2021-04-10 02:48:27.735936, cost_time=0:00:20.685223 2021-04-10 02:48:20,922 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=1.32ms, fps=1753 images/s, loss=1.9611, top1-acc=47.55%, top5-acc=78.60%, remaining_time=0:00:06.791486, arrival_time=2021-04-10 02:48:27.714136, cost_time=0:00:22.146137 2021-04-10 02:48:22,378 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=1.56ms, fps=1758 images/s, loss=1.9621, top1-acc=47.50%, top5-acc=78.60%, remaining_time=0:00:05.310540, arrival_time=2021-04-10 02:48:27.689429, cost_time=0:00:23.602391 2021-04-10 02:48:23,837 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=1.36ms, fps=1756 images/s, loss=1.9614, top1-acc=47.54%, top5-acc=78.61%, remaining_time=0:00:03.832790, arrival_time=2021-04-10 02:48:27.670024, cost_time=0:00:25.060617 2021-04-10 02:48:25,301 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=1.67ms, fps=1749 images/s, loss=1.9593, top1-acc=47.57%, top5-acc=78.65%, remaining_time=0:00:02.357808, arrival_time=2021-04-10 02:48:27.659620, cost_time=0:00:26.525308 2021-04-10 02:48:26,760 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=1.22ms, fps=1755 images/s, loss=1.9586, top1-acc=47.53%, top5-acc=78.65%, remaining_time=0:00:00.883716, arrival_time=2021-04-10 02:48:27.644477, cost_time=0:00:27.984252 2021-04-10 02:48:27,557 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=1.28ms, fps=1708 images/s, loss=1.9579, top1-acc=47.56%, top5-acc=78.68%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:27.557360, cost_time=0:00:28.780858 2021-04-10 02:48:28,123 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=1.72ms, fps=4530 images/s, loss=2.3938, top1-acc=40.16%, top5-acc=70.27%, remaining_time=0:00:01.695270, arrival_time=2021-04-10 02:48:29.818802, cost_time=0:00:00.565094 2021-04-10 02:48:28,603 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=1.41ms, fps=5341 images/s, loss=2.4120, top1-acc=40.74%, top5-acc=69.79%, remaining_time=0:00:01.044780, arrival_time=2021-04-10 02:48:29.647999, cost_time=0:00:01.044775 2021-04-10 02:48:29,086 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=1.72ms, fps=5303 images/s, loss=2.4143, top1-acc=41.18%, top5-acc=69.36%, remaining_time=0:00:00.509300, arrival_time=2021-04-10 02:48:29.595680, cost_time=0:00:01.527897 2021-04-10 02:48:29,523 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.08ms, fps=5317 images/s, loss=2.4273, top1-acc=40.94%, top5-acc=69.43%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:29.523180, cost_time=0:00:01.964720 2021-04-10 02:48:30,593 INFO : Epoch=0018 complete, best val top1-acc=43.41%, top5-acc=72.75% (epoch=17), remaining_time=1:39:30.491800, arrival_time=2021-04-10 04:28:01.085081, cost_time=0:09:50.488206 2021-04-10 02:48:30,594 INFO : Train start, epoch=0019, lr=0.098015 2021-04-10 02:48:32,227 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=0.27ms, fps=1567 images/s, loss=1.9335, top1-acc=48.98%, top5-acc=78.95%, remaining_time=0:00:30.380124, arrival_time=2021-04-10 02:49:02.608019, cost_time=0:00:01.633343 2021-04-10 02:48:33,686 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=1.49ms, fps=1755 images/s, loss=1.9315, top1-acc=48.52%, top5-acc=79.32%, remaining_time=0:00:27.210304, arrival_time=2021-04-10 02:49:00.897003, cost_time=0:00:03.092090 2021-04-10 02:48:35,155 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=1.56ms, fps=1744 images/s, loss=1.9112, top1-acc=48.67%, top5-acc=79.95%, remaining_time=0:00:25.234490, arrival_time=2021-04-10 02:49:00.389540, cost_time=0:00:04.560445 2021-04-10 02:48:36,626 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=1.39ms, fps=1741 images/s, loss=1.9027, top1-acc=48.85%, top5-acc=79.89%, remaining_time=0:00:23.523396, arrival_time=2021-04-10 02:49:00.149617, cost_time=0:00:06.031657 2021-04-10 02:48:38,080 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=1.55ms, fps=1761 images/s, loss=1.9067, top1-acc=48.92%, top5-acc=79.79%, remaining_time=0:00:21.859558, arrival_time=2021-04-10 02:48:59.940269, cost_time=0:00:07.486134 2021-04-10 02:48:39,541 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=1.85ms, fps=1753 images/s, loss=1.9102, top1-acc=48.72%, top5-acc=79.68%, remaining_time=0:00:20.280320, arrival_time=2021-04-10 02:48:59.822149, cost_time=0:00:08.947218 2021-04-10 02:48:41,014 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=1.87ms, fps=1739 images/s, loss=1.9132, top1-acc=48.60%, top5-acc=79.55%, remaining_time=0:00:18.755856, arrival_time=2021-04-10 02:48:59.770310, cost_time=0:00:10.419886 2021-04-10 02:48:42,480 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=1.66ms, fps=1747 images/s, loss=1.9099, top1-acc=48.65%, top5-acc=79.63%, remaining_time=0:00:17.233656, arrival_time=2021-04-10 02:48:59.713650, cost_time=0:00:11.885298 2021-04-10 02:48:43,947 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=1.39ms, fps=1745 images/s, loss=1.9156, top1-acc=48.38%, top5-acc=79.41%, remaining_time=0:00:15.726584, arrival_time=2021-04-10 02:48:59.673978, cost_time=0:00:13.352779 2021-04-10 02:48:45,409 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=4.63ms, fps=1752 images/s, loss=1.9178, top1-acc=48.46%, top5-acc=79.38%, remaining_time=0:00:14.222304, arrival_time=2021-04-10 02:48:59.631726, cost_time=0:00:14.814853 2021-04-10 02:48:46,864 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=1.76ms, fps=1760 images/s, loss=1.9185, top1-acc=48.46%, top5-acc=79.29%, remaining_time=0:00:12.720088, arrival_time=2021-04-10 02:48:59.584645, cost_time=0:00:16.269921 2021-04-10 02:48:48,336 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=1.70ms, fps=1740 images/s, loss=1.9215, top1-acc=48.43%, top5-acc=79.23%, remaining_time=0:00:11.236600, arrival_time=2021-04-10 02:48:59.573171, cost_time=0:00:17.741989 2021-04-10 02:48:49,816 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=1.94ms, fps=1731 images/s, loss=1.9235, top1-acc=48.43%, top5-acc=79.25%, remaining_time=0:00:09.758562, arrival_time=2021-04-10 02:48:59.574663, cost_time=0:00:19.221459 2021-04-10 02:48:51,282 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=2.07ms, fps=1747 images/s, loss=1.9266, top1-acc=48.38%, top5-acc=79.24%, remaining_time=0:00:08.274896, arrival_time=2021-04-10 02:48:59.556880, cost_time=0:00:20.687249 2021-04-10 02:48:52,748 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=1.89ms, fps=1747 images/s, loss=1.9283, top1-acc=48.40%, top5-acc=79.20%, remaining_time=0:00:06.793740, arrival_time=2021-04-10 02:48:59.541878, cost_time=0:00:22.153482 2021-04-10 02:48:54,214 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=2.02ms, fps=1746 images/s, loss=1.9287, top1-acc=48.42%, top5-acc=79.22%, remaining_time=0:00:05.314500, arrival_time=2021-04-10 02:48:59.529119, cost_time=0:00:23.620001 2021-04-10 02:48:55,679 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=1.46ms, fps=1749 images/s, loss=1.9299, top1-acc=48.41%, top5-acc=79.20%, remaining_time=0:00:03.836456, arrival_time=2021-04-10 02:48:59.515586, cost_time=0:00:25.084498 2021-04-10 02:48:57,143 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=1.58ms, fps=1749 images/s, loss=1.9332, top1-acc=48.34%, top5-acc=79.14%, remaining_time=0:00:02.359872, arrival_time=2021-04-10 02:48:59.503098, cost_time=0:00:26.548647 2021-04-10 02:48:58,602 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=1.39ms, fps=1755 images/s, loss=1.9337, top1-acc=48.39%, top5-acc=79.13%, remaining_time=0:00:00.884466, arrival_time=2021-04-10 02:48:59.487152, cost_time=0:00:28.008120 2021-04-10 02:48:59,403 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=1.35ms, fps=1700 images/s, loss=1.9318, top1-acc=48.41%, top5-acc=79.15%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:59.403334, cost_time=0:00:28.808765 2021-04-10 02:48:59,997 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=0.24ms, fps=4314 images/s, loss=2.1834, top1-acc=44.18%, top5-acc=73.24%, remaining_time=0:00:01.780260, arrival_time=2021-04-10 02:49:01.778138, cost_time=0:00:00.593424 2021-04-10 02:49:00,474 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=1.45ms, fps=5379 images/s, loss=2.1829, top1-acc=44.02%, top5-acc=73.42%, remaining_time=0:00:01.069700, arrival_time=2021-04-10 02:49:01.543859, cost_time=0:00:01.069705 2021-04-10 02:49:00,951 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=1.36ms, fps=5371 images/s, loss=2.1780, top1-acc=44.02%, top5-acc=73.52%, remaining_time=0:00:00.515570, arrival_time=2021-04-10 02:49:01.466714, cost_time=0:00:01.546698 2021-04-10 02:49:01,393 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=0.08ms, fps=5253 images/s, loss=2.1687, top1-acc=44.24%, top5-acc=73.77%, remaining_time=0:00:00, arrival_time=2021-04-10 02:49:01.393176, cost_time=0:00:01.988658 2021-04-10 02:49:03,612 INFO : Epoch=0019 complete, best val top1-acc=44.24%, top5-acc=73.77% (epoch=19), remaining_time=1:38:59.732019, arrival_time=2021-04-10 04:28:03.344836, cost_time=0:10:23.507778 2021-04-10 02:49:03,613 INFO : Train start, epoch=0020, lr=0.097790 2021-04-10 02:49:05,269 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=1.33ms, fps=1546 images/s, loss=1.8883, top1-acc=49.34%, top5-acc=80.55%, remaining_time=0:00:30.793230, arrival_time=2021-04-10 02:49:36.062381, cost_time=0:00:01.655546 2021-04-10 02:49:06,740 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=1.96ms, fps=1740 images/s, loss=1.8814, top1-acc=49.96%, top5-acc=80.39%, remaining_time=0:00:27.518480, arrival_time=2021-04-10 02:49:34.259253, cost_time=0:00:03.127104 2021-04-10 02:49:08,211 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=1.38ms, fps=1742 images/s, loss=1.8686, top1-acc=50.07%, top5-acc=80.22%, remaining_time=0:00:25.438836, arrival_time=2021-04-10 02:49:33.649831, cost_time=0:00:04.597385 2021-04-10 02:49:09,677 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=1.60ms, fps=1747 images/s, loss=1.8651, top1-acc=50.28%, top5-acc=80.34%, remaining_time=0:00:23.646636, arrival_time=2021-04-10 02:49:33.323630, cost_time=0:00:06.063224 2021-04-10 02:49:11,148 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=1.94ms, fps=1741 images/s, loss=1.8642, top1-acc=50.52%, top5-acc=80.22%, remaining_time=0:00:22.000302, arrival_time=2021-04-10 02:49:33.148279, cost_time=0:00:07.534365 2021-04-10 02:49:12,615 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.88ms, fps=1745 images/s, loss=1.8576, top1-acc=50.55%, top5-acc=80.26%, remaining_time=0:00:20.403944, arrival_time=2021-04-10 02:49:33.019448, cost_time=0:00:09.001754 2021-04-10 02:49:14,081 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=2.16ms, fps=1747 images/s, loss=1.8598, top1-acc=50.53%, top5-acc=80.36%, remaining_time=0:00:18.841788, arrival_time=2021-04-10 02:49:32.923126, cost_time=0:00:10.467687 2021-04-10 02:49:15,540 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=1.39ms, fps=1755 images/s, loss=1.8577, top1-acc=50.43%, top5-acc=80.39%, remaining_time=0:00:17.293512, arrival_time=2021-04-10 02:49:32.833746, cost_time=0:00:11.926576 2021-04-10 02:49:17,004 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=1.46ms, fps=1749 images/s, loss=1.8542, top1-acc=50.65%, top5-acc=80.44%, remaining_time=0:00:15.771422, arrival_time=2021-04-10 02:49:32.775861, cost_time=0:00:13.390836 2021-04-10 02:49:18,463 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=1.39ms, fps=1755 images/s, loss=1.8558, top1-acc=50.52%, top5-acc=80.41%, remaining_time=0:00:14.255520, arrival_time=2021-04-10 02:49:32.718673, cost_time=0:00:14.849538 2021-04-10 02:49:19,920 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=1.30ms, fps=1757 images/s, loss=1.8582, top1-acc=50.34%, top5-acc=80.33%, remaining_time=0:00:12.749328, arrival_time=2021-04-10 02:49:32.670270, cost_time=0:00:16.307276 2021-04-10 02:49:21,383 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=1.70ms, fps=1750 images/s, loss=1.8614, top1-acc=50.29%, top5-acc=80.29%, remaining_time=0:00:11.254460, arrival_time=2021-04-10 02:49:32.638326, cost_time=0:00:17.770231 2021-04-10 02:49:22,843 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=1.44ms, fps=1755 images/s, loss=1.8637, top1-acc=50.28%, top5-acc=80.24%, remaining_time=0:00:09.762852, arrival_time=2021-04-10 02:49:32.606269, cost_time=0:00:19.229804 2021-04-10 02:49:24,301 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=1.33ms, fps=1756 images/s, loss=1.8627, top1-acc=50.32%, top5-acc=80.26%, remaining_time=0:00:08.275176, arrival_time=2021-04-10 02:49:32.576665, cost_time=0:00:20.687886 2021-04-10 02:49:25,762 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=2.49ms, fps=1753 images/s, loss=1.8665, top1-acc=50.33%, top5-acc=80.18%, remaining_time=0:00:06.792130, arrival_time=2021-04-10 02:49:32.554103, cost_time=0:00:22.148302 2021-04-10 02:49:27,235 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=1.51ms, fps=1739 images/s, loss=1.8651, top1-acc=50.34%, top5-acc=80.18%, remaining_time=0:00:05.314860, arrival_time=2021-04-10 02:49:32.550045, cost_time=0:00:23.621572 2021-04-10 02:49:28,700 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=1.37ms, fps=1747 images/s, loss=1.8688, top1-acc=50.19%, top5-acc=80.09%, remaining_time=0:00:03.836872, arrival_time=2021-04-10 02:49:32.537645, cost_time=0:00:25.087162 2021-04-10 02:49:30,165 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=1.44ms, fps=1748 images/s, loss=1.8712, top1-acc=50.11%, top5-acc=80.07%, remaining_time=0:00:02.360160, arrival_time=2021-04-10 02:49:32.525557, cost_time=0:00:26.551781 2021-04-10 02:49:31,639 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=1.35ms, fps=1738 images/s, loss=1.8740, top1-acc=50.05%, top5-acc=80.00%, remaining_time=0:00:00.885018, arrival_time=2021-04-10 02:49:32.524143, cost_time=0:00:28.025527 2021-04-10 02:49:32,433 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=1.44ms, fps=1712 images/s, loss=1.8756, top1-acc=50.05%, top5-acc=79.95%, remaining_time=0:00:00, arrival_time=2021-04-10 02:49:32.433859, cost_time=0:00:28.820189 2021-04-10 02:49:33,029 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=0.30ms, fps=4305 images/s, loss=3.0479, top1-acc=34.73%, top5-acc=60.70%, remaining_time=0:00:01.784070, arrival_time=2021-04-10 02:49:34.813721, cost_time=0:00:00.594686 2021-04-10 02:49:33,508 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=1.51ms, fps=5352 images/s, loss=3.0174, top1-acc=35.51%, top5-acc=61.31%, remaining_time=0:00:01.073400, arrival_time=2021-04-10 02:49:34.581794, cost_time=0:00:01.073392 2021-04-10 02:49:33,990 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=1.55ms, fps=5319 images/s, loss=3.0037, top1-acc=35.62%, top5-acc=61.87%, remaining_time=0:00:00.518390, arrival_time=2021-04-10 02:49:34.508562, cost_time=0:00:01.555170 2021-04-10 02:49:34,430 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=0.09ms, fps=5278 images/s, loss=3.0294, top1-acc=35.16%, top5-acc=61.31%, remaining_time=0:00:00, arrival_time=2021-04-10 02:49:34.430126, cost_time=0:00:01.995165 2021-04-10 02:49:35,441 INFO : Epoch=0020 complete, best val top1-acc=44.24%, top5-acc=73.77% (epoch=19), remaining_time=1:38:18.024720, arrival_time=2021-04-10 04:27:53.465836, cost_time=0:10:55.336085 2021-04-10 02:49:35,441 INFO : Train start, epoch=0021, lr=0.097553 2021-04-10 02:49:37,058 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=0.26ms, fps=1583 images/s, loss=2.0045, top1-acc=46.95%, top5-acc=77.62%, remaining_time=0:00:30.076386, arrival_time=2021-04-10 02:50:07.135229, cost_time=0:00:01.617007 2021-04-10 02:49:38,526 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=1.62ms, fps=1745 images/s, loss=1.9332, top1-acc=48.28%, top5-acc=79.14%, remaining_time=0:00:27.142544, arrival_time=2021-04-10 02:50:05.668797, cost_time=0:00:03.084372 2021-04-10 02:49:39,994 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=1.49ms, fps=1745 images/s, loss=1.8845, top1-acc=50.04%, top5-acc=79.67%, remaining_time=0:00:25.189670, arrival_time=2021-04-10 02:50:05.183863, cost_time=0:00:04.552351 2021-04-10 02:49:41,456 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=1.42ms, fps=1752 images/s, loss=1.8900, top1-acc=49.87%, top5-acc=79.61%, remaining_time=0:00:23.455068, arrival_time=2021-04-10 02:50:04.911064, cost_time=0:00:06.014112 2021-04-10 02:49:42,923 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=1.36ms, fps=1745 images/s, loss=1.8854, top1-acc=49.89%, top5-acc=79.72%, remaining_time=0:00:21.847002, arrival_time=2021-04-10 02:50:04.770730, cost_time=0:00:07.481870 2021-04-10 02:49:44,388 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=1.35ms, fps=1748 images/s, loss=1.8811, top1-acc=50.07%, top5-acc=79.76%, remaining_time=0:00:20.279504, arrival_time=2021-04-10 02:50:04.668164, cost_time=0:00:08.946815 2021-04-10 02:49:45,849 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=1.40ms, fps=1753 images/s, loss=1.8747, top1-acc=50.06%, top5-acc=79.92%, remaining_time=0:00:18.733302, arrival_time=2021-04-10 02:50:04.582557, cost_time=0:00:10.407419 2021-04-10 02:49:47,310 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=1.59ms, fps=1753 images/s, loss=1.8818, top1-acc=49.96%, top5-acc=79.78%, remaining_time=0:00:17.208832, arrival_time=2021-04-10 02:50:04.518834, cost_time=0:00:11.868162 2021-04-10 02:49:48,778 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=1.57ms, fps=1744 images/s, loss=1.8738, top1-acc=50.14%, top5-acc=79.98%, remaining_time=0:00:15.707186, arrival_time=2021-04-10 02:50:04.485311, cost_time=0:00:13.336282 2021-04-10 02:49:50,240 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=1.28ms, fps=1751 images/s, loss=1.8713, top1-acc=50.12%, top5-acc=80.11%, remaining_time=0:00:14.206656, arrival_time=2021-04-10 02:50:04.447103, cost_time=0:00:14.798602 2021-04-10 02:49:51,707 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=1.34ms, fps=1746 images/s, loss=1.8669, top1-acc=50.22%, top5-acc=80.18%, remaining_time=0:00:12.716734, arrival_time=2021-04-10 02:50:04.424124, cost_time=0:00:16.265551 2021-04-10 02:49:53,171 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=1.54ms, fps=1749 images/s, loss=1.8625, top1-acc=50.29%, top5-acc=80.26%, remaining_time=0:00:11.228468, arrival_time=2021-04-10 02:50:04.399661, cost_time=0:00:17.729217 2021-04-10 02:49:54,641 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=1.52ms, fps=1742 images/s, loss=1.8593, top1-acc=50.36%, top5-acc=80.30%, remaining_time=0:00:09.747540, arrival_time=2021-04-10 02:50:04.389216, cost_time=0:00:19.199757 2021-04-10 02:49:56,111 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=1.30ms, fps=1742 images/s, loss=1.8595, top1-acc=50.40%, top5-acc=80.35%, remaining_time=0:00:08.267896, arrival_time=2021-04-10 02:50:04.379531, cost_time=0:00:20.669791 2021-04-10 02:49:57,578 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=1.33ms, fps=1746 images/s, loss=1.8605, top1-acc=50.29%, top5-acc=80.33%, remaining_time=0:00:06.788450, arrival_time=2021-04-10 02:50:04.366627, cost_time=0:00:22.136213 2021-04-10 02:49:59,044 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=1.57ms, fps=1747 images/s, loss=1.8590, top1-acc=50.36%, top5-acc=80.32%, remaining_time=0:00:05.310540, arrival_time=2021-04-10 02:50:04.354883, cost_time=0:00:23.602469 2021-04-10 02:50:00,505 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=1.44ms, fps=1753 images/s, loss=1.8588, top1-acc=50.29%, top5-acc=80.32%, remaining_time=0:00:03.833232, arrival_time=2021-04-10 02:50:04.338595, cost_time=0:00:25.063472 2021-04-10 02:50:01,969 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=1.43ms, fps=1749 images/s, loss=1.8625, top1-acc=50.17%, top5-acc=80.26%, remaining_time=0:00:02.358048, arrival_time=2021-04-10 02:50:04.327926, cost_time=0:00:26.528059 2021-04-10 02:50:03,437 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=2.22ms, fps=1745 images/s, loss=1.8623, top1-acc=50.19%, top5-acc=80.30%, remaining_time=0:00:00.884058, arrival_time=2021-04-10 02:50:04.321150, cost_time=0:00:27.995216 2021-04-10 02:50:04,236 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=1.85ms, fps=1702 images/s, loss=1.8617, top1-acc=50.24%, top5-acc=80.31%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:04.236760, cost_time=0:00:28.794809 2021-04-10 02:50:04,824 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=1.98ms, fps=4369 images/s, loss=2.4768, top1-acc=41.95%, top5-acc=69.45%, remaining_time=0:00:01.757610, arrival_time=2021-04-10 02:50:06.581940, cost_time=0:00:00.585874 2021-04-10 02:50:05,318 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=1.61ms, fps=5195 images/s, loss=2.4614, top1-acc=41.70%, top5-acc=69.49%, remaining_time=0:00:01.079640, arrival_time=2021-04-10 02:50:06.397722, cost_time=0:00:01.079636 2021-04-10 02:50:05,802 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=2.44ms, fps=5286 images/s, loss=2.4512, top1-acc=42.02%, top5-acc=69.78%, remaining_time=0:00:00.521450, arrival_time=2021-04-10 02:50:06.324295, cost_time=0:00:01.564360 2021-04-10 02:50:06,255 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=0.12ms, fps=5130 images/s, loss=2.4784, top1-acc=42.20%, top5-acc=69.83%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:06.255626, cost_time=0:00:02.017175 2021-04-10 02:50:07,416 INFO : Epoch=0021 complete, best val top1-acc=44.24%, top5-acc=73.77% (epoch=19), remaining_time=1:37:38.514449, arrival_time=2021-04-10 04:27:45.931274, cost_time=0:11:27.311759 2021-04-10 02:50:07,417 INFO : Train start, epoch=0022, lr=0.097304 2021-04-10 02:50:09,089 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=1.86ms, fps=1532 images/s, loss=1.7723, top1-acc=52.46%, top5-acc=81.76%, remaining_time=0:00:31.081158, arrival_time=2021-04-10 02:50:40.170165, cost_time=0:00:01.671032 2021-04-10 02:50:10,561 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=1.72ms, fps=1740 images/s, loss=1.8151, top1-acc=51.99%, top5-acc=80.98%, remaining_time=0:00:27.659632, arrival_time=2021-04-10 02:50:38.220700, cost_time=0:00:03.143132 2021-04-10 02:50:12,021 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=1.53ms, fps=1754 images/s, loss=1.8229, top1-acc=51.52%, top5-acc=81.18%, remaining_time=0:00:25.471206, arrival_time=2021-04-10 02:50:37.492382, cost_time=0:00:04.603232 2021-04-10 02:50:13,488 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=1.44ms, fps=1745 images/s, loss=1.8128, top1-acc=51.59%, top5-acc=81.41%, remaining_time=0:00:23.674560, arrival_time=2021-04-10 02:50:37.162991, cost_time=0:00:06.070417 2021-04-10 02:50:14,961 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=1.65ms, fps=1739 images/s, loss=1.8189, top1-acc=51.42%, top5-acc=81.34%, remaining_time=0:00:22.025268, arrival_time=2021-04-10 02:50:36.986199, cost_time=0:00:07.542886 2021-04-10 02:50:16,424 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=1.69ms, fps=1750 images/s, loss=1.8250, top1-acc=51.41%, top5-acc=81.02%, remaining_time=0:00:20.415504, arrival_time=2021-04-10 02:50:36.840252, cost_time=0:00:09.006823 2021-04-10 02:50:17,886 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=1.48ms, fps=1752 images/s, loss=1.8187, top1-acc=51.61%, top5-acc=81.03%, remaining_time=0:00:18.843300, arrival_time=2021-04-10 02:50:36.729832, cost_time=0:00:10.468473 2021-04-10 02:50:19,349 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=1.77ms, fps=1751 images/s, loss=1.8138, top1-acc=51.51%, top5-acc=81.11%, remaining_time=0:00:17.300356, arrival_time=2021-04-10 02:50:36.649574, cost_time=0:00:11.931260 2021-04-10 02:50:20,812 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=1.37ms, fps=1750 images/s, loss=1.8056, top1-acc=51.71%, top5-acc=81.20%, remaining_time=0:00:15.775768, arrival_time=2021-04-10 02:50:36.588238, cost_time=0:00:13.394524 2021-04-10 02:50:22,271 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=1.38ms, fps=1755 images/s, loss=1.8128, top1-acc=51.58%, top5-acc=81.02%, remaining_time=0:00:14.259648, arrival_time=2021-04-10 02:50:36.531379, cost_time=0:00:14.853795 2021-04-10 02:50:23,738 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=1.48ms, fps=1746 images/s, loss=1.8169, top1-acc=51.63%, top5-acc=80.85%, remaining_time=0:00:12.759648, arrival_time=2021-04-10 02:50:36.498102, cost_time=0:00:16.320522 2021-04-10 02:50:25,210 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=1.74ms, fps=1739 images/s, loss=1.8169, top1-acc=51.61%, top5-acc=80.83%, remaining_time=0:00:11.268748, arrival_time=2021-04-10 02:50:36.479512, cost_time=0:00:17.792740 2021-04-10 02:50:26,676 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=1.38ms, fps=1747 images/s, loss=1.8186, top1-acc=51.52%, top5-acc=80.84%, remaining_time=0:00:09.777570, arrival_time=2021-04-10 02:50:36.454390, cost_time=0:00:19.258883 2021-04-10 02:50:28,142 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.34ms, fps=1748 images/s, loss=1.8159, top1-acc=51.62%, top5-acc=80.87%, remaining_time=0:00:08.289624, arrival_time=2021-04-10 02:50:36.431637, cost_time=0:00:20.724035 2021-04-10 02:50:29,610 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=1.49ms, fps=1745 images/s, loss=1.8151, top1-acc=51.58%, top5-acc=80.85%, remaining_time=0:00:06.805562, arrival_time=2021-04-10 02:50:36.415515, cost_time=0:00:22.192012 2021-04-10 02:50:31,070 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=1.30ms, fps=1753 images/s, loss=1.8147, top1-acc=51.59%, top5-acc=80.90%, remaining_time=0:00:05.321772, arrival_time=2021-04-10 02:50:36.392020, cost_time=0:00:23.652311 2021-04-10 02:50:32,528 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=1.30ms, fps=1756 images/s, loss=1.8192, top1-acc=51.51%, top5-acc=80.85%, remaining_time=0:00:03.840434, arrival_time=2021-04-10 02:50:36.368885, cost_time=0:00:25.110514 2021-04-10 02:50:33,990 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=1.44ms, fps=1752 images/s, loss=1.8206, top1-acc=51.46%, top5-acc=80.84%, remaining_time=0:00:02.361968, arrival_time=2021-04-10 02:50:36.352086, cost_time=0:00:26.572177 2021-04-10 02:50:35,456 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=1.49ms, fps=1747 images/s, loss=1.8197, top1-acc=51.52%, top5-acc=80.94%, remaining_time=0:00:00.885414, arrival_time=2021-04-10 02:50:36.341541, cost_time=0:00:28.038194 2021-04-10 02:50:36,248 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=1.34ms, fps=1717 images/s, loss=1.8197, top1-acc=51.53%, top5-acc=80.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:36.248610, cost_time=0:00:28.830665 2021-04-10 02:50:36,822 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=0.43ms, fps=4472 images/s, loss=2.3822, top1-acc=41.48%, top5-acc=70.43%, remaining_time=0:00:01.717290, arrival_time=2021-04-10 02:50:38.539450, cost_time=0:00:00.572431 2021-04-10 02:50:37,297 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=1.33ms, fps=5390 images/s, loss=2.3358, top1-acc=42.13%, top5-acc=71.13%, remaining_time=0:00:01.047900, arrival_time=2021-04-10 02:50:38.345484, cost_time=0:00:01.047904 2021-04-10 02:50:37,775 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=1.30ms, fps=5359 images/s, loss=2.3486, top1-acc=41.43%, top5-acc=71.04%, remaining_time=0:00:00.508640, arrival_time=2021-04-10 02:50:38.284300, cost_time=0:00:01.525910 2021-04-10 02:50:38,219 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=0.08ms, fps=5235 images/s, loss=2.3544, top1-acc=41.56%, top5-acc=70.78%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:38.219245, cost_time=0:00:01.969578 2021-04-10 02:50:39,326 INFO : Epoch=0022 complete, best val top1-acc=44.24%, top5-acc=73.77% (epoch=19), remaining_time=1:36:59.158556, arrival_time=2021-04-10 04:27:38.485420, cost_time=0:11:59.221838 2021-04-10 02:50:39,327 INFO : Train start, epoch=0023, lr=0.097044 2021-04-10 02:50:40,965 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=0.26ms, fps=1563 images/s, loss=1.7918, top1-acc=52.42%, top5-acc=81.95%, remaining_time=0:00:30.471264, arrival_time=2021-04-10 02:51:11.437077, cost_time=0:00:01.638244 2021-04-10 02:50:42,440 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=1.67ms, fps=1737 images/s, loss=1.7990, top1-acc=51.82%, top5-acc=81.66%, remaining_time=0:00:27.390000, arrival_time=2021-04-10 02:51:09.830164, cost_time=0:00:03.112499 2021-04-10 02:50:43,907 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=1.35ms, fps=1745 images/s, loss=1.7641, top1-acc=52.28%, top5-acc=82.14%, remaining_time=0:00:25.341892, arrival_time=2021-04-10 02:51:09.249419, cost_time=0:00:04.579851 2021-04-10 02:50:45,370 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=1.54ms, fps=1751 images/s, loss=1.7692, top1-acc=52.46%, top5-acc=81.98%, remaining_time=0:00:23.564268, arrival_time=2021-04-10 02:51:08.934246, cost_time=0:00:06.042136 2021-04-10 02:50:46,833 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=1.46ms, fps=1750 images/s, loss=1.7803, top1-acc=52.01%, top5-acc=81.86%, remaining_time=0:00:21.916790, arrival_time=2021-04-10 02:51:08.750192, cost_time=0:00:07.505751 2021-04-10 02:50:48,317 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=17.41ms, fps=1726 images/s, loss=1.7856, top1-acc=51.73%, top5-acc=81.73%, remaining_time=0:00:20.377016, arrival_time=2021-04-10 02:51:08.694538, cost_time=0:00:08.989861 2021-04-10 02:50:49,777 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=1.42ms, fps=1754 images/s, loss=1.7821, top1-acc=51.80%, top5-acc=81.68%, remaining_time=0:00:18.809658, arrival_time=2021-04-10 02:51:08.587145, cost_time=0:00:10.449838 2021-04-10 02:50:51,234 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=1.54ms, fps=1758 images/s, loss=1.7785, top1-acc=51.97%, top5-acc=81.69%, remaining_time=0:00:17.264048, arrival_time=2021-04-10 02:51:08.497971, cost_time=0:00:11.906273 2021-04-10 02:50:52,700 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=1.43ms, fps=1746 images/s, loss=1.7762, top1-acc=52.15%, top5-acc=81.74%, remaining_time=0:00:15.750010, arrival_time=2021-04-10 02:51:08.450313, cost_time=0:00:13.372680 2021-04-10 02:50:54,181 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=1.55ms, fps=1745 images/s, loss=1.7712, top1-acc=52.24%, top5-acc=81.75%, remaining_time=0:00:14.259360, arrival_time=2021-04-10 02:51:08.440450, cost_time=0:00:14.853459 2021-04-10 02:50:55,644 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=1.39ms, fps=1750 images/s, loss=1.7730, top1-acc=52.21%, top5-acc=81.68%, remaining_time=0:00:12.756724, arrival_time=2021-04-10 02:51:08.401066, cost_time=0:00:16.316747 2021-04-10 02:50:57,100 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=1.39ms, fps=1759 images/s, loss=1.7755, top1-acc=52.26%, top5-acc=81.62%, remaining_time=0:00:11.255980, arrival_time=2021-04-10 02:51:08.356104, cost_time=0:00:17.772561 2021-04-10 02:50:58,559 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=1.42ms, fps=1754 images/s, loss=1.7767, top1-acc=52.26%, top5-acc=81.54%, remaining_time=0:00:09.763974, arrival_time=2021-04-10 02:51:08.323578, cost_time=0:00:19.232040 2021-04-10 02:51:00,021 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=1.93ms, fps=1752 images/s, loss=1.7764, top1-acc=52.31%, top5-acc=81.49%, remaining_time=0:00:08.277416, arrival_time=2021-04-10 02:51:08.298562, cost_time=0:00:20.693564 2021-04-10 02:51:01,480 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=1.36ms, fps=1754 images/s, loss=1.7795, top1-acc=52.27%, top5-acc=81.47%, remaining_time=0:00:06.793648, arrival_time=2021-04-10 02:51:08.274557, cost_time=0:00:22.153268 2021-04-10 02:51:02,940 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=1.39ms, fps=1755 images/s, loss=1.7819, top1-acc=52.26%, top5-acc=81.42%, remaining_time=0:00:05.312844, arrival_time=2021-04-10 02:51:08.253104, cost_time=0:00:23.612637 2021-04-10 02:51:04,424 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=1.79ms, fps=1725 images/s, loss=1.7865, top1-acc=52.16%, top5-acc=81.35%, remaining_time=0:00:03.838354, arrival_time=2021-04-10 02:51:08.262807, cost_time=0:00:25.096850 2021-04-10 02:51:05,901 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=1.60ms, fps=1734 images/s, loss=1.7897, top1-acc=52.07%, top5-acc=81.30%, remaining_time=0:00:02.362144, arrival_time=2021-04-10 02:51:08.263846, cost_time=0:00:26.574082 2021-04-10 02:51:07,367 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.32ms, fps=1747 images/s, loss=1.7935, top1-acc=52.04%, top5-acc=81.27%, remaining_time=0:00:00.885480, arrival_time=2021-04-10 02:51:08.253253, cost_time=0:00:28.040199 2021-04-10 02:51:08,161 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=1.25ms, fps=1714 images/s, loss=1.7941, top1-acc=52.02%, top5-acc=81.25%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:08.161850, cost_time=0:00:28.834272 2021-04-10 02:51:08,767 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=0.20ms, fps=4232 images/s, loss=2.5960, top1-acc=38.75%, top5-acc=68.32%, remaining_time=0:00:01.814490, arrival_time=2021-04-10 02:51:10.582316, cost_time=0:00:00.604832 2021-04-10 02:51:09,250 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=1.50ms, fps=5314 images/s, loss=2.5831, top1-acc=39.69%, top5-acc=68.54%, remaining_time=0:00:01.087120, arrival_time=2021-04-10 02:51:10.337184, cost_time=0:00:01.087118 2021-04-10 02:51:09,729 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=1.80ms, fps=5340 images/s, loss=2.5485, top1-acc=40.21%, top5-acc=69.01%, remaining_time=0:00:00.522280, arrival_time=2021-04-10 02:51:10.252063, cost_time=0:00:01.566826 2021-04-10 02:51:10,169 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=0.09ms, fps=5283 images/s, loss=2.5427, top1-acc=40.13%, top5-acc=69.22%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:10.169277, cost_time=0:00:02.006338 2021-04-10 02:51:11,208 INFO : Epoch=0023 complete, best val top1-acc=44.24%, top5-acc=73.77% (epoch=19), remaining_time=1:36:20.231121, arrival_time=2021-04-10 04:27:31.439655, cost_time=0:12:31.103480 2021-04-10 02:51:11,209 INFO : Train start, epoch=0024, lr=0.096772 2021-04-10 02:51:12,888 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=0.28ms, fps=1524 images/s, loss=1.8116, top1-acc=51.95%, top5-acc=80.82%, remaining_time=0:00:31.234794, arrival_time=2021-04-10 02:51:44.123367, cost_time=0:00:01.679294 2021-04-10 02:51:14,347 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=1.91ms, fps=1755 images/s, loss=1.7662, top1-acc=52.15%, top5-acc=82.09%, remaining_time=0:00:27.616864, arrival_time=2021-04-10 02:51:41.964513, cost_time=0:00:03.138280 2021-04-10 02:51:15,813 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=1.88ms, fps=1747 images/s, loss=1.7575, top1-acc=52.71%, top5-acc=82.14%, remaining_time=0:00:25.474194, arrival_time=2021-04-10 02:51:41.287219, cost_time=0:00:04.603756 2021-04-10 02:51:17,271 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=1.52ms, fps=1756 images/s, loss=1.7660, top1-acc=52.85%, top5-acc=81.83%, remaining_time=0:00:23.642112, arrival_time=2021-04-10 02:51:40.913587, cost_time=0:00:06.062089 2021-04-10 02:51:18,733 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=1.41ms, fps=1752 images/s, loss=1.7684, top1-acc=53.07%, top5-acc=81.87%, remaining_time=0:00:21.969496, arrival_time=2021-04-10 02:51:40.702587, cost_time=0:00:07.523787 2021-04-10 02:51:20,198 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=1.64ms, fps=1748 images/s, loss=1.7650, top1-acc=52.96%, top5-acc=81.92%, remaining_time=0:00:20.375112, arrival_time=2021-04-10 02:51:40.573389, cost_time=0:00:08.989004 2021-04-10 02:51:21,661 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=1.35ms, fps=1750 images/s, loss=1.7534, top1-acc=53.13%, top5-acc=82.07%, remaining_time=0:00:18.813816, arrival_time=2021-04-10 02:51:40.475261, cost_time=0:00:10.452153 2021-04-10 02:51:23,128 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=1.47ms, fps=1746 images/s, loss=1.7550, top1-acc=53.02%, top5-acc=82.10%, remaining_time=0:00:17.282492, arrival_time=2021-04-10 02:51:40.410733, cost_time=0:00:11.918961 2021-04-10 02:51:24,594 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=1.94ms, fps=1747 images/s, loss=1.7528, top1-acc=53.15%, top5-acc=82.05%, remaining_time=0:00:15.764426, arrival_time=2021-04-10 02:51:40.358648, cost_time=0:00:13.384903 2021-04-10 02:51:26,071 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=1.53ms, fps=1733 images/s, loss=1.7534, top1-acc=53.14%, top5-acc=81.98%, remaining_time=0:00:14.268096, arrival_time=2021-04-10 02:51:40.339978, cost_time=0:00:14.862567 2021-04-10 02:51:27,551 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=1.46ms, fps=1731 images/s, loss=1.7515, top1-acc=53.16%, top5-acc=81.99%, remaining_time=0:00:12.776332, arrival_time=2021-04-10 02:51:40.327456, cost_time=0:00:16.341847 2021-04-10 02:51:29,016 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=1.58ms, fps=1747 images/s, loss=1.7542, top1-acc=53.23%, top5-acc=81.87%, remaining_time=0:00:11.278172, arrival_time=2021-04-10 02:51:40.295121, cost_time=0:00:17.807679 2021-04-10 02:51:30,494 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=14.20ms, fps=1734 images/s, loss=1.7612, top1-acc=53.09%, top5-acc=81.78%, remaining_time=0:00:09.790704, arrival_time=2021-04-10 02:51:40.284681, cost_time=0:00:19.284690 2021-04-10 02:51:31,958 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=1.37ms, fps=1748 images/s, loss=1.7660, top1-acc=52.98%, top5-acc=81.75%, remaining_time=0:00:08.299760, arrival_time=2021-04-10 02:51:40.258458, cost_time=0:00:20.749419 2021-04-10 02:51:33,415 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=1.41ms, fps=1758 images/s, loss=1.7633, top1-acc=53.04%, top5-acc=81.80%, remaining_time=0:00:06.809932, arrival_time=2021-04-10 02:51:40.225499, cost_time=0:00:22.206295 2021-04-10 02:51:34,876 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=1.51ms, fps=1753 images/s, loss=1.7641, top1-acc=52.99%, top5-acc=81.82%, remaining_time=0:00:05.325012, arrival_time=2021-04-10 02:51:40.201083, cost_time=0:00:23.666742 2021-04-10 02:51:36,342 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=1.56ms, fps=1746 images/s, loss=1.7668, top1-acc=52.98%, top5-acc=81.77%, remaining_time=0:00:03.843918, arrival_time=2021-04-10 02:51:40.186588, cost_time=0:00:25.133368 2021-04-10 02:51:37,810 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=1.42ms, fps=1745 images/s, loss=1.7707, top1-acc=52.95%, top5-acc=81.73%, remaining_time=0:00:02.364544, arrival_time=2021-04-10 02:51:40.174992, cost_time=0:00:26.601173 2021-04-10 02:51:39,276 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=1.71ms, fps=1746 images/s, loss=1.7683, top1-acc=53.06%, top5-acc=81.76%, remaining_time=0:00:00.886338, arrival_time=2021-04-10 02:51:40.163006, cost_time=0:00:28.067393 2021-04-10 02:51:40,071 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=1.23ms, fps=1712 images/s, loss=1.7669, top1-acc=53.08%, top5-acc=81.83%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:40.071375, cost_time=0:00:28.862102 2021-04-10 02:51:40,628 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=3.48ms, fps=4601 images/s, loss=2.2695, top1-acc=45.04%, top5-acc=73.91%, remaining_time=0:00:01.669140, arrival_time=2021-04-10 02:51:42.298001, cost_time=0:00:00.556383 2021-04-10 02:51:41,107 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=1.38ms, fps=5357 images/s, loss=2.3096, top1-acc=43.79%, top5-acc=73.55%, remaining_time=0:00:01.034700, arrival_time=2021-04-10 02:51:42.141843, cost_time=0:00:01.034704 2021-04-10 02:51:41,585 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=1.75ms, fps=5353 images/s, loss=2.3150, top1-acc=43.58%, top5-acc=73.55%, remaining_time=0:00:00.504430, arrival_time=2021-04-10 02:51:42.090201, cost_time=0:00:01.513282 2021-04-10 02:51:42,026 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.21ms, fps=5277 images/s, loss=2.3131, top1-acc=43.89%, top5-acc=73.85%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:42.025986, cost_time=0:00:01.953446 2021-04-10 02:51:43,089 INFO : Epoch=0024 complete, best val top1-acc=44.24%, top5-acc=73.77% (epoch=19), remaining_time=1:35:41.885072, arrival_time=2021-04-10 04:27:24.974448, cost_time=0:13:02.984338 2021-04-10 02:51:43,090 INFO : Train start, epoch=0025, lr=0.096489 2021-04-10 02:51:44,741 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=0.25ms, fps=1550 images/s, loss=1.7436, top1-acc=52.73%, top5-acc=82.30%, remaining_time=0:00:30.721248, arrival_time=2021-04-10 02:52:15.463052, cost_time=0:00:01.651681 2021-04-10 02:51:46,207 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=1.75ms, fps=1747 images/s, loss=1.6908, top1-acc=54.59%, top5-acc=83.38%, remaining_time=0:00:27.432064, arrival_time=2021-04-10 02:52:13.639496, cost_time=0:00:03.117282 2021-04-10 02:51:47,672 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=1.65ms, fps=1747 images/s, loss=1.6919, top1-acc=54.54%, top5-acc=83.49%, remaining_time=0:00:25.357994, arrival_time=2021-04-10 02:52:13.030926, cost_time=0:00:04.582772 2021-04-10 02:51:49,130 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=1.51ms, fps=1757 images/s, loss=1.6983, top1-acc=54.70%, top5-acc=83.22%, remaining_time=0:00:23.557404, arrival_time=2021-04-10 02:52:12.687895, cost_time=0:00:06.040358 2021-04-10 02:51:50,601 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=1.38ms, fps=1741 images/s, loss=1.7081, top1-acc=54.28%, top5-acc=83.06%, remaining_time=0:00:21.932850, arrival_time=2021-04-10 02:52:12.534232, cost_time=0:00:07.511255 2021-04-10 02:51:52,068 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=1.44ms, fps=1746 images/s, loss=1.7065, top1-acc=54.28%, top5-acc=82.98%, remaining_time=0:00:20.349680, arrival_time=2021-04-10 02:52:12.417653, cost_time=0:00:08.977825 2021-04-10 02:51:53,536 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=1.73ms, fps=1744 images/s, loss=1.7084, top1-acc=54.21%, top5-acc=83.00%, remaining_time=0:00:18.803862, arrival_time=2021-04-10 02:52:12.340601, cost_time=0:00:10.446556 2021-04-10 02:51:55,005 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=1.79ms, fps=1744 images/s, loss=1.7106, top1-acc=54.18%, top5-acc=82.93%, remaining_time=0:00:17.276460, arrival_time=2021-04-10 02:52:12.281476, cost_time=0:00:11.914834 2021-04-10 02:51:56,467 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=1.31ms, fps=1751 images/s, loss=1.7141, top1-acc=54.08%, top5-acc=82.89%, remaining_time=0:00:15.755628, arrival_time=2021-04-10 02:52:12.223194, cost_time=0:00:13.377432 2021-04-10 02:51:57,941 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=2.12ms, fps=1738 images/s, loss=1.7218, top1-acc=53.88%, top5-acc=82.72%, remaining_time=0:00:14.256768, arrival_time=2021-04-10 02:52:12.197783, cost_time=0:00:14.850841 2021-04-10 02:51:59,410 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.35ms, fps=1742 images/s, loss=1.7201, top1-acc=53.92%, top5-acc=82.72%, remaining_time=0:00:12.759820, arrival_time=2021-04-10 02:52:12.170665, cost_time=0:00:16.320719 2021-04-10 02:52:00,875 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=1.57ms, fps=1749 images/s, loss=1.7192, top1-acc=53.99%, top5-acc=82.70%, remaining_time=0:00:11.263808, arrival_time=2021-04-10 02:52:12.138897, cost_time=0:00:17.784958 2021-04-10 02:52:02,331 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=1.44ms, fps=1758 images/s, loss=1.7201, top1-acc=54.09%, top5-acc=82.70%, remaining_time=0:00:09.768858, arrival_time=2021-04-10 02:52:12.100609, cost_time=0:00:19.241635 2021-04-10 02:52:03,795 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=1.33ms, fps=1749 images/s, loss=1.7224, top1-acc=54.04%, top5-acc=82.69%, remaining_time=0:00:08.282176, arrival_time=2021-04-10 02:52:12.077772, cost_time=0:00:20.705429 2021-04-10 02:52:05,264 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=1.47ms, fps=1743 images/s, loss=1.7234, top1-acc=54.04%, top5-acc=82.74%, remaining_time=0:00:06.800226, arrival_time=2021-04-10 02:52:12.064960, cost_time=0:00:22.174602 2021-04-10 02:52:06,732 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=1.82ms, fps=1744 images/s, loss=1.7241, top1-acc=54.08%, top5-acc=82.73%, remaining_time=0:00:05.319612, arrival_time=2021-04-10 02:52:12.052486, cost_time=0:00:23.642693 2021-04-10 02:52:08,201 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=1.37ms, fps=1744 images/s, loss=1.7242, top1-acc=54.08%, top5-acc=82.72%, remaining_time=0:00:03.840564, arrival_time=2021-04-10 02:52:12.042109, cost_time=0:00:25.111422 2021-04-10 02:52:09,659 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=1.39ms, fps=1756 images/s, loss=1.7294, top1-acc=54.01%, top5-acc=82.58%, remaining_time=0:00:02.361744, arrival_time=2021-04-10 02:52:12.021536, cost_time=0:00:26.569644 2021-04-10 02:52:11,125 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=1.34ms, fps=1747 images/s, loss=1.7342, top1-acc=53.96%, top5-acc=82.49%, remaining_time=0:00:00.885324, arrival_time=2021-04-10 02:52:12.010751, cost_time=0:00:28.035262 2021-04-10 02:52:11,921 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=1.51ms, fps=1709 images/s, loss=1.7335, top1-acc=54.02%, top5-acc=82.50%, remaining_time=0:00:00, arrival_time=2021-04-10 02:52:11.921570, cost_time=0:00:28.831444 2021-04-10 02:52:12,489 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=0.19ms, fps=4514 images/s, loss=2.2169, top1-acc=45.82%, top5-acc=75.51%, remaining_time=0:00:01.701390, arrival_time=2021-04-10 02:52:14.191098, cost_time=0:00:00.567131 2021-04-10 02:52:12,972 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=1.35ms, fps=5309 images/s, loss=2.2559, top1-acc=45.53%, top5-acc=74.32%, remaining_time=0:00:01.049700, arrival_time=2021-04-10 02:52:14.021977, cost_time=0:00:01.049697 2021-04-10 02:52:13,449 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=1.36ms, fps=5373 images/s, loss=2.2583, top1-acc=45.21%, top5-acc=74.23%, remaining_time=0:00:00.508830, arrival_time=2021-04-10 02:52:13.957878, cost_time=0:00:01.526480 2021-04-10 02:52:13,885 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.08ms, fps=5317 images/s, loss=2.2768, top1-acc=45.22%, top5-acc=73.88%, remaining_time=0:00:00, arrival_time=2021-04-10 02:52:13.885795, cost_time=0:00:01.963235 2021-04-10 02:52:15,966 INFO : Epoch=0025 complete, best val top1-acc=45.22%, top5-acc=73.88% (epoch=25), remaining_time=1:35:11.028400, arrival_time=2021-04-10 04:27:26.994651, cost_time=0:13:35.861191 2021-04-10 02:52:15,967 INFO : Train start, epoch=0026, lr=0.096194 2021-04-10 02:52:17,608 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=1.32ms, fps=1560 images/s, loss=1.7485, top1-acc=53.16%, top5-acc=82.30%, remaining_time=0:00:30.517578, arrival_time=2021-04-10 02:52:48.125758, cost_time=0:00:01.640733 2021-04-10 02:52:19,072 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=1.50ms, fps=1749 images/s, loss=1.7135, top1-acc=54.14%, top5-acc=82.75%, remaining_time=0:00:27.325056, arrival_time=2021-04-10 02:52:46.397556, cost_time=0:00:03.105127 2021-04-10 02:52:20,537 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=1.47ms, fps=1747 images/s, loss=1.7066, top1-acc=54.17%, top5-acc=82.80%, remaining_time=0:00:25.289934, arrival_time=2021-04-10 02:52:45.827805, cost_time=0:00:04.570474 2021-04-10 02:52:21,994 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=1.54ms, fps=1758 images/s, loss=1.7167, top1-acc=54.08%, top5-acc=82.86%, remaining_time=0:00:23.507016, arrival_time=2021-04-10 02:52:45.501858, cost_time=0:00:06.027440 2021-04-10 02:52:23,455 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=1.42ms, fps=1753 images/s, loss=1.7037, top1-acc=54.32%, top5-acc=83.12%, remaining_time=0:00:21.865836, arrival_time=2021-04-10 02:52:45.321544, cost_time=0:00:07.488309 2021-04-10 02:52:24,915 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=1.62ms, fps=1754 images/s, loss=1.7014, top1-acc=54.60%, top5-acc=82.96%, remaining_time=0:00:20.283312, arrival_time=2021-04-10 02:52:45.199212, cost_time=0:00:08.948511 2021-04-10 02:52:26,376 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=1.90ms, fps=1753 images/s, loss=1.6936, top1-acc=54.88%, top5-acc=83.05%, remaining_time=0:00:18.736704, arrival_time=2021-04-10 02:52:45.113343, cost_time=0:00:10.409264 2021-04-10 02:52:27,836 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=1.47ms, fps=1754 images/s, loss=1.6917, top1-acc=54.91%, top5-acc=83.03%, remaining_time=0:00:17.210572, arrival_time=2021-04-10 02:52:45.047286, cost_time=0:00:11.869340 2021-04-10 02:52:29,296 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=1.99ms, fps=1754 images/s, loss=1.6940, top1-acc=54.96%, top5-acc=82.93%, remaining_time=0:00:15.698706, arrival_time=2021-04-10 02:52:44.995288, cost_time=0:00:13.329115 2021-04-10 02:52:30,755 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.41ms, fps=1755 images/s, loss=1.6995, top1-acc=54.78%, top5-acc=82.92%, remaining_time=0:00:14.196672, arrival_time=2021-04-10 02:52:44.952294, cost_time=0:00:14.788222 2021-04-10 02:52:32,224 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=1.44ms, fps=1744 images/s, loss=1.6974, top1-acc=54.74%, top5-acc=83.03%, remaining_time=0:00:12.709940, arrival_time=2021-04-10 02:52:44.934271, cost_time=0:00:16.256887 2021-04-10 02:52:33,681 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.41ms, fps=1757 images/s, loss=1.6967, top1-acc=54.83%, top5-acc=83.13%, remaining_time=0:00:11.218968, arrival_time=2021-04-10 02:52:44.900550, cost_time=0:00:17.714187 2021-04-10 02:52:35,147 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=1.81ms, fps=1747 images/s, loss=1.6937, top1-acc=54.86%, top5-acc=83.17%, remaining_time=0:00:09.737640, arrival_time=2021-04-10 02:52:44.885297, cost_time=0:00:19.180182 2021-04-10 02:52:36,619 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=1.44ms, fps=1740 images/s, loss=1.6916, top1-acc=54.95%, top5-acc=83.16%, remaining_time=0:00:08.260784, arrival_time=2021-04-10 02:52:44.880105, cost_time=0:00:20.651946 2021-04-10 02:52:38,095 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=2.04ms, fps=1735 images/s, loss=1.6963, top1-acc=54.89%, top5-acc=83.06%, remaining_time=0:00:06.785828, arrival_time=2021-04-10 02:52:44.880933, cost_time=0:00:22.127705 2021-04-10 02:52:39,553 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=1.37ms, fps=1755 images/s, loss=1.6949, top1-acc=54.84%, top5-acc=83.09%, remaining_time=0:00:05.306940, arrival_time=2021-04-10 02:52:44.860771, cost_time=0:00:23.586429 2021-04-10 02:52:41,021 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=2.18ms, fps=1745 images/s, loss=1.6985, top1-acc=54.67%, top5-acc=83.03%, remaining_time=0:00:03.831724, arrival_time=2021-04-10 02:52:44.852734, cost_time=0:00:25.053618 2021-04-10 02:52:42,483 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=1.87ms, fps=1751 images/s, loss=1.7023, top1-acc=54.68%, top5-acc=82.97%, remaining_time=0:00:02.356944, arrival_time=2021-04-10 02:52:44.840027, cost_time=0:00:26.515691 2021-04-10 02:52:43,944 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=1.33ms, fps=1752 images/s, loss=1.7030, top1-acc=54.73%, top5-acc=82.92%, remaining_time=0:00:00.883488, arrival_time=2021-04-10 02:52:44.828124, cost_time=0:00:27.977212 2021-04-10 02:52:44,747 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=1.25ms, fps=1694 images/s, loss=1.7059, top1-acc=54.71%, top5-acc=82.86%, remaining_time=0:00:00, arrival_time=2021-04-10 02:52:44.747924, cost_time=0:00:28.780484 2021-04-10 02:52:45,330 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=0.29ms, fps=4401 images/s, loss=2.4236, top1-acc=43.24%, top5-acc=70.39%, remaining_time=0:00:01.745160, arrival_time=2021-04-10 02:52:47.076085, cost_time=0:00:00.581718 2021-04-10 02:52:45,808 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=1.79ms, fps=5361 images/s, loss=2.3845, top1-acc=44.43%, top5-acc=70.82%, remaining_time=0:00:01.059580, arrival_time=2021-04-10 02:52:46.868373, cost_time=0:00:01.059582 2021-04-10 02:52:46,287 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=1.62ms, fps=5353 images/s, loss=2.3587, top1-acc=44.60%, top5-acc=71.02%, remaining_time=0:00:00.512730, arrival_time=2021-04-10 02:52:46.800131, cost_time=0:00:01.538185 2021-04-10 02:52:46,723 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=0.10ms, fps=5322 images/s, loss=2.3463, top1-acc=44.74%, top5-acc=71.23%, remaining_time=0:00:00, arrival_time=2021-04-10 02:52:46.723639, cost_time=0:00:01.974461 2021-04-10 02:52:47,765 INFO : Epoch=0026 complete, best val top1-acc=45.22%, top5-acc=73.88% (epoch=25), remaining_time=1:34:32.806116, arrival_time=2021-04-10 04:27:20.571860, cost_time=0:14:07.660696 2021-04-10 02:52:47,766 INFO : Train start, epoch=0027, lr=0.095888 2021-04-10 02:52:49,383 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=0.27ms, fps=1584 images/s, loss=1.7733, top1-acc=52.77%, top5-acc=82.62%, remaining_time=0:00:30.065598, arrival_time=2021-04-10 02:53:19.448559, cost_time=0:00:01.616426 2021-04-10 02:52:50,844 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=1.88ms, fps=1752 images/s, loss=1.7115, top1-acc=54.24%, top5-acc=83.30%, remaining_time=0:00:27.087104, arrival_time=2021-04-10 02:53:17.931742, cost_time=0:00:03.078070 2021-04-10 02:52:52,306 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=1.38ms, fps=1751 images/s, loss=1.6925, top1-acc=54.86%, top5-acc=83.39%, remaining_time=0:00:25.124100, arrival_time=2021-04-10 02:53:17.431043, cost_time=0:00:04.540486 2021-04-10 02:52:53,770 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=1.28ms, fps=1750 images/s, loss=1.6877, top1-acc=55.01%, top5-acc=83.54%, remaining_time=0:00:23.415288, arrival_time=2021-04-10 02:53:17.185656, cost_time=0:00:06.003915 2021-04-10 02:52:55,236 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=1.54ms, fps=1747 images/s, loss=1.6861, top1-acc=54.78%, top5-acc=83.47%, remaining_time=0:00:21.811524, arrival_time=2021-04-10 02:53:17.047824, cost_time=0:00:07.469707 2021-04-10 02:52:56,709 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=2.06ms, fps=1739 images/s, loss=1.6916, top1-acc=54.71%, top5-acc=83.24%, remaining_time=0:00:20.269984, arrival_time=2021-04-10 02:53:16.979111, cost_time=0:00:08.942620 2021-04-10 02:52:58,170 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=1.40ms, fps=1753 images/s, loss=1.6925, top1-acc=54.53%, top5-acc=83.19%, remaining_time=0:00:18.727002, arrival_time=2021-04-10 02:53:16.897324, cost_time=0:00:10.403860 2021-04-10 02:52:59,630 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=1.31ms, fps=1754 images/s, loss=1.6986, top1-acc=54.47%, top5-acc=83.11%, remaining_time=0:00:17.201988, arrival_time=2021-04-10 02:53:16.831969, cost_time=0:00:11.863478 2021-04-10 02:53:01,091 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=1.80ms, fps=1753 images/s, loss=1.7073, top1-acc=54.35%, top5-acc=82.99%, remaining_time=0:00:15.693300, arrival_time=2021-04-10 02:53:16.784253, cost_time=0:00:13.324498 2021-04-10 02:53:02,551 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=1.59ms, fps=1753 images/s, loss=1.7096, top1-acc=54.27%, top5-acc=82.91%, remaining_time=0:00:14.193792, arrival_time=2021-04-10 02:53:16.745510, cost_time=0:00:14.785196 2021-04-10 02:53:04,008 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=1.43ms, fps=1759 images/s, loss=1.7022, top1-acc=54.42%, top5-acc=83.05%, remaining_time=0:00:12.697900, arrival_time=2021-04-10 02:53:16.705915, cost_time=0:00:16.241513 2021-04-10 02:53:05,477 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=2.03ms, fps=1744 images/s, loss=1.7040, top1-acc=54.42%, top5-acc=82.99%, remaining_time=0:00:11.216764, arrival_time=2021-04-10 02:53:16.693958, cost_time=0:00:17.710718 2021-04-10 02:53:06,935 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=1.38ms, fps=1756 images/s, loss=1.7054, top1-acc=54.31%, top5-acc=82.98%, remaining_time=0:00:09.731898, arrival_time=2021-04-10 02:53:16.667306, cost_time=0:00:19.168943 2021-04-10 02:53:08,398 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=1.43ms, fps=1751 images/s, loss=1.7066, top1-acc=54.27%, top5-acc=82.96%, remaining_time=0:00:08.252664, arrival_time=2021-04-10 02:53:16.650825, cost_time=0:00:20.631711 2021-04-10 02:53:09,862 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=1.52ms, fps=1749 images/s, loss=1.7090, top1-acc=54.32%, top5-acc=82.86%, remaining_time=0:00:06.776122, arrival_time=2021-04-10 02:53:16.638615, cost_time=0:00:22.096027 2021-04-10 02:53:11,323 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=1.39ms, fps=1753 images/s, loss=1.7085, top1-acc=54.39%, top5-acc=82.82%, remaining_time=0:00:05.300280, arrival_time=2021-04-10 02:53:16.623530, cost_time=0:00:23.556779 2021-04-10 02:53:12,781 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=1.55ms, fps=1756 images/s, loss=1.7080, top1-acc=54.50%, top5-acc=82.82%, remaining_time=0:00:03.825796, arrival_time=2021-04-10 02:53:16.607038, cost_time=0:00:25.014784 2021-04-10 02:53:14,254 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=1.65ms, fps=1738 images/s, loss=1.7058, top1-acc=54.56%, top5-acc=82.78%, remaining_time=0:00:02.354512, arrival_time=2021-04-10 02:53:16.609244, cost_time=0:00:26.488278 2021-04-10 02:53:15,740 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.37ms, fps=1724 images/s, loss=1.7050, top1-acc=54.63%, top5-acc=82.79%, remaining_time=0:00:00.883386, arrival_time=2021-04-10 02:53:16.623870, cost_time=0:00:27.973971 2021-04-10 02:53:16,535 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=1.50ms, fps=1711 images/s, loss=1.7039, top1-acc=54.60%, top5-acc=82.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:16.535890, cost_time=0:00:28.769417 2021-04-10 02:53:17,124 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=0.19ms, fps=4357 images/s, loss=2.0903, top1-acc=48.28%, top5-acc=75.66%, remaining_time=0:00:01.762530, arrival_time=2021-04-10 02:53:18.887074, cost_time=0:00:00.587512 2021-04-10 02:53:17,604 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=1.51ms, fps=5340 images/s, loss=2.0662, top1-acc=49.10%, top5-acc=76.33%, remaining_time=0:00:01.067320, arrival_time=2021-04-10 02:53:18.671664, cost_time=0:00:01.067324 2021-04-10 02:53:18,080 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=1.40ms, fps=5376 images/s, loss=2.0996, top1-acc=48.52%, top5-acc=75.68%, remaining_time=0:00:00.514630, arrival_time=2021-04-10 02:53:18.595544, cost_time=0:00:01.543885 2021-04-10 02:53:18,523 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=0.13ms, fps=5247 images/s, loss=2.1147, top1-acc=48.08%, top5-acc=75.38%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:18.523464, cost_time=0:00:01.986411 2021-04-10 02:53:20,615 INFO : Epoch=0027 complete, best val top1-acc=48.08%, top5-acc=75.38% (epoch=27), remaining_time=1:34:01.791230, arrival_time=2021-04-10 04:27:22.407052, cost_time=0:14:40.510773 2021-04-10 02:53:20,616 INFO : Train start, epoch=0028, lr=0.095570 2021-04-10 02:53:22,257 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=1.43ms, fps=1560 images/s, loss=1.7070, top1-acc=54.88%, top5-acc=82.34%, remaining_time=0:00:30.518694, arrival_time=2021-04-10 02:53:52.776339, cost_time=0:00:01.640794 2021-04-10 02:53:23,714 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=1.35ms, fps=1758 images/s, loss=1.6632, top1-acc=55.82%, top5-acc=82.93%, remaining_time=0:00:27.259760, arrival_time=2021-04-10 02:53:50.974336, cost_time=0:00:03.097706 2021-04-10 02:53:25,175 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=1.31ms, fps=1753 images/s, loss=1.6862, top1-acc=55.30%, top5-acc=82.55%, remaining_time=0:00:25.223036, arrival_time=2021-04-10 02:53:50.398344, cost_time=0:00:04.558389 2021-04-10 02:53:26,638 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=1.34ms, fps=1751 images/s, loss=1.6830, top1-acc=55.29%, top5-acc=82.81%, remaining_time=0:00:23.483460, arrival_time=2021-04-10 02:53:50.121703, cost_time=0:00:06.021389 2021-04-10 02:53:28,097 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.36ms, fps=1755 images/s, loss=1.6649, top1-acc=55.77%, top5-acc=83.27%, remaining_time=0:00:21.843644, arrival_time=2021-04-10 02:53:49.941196, cost_time=0:00:07.480692 2021-04-10 02:53:29,557 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=1.56ms, fps=1753 images/s, loss=1.6507, top1-acc=56.22%, top5-acc=83.46%, remaining_time=0:00:20.266448, arrival_time=2021-04-10 02:53:49.824390, cost_time=0:00:08.941083 2021-04-10 02:53:31,026 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=1.49ms, fps=1744 images/s, loss=1.6439, top1-acc=56.48%, top5-acc=83.50%, remaining_time=0:00:18.737334, arrival_time=2021-04-10 02:53:49.763836, cost_time=0:00:10.409646 2021-04-10 02:53:32,493 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=1.56ms, fps=1746 images/s, loss=1.6476, top1-acc=56.42%, top5-acc=83.41%, remaining_time=0:00:17.220548, arrival_time=2021-04-10 02:53:49.713686, cost_time=0:00:11.876235 2021-04-10 02:53:33,958 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=2.14ms, fps=1747 images/s, loss=1.6486, top1-acc=56.37%, top5-acc=83.52%, remaining_time=0:00:15.713546, arrival_time=2021-04-10 02:53:49.672138, cost_time=0:00:13.341697 2021-04-10 02:53:35,426 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=1.75ms, fps=1744 images/s, loss=1.6531, top1-acc=56.12%, top5-acc=83.45%, remaining_time=0:00:14.217408, arrival_time=2021-04-10 02:53:49.644091, cost_time=0:00:14.809826 2021-04-10 02:53:36,895 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=1.33ms, fps=1744 images/s, loss=1.6553, top1-acc=56.00%, top5-acc=83.42%, remaining_time=0:00:12.726796, arrival_time=2021-04-10 02:53:49.622178, cost_time=0:00:16.278478 2021-04-10 02:53:38,365 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=1.35ms, fps=1742 images/s, loss=1.6580, top1-acc=55.94%, top5-acc=83.38%, remaining_time=0:00:11.240780, arrival_time=2021-04-10 02:53:49.606253, cost_time=0:00:17.748565 2021-04-10 02:53:39,827 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=1.45ms, fps=1751 images/s, loss=1.6609, top1-acc=55.96%, top5-acc=83.37%, remaining_time=0:00:09.753216, arrival_time=2021-04-10 02:53:49.581004, cost_time=0:00:19.210932 2021-04-10 02:53:41,289 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=1.31ms, fps=1752 images/s, loss=1.6591, top1-acc=56.00%, top5-acc=83.37%, remaining_time=0:00:08.269072, arrival_time=2021-04-10 02:53:49.558576, cost_time=0:00:20.672649 2021-04-10 02:53:42,753 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=1.59ms, fps=1749 images/s, loss=1.6600, top1-acc=55.99%, top5-acc=83.43%, remaining_time=0:00:06.788588, arrival_time=2021-04-10 02:53:49.542139, cost_time=0:00:22.136694 2021-04-10 02:53:44,210 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=1.48ms, fps=1758 images/s, loss=1.6602, top1-acc=55.97%, top5-acc=83.48%, remaining_time=0:00:05.308560, arrival_time=2021-04-10 02:53:49.519057, cost_time=0:00:23.593596 2021-04-10 02:53:45,668 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=1.30ms, fps=1757 images/s, loss=1.6614, top1-acc=55.96%, top5-acc=83.45%, remaining_time=0:00:03.831386, arrival_time=2021-04-10 02:53:49.499730, cost_time=0:00:25.051431 2021-04-10 02:53:47,132 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=1.51ms, fps=1749 images/s, loss=1.6625, top1-acc=55.96%, top5-acc=83.45%, remaining_time=0:00:02.356928, arrival_time=2021-04-10 02:53:49.489149, cost_time=0:00:26.515358 2021-04-10 02:53:48,597 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.19ms, fps=1748 images/s, loss=1.6622, top1-acc=55.99%, top5-acc=83.40%, remaining_time=0:00:00.883590, arrival_time=2021-04-10 02:53:49.480946, cost_time=0:00:27.980443 2021-04-10 02:53:49,397 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=1.34ms, fps=1700 images/s, loss=1.6617, top1-acc=55.98%, top5-acc=83.40%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:49.397947, cost_time=0:00:28.781089 2021-04-10 02:53:49,958 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=1.47ms, fps=4575 images/s, loss=2.3869, top1-acc=44.06%, top5-acc=72.19%, remaining_time=0:00:01.678470, arrival_time=2021-04-10 02:53:51.637060, cost_time=0:00:00.559489 2021-04-10 02:53:50,435 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=1.25ms, fps=5370 images/s, loss=2.3801, top1-acc=45.06%, top5-acc=71.95%, remaining_time=0:00:01.036640, arrival_time=2021-04-10 02:53:51.472345, cost_time=0:00:01.036647 2021-04-10 02:53:50,917 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=1.27ms, fps=5319 images/s, loss=2.4162, top1-acc=44.57%, top5-acc=71.32%, remaining_time=0:00:00.506080, arrival_time=2021-04-10 02:53:51.423389, cost_time=0:00:01.518254 2021-04-10 02:53:51,357 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.12ms, fps=5278 images/s, loss=2.4354, top1-acc=43.91%, top5-acc=70.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:51.357224, cost_time=0:00:01.958109 2021-04-10 02:53:52,466 INFO : Epoch=0028 complete, best val top1-acc=48.08%, top5-acc=75.38% (epoch=27), remaining_time=1:33:24.506652, arrival_time=2021-04-10 04:27:16.973276, cost_time=0:15:12.361554 2021-04-10 02:53:52,467 INFO : Train start, epoch=0029, lr=0.095241 2021-04-10 02:53:54,138 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=1.35ms, fps=1533 images/s, loss=1.6648, top1-acc=56.02%, top5-acc=83.32%, remaining_time=0:00:31.069068, arrival_time=2021-04-10 02:54:25.207123, cost_time=0:00:01.670380 2021-04-10 02:53:55,604 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=1.41ms, fps=1746 images/s, loss=1.6621, top1-acc=56.37%, top5-acc=83.46%, remaining_time=0:00:27.603312, arrival_time=2021-04-10 02:54:23.207733, cost_time=0:00:03.136731 2021-04-10 02:53:57,077 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=2.14ms, fps=1739 images/s, loss=1.6485, top1-acc=56.64%, top5-acc=83.65%, remaining_time=0:00:25.506066, arrival_time=2021-04-10 02:54:22.583341, cost_time=0:00:04.609524 2021-04-10 02:53:58,545 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=1.46ms, fps=1744 images/s, loss=1.6387, top1-acc=56.55%, top5-acc=83.95%, remaining_time=0:00:23.704512, arrival_time=2021-04-10 02:54:22.250278, cost_time=0:00:06.078085 2021-04-10 02:54:00,016 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=1.36ms, fps=1742 images/s, loss=1.6271, top1-acc=56.66%, top5-acc=84.18%, remaining_time=0:00:22.040744, arrival_time=2021-04-10 02:54:22.056951, cost_time=0:00:07.548190 2021-04-10 02:54:01,482 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=1.67ms, fps=1746 images/s, loss=1.6299, top1-acc=56.80%, top5-acc=84.15%, remaining_time=0:00:20.434408, arrival_time=2021-04-10 02:54:21.917244, cost_time=0:00:09.015159 2021-04-10 02:54:02,945 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=1.52ms, fps=1751 images/s, loss=1.6268, top1-acc=56.80%, top5-acc=84.25%, remaining_time=0:00:18.859050, arrival_time=2021-04-10 02:54:21.804031, cost_time=0:00:10.477248 2021-04-10 02:54:04,407 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=1.34ms, fps=1751 images/s, loss=1.6256, top1-acc=56.73%, top5-acc=84.33%, remaining_time=0:00:17.313348, arrival_time=2021-04-10 02:54:21.721251, cost_time=0:00:11.940201 2021-04-10 02:54:05,870 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=1.37ms, fps=1752 images/s, loss=1.6308, top1-acc=56.72%, top5-acc=84.14%, remaining_time=0:00:15.784990, arrival_time=2021-04-10 02:54:21.655048, cost_time=0:00:13.402308 2021-04-10 02:54:07,331 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=1.41ms, fps=1752 images/s, loss=1.6358, top1-acc=56.60%, top5-acc=84.05%, remaining_time=0:00:14.269152, arrival_time=2021-04-10 02:54:21.600562, cost_time=0:00:14.863722 2021-04-10 02:54:08,794 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=1.47ms, fps=1751 images/s, loss=1.6402, top1-acc=56.49%, top5-acc=84.08%, remaining_time=0:00:12.764206, arrival_time=2021-04-10 02:54:21.558188, cost_time=0:00:16.326294 2021-04-10 02:54:10,259 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=1.34ms, fps=1747 images/s, loss=1.6395, top1-acc=56.53%, top5-acc=84.08%, remaining_time=0:00:11.268216, arrival_time=2021-04-10 02:54:21.527824, cost_time=0:00:17.791929 2021-04-10 02:54:11,725 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=1.41ms, fps=1747 images/s, loss=1.6426, top1-acc=56.44%, top5-acc=83.96%, remaining_time=0:00:09.777108, arrival_time=2021-04-10 02:54:21.502765, cost_time=0:00:19.257977 2021-04-10 02:54:13,181 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=1.27ms, fps=1759 images/s, loss=1.6480, top1-acc=56.31%, top5-acc=83.91%, remaining_time=0:00:08.285648, arrival_time=2021-04-10 02:54:21.467501, cost_time=0:00:20.714127 2021-04-10 02:54:14,641 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=1.33ms, fps=1754 images/s, loss=1.6517, top1-acc=56.36%, top5-acc=83.89%, remaining_time=0:00:06.800042, arrival_time=2021-04-10 02:54:21.441815, cost_time=0:00:22.174090 2021-04-10 02:54:16,108 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=1.33ms, fps=1746 images/s, loss=1.6558, top1-acc=56.35%, top5-acc=83.79%, remaining_time=0:00:05.319180, arrival_time=2021-04-10 02:54:21.427715, cost_time=0:00:23.640839 2021-04-10 02:54:17,572 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=1.45ms, fps=1749 images/s, loss=1.6554, top1-acc=56.29%, top5-acc=83.78%, remaining_time=0:00:03.839524, arrival_time=2021-04-10 02:54:21.411802, cost_time=0:00:25.104602 2021-04-10 02:54:19,030 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=1.81ms, fps=1756 images/s, loss=1.6572, top1-acc=56.22%, top5-acc=83.68%, remaining_time=0:00:02.361152, arrival_time=2021-04-10 02:54:21.391801, cost_time=0:00:26.562971 2021-04-10 02:54:20,493 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=1.24ms, fps=1751 images/s, loss=1.6595, top1-acc=56.24%, top5-acc=83.66%, remaining_time=0:00:00.885024, arrival_time=2021-04-10 02:54:21.378380, cost_time=0:00:28.025684 2021-04-10 02:54:21,289 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=1.75ms, fps=1709 images/s, loss=1.6607, top1-acc=56.26%, top5-acc=83.63%, remaining_time=0:00:00, arrival_time=2021-04-10 02:54:21.289726, cost_time=0:00:28.821990 2021-04-10 02:54:21,889 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=4.28ms, fps=4279 images/s, loss=2.0284, top1-acc=48.98%, top5-acc=77.46%, remaining_time=0:00:01.794900, arrival_time=2021-04-10 02:54:23.684489, cost_time=0:00:00.598300 2021-04-10 02:54:22,374 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=1.58ms, fps=5287 images/s, loss=2.0239, top1-acc=49.47%, top5-acc=77.25%, remaining_time=0:00:01.083000, arrival_time=2021-04-10 02:54:23.457278, cost_time=0:00:01.082997 2021-04-10 02:54:22,850 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=1.45ms, fps=5384 images/s, loss=2.0370, top1-acc=49.00%, top5-acc=76.74%, remaining_time=0:00:00.519650, arrival_time=2021-04-10 02:54:23.369872, cost_time=0:00:01.558963 2021-04-10 02:54:23,291 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=0.10ms, fps=5259 images/s, loss=1.9999, top1-acc=49.51%, top5-acc=77.08%, remaining_time=0:00:00, arrival_time=2021-04-10 02:54:23.291674, cost_time=0:00:02.000440 2021-04-10 02:54:25,346 INFO : Epoch=0029 complete, best val top1-acc=49.51%, top5-acc=77.08% (epoch=29), remaining_time=1:32:53.665827, arrival_time=2021-04-10 04:27:19.012423, cost_time=0:15:45.241560 2021-04-10 02:54:25,347 INFO : Train start, epoch=0030, lr=0.094901 2021-04-10 02:54:26,961 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=1.31ms, fps=1586 images/s, loss=1.6219, top1-acc=58.20%, top5-acc=84.22%, remaining_time=0:00:30.026910, arrival_time=2021-04-10 02:54:56.988557, cost_time=0:00:01.614351 2021-04-10 02:54:28,427 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=1.93ms, fps=1747 images/s, loss=1.5812, top1-acc=58.09%, top5-acc=84.59%, remaining_time=0:00:27.101536, arrival_time=2021-04-10 02:54:55.528548, cost_time=0:00:03.079722 2021-04-10 02:54:29,885 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=1.54ms, fps=1756 images/s, loss=1.6089, top1-acc=57.68%, top5-acc=84.06%, remaining_time=0:00:25.108828, arrival_time=2021-04-10 02:54:54.993911, cost_time=0:00:04.537733 2021-04-10 02:54:31,350 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=2.19ms, fps=1747 images/s, loss=1.6075, top1-acc=57.48%, top5-acc=84.26%, remaining_time=0:00:23.413260, arrival_time=2021-04-10 02:54:54.764016, cost_time=0:00:06.003387 2021-04-10 02:54:32,814 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=1.38ms, fps=1750 images/s, loss=1.5995, top1-acc=57.72%, top5-acc=84.31%, remaining_time=0:00:21.803640, arrival_time=2021-04-10 02:54:54.617933, cost_time=0:00:07.466995 2021-04-10 02:54:34,272 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=1.49ms, fps=1756 images/s, loss=1.5995, top1-acc=57.86%, top5-acc=84.43%, remaining_time=0:00:20.229728, arrival_time=2021-04-10 02:54:54.501956, cost_time=0:00:08.924889 2021-04-10 02:54:35,757 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=1.82ms, fps=1724 images/s, loss=1.5969, top1-acc=57.95%, top5-acc=84.48%, remaining_time=0:00:18.738846, arrival_time=2021-04-10 02:54:54.496675, cost_time=0:00:10.410490 2021-04-10 02:54:37,233 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=1.40ms, fps=1735 images/s, loss=1.5990, top1-acc=57.93%, top5-acc=84.51%, remaining_time=0:00:17.235280, arrival_time=2021-04-10 02:54:54.469095, cost_time=0:00:11.886440 2021-04-10 02:54:38,698 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=1.49ms, fps=1748 images/s, loss=1.6021, top1-acc=57.97%, top5-acc=84.40%, remaining_time=0:00:15.724888, arrival_time=2021-04-10 02:54:54.423609, cost_time=0:00:13.351352 2021-04-10 02:54:40,164 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=1.55ms, fps=1747 images/s, loss=1.6081, top1-acc=57.78%, top5-acc=84.18%, remaining_time=0:00:14.224704, arrival_time=2021-04-10 02:54:54.389416, cost_time=0:00:14.817416 2021-04-10 02:54:41,625 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=1.40ms, fps=1754 images/s, loss=1.6119, top1-acc=57.71%, top5-acc=84.01%, remaining_time=0:00:12.726108, arrival_time=2021-04-10 02:54:54.351064, cost_time=0:00:16.277558 2021-04-10 02:54:43,090 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=1.84ms, fps=1747 images/s, loss=1.6161, top1-acc=57.54%, top5-acc=83.93%, remaining_time=0:00:11.237284, arrival_time=2021-04-10 02:54:54.327688, cost_time=0:00:17.743099 2021-04-10 02:54:44,556 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=1.73ms, fps=1747 images/s, loss=1.6187, top1-acc=57.51%, top5-acc=83.91%, remaining_time=0:00:09.752424, arrival_time=2021-04-10 02:54:54.308993, cost_time=0:00:19.209260 2021-04-10 02:54:46,020 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=1.38ms, fps=1749 images/s, loss=1.6189, top1-acc=57.56%, top5-acc=83.89%, remaining_time=0:00:08.269296, arrival_time=2021-04-10 02:54:54.289908, cost_time=0:00:20.673295 2021-04-10 02:54:47,487 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=1.40ms, fps=1746 images/s, loss=1.6182, top1-acc=57.53%, top5-acc=83.89%, remaining_time=0:00:06.789600, arrival_time=2021-04-10 02:54:54.276834, cost_time=0:00:22.139943 2021-04-10 02:54:48,953 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=1.50ms, fps=1747 images/s, loss=1.6178, top1-acc=57.45%, top5-acc=83.96%, remaining_time=0:00:05.311260, arrival_time=2021-04-10 02:54:54.264261, cost_time=0:00:23.605597 2021-04-10 02:54:50,414 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=2.15ms, fps=1752 images/s, loss=1.6117, top1-acc=57.46%, top5-acc=84.09%, remaining_time=0:00:03.833830, arrival_time=2021-04-10 02:54:54.248448, cost_time=0:00:25.067328 2021-04-10 02:54:51,871 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=1.39ms, fps=1758 images/s, loss=1.6167, top1-acc=57.41%, top5-acc=84.01%, remaining_time=0:00:02.357680, arrival_time=2021-04-10 02:54:54.228935, cost_time=0:00:26.523958 2021-04-10 02:54:53,337 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=1.27ms, fps=1747 images/s, loss=1.6204, top1-acc=57.33%, top5-acc=83.98%, remaining_time=0:00:00.883896, arrival_time=2021-04-10 02:54:54.221307, cost_time=0:00:27.990114 2021-04-10 02:54:54,131 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=1.40ms, fps=1714 images/s, loss=1.6229, top1-acc=57.27%, top5-acc=83.95%, remaining_time=0:00:00, arrival_time=2021-04-10 02:54:54.131252, cost_time=0:00:28.783960 2021-04-10 02:54:54,683 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=1.45ms, fps=4642 images/s, loss=2.1391, top1-acc=48.40%, top5-acc=75.86%, remaining_time=0:00:01.654500, arrival_time=2021-04-10 02:54:56.338420, cost_time=0:00:00.551500 2021-04-10 02:54:55,164 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=1.79ms, fps=5333 images/s, loss=2.1490, top1-acc=47.54%, top5-acc=75.64%, remaining_time=0:00:01.031980, arrival_time=2021-04-10 02:54:56.196396, cost_time=0:00:01.031978 2021-04-10 02:54:55,643 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=1.41ms, fps=5347 images/s, loss=2.1664, top1-acc=47.04%, top5-acc=75.56%, remaining_time=0:00:00.503760, arrival_time=2021-04-10 02:54:56.147400, cost_time=0:00:01.511280 2021-04-10 02:54:56,082 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=0.07ms, fps=5286 images/s, loss=2.1861, top1-acc=46.80%, top5-acc=75.16%, remaining_time=0:00:00, arrival_time=2021-04-10 02:54:56.082837, cost_time=0:00:01.950491 2021-04-10 02:54:57,123 INFO : Epoch=0030 complete, best val top1-acc=49.51%, top5-acc=77.08% (epoch=29), remaining_time=1:32:16.436070, arrival_time=2021-04-10 04:27:13.559281, cost_time=0:16:17.018144 2021-04-10 02:54:57,124 INFO : Train start, epoch=0031, lr=0.094550 2021-04-10 02:54:58,747 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=1.34ms, fps=1577 images/s, loss=1.5592, top1-acc=57.30%, top5-acc=85.43%, remaining_time=0:00:30.197472, arrival_time=2021-04-10 02:55:28.945250, cost_time=0:00:01.623522 2021-04-10 02:55:00,213 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=1.63ms, fps=1747 images/s, loss=1.5585, top1-acc=58.26%, top5-acc=85.23%, remaining_time=0:00:27.187776, arrival_time=2021-04-10 02:55:27.401550, cost_time=0:00:03.089516 2021-04-10 02:55:01,685 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=1.37ms, fps=1741 images/s, loss=1.5467, top1-acc=58.83%, top5-acc=85.27%, remaining_time=0:00:25.236316, arrival_time=2021-04-10 02:55:26.921294, cost_time=0:00:04.560770 2021-04-10 02:55:03,150 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=1.40ms, fps=1747 images/s, loss=1.5516, top1-acc=58.78%, top5-acc=85.02%, remaining_time=0:00:23.503116, arrival_time=2021-04-10 02:55:26.653740, cost_time=0:00:06.026427 2021-04-10 02:55:04,609 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=1.94ms, fps=1756 images/s, loss=1.5659, top1-acc=58.50%, top5-acc=84.86%, remaining_time=0:00:21.855908, arrival_time=2021-04-10 02:55:26.465040, cost_time=0:00:07.484886 2021-04-10 02:55:06,077 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=1.67ms, fps=1745 images/s, loss=1.5608, top1-acc=58.58%, top5-acc=84.99%, remaining_time=0:00:20.293512, arrival_time=2021-04-10 02:55:26.370734, cost_time=0:00:08.953010 2021-04-10 02:55:07,544 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=1.75ms, fps=1745 images/s, loss=1.5696, top1-acc=58.45%, top5-acc=84.74%, remaining_time=0:00:18.756486, arrival_time=2021-04-10 02:55:26.301045, cost_time=0:00:10.420292 2021-04-10 02:55:09,045 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=4.86ms, fps=1706 images/s, loss=1.5772, top1-acc=58.17%, top5-acc=84.67%, remaining_time=0:00:17.286320, arrival_time=2021-04-10 02:55:26.332114, cost_time=0:00:11.921578 2021-04-10 02:55:10,519 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=1.28ms, fps=1737 images/s, loss=1.5867, top1-acc=58.06%, top5-acc=84.51%, remaining_time=0:00:15.776934, arrival_time=2021-04-10 02:55:26.296751, cost_time=0:00:13.395545 2021-04-10 02:55:11,983 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=1.62ms, fps=1749 images/s, loss=1.5807, top1-acc=58.30%, top5-acc=84.59%, remaining_time=0:00:14.265120, arrival_time=2021-04-10 02:55:26.248892, cost_time=0:00:14.859504 2021-04-10 02:55:13,455 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=2.01ms, fps=1740 images/s, loss=1.5773, top1-acc=58.32%, top5-acc=84.71%, remaining_time=0:00:12.767904, arrival_time=2021-04-10 02:55:26.223125, cost_time=0:00:16.331004 2021-04-10 02:55:14,923 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=2.36ms, fps=1744 images/s, loss=1.5749, top1-acc=58.30%, top5-acc=84.73%, remaining_time=0:00:11.273004, arrival_time=2021-04-10 02:55:26.196874, cost_time=0:00:17.799458 2021-04-10 02:55:16,392 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=1.29ms, fps=1744 images/s, loss=1.5807, top1-acc=58.29%, top5-acc=84.57%, remaining_time=0:00:09.782520, arrival_time=2021-04-10 02:55:26.175339, cost_time=0:00:19.268554 2021-04-10 02:55:17,853 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=1.48ms, fps=1754 images/s, loss=1.5889, top1-acc=58.13%, top5-acc=84.44%, remaining_time=0:00:08.291584, arrival_time=2021-04-10 02:55:26.144712, cost_time=0:00:20.728924 2021-04-10 02:55:19,317 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=1.33ms, fps=1749 images/s, loss=1.5957, top1-acc=57.96%, top5-acc=84.35%, remaining_time=0:00:06.805884, arrival_time=2021-04-10 02:55:26.123137, cost_time=0:00:22.193041 2021-04-10 02:55:20,788 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=1.71ms, fps=1741 images/s, loss=1.5981, top1-acc=57.86%, top5-acc=84.33%, remaining_time=0:00:05.324472, arrival_time=2021-04-10 02:55:26.112949, cost_time=0:00:23.664272 2021-04-10 02:55:22,249 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=1.55ms, fps=1753 images/s, loss=1.6004, top1-acc=57.78%, top5-acc=84.24%, remaining_time=0:00:03.842696, arrival_time=2021-04-10 02:55:26.092310, cost_time=0:00:25.125343 2021-04-10 02:55:23,711 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=1.73ms, fps=1752 images/s, loss=1.6055, top1-acc=57.66%, top5-acc=84.17%, remaining_time=0:00:02.363296, arrival_time=2021-04-10 02:55:26.074616, cost_time=0:00:26.587101 2021-04-10 02:55:25,178 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.88ms, fps=1745 images/s, loss=1.6080, top1-acc=57.60%, top5-acc=84.14%, remaining_time=0:00:00.885936, arrival_time=2021-04-10 02:55:26.064824, cost_time=0:00:28.054685 2021-04-10 02:55:25,973 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=1.45ms, fps=1713 images/s, loss=1.6086, top1-acc=57.58%, top5-acc=84.12%, remaining_time=0:00:00, arrival_time=2021-04-10 02:55:25.973431, cost_time=0:00:28.849190 2021-04-10 02:55:26,525 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=0.20ms, fps=4647 images/s, loss=2.1743, top1-acc=49.26%, top5-acc=73.40%, remaining_time=0:00:01.652460, arrival_time=2021-04-10 02:55:28.178339, cost_time=0:00:00.550817 2021-04-10 02:55:27,004 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=1.30ms, fps=5353 images/s, loss=2.1947, top1-acc=48.20%, top5-acc=73.63%, remaining_time=0:00:01.029520, arrival_time=2021-04-10 02:55:28.034058, cost_time=0:00:01.029510 2021-04-10 02:55:27,484 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=1.47ms, fps=5337 images/s, loss=2.2051, top1-acc=47.67%, top5-acc=74.01%, remaining_time=0:00:00.503170, arrival_time=2021-04-10 02:55:27.987775, cost_time=0:00:01.509517 2021-04-10 02:55:27,922 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.07ms, fps=5308 images/s, loss=2.2194, top1-acc=47.69%, top5-acc=74.28%, remaining_time=0:00:00, arrival_time=2021-04-10 02:55:27.922103, cost_time=0:00:01.947104 2021-04-10 02:55:28,996 INFO : Epoch=0031 complete, best val top1-acc=49.51%, top5-acc=77.08% (epoch=29), remaining_time=1:31:40.083030, arrival_time=2021-04-10 04:27:09.079046, cost_time=0:16:48.890979 2021-04-10 02:55:28,996 INFO : Train start, epoch=0032, lr=0.094188 2021-04-10 02:55:30,628 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=0.28ms, fps=1569 images/s, loss=1.5914, top1-acc=58.87%, top5-acc=84.34%, remaining_time=0:00:30.350922, arrival_time=2021-04-10 02:56:00.979422, cost_time=0:00:01.631768 2021-04-10 02:55:32,084 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=1.47ms, fps=1759 images/s, loss=1.6010, top1-acc=58.65%, top5-acc=84.14%, remaining_time=0:00:27.168944, arrival_time=2021-04-10 02:55:59.253063, cost_time=0:00:03.087381 2021-04-10 02:55:33,544 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=1.54ms, fps=1754 images/s, loss=1.5981, top1-acc=58.45%, top5-acc=83.95%, remaining_time=0:00:25.163608, arrival_time=2021-04-10 02:55:58.707992, cost_time=0:00:04.547645 2021-04-10 02:55:35,003 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=1.92ms, fps=1755 images/s, loss=1.5793, top1-acc=59.05%, top5-acc=84.43%, remaining_time=0:00:23.426364, arrival_time=2021-04-10 02:55:58.429842, cost_time=0:00:06.006743 2021-04-10 02:55:36,467 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=1.45ms, fps=1749 images/s, loss=1.5741, top1-acc=58.95%, top5-acc=84.62%, remaining_time=0:00:21.814736, arrival_time=2021-04-10 02:55:58.282332, cost_time=0:00:07.470806 2021-04-10 02:55:37,936 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=2.64ms, fps=1744 images/s, loss=1.5774, top1-acc=58.87%, top5-acc=84.62%, remaining_time=0:00:20.263184, arrival_time=2021-04-10 02:55:58.199630, cost_time=0:00:08.939667 2021-04-10 02:55:39,404 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=1.80ms, fps=1745 images/s, loss=1.5848, top1-acc=58.66%, top5-acc=84.52%, remaining_time=0:00:18.733176, arrival_time=2021-04-10 02:55:58.137411, cost_time=0:00:10.407324 2021-04-10 02:55:40,864 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=1.44ms, fps=1754 images/s, loss=1.5894, top1-acc=58.36%, top5-acc=84.53%, remaining_time=0:00:17.208020, arrival_time=2021-04-10 02:55:58.072500, cost_time=0:00:11.867620 2021-04-10 02:55:42,327 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=1.50ms, fps=1751 images/s, loss=1.5844, top1-acc=58.35%, top5-acc=84.57%, remaining_time=0:00:15.700084, arrival_time=2021-04-10 02:55:58.027138, cost_time=0:00:13.330284 2021-04-10 02:55:43,793 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=1.47ms, fps=1746 images/s, loss=1.5907, top1-acc=58.20%, top5-acc=84.51%, remaining_time=0:00:14.205120, arrival_time=2021-04-10 02:55:57.998905, cost_time=0:00:14.797043 2021-04-10 02:55:45,258 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=1.66ms, fps=1748 images/s, loss=1.5931, top1-acc=58.15%, top5-acc=84.44%, remaining_time=0:00:12.713982, arrival_time=2021-04-10 02:55:57.972849, cost_time=0:00:16.262052 2021-04-10 02:55:46,729 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=1.53ms, fps=1742 images/s, loss=1.5960, top1-acc=58.09%, top5-acc=84.39%, remaining_time=0:00:11.230520, arrival_time=2021-04-10 02:55:57.959718, cost_time=0:00:17.732390 2021-04-10 02:55:48,206 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.77ms, fps=1734 images/s, loss=1.5938, top1-acc=58.19%, top5-acc=84.44%, remaining_time=0:00:09.752424, arrival_time=2021-04-10 02:55:57.958565, cost_time=0:00:19.209291 2021-04-10 02:55:49,671 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=2.07ms, fps=1749 images/s, loss=1.5899, top1-acc=58.27%, top5-acc=84.48%, remaining_time=0:00:08.269576, arrival_time=2021-04-10 02:55:57.940515, cost_time=0:00:20.673971 2021-04-10 02:55:51,143 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=1.57ms, fps=1739 images/s, loss=1.5905, top1-acc=58.24%, top5-acc=84.44%, remaining_time=0:00:06.791762, arrival_time=2021-04-10 02:55:57.935567, cost_time=0:00:22.147041 2021-04-10 02:55:52,614 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=1.42ms, fps=1741 images/s, loss=1.5974, top1-acc=58.01%, top5-acc=84.36%, remaining_time=0:00:05.314032, arrival_time=2021-04-10 02:55:57.928671, cost_time=0:00:23.617896 2021-04-10 02:55:54,083 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=1.50ms, fps=1743 images/s, loss=1.6032, top1-acc=57.80%, top5-acc=84.26%, remaining_time=0:00:03.836794, arrival_time=2021-04-10 02:55:57.920394, cost_time=0:00:25.086792 2021-04-10 02:55:55,546 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=1.32ms, fps=1751 images/s, loss=1.6022, top1-acc=57.82%, top5-acc=84.29%, remaining_time=0:00:02.359968, arrival_time=2021-04-10 02:55:57.906295, cost_time=0:00:26.549576 2021-04-10 02:55:57,008 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.26ms, fps=1751 images/s, loss=1.5994, top1-acc=57.86%, top5-acc=84.32%, remaining_time=0:00:00.884586, arrival_time=2021-04-10 02:55:57.893219, cost_time=0:00:28.011911 2021-04-10 02:55:57,803 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=1.49ms, fps=1712 images/s, loss=1.6004, top1-acc=57.88%, top5-acc=84.29%, remaining_time=0:00:00, arrival_time=2021-04-10 02:55:57.803414, cost_time=0:00:28.806678 2021-04-10 02:55:58,382 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=0.20ms, fps=4431 images/s, loss=1.9261, top1-acc=52.07%, top5-acc=78.05%, remaining_time=0:00:01.733280, arrival_time=2021-04-10 02:56:00.115622, cost_time=0:00:00.577762 2021-04-10 02:55:58,868 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=1.72ms, fps=5271 images/s, loss=1.9154, top1-acc=51.93%, top5-acc=78.46%, remaining_time=0:00:01.063940, arrival_time=2021-04-10 02:55:59.932482, cost_time=0:00:01.063941 2021-04-10 02:55:59,345 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=1.22ms, fps=5378 images/s, loss=1.9398, top1-acc=51.82%, top5-acc=78.33%, remaining_time=0:00:00.513470, arrival_time=2021-04-10 02:55:59.858435, cost_time=0:00:01.540413 2021-04-10 02:55:59,781 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=0.08ms, fps=5321 images/s, loss=1.9372, top1-acc=51.26%, top5-acc=77.95%, remaining_time=0:00:00, arrival_time=2021-04-10 02:55:59.781329, cost_time=0:00:01.976813 2021-04-10 02:56:02,143 INFO : Epoch=0032 complete, best val top1-acc=51.26%, top5-acc=77.95% (epoch=32), remaining_time=1:31:10.699416, arrival_time=2021-04-10 04:27:12.842473, cost_time=0:17:22.037971 2021-04-10 02:56:02,144 INFO : Train start, epoch=0033, lr=0.093815 2021-04-10 02:56:03,794 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=0.27ms, fps=1552 images/s, loss=1.5581, top1-acc=57.34%, top5-acc=86.13%, remaining_time=0:00:30.681072, arrival_time=2021-04-10 02:56:34.475075, cost_time=0:00:01.649525 2021-04-10 02:56:05,251 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=2.07ms, fps=1757 images/s, loss=1.5292, top1-acc=58.40%, top5-acc=85.94%, remaining_time=0:00:27.343536, arrival_time=2021-04-10 02:56:32.595224, cost_time=0:00:03.107224 2021-04-10 02:56:06,719 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=1.74ms, fps=1745 images/s, loss=1.5373, top1-acc=58.50%, top5-acc=85.90%, remaining_time=0:00:25.313174, arrival_time=2021-04-10 02:56:32.032288, cost_time=0:00:04.574665 2021-04-10 02:56:08,188 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=1.88ms, fps=1743 images/s, loss=1.5403, top1-acc=58.64%, top5-acc=85.82%, remaining_time=0:00:23.572068, arrival_time=2021-04-10 02:56:31.760742, cost_time=0:00:06.044125 2021-04-10 02:56:09,654 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=1.92ms, fps=1748 images/s, loss=1.5296, top1-acc=58.96%, top5-acc=85.91%, remaining_time=0:00:21.927594, arrival_time=2021-04-10 02:56:31.581552, cost_time=0:00:07.509442 2021-04-10 02:56:11,113 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=1.30ms, fps=1754 images/s, loss=1.5326, top1-acc=59.02%, top5-acc=85.72%, remaining_time=0:00:20.330232, arrival_time=2021-04-10 02:56:31.443947, cost_time=0:00:08.969225 2021-04-10 02:56:12,573 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=1.38ms, fps=1754 images/s, loss=1.5296, top1-acc=59.22%, top5-acc=85.63%, remaining_time=0:00:18.772362, arrival_time=2021-04-10 02:56:31.345915, cost_time=0:00:10.429086 2021-04-10 02:56:14,032 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=1.35ms, fps=1755 images/s, loss=1.5316, top1-acc=59.31%, top5-acc=85.60%, remaining_time=0:00:17.237832, arrival_time=2021-04-10 02:56:31.270541, cost_time=0:00:11.888135 2021-04-10 02:56:15,493 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=1.34ms, fps=1754 images/s, loss=1.5397, top1-acc=59.14%, top5-acc=85.42%, remaining_time=0:00:15.721602, arrival_time=2021-04-10 02:56:31.214559, cost_time=0:00:13.348497 2021-04-10 02:56:16,963 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=1.64ms, fps=1741 images/s, loss=1.5483, top1-acc=58.91%, top5-acc=85.26%, remaining_time=0:00:14.226240, arrival_time=2021-04-10 02:56:31.189732, cost_time=0:00:14.819026 2021-04-10 02:56:18,425 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=1.42ms, fps=1752 images/s, loss=1.5492, top1-acc=58.77%, top5-acc=85.20%, remaining_time=0:00:12.728688, arrival_time=2021-04-10 02:56:31.154030, cost_time=0:00:16.280878 2021-04-10 02:56:19,887 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=1.38ms, fps=1752 images/s, loss=1.5510, top1-acc=58.81%, top5-acc=85.11%, remaining_time=0:00:11.237132, arrival_time=2021-04-10 02:56:31.124518, cost_time=0:00:17.742881 2021-04-10 02:56:21,351 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=1.48ms, fps=1749 images/s, loss=1.5513, top1-acc=58.85%, top5-acc=85.07%, remaining_time=0:00:09.751236, arrival_time=2021-04-10 02:56:31.102689, cost_time=0:00:19.206968 2021-04-10 02:56:22,814 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=1.50ms, fps=1751 images/s, loss=1.5539, top1-acc=58.83%, top5-acc=85.08%, remaining_time=0:00:08.267896, arrival_time=2021-04-10 02:56:31.082106, cost_time=0:00:20.669746 2021-04-10 02:56:24,276 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=1.32ms, fps=1751 images/s, loss=1.5575, top1-acc=58.74%, top5-acc=85.11%, remaining_time=0:00:06.787162, arrival_time=2021-04-10 02:56:31.063769, cost_time=0:00:22.132079 2021-04-10 02:56:25,762 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=2.46ms, fps=1724 images/s, loss=1.5624, top1-acc=58.61%, top5-acc=85.04%, remaining_time=0:00:05.313924, arrival_time=2021-04-10 02:56:31.075899, cost_time=0:00:23.617503 2021-04-10 02:56:27,226 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=1.41ms, fps=1748 images/s, loss=1.5637, top1-acc=58.58%, top5-acc=84.97%, remaining_time=0:00:03.836118, arrival_time=2021-04-10 02:56:31.063008, cost_time=0:00:25.082384 2021-04-10 02:56:28,693 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=1.82ms, fps=1746 images/s, loss=1.5644, top1-acc=58.58%, top5-acc=85.00%, remaining_time=0:00:02.359920, arrival_time=2021-04-10 02:56:31.053609, cost_time=0:00:26.549089 2021-04-10 02:56:30,170 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=1.99ms, fps=1735 images/s, loss=1.5649, top1-acc=58.59%, top5-acc=85.00%, remaining_time=0:00:00.885012, arrival_time=2021-04-10 02:56:31.055047, cost_time=0:00:28.025385 2021-04-10 02:56:30,968 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=1.28ms, fps=1705 images/s, loss=1.5650, top1-acc=58.60%, top5-acc=84.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:56:30.968353, cost_time=0:00:28.823892 2021-04-10 02:56:31,526 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=0.32ms, fps=4598 images/s, loss=2.0137, top1-acc=50.20%, top5-acc=77.19%, remaining_time=0:00:01.670340, arrival_time=2021-04-10 02:56:33.196592, cost_time=0:00:00.556777 2021-04-10 02:56:32,012 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=4.96ms, fps=5269 images/s, loss=2.0533, top1-acc=49.79%, top5-acc=76.87%, remaining_time=0:00:01.042960, arrival_time=2021-04-10 02:56:33.055438, cost_time=0:00:01.042954 2021-04-10 02:56:32,491 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=1.44ms, fps=5351 images/s, loss=2.0577, top1-acc=49.90%, top5-acc=76.58%, remaining_time=0:00:00.507300, arrival_time=2021-04-10 02:56:32.998739, cost_time=0:00:01.521888 2021-04-10 02:56:32,930 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.10ms, fps=5296 images/s, loss=2.0704, top1-acc=49.85%, top5-acc=76.26%, remaining_time=0:00:00, arrival_time=2021-04-10 02:56:32.930029, cost_time=0:00:01.960544 2021-04-10 02:56:33,972 INFO : Epoch=0033 complete, best val top1-acc=51.26%, top5-acc=77.95% (epoch=32), remaining_time=1:30:34.417808, arrival_time=2021-04-10 04:27:08.389833, cost_time=0:17:53.866979 2021-04-10 02:56:33,972 INFO : Train start, epoch=0034, lr=0.093432 2021-04-10 02:56:35,604 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=0.27ms, fps=1569 images/s, loss=1.5039, top1-acc=61.13%, top5-acc=86.21%, remaining_time=0:00:30.342366, arrival_time=2021-04-10 02:57:05.946550, cost_time=0:00:01.631314 2021-04-10 02:56:37,068 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=1.47ms, fps=1749 images/s, loss=1.5117, top1-acc=60.21%, top5-acc=85.78%, remaining_time=0:00:27.242336, arrival_time=2021-04-10 02:57:04.310970, cost_time=0:00:03.095729 2021-04-10 02:56:38,537 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=1.54ms, fps=1743 images/s, loss=1.5371, top1-acc=59.77%, top5-acc=85.42%, remaining_time=0:00:25.257398, arrival_time=2021-04-10 02:57:03.794836, cost_time=0:00:04.564579 2021-04-10 02:56:40,005 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=1.59ms, fps=1744 images/s, loss=1.5542, top1-acc=59.57%, top5-acc=84.95%, remaining_time=0:00:23.527920, arrival_time=2021-04-10 02:57:03.533590, cost_time=0:00:06.032816 2021-04-10 02:56:41,467 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=1.82ms, fps=1751 images/s, loss=1.5497, top1-acc=59.66%, top5-acc=84.91%, remaining_time=0:00:21.885254, arrival_time=2021-04-10 02:57:03.353082, cost_time=0:00:07.494973 2021-04-10 02:56:42,920 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=1.32ms, fps=1763 images/s, loss=1.5550, top1-acc=59.34%, top5-acc=84.77%, remaining_time=0:00:20.281136, arrival_time=2021-04-10 02:57:03.201571, cost_time=0:00:08.947584 2021-04-10 02:56:44,388 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=1.48ms, fps=1744 images/s, loss=1.5576, top1-acc=59.27%, top5-acc=84.68%, remaining_time=0:00:18.747918, arrival_time=2021-04-10 02:57:03.136285, cost_time=0:00:10.415512 2021-04-10 02:56:45,861 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=1.47ms, fps=1739 images/s, loss=1.5539, top1-acc=59.33%, top5-acc=84.79%, remaining_time=0:00:17.237716, arrival_time=2021-04-10 02:57:03.098708, cost_time=0:00:11.888075 2021-04-10 02:56:47,318 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=1.55ms, fps=1757 images/s, loss=1.5543, top1-acc=59.38%, top5-acc=84.84%, remaining_time=0:00:15.718104, arrival_time=2021-04-10 02:57:03.036517, cost_time=0:00:13.345561 2021-04-10 02:56:48,782 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=1.92ms, fps=1749 images/s, loss=1.5554, top1-acc=59.41%, top5-acc=84.89%, remaining_time=0:00:14.217600, arrival_time=2021-04-10 02:57:03.000398, cost_time=0:00:14.809953 2021-04-10 02:56:50,245 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=1.96ms, fps=1751 images/s, loss=1.5631, top1-acc=59.19%, top5-acc=84.78%, remaining_time=0:00:12.722238, arrival_time=2021-04-10 02:57:02.967708, cost_time=0:00:16.272621 2021-04-10 02:56:51,706 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=1.58ms, fps=1753 images/s, loss=1.5571, top1-acc=59.23%, top5-acc=84.89%, remaining_time=0:00:11.231356, arrival_time=2021-04-10 02:57:02.937869, cost_time=0:00:17.733668 2021-04-10 02:56:53,167 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=2.03ms, fps=1753 images/s, loss=1.5635, top1-acc=59.06%, top5-acc=84.78%, remaining_time=0:00:09.744834, arrival_time=2021-04-10 02:57:02.912062, cost_time=0:00:19.194385 2021-04-10 02:56:54,629 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=1.46ms, fps=1751 images/s, loss=1.5625, top1-acc=59.07%, top5-acc=84.82%, remaining_time=0:00:08.262576, arrival_time=2021-04-10 02:57:02.891848, cost_time=0:00:20.656427 2021-04-10 02:56:56,089 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=1.82ms, fps=1754 images/s, loss=1.5651, top1-acc=59.00%, top5-acc=84.79%, remaining_time=0:00:06.782286, arrival_time=2021-04-10 02:57:02.871346, cost_time=0:00:22.116217 2021-04-10 02:56:57,549 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=1.81ms, fps=1754 images/s, loss=1.5681, top1-acc=58.92%, top5-acc=84.74%, remaining_time=0:00:05.304672, arrival_time=2021-04-10 02:57:02.853826, cost_time=0:00:23.576254 2021-04-10 02:56:59,010 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=1.41ms, fps=1753 images/s, loss=1.5653, top1-acc=58.99%, top5-acc=84.76%, remaining_time=0:00:03.829228, arrival_time=2021-04-10 02:57:02.839339, cost_time=0:00:25.037264 2021-04-10 02:57:00,472 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=1.33ms, fps=1751 images/s, loss=1.5665, top1-acc=58.94%, top5-acc=84.72%, remaining_time=0:00:02.355552, arrival_time=2021-04-10 02:57:02.828417, cost_time=0:00:26.499999 2021-04-10 02:57:01,934 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.33ms, fps=1752 images/s, loss=1.5718, top1-acc=58.86%, top5-acc=84.63%, remaining_time=0:00:00.882990, arrival_time=2021-04-10 02:57:02.817103, cost_time=0:00:27.961270 2021-04-10 02:57:02,734 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=1.83ms, fps=1701 images/s, loss=1.5701, top1-acc=58.88%, top5-acc=84.67%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:02.734038, cost_time=0:00:28.761133 2021-04-10 02:57:03,334 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=0.40ms, fps=4277 images/s, loss=2.1348, top1-acc=48.91%, top5-acc=74.69%, remaining_time=0:00:01.795470, arrival_time=2021-04-10 02:57:05.129622, cost_time=0:00:00.598487 2021-04-10 02:57:03,843 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=1.77ms, fps=5036 images/s, loss=2.1157, top1-acc=49.47%, top5-acc=75.21%, remaining_time=0:00:01.107260, arrival_time=2021-04-10 02:57:04.950197, cost_time=0:00:01.107262 2021-04-10 02:57:04,331 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=1.86ms, fps=5249 images/s, loss=2.1176, top1-acc=48.78%, top5-acc=75.42%, remaining_time=0:00:00.531840, arrival_time=2021-04-10 02:57:04.863018, cost_time=0:00:01.595512 2021-04-10 02:57:04,774 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=0.09ms, fps=5237 images/s, loss=2.1077, top1-acc=48.54%, top5-acc=75.60%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:04.774656, cost_time=0:00:02.039019 2021-04-10 02:57:06,086 INFO : Epoch=0034 complete, best val top1-acc=51.26%, top5-acc=77.95% (epoch=32), remaining_time=1:29:59.792420, arrival_time=2021-04-10 04:27:05.879068, cost_time=0:18:25.981573 2021-04-10 02:57:06,087 INFO : Train start, epoch=0035, lr=0.093037 2021-04-10 02:57:07,717 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=1.36ms, fps=1571 images/s, loss=1.4804, top1-acc=60.62%, top5-acc=86.02%, remaining_time=0:00:30.314652, arrival_time=2021-04-10 02:57:38.032293, cost_time=0:00:01.629819 2021-04-10 02:57:09,185 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=1.35ms, fps=1744 images/s, loss=1.4927, top1-acc=60.45%, top5-acc=85.66%, remaining_time=0:00:27.261696, arrival_time=2021-04-10 02:57:36.447450, cost_time=0:00:03.097919 2021-04-10 02:57:10,644 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=1.68ms, fps=1755 images/s, loss=1.4884, top1-acc=60.38%, top5-acc=85.68%, remaining_time=0:00:25.213242, arrival_time=2021-04-10 02:57:35.857740, cost_time=0:00:04.556601 2021-04-10 02:57:12,105 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=1.65ms, fps=1752 images/s, loss=1.5022, top1-acc=60.20%, top5-acc=85.70%, remaining_time=0:00:23.470356, arrival_time=2021-04-10 02:57:35.576233, cost_time=0:00:06.018045 2021-04-10 02:57:13,562 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=1.64ms, fps=1758 images/s, loss=1.4946, top1-acc=60.63%, top5-acc=85.85%, remaining_time=0:00:21.826562, arrival_time=2021-04-10 02:57:35.389276, cost_time=0:00:07.474828 2021-04-10 02:57:15,030 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=1.59ms, fps=1745 images/s, loss=1.4982, top1-acc=60.59%, top5-acc=85.79%, remaining_time=0:00:20.269984, arrival_time=2021-04-10 02:57:35.300530, cost_time=0:00:08.942663 2021-04-10 02:57:16,492 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=1.48ms, fps=1752 images/s, loss=1.5036, top1-acc=60.37%, top5-acc=85.79%, remaining_time=0:00:18.727758, arrival_time=2021-04-10 02:57:35.219886, cost_time=0:00:10.404305 2021-04-10 02:57:17,956 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=1.91ms, fps=1749 images/s, loss=1.5052, top1-acc=60.37%, top5-acc=85.69%, remaining_time=0:00:17.209644, arrival_time=2021-04-10 02:57:35.166187, cost_time=0:00:11.868694 2021-04-10 02:57:19,421 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=1.34ms, fps=1748 images/s, loss=1.5120, top1-acc=60.20%, top5-acc=85.53%, remaining_time=0:00:15.704430, arrival_time=2021-04-10 02:57:35.126198, cost_time=0:00:13.333935 2021-04-10 02:57:20,885 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=1.44ms, fps=1750 images/s, loss=1.5156, top1-acc=60.12%, top5-acc=85.40%, remaining_time=0:00:14.205504, arrival_time=2021-04-10 02:57:35.090750, cost_time=0:00:14.797422 2021-04-10 02:57:22,346 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=1.32ms, fps=1752 images/s, loss=1.5220, top1-acc=59.98%, top5-acc=85.32%, remaining_time=0:00:12.711574, arrival_time=2021-04-10 02:57:35.058340, cost_time=0:00:16.258936 2021-04-10 02:57:23,808 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=1.44ms, fps=1752 images/s, loss=1.5187, top1-acc=60.03%, top5-acc=85.40%, remaining_time=0:00:11.222844, arrival_time=2021-04-10 02:57:35.031009, cost_time=0:00:17.720339 2021-04-10 02:57:25,265 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=1.44ms, fps=1757 images/s, loss=1.5254, top1-acc=59.86%, top5-acc=85.34%, remaining_time=0:00:09.736518, arrival_time=2021-04-10 02:57:35.002331, cost_time=0:00:19.177932 2021-04-10 02:57:26,725 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=1.50ms, fps=1754 images/s, loss=1.5326, top1-acc=59.71%, top5-acc=85.26%, remaining_time=0:00:08.255072, arrival_time=2021-04-10 02:57:34.980541, cost_time=0:00:20.637633 2021-04-10 02:57:28,189 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=1.62ms, fps=1749 images/s, loss=1.5300, top1-acc=59.67%, top5-acc=85.30%, remaining_time=0:00:06.777732, arrival_time=2021-04-10 02:57:34.966952, cost_time=0:00:22.101370 2021-04-10 02:57:29,655 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=1.52ms, fps=1747 images/s, loss=1.5352, top1-acc=59.55%, top5-acc=85.21%, remaining_time=0:00:05.302692, arrival_time=2021-04-10 02:57:34.957971, cost_time=0:00:23.567442 2021-04-10 02:57:31,123 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=1.45ms, fps=1744 images/s, loss=1.5358, top1-acc=59.46%, top5-acc=85.23%, remaining_time=0:00:03.828942, arrival_time=2021-04-10 02:57:34.952212, cost_time=0:00:25.035397 2021-04-10 02:57:32,593 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=1.31ms, fps=1742 images/s, loss=1.5349, top1-acc=59.50%, top5-acc=85.21%, remaining_time=0:00:02.356032, arrival_time=2021-04-10 02:57:34.949331, cost_time=0:00:26.505441 2021-04-10 02:57:34,060 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=1.27ms, fps=1746 images/s, loss=1.5335, top1-acc=59.52%, top5-acc=85.24%, remaining_time=0:00:00.883338, arrival_time=2021-04-10 02:57:34.943542, cost_time=0:00:27.972397 2021-04-10 02:57:34,852 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=1.36ms, fps=1718 images/s, loss=1.5347, top1-acc=59.49%, top5-acc=85.24%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:34.852080, cost_time=0:00:28.764201 2021-04-10 02:57:35,452 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=0.46ms, fps=4279 images/s, loss=2.0963, top1-acc=47.77%, top5-acc=76.64%, remaining_time=0:00:01.794810, arrival_time=2021-04-10 02:57:37.246812, cost_time=0:00:00.598273 2021-04-10 02:57:35,935 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=1.44ms, fps=5303 images/s, loss=2.0658, top1-acc=48.55%, top5-acc=76.52%, remaining_time=0:00:01.081960, arrival_time=2021-04-10 02:57:37.017586, cost_time=0:00:01.081951 2021-04-10 02:57:36,419 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=1.81ms, fps=5293 images/s, loss=2.0618, top1-acc=48.67%, top5-acc=76.64%, remaining_time=0:00:00.521970, arrival_time=2021-04-10 02:57:36.941555, cost_time=0:00:01.565908 2021-04-10 02:57:36,855 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=0.08ms, fps=5323 images/s, loss=2.0622, top1-acc=48.72%, top5-acc=76.21%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:36.855750, cost_time=0:00:02.002095 2021-04-10 02:57:37,841 INFO : Epoch=0035 complete, best val top1-acc=51.26%, top5-acc=77.95% (epoch=32), remaining_time=1:29:23.613915, arrival_time=2021-04-10 04:27:01.455207, cost_time=0:18:57.736270 2021-04-10 02:57:37,841 INFO : Train start, epoch=0036, lr=0.092632 2021-04-10 02:57:39,506 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=0.47ms, fps=1538 images/s, loss=1.5431, top1-acc=57.73%, top5-acc=85.35%, remaining_time=0:00:30.958398, arrival_time=2021-04-10 02:58:10.464813, cost_time=0:00:01.664429 2021-04-10 02:57:40,977 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=1.80ms, fps=1740 images/s, loss=1.5185, top1-acc=59.24%, top5-acc=85.14%, remaining_time=0:00:27.595744, arrival_time=2021-04-10 02:58:08.573618, cost_time=0:00:03.135884 2021-04-10 02:57:42,440 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=1.57ms, fps=1751 images/s, loss=1.5186, top1-acc=59.28%, top5-acc=85.43%, remaining_time=0:00:25.442654, arrival_time=2021-04-10 02:58:07.882769, cost_time=0:00:04.598080 2021-04-10 02:57:43,901 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=1.42ms, fps=1753 images/s, loss=1.5281, top1-acc=58.83%, top5-acc=85.64%, remaining_time=0:00:23.633064, arrival_time=2021-04-10 02:58:07.534870, cost_time=0:00:06.059778 2021-04-10 02:57:45,379 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=2.03ms, fps=1734 images/s, loss=1.5219, top1-acc=59.12%, top5-acc=85.66%, remaining_time=0:00:22.007748, arrival_time=2021-04-10 02:58:07.386722, cost_time=0:00:07.536883 2021-04-10 02:57:46,872 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=1.52ms, fps=1714 images/s, loss=1.5243, top1-acc=59.24%, top5-acc=85.52%, remaining_time=0:00:20.469768, arrival_time=2021-04-10 02:58:07.342559, cost_time=0:00:09.030802 2021-04-10 02:57:48,337 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=2.05ms, fps=1749 images/s, loss=1.5181, top1-acc=59.51%, top5-acc=85.56%, remaining_time=0:00:18.890928, arrival_time=2021-04-10 02:58:07.227916, cost_time=0:00:10.494985 2021-04-10 02:57:49,802 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=1.48ms, fps=1747 images/s, loss=1.5209, top1-acc=59.41%, top5-acc=85.54%, remaining_time=0:00:17.342580, arrival_time=2021-04-10 02:58:07.145058, cost_time=0:00:11.960365 2021-04-10 02:57:51,266 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=1.36ms, fps=1749 images/s, loss=1.5216, top1-acc=59.48%, top5-acc=85.50%, remaining_time=0:00:15.811384, arrival_time=2021-04-10 02:58:07.078203, cost_time=0:00:13.424754 2021-04-10 02:57:52,734 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=1.49ms, fps=1744 images/s, loss=1.5210, top1-acc=59.61%, top5-acc=85.49%, remaining_time=0:00:14.297184, arrival_time=2021-04-10 02:58:07.032063, cost_time=0:00:14.892895 2021-04-10 02:57:54,196 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=1.64ms, fps=1752 images/s, loss=1.5203, top1-acc=59.62%, top5-acc=85.51%, remaining_time=0:00:12.786394, arrival_time=2021-04-10 02:58:06.983147, cost_time=0:00:16.354701 2021-04-10 02:57:55,658 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=1.39ms, fps=1752 images/s, loss=1.5225, top1-acc=59.58%, top5-acc=85.48%, remaining_time=0:00:11.283720, arrival_time=2021-04-10 02:58:06.942168, cost_time=0:00:17.816378 2021-04-10 02:57:57,118 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=1.51ms, fps=1754 images/s, loss=1.5187, top1-acc=59.68%, top5-acc=85.53%, remaining_time=0:00:09.786480, arrival_time=2021-04-10 02:58:06.904862, cost_time=0:00:19.276388 2021-04-10 02:57:58,579 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=1.39ms, fps=1752 images/s, loss=1.5219, top1-acc=59.65%, top5-acc=85.50%, remaining_time=0:00:08.295056, arrival_time=2021-04-10 02:58:06.874711, cost_time=0:00:20.737689 2021-04-10 02:58:00,044 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=1.43ms, fps=1748 images/s, loss=1.5210, top1-acc=59.70%, top5-acc=85.55%, remaining_time=0:00:06.808736, arrival_time=2021-04-10 02:58:06.853206, cost_time=0:00:22.202333 2021-04-10 02:58:01,513 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=1.83ms, fps=1744 images/s, loss=1.5224, top1-acc=59.72%, top5-acc=85.52%, remaining_time=0:00:05.325984, arrival_time=2021-04-10 02:58:06.839117, cost_time=0:00:23.671119 2021-04-10 02:58:02,977 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=1.70ms, fps=1749 images/s, loss=1.5177, top1-acc=59.84%, top5-acc=85.54%, remaining_time=0:00:03.844178, arrival_time=2021-04-10 02:58:06.821259, cost_time=0:00:25.135086 2021-04-10 02:58:04,434 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=1.33ms, fps=1757 images/s, loss=1.5205, top1-acc=59.83%, top5-acc=85.52%, remaining_time=0:00:02.363808, arrival_time=2021-04-10 02:58:06.798573, cost_time=0:00:26.592791 2021-04-10 02:58:05,896 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.44ms, fps=1751 images/s, loss=1.5243, top1-acc=59.72%, top5-acc=85.49%, remaining_time=0:00:00.885942, arrival_time=2021-04-10 02:58:06.782876, cost_time=0:00:28.054899 2021-04-10 02:58:06,694 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=1.28ms, fps=1706 images/s, loss=1.5250, top1-acc=59.67%, top5-acc=85.47%, remaining_time=0:00:00, arrival_time=2021-04-10 02:58:06.694832, cost_time=0:00:28.852843 2021-04-10 02:58:07,285 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=0.43ms, fps=4340 images/s, loss=2.1035, top1-acc=48.44%, top5-acc=75.51%, remaining_time=0:00:01.769460, arrival_time=2021-04-10 02:58:09.055204, cost_time=0:00:00.589816 2021-04-10 02:58:07,767 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=2.13ms, fps=5322 images/s, loss=2.1058, top1-acc=48.71%, top5-acc=75.53%, remaining_time=0:00:01.071220, arrival_time=2021-04-10 02:58:08.838356, cost_time=0:00:01.071211 2021-04-10 02:58:08,254 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=1.88ms, fps=5260 images/s, loss=2.0798, top1-acc=49.51%, top5-acc=75.98%, remaining_time=0:00:00.519410, arrival_time=2021-04-10 02:58:08.773576, cost_time=0:00:01.558241 2021-04-10 02:58:08,693 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=0.08ms, fps=5280 images/s, loss=2.1035, top1-acc=49.12%, top5-acc=75.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:58:08.693885, cost_time=0:00:01.997982 2021-04-10 02:58:09,793 INFO : Epoch=0036 complete, best val top1-acc=51.26%, top5-acc=77.95% (epoch=32), remaining_time=1:28:48.579760, arrival_time=2021-04-10 04:26:58.373032, cost_time=0:19:29.688241 2021-04-10 02:58:09,793 INFO : Train start, epoch=0037, lr=0.092216 2021-04-10 02:58:11,430 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=1.53ms, fps=1564 images/s, loss=1.4889, top1-acc=61.02%, top5-acc=85.59%, remaining_time=0:00:30.442248, arrival_time=2021-04-10 02:58:41.872959, cost_time=0:00:01.636682 2021-04-10 02:58:12,893 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=1.61ms, fps=1751 images/s, loss=1.4803, top1-acc=61.07%, top5-acc=85.80%, remaining_time=0:00:27.272960, arrival_time=2021-04-10 02:58:40.166128, cost_time=0:00:03.099194 2021-04-10 02:58:14,360 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=1.73ms, fps=1745 images/s, loss=1.4844, top1-acc=61.07%, top5-acc=85.55%, remaining_time=0:00:25.270014, arrival_time=2021-04-10 02:58:39.630853, cost_time=0:00:04.566859 2021-04-10 02:58:15,825 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=1.33ms, fps=1748 images/s, loss=1.4765, top1-acc=61.18%, top5-acc=85.62%, remaining_time=0:00:23.522928, arrival_time=2021-04-10 02:58:39.348506, cost_time=0:00:06.031512 2021-04-10 02:58:17,282 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=1.35ms, fps=1757 images/s, loss=1.4901, top1-acc=60.81%, top5-acc=85.64%, remaining_time=0:00:21.867150, arrival_time=2021-04-10 02:58:39.150022, cost_time=0:00:07.488763 2021-04-10 02:58:18,749 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=2.19ms, fps=1747 images/s, loss=1.4902, top1-acc=60.78%, top5-acc=85.76%, remaining_time=0:00:20.298000, arrival_time=2021-04-10 02:58:39.046961, cost_time=0:00:08.954992 2021-04-10 02:58:20,219 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=1.39ms, fps=1741 images/s, loss=1.4925, top1-acc=60.74%, top5-acc=85.85%, remaining_time=0:00:18.766314, arrival_time=2021-04-10 02:58:38.986094, cost_time=0:00:10.425755 2021-04-10 02:58:21,685 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=1.37ms, fps=1747 images/s, loss=1.4901, top1-acc=60.73%, top5-acc=85.97%, remaining_time=0:00:17.242588, arrival_time=2021-04-10 02:58:38.928000, cost_time=0:00:11.891430 2021-04-10 02:58:23,151 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=1.72ms, fps=1747 images/s, loss=1.4929, top1-acc=60.72%, top5-acc=85.86%, remaining_time=0:00:15.732202, arrival_time=2021-04-10 02:58:38.883784, cost_time=0:00:13.357568 2021-04-10 02:58:24,618 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=1.61ms, fps=1746 images/s, loss=1.4946, top1-acc=60.66%, top5-acc=85.80%, remaining_time=0:00:14.231136, arrival_time=2021-04-10 02:58:38.849196, cost_time=0:00:14.824088 2021-04-10 02:58:26,087 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=1.37ms, fps=1742 images/s, loss=1.4997, top1-acc=60.53%, top5-acc=85.76%, remaining_time=0:00:12.738922, arrival_time=2021-04-10 02:58:38.826814, cost_time=0:00:16.293917 2021-04-10 02:58:27,547 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=1.46ms, fps=1755 images/s, loss=1.5041, top1-acc=60.35%, top5-acc=85.70%, remaining_time=0:00:11.243668, arrival_time=2021-04-10 02:58:38.790837, cost_time=0:00:17.753146 2021-04-10 02:58:29,007 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.36ms, fps=1754 images/s, loss=1.5032, top1-acc=60.35%, top5-acc=85.77%, remaining_time=0:00:09.754338, arrival_time=2021-04-10 02:58:38.761350, cost_time=0:00:19.213035 2021-04-10 02:58:30,470 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=1.81ms, fps=1750 images/s, loss=1.5047, top1-acc=60.26%, top5-acc=85.76%, remaining_time=0:00:08.270584, arrival_time=2021-04-10 02:58:38.741200, cost_time=0:00:20.676498 2021-04-10 02:58:31,940 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=1.52ms, fps=1742 images/s, loss=1.5060, top1-acc=60.30%, top5-acc=85.74%, remaining_time=0:00:06.791624, arrival_time=2021-04-10 02:58:38.732228, cost_time=0:00:22.146609 2021-04-10 02:58:33,398 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=1.32ms, fps=1756 images/s, loss=1.5078, top1-acc=60.31%, top5-acc=85.67%, remaining_time=0:00:05.311044, arrival_time=2021-04-10 02:58:38.709596, cost_time=0:00:23.604575 2021-04-10 02:58:34,859 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=1.35ms, fps=1753 images/s, loss=1.5084, top1-acc=60.34%, top5-acc=85.66%, remaining_time=0:00:03.833466, arrival_time=2021-04-10 02:58:38.692495, cost_time=0:00:25.065050 2021-04-10 02:58:36,320 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=1.37ms, fps=1752 images/s, loss=1.5087, top1-acc=60.30%, top5-acc=85.69%, remaining_time=0:00:02.357888, arrival_time=2021-04-10 02:58:38.678187, cost_time=0:00:26.526269 2021-04-10 02:58:37,789 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=1.43ms, fps=1743 images/s, loss=1.5054, top1-acc=60.37%, top5-acc=85.75%, remaining_time=0:00:00.884058, arrival_time=2021-04-10 02:58:38.673215, cost_time=0:00:27.995178 2021-04-10 02:58:38,589 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=1.52ms, fps=1700 images/s, loss=1.5064, top1-acc=60.35%, top5-acc=85.77%, remaining_time=0:00:00, arrival_time=2021-04-10 02:58:38.589718, cost_time=0:00:28.795671 2021-04-10 02:58:39,154 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=1.67ms, fps=4546 images/s, loss=2.7390, top1-acc=43.83%, top5-acc=68.83%, remaining_time=0:00:01.689450, arrival_time=2021-04-10 02:58:40.843572, cost_time=0:00:00.563150 2021-04-10 02:58:39,634 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=1.37ms, fps=5335 images/s, loss=2.7126, top1-acc=43.57%, top5-acc=69.22%, remaining_time=0:00:01.043480, arrival_time=2021-04-10 02:58:40.677955, cost_time=0:00:01.043483 2021-04-10 02:58:40,119 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=2.14ms, fps=5284 images/s, loss=2.6802, top1-acc=43.83%, top5-acc=69.24%, remaining_time=0:00:00.509480, arrival_time=2021-04-10 02:58:40.628913, cost_time=0:00:01.528453 2021-04-10 02:58:40,559 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.12ms, fps=5280 images/s, loss=2.6611, top1-acc=44.20%, top5-acc=69.37%, remaining_time=0:00:00, arrival_time=2021-04-10 02:58:40.559285, cost_time=0:00:01.968345 2021-04-10 02:58:41,619 INFO : Epoch=0037 complete, best val top1-acc=51.26%, top5-acc=77.95% (epoch=32), remaining_time=1:28:13.157354, arrival_time=2021-04-10 04:26:54.776659, cost_time=0:20:01.514249 2021-04-10 02:58:41,620 INFO : Train start, epoch=0038, lr=0.091790 2021-04-10 02:58:43,268 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=0.27ms, fps=1553 images/s, loss=1.5352, top1-acc=60.78%, top5-acc=85.35%, remaining_time=0:00:30.652800, arrival_time=2021-04-10 02:59:13.921146, cost_time=0:00:01.647997 2021-04-10 02:58:44,729 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=1.33ms, fps=1752 images/s, loss=1.4773, top1-acc=61.45%, top5-acc=86.11%, remaining_time=0:00:27.362368, arrival_time=2021-04-10 02:59:12.092149, cost_time=0:00:03.109355 2021-04-10 02:58:46,192 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=1.47ms, fps=1751 images/s, loss=1.4799, top1-acc=61.64%, top5-acc=86.03%, remaining_time=0:00:25.300226, arrival_time=2021-04-10 02:59:11.493034, cost_time=0:00:04.572338 2021-04-10 02:58:47,659 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=1.34ms, fps=1747 images/s, loss=1.4698, top1-acc=61.64%, top5-acc=86.23%, remaining_time=0:00:23.550852, arrival_time=2021-04-10 02:59:11.209876, cost_time=0:00:06.038684 2021-04-10 02:58:49,121 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=1.80ms, fps=1751 images/s, loss=1.4709, top1-acc=61.67%, top5-acc=86.09%, remaining_time=0:00:21.903796, arrival_time=2021-04-10 02:59:11.025478, cost_time=0:00:07.501292 2021-04-10 02:58:50,584 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=1.64ms, fps=1750 images/s, loss=1.4711, top1-acc=61.63%, top5-acc=86.19%, remaining_time=0:00:20.319216, arrival_time=2021-04-10 02:59:10.904027, cost_time=0:00:08.964388 2021-04-10 02:58:52,050 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=1.79ms, fps=1747 images/s, loss=1.4734, top1-acc=61.53%, top5-acc=86.10%, remaining_time=0:00:18.774000, arrival_time=2021-04-10 02:59:10.824379, cost_time=0:00:10.430032 2021-04-10 02:58:53,509 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=1.36ms, fps=1755 images/s, loss=1.4727, top1-acc=61.51%, top5-acc=86.09%, remaining_time=0:00:17.238992, arrival_time=2021-04-10 02:59:10.748308, cost_time=0:00:11.888969 2021-04-10 02:58:54,970 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=1.53ms, fps=1753 images/s, loss=1.4748, top1-acc=61.51%, top5-acc=86.00%, remaining_time=0:00:15.722980, arrival_time=2021-04-10 02:59:10.693033, cost_time=0:00:13.349702 2021-04-10 02:58:56,427 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=1.34ms, fps=1758 images/s, loss=1.4821, top1-acc=61.42%, top5-acc=85.88%, remaining_time=0:00:14.214240, arrival_time=2021-04-10 02:59:10.641168, cost_time=0:00:14.806536 2021-04-10 02:58:57,898 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=1.69ms, fps=1741 images/s, loss=1.4920, top1-acc=61.29%, top5-acc=85.76%, remaining_time=0:00:12.726194, arrival_time=2021-04-10 02:59:10.624311, cost_time=0:00:16.277717 2021-04-10 02:58:59,369 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=1.40ms, fps=1741 images/s, loss=1.4893, top1-acc=61.31%, top5-acc=85.75%, remaining_time=0:00:11.241084, arrival_time=2021-04-10 02:59:10.610546, cost_time=0:00:17.749051 2021-04-10 02:59:00,834 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=1.25ms, fps=1749 images/s, loss=1.4904, top1-acc=61.22%, top5-acc=85.78%, remaining_time=0:00:09.754602, arrival_time=2021-04-10 02:59:10.588736, cost_time=0:00:19.213642 2021-04-10 02:59:02,316 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=1.95ms, fps=1728 images/s, loss=1.4893, top1-acc=61.21%, top5-acc=85.81%, remaining_time=0:00:08.278368, arrival_time=2021-04-10 02:59:10.594624, cost_time=0:00:20.695898 2021-04-10 02:59:03,784 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=1.57ms, fps=1744 images/s, loss=1.4874, top1-acc=61.21%, top5-acc=85.85%, remaining_time=0:00:06.796914, arrival_time=2021-04-10 02:59:10.581050, cost_time=0:00:22.163787 2021-04-10 02:59:05,252 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=1.79ms, fps=1745 images/s, loss=1.4855, top1-acc=61.32%, top5-acc=85.90%, remaining_time=0:00:05.317056, arrival_time=2021-04-10 02:59:10.568934, cost_time=0:00:23.631364 2021-04-10 02:59:06,722 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=1.38ms, fps=1742 images/s, loss=1.4850, top1-acc=61.36%, top5-acc=85.88%, remaining_time=0:00:03.839082, arrival_time=2021-04-10 02:59:10.561156, cost_time=0:00:25.101719 2021-04-10 02:59:08,203 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=1.52ms, fps=1729 images/s, loss=1.4866, top1-acc=61.25%, top5-acc=85.85%, remaining_time=0:00:02.362912, arrival_time=2021-04-10 02:59:10.566075, cost_time=0:00:26.582816 2021-04-10 02:59:09,663 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=1.23ms, fps=1753 images/s, loss=1.4860, top1-acc=61.21%, top5-acc=85.89%, remaining_time=0:00:00.885576, arrival_time=2021-04-10 02:59:10.549169, cost_time=0:00:28.043251 2021-04-10 02:59:10,458 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=1.36ms, fps=1712 images/s, loss=1.4870, top1-acc=61.20%, top5-acc=85.90%, remaining_time=0:00:00, arrival_time=2021-04-10 02:59:10.458429, cost_time=0:00:28.838089 2021-04-10 02:59:11,033 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=2.49ms, fps=4461 images/s, loss=2.0338, top1-acc=51.99%, top5-acc=78.01%, remaining_time=0:00:01.721340, arrival_time=2021-04-10 02:59:12.754751, cost_time=0:00:00.573775 2021-04-10 02:59:11,511 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=1.37ms, fps=5365 images/s, loss=2.0557, top1-acc=50.74%, top5-acc=77.75%, remaining_time=0:00:01.051480, arrival_time=2021-04-10 02:59:12.562526, cost_time=0:00:01.051472 2021-04-10 02:59:11,991 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=1.34ms, fps=5337 images/s, loss=2.0579, top1-acc=50.68%, top5-acc=77.63%, remaining_time=0:00:00.510560, arrival_time=2021-04-10 02:59:12.501752, cost_time=0:00:01.531665 2021-04-10 02:59:12,428 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=0.07ms, fps=5308 images/s, loss=2.0870, top1-acc=50.06%, top5-acc=77.34%, remaining_time=0:00:00, arrival_time=2021-04-10 02:59:12.428712, cost_time=0:00:01.969228 2021-04-10 02:59:13,544 INFO : Epoch=0038 complete, best val top1-acc=51.26%, top5-acc=77.95% (epoch=32), remaining_time=1:27:38.347146, arrival_time=2021-04-10 04:26:51.891687, cost_time=0:20:33.439465 2021-04-10 02:59:13,545 INFO : Train start, epoch=0039, lr=0.091354 2021-04-10 02:59:15,199 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=2.11ms, fps=1547 images/s, loss=1.4610, top1-acc=60.74%, top5-acc=86.21%, remaining_time=0:00:30.769980, arrival_time=2021-04-10 02:59:45.969841, cost_time=0:00:01.654305 2021-04-10 02:59:16,665 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=1.94ms, fps=1747 images/s, loss=1.4715, top1-acc=60.94%, top5-acc=85.88%, remaining_time=0:00:27.456880, arrival_time=2021-04-10 02:59:44.122530, cost_time=0:00:03.120099 2021-04-10 02:59:18,124 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=1.56ms, fps=1755 images/s, loss=1.4778, top1-acc=60.76%, top5-acc=85.98%, remaining_time=0:00:25.336248, arrival_time=2021-04-10 02:59:43.460642, cost_time=0:00:04.578841 2021-04-10 02:59:19,584 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=1.36ms, fps=1754 images/s, loss=1.4732, top1-acc=61.05%, top5-acc=86.11%, remaining_time=0:00:23.551944, arrival_time=2021-04-10 02:59:43.136521, cost_time=0:00:06.038974 2021-04-10 02:59:21,058 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=1.42ms, fps=1737 images/s, loss=1.4654, top1-acc=61.41%, top5-acc=86.14%, remaining_time=0:00:21.938252, arrival_time=2021-04-10 02:59:42.996915, cost_time=0:00:07.513114 2021-04-10 02:59:22,525 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=1.84ms, fps=1746 images/s, loss=1.4581, top1-acc=61.63%, top5-acc=86.23%, remaining_time=0:00:20.353624, arrival_time=2021-04-10 02:59:42.878733, cost_time=0:00:08.979559 2021-04-10 02:59:23,979 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=1.35ms, fps=1761 images/s, loss=1.4582, top1-acc=61.67%, top5-acc=86.21%, remaining_time=0:00:18.780426, arrival_time=2021-04-10 02:59:42.759530, cost_time=0:00:10.433557 2021-04-10 02:59:25,435 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=1.51ms, fps=1759 images/s, loss=1.4647, top1-acc=61.42%, top5-acc=86.18%, remaining_time=0:00:17.239688, arrival_time=2021-04-10 02:59:42.674643, cost_time=0:00:11.889402 2021-04-10 02:59:26,897 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=1.47ms, fps=1751 images/s, loss=1.4632, top1-acc=61.46%, top5-acc=86.22%, remaining_time=0:00:15.725312, arrival_time=2021-04-10 02:59:42.622569, cost_time=0:00:13.351656 2021-04-10 02:59:28,360 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=1.52ms, fps=1750 images/s, loss=1.4673, top1-acc=61.31%, top5-acc=86.18%, remaining_time=0:00:14.222208, arrival_time=2021-04-10 02:59:42.582571, cost_time=0:00:14.814777 2021-04-10 02:59:29,825 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=1.35ms, fps=1748 images/s, loss=1.4645, top1-acc=61.38%, top5-acc=86.23%, remaining_time=0:00:12.728258, arrival_time=2021-04-10 02:59:42.554101, cost_time=0:00:16.280294 2021-04-10 02:59:31,286 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=1.52ms, fps=1754 images/s, loss=1.4642, top1-acc=61.37%, top5-acc=86.30%, remaining_time=0:00:11.235612, arrival_time=2021-04-10 02:59:42.521591, cost_time=0:00:17.740418 2021-04-10 02:59:32,754 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=1.71ms, fps=1744 images/s, loss=1.4675, top1-acc=61.24%, top5-acc=86.24%, remaining_time=0:00:09.752094, arrival_time=2021-04-10 02:59:42.506338, cost_time=0:00:19.208657 2021-04-10 02:59:34,214 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=1.32ms, fps=1754 images/s, loss=1.4676, top1-acc=61.16%, top5-acc=86.24%, remaining_time=0:00:08.267448, arrival_time=2021-04-10 02:59:42.481618, cost_time=0:00:20.668581 2021-04-10 02:59:35,674 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=1.36ms, fps=1754 images/s, loss=1.4693, top1-acc=61.14%, top5-acc=86.24%, remaining_time=0:00:06.786196, arrival_time=2021-04-10 02:59:42.460652, cost_time=0:00:22.128926 2021-04-10 02:59:37,162 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=1.49ms, fps=1721 images/s, loss=1.4737, top1-acc=61.08%, top5-acc=86.20%, remaining_time=0:00:05.313708, arrival_time=2021-04-10 02:59:42.475768, cost_time=0:00:23.616528 2021-04-10 02:59:38,625 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=1.80ms, fps=1749 images/s, loss=1.4802, top1-acc=60.97%, top5-acc=86.08%, remaining_time=0:00:03.835806, arrival_time=2021-04-10 02:59:42.461594, cost_time=0:00:25.080243 2021-04-10 02:59:40,095 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=2.19ms, fps=1743 images/s, loss=1.4832, top1-acc=60.92%, top5-acc=86.04%, remaining_time=0:00:02.359968, arrival_time=2021-04-10 02:59:42.455234, cost_time=0:00:26.549636 2021-04-10 02:59:41,555 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=1.52ms, fps=1754 images/s, loss=1.4811, top1-acc=60.97%, top5-acc=86.06%, remaining_time=0:00:00.884526, arrival_time=2021-04-10 02:59:42.440067, cost_time=0:00:28.009924 2021-04-10 02:59:42,349 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=1.39ms, fps=1714 images/s, loss=1.4823, top1-acc=60.93%, top5-acc=86.05%, remaining_time=0:00:00, arrival_time=2021-04-10 02:59:42.349500, cost_time=0:00:28.803902 2021-04-10 02:59:42,898 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=1.35ms, fps=4677 images/s, loss=2.2138, top1-acc=47.81%, top5-acc=74.88%, remaining_time=0:00:01.642080, arrival_time=2021-04-10 02:59:44.540512, cost_time=0:00:00.547363 2021-04-10 02:59:43,379 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=1.26ms, fps=5330 images/s, loss=2.2364, top1-acc=48.22%, top5-acc=74.84%, remaining_time=0:00:01.028020, arrival_time=2021-04-10 02:59:44.407106, cost_time=0:00:01.028018 2021-04-10 02:59:43,855 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=1.31ms, fps=5376 images/s, loss=2.2566, top1-acc=47.84%, top5-acc=74.36%, remaining_time=0:00:00.501520, arrival_time=2021-04-10 02:59:44.357148, cost_time=0:00:01.504562 2021-04-10 02:59:44,292 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=0.07ms, fps=5316 images/s, loss=2.2293, top1-acc=48.20%, top5-acc=74.53%, remaining_time=0:00:00, arrival_time=2021-04-10 02:59:44.292416, cost_time=0:00:01.941322 2021-04-10 02:59:45,441 INFO : Epoch=0039 complete, best val top1-acc=51.26%, top5-acc=77.95% (epoch=32), remaining_time=1:27:03.567237, arrival_time=2021-04-10 04:26:49.008492, cost_time=0:21:05.336171 2021-04-10 02:59:45,442 INFO : Train start, epoch=0040, lr=0.090907 2021-04-10 02:59:47,097 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=0.26ms, fps=1547 images/s, loss=1.4424, top1-acc=62.27%, top5-acc=86.37%, remaining_time=0:00:30.780396, arrival_time=2021-04-10 03:00:17.877835, cost_time=0:00:01.654857 2021-04-10 02:59:48,562 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=1.46ms, fps=1748 images/s, loss=1.4117, top1-acc=62.70%, top5-acc=86.99%, remaining_time=0:00:27.459168, arrival_time=2021-04-10 03:00:16.022059, cost_time=0:00:03.120363 2021-04-10 02:59:50,029 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=1.53ms, fps=1746 images/s, loss=1.4011, top1-acc=62.94%, top5-acc=87.30%, remaining_time=0:00:25.383060, arrival_time=2021-04-10 03:00:15.412862, cost_time=0:00:04.587286 2021-04-10 02:59:51,501 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=1.44ms, fps=1740 images/s, loss=1.4283, top1-acc=62.46%, top5-acc=86.77%, remaining_time=0:00:23.628696, arrival_time=2021-04-10 03:00:15.129947, cost_time=0:00:06.058646 2021-04-10 02:59:52,964 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=1.38ms, fps=1751 images/s, loss=1.4385, top1-acc=62.03%, top5-acc=86.62%, remaining_time=0:00:21.962780, arrival_time=2021-04-10 03:00:14.926781, cost_time=0:00:07.521482 2021-04-10 02:59:54,423 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=1.38ms, fps=1755 images/s, loss=1.4438, top1-acc=62.10%, top5-acc=86.53%, remaining_time=0:00:20.356208, arrival_time=2021-04-10 03:00:14.779530, cost_time=0:00:08.980698 2021-04-10 02:59:55,883 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=1.43ms, fps=1754 images/s, loss=1.4480, top1-acc=62.09%, top5-acc=86.49%, remaining_time=0:00:18.794286, arrival_time=2021-04-10 03:00:14.678123, cost_time=0:00:10.441248 2021-04-10 02:59:57,340 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=1.45ms, fps=1758 images/s, loss=1.4488, top1-acc=62.04%, top5-acc=86.52%, remaining_time=0:00:17.252216, arrival_time=2021-04-10 03:00:14.592866, cost_time=0:00:11.898052 2021-04-10 02:59:58,807 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=1.45ms, fps=1746 images/s, loss=1.4509, top1-acc=62.01%, top5-acc=86.52%, remaining_time=0:00:15.740682, arrival_time=2021-04-10 03:00:14.547900, cost_time=0:00:13.364701 2021-04-10 03:00:00,268 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=1.47ms, fps=1752 images/s, loss=1.4547, top1-acc=62.03%, top5-acc=86.49%, remaining_time=0:00:14.233152, arrival_time=2021-04-10 03:00:14.501931, cost_time=0:00:14.826250 2021-04-10 03:00:01,733 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=1.37ms, fps=1748 images/s, loss=1.4602, top1-acc=61.93%, top5-acc=86.38%, remaining_time=0:00:12.736514, arrival_time=2021-04-10 03:00:14.469967, cost_time=0:00:16.290866 2021-04-10 03:00:03,194 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=1.97ms, fps=1752 images/s, loss=1.4651, top1-acc=61.75%, top5-acc=86.28%, remaining_time=0:00:11.243060, arrival_time=2021-04-10 03:00:14.437805, cost_time=0:00:17.752181 2021-04-10 03:00:04,657 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=1.97ms, fps=1750 images/s, loss=1.4679, top1-acc=61.64%, top5-acc=86.27%, remaining_time=0:00:09.755526, arrival_time=2021-04-10 03:00:14.413419, cost_time=0:00:19.215378 2021-04-10 03:00:06,120 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=1.52ms, fps=1751 images/s, loss=1.4683, top1-acc=61.70%, top5-acc=86.24%, remaining_time=0:00:08.270976, arrival_time=2021-04-10 03:00:14.391124, cost_time=0:00:20.677456 2021-04-10 03:00:07,585 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=1.56ms, fps=1748 images/s, loss=1.4635, top1-acc=61.90%, top5-acc=86.28%, remaining_time=0:00:06.790520, arrival_time=2021-04-10 03:00:14.376002, cost_time=0:00:22.142955 2021-04-10 03:00:09,045 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=1.26ms, fps=1754 images/s, loss=1.4642, top1-acc=61.88%, top5-acc=86.24%, remaining_time=0:00:05.310648, arrival_time=2021-04-10 03:00:14.355992, cost_time=0:00:23.602836 2021-04-10 03:00:10,511 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=1.46ms, fps=1747 images/s, loss=1.4671, top1-acc=61.81%, top5-acc=86.20%, remaining_time=0:00:03.834012, arrival_time=2021-04-10 03:00:14.345046, cost_time=0:00:25.068520 2021-04-10 03:00:11,983 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=1.80ms, fps=1739 images/s, loss=1.4682, top1-acc=61.80%, top5-acc=86.15%, remaining_time=0:00:02.359184, arrival_time=2021-04-10 03:00:14.342585, cost_time=0:00:26.540888 2021-04-10 03:00:13,446 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.61ms, fps=1750 images/s, loss=1.4685, top1-acc=61.82%, top5-acc=86.17%, remaining_time=0:00:00.884346, arrival_time=2021-04-10 03:00:14.331168, cost_time=0:00:28.004314 2021-04-10 03:00:14,243 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=1.32ms, fps=1709 images/s, loss=1.4694, top1-acc=61.80%, top5-acc=86.14%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:14.243256, cost_time=0:00:28.800679 2021-04-10 03:00:14,856 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=0.20ms, fps=4181 images/s, loss=2.0705, top1-acc=52.07%, top5-acc=77.03%, remaining_time=0:00:01.836840, arrival_time=2021-04-10 03:00:16.693498, cost_time=0:00:00.612283 2021-04-10 03:00:15,334 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=1.39ms, fps=5359 images/s, loss=2.0549, top1-acc=51.23%, top5-acc=76.84%, remaining_time=0:00:01.090440, arrival_time=2021-04-10 03:00:16.425246, cost_time=0:00:01.090430 2021-04-10 03:00:15,818 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=1.36ms, fps=5298 images/s, loss=2.0632, top1-acc=51.34%, top5-acc=76.67%, remaining_time=0:00:00.524660, arrival_time=2021-04-10 03:00:16.343016, cost_time=0:00:01.573980 2021-04-10 03:00:16,259 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=0.13ms, fps=5266 images/s, loss=2.0597, top1-acc=51.25%, top5-acc=76.91%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:16.259382, cost_time=0:00:02.014959 2021-04-10 03:00:17,318 INFO : Epoch=0040 complete, best val top1-acc=51.26%, top5-acc=77.95% (epoch=32), remaining_time=1:26:28.854240, arrival_time=2021-04-10 04:26:46.172881, cost_time=0:21:37.213568 2021-04-10 03:00:17,319 INFO : Train start, epoch=0041, lr=0.090451 2021-04-10 03:00:18,993 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=0.76ms, fps=1530 images/s, loss=1.4786, top1-acc=61.87%, top5-acc=85.47%, remaining_time=0:00:31.125984, arrival_time=2021-04-10 03:00:50.119179, cost_time=0:00:01.673437 2021-04-10 03:00:20,460 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=1.63ms, fps=1746 images/s, loss=1.4912, top1-acc=61.70%, top5-acc=85.55%, remaining_time=0:00:27.636400, arrival_time=2021-04-10 03:00:48.096621, cost_time=0:00:03.140500 2021-04-10 03:00:21,922 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=1.34ms, fps=1752 images/s, loss=1.4704, top1-acc=61.91%, top5-acc=85.96%, remaining_time=0:00:25.467554, arrival_time=2021-04-10 03:00:47.389879, cost_time=0:00:04.602557 2021-04-10 03:00:23,388 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=1.36ms, fps=1747 images/s, loss=1.4551, top1-acc=62.28%, top5-acc=86.12%, remaining_time=0:00:23.667228, arrival_time=2021-04-10 03:00:47.055458, cost_time=0:00:06.068509 2021-04-10 03:00:24,849 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=1.86ms, fps=1753 images/s, loss=1.4548, top1-acc=62.18%, top5-acc=86.14%, remaining_time=0:00:21.985994, arrival_time=2021-04-10 03:00:46.835309, cost_time=0:00:07.529473 2021-04-10 03:00:26,324 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=1.82ms, fps=1736 images/s, loss=1.4526, top1-acc=62.36%, top5-acc=86.11%, remaining_time=0:00:20.411560, arrival_time=2021-04-10 03:00:46.736390, cost_time=0:00:09.005123 2021-04-10 03:00:27,785 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=1.44ms, fps=1753 images/s, loss=1.4505, top1-acc=62.36%, top5-acc=86.27%, remaining_time=0:00:18.838638, arrival_time=2021-04-10 03:00:46.624258, cost_time=0:00:10.465923 2021-04-10 03:00:29,253 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=1.42ms, fps=1744 images/s, loss=1.4571, top1-acc=62.28%, top5-acc=86.07%, remaining_time=0:00:17.304416, arrival_time=2021-04-10 03:00:46.558161, cost_time=0:00:11.934045 2021-04-10 03:00:30,715 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=1.46ms, fps=1753 images/s, loss=1.4574, top1-acc=62.16%, top5-acc=86.12%, remaining_time=0:00:15.776404, arrival_time=2021-04-10 03:00:46.491343, cost_time=0:00:13.395104 2021-04-10 03:00:32,178 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=1.38ms, fps=1750 images/s, loss=1.4544, top1-acc=62.23%, top5-acc=86.19%, remaining_time=0:00:14.264064, arrival_time=2021-04-10 03:00:46.442217, cost_time=0:00:14.858426 2021-04-10 03:00:33,638 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=1.84ms, fps=1754 images/s, loss=1.4473, top1-acc=62.34%, top5-acc=86.28%, remaining_time=0:00:12.758014, arrival_time=2021-04-10 03:00:46.396126, cost_time=0:00:16.318415 2021-04-10 03:00:35,100 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=1.56ms, fps=1751 images/s, loss=1.4497, top1-acc=62.31%, top5-acc=86.23%, remaining_time=0:00:11.261148, arrival_time=2021-04-10 03:00:46.361630, cost_time=0:00:17.780789 2021-04-10 03:00:36,576 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=1.85ms, fps=1735 images/s, loss=1.4523, top1-acc=62.26%, top5-acc=86.21%, remaining_time=0:00:09.776514, arrival_time=2021-04-10 03:00:46.352992, cost_time=0:00:19.256791 2021-04-10 03:00:38,036 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=1.46ms, fps=1754 images/s, loss=1.4520, top1-acc=62.17%, top5-acc=86.26%, remaining_time=0:00:08.286600, arrival_time=2021-04-10 03:00:46.322888, cost_time=0:00:20.716542 2021-04-10 03:00:39,503 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=1.36ms, fps=1745 images/s, loss=1.4537, top1-acc=62.05%, top5-acc=86.24%, remaining_time=0:00:06.803032, arrival_time=2021-04-10 03:00:46.306581, cost_time=0:00:22.183796 2021-04-10 03:00:40,971 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=1.84ms, fps=1744 images/s, loss=1.4546, top1-acc=62.05%, top5-acc=86.23%, remaining_time=0:00:05.321736, arrival_time=2021-04-10 03:00:46.293631, cost_time=0:00:23.652145 2021-04-10 03:00:42,440 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.80ms, fps=1743 images/s, loss=1.4578, top1-acc=61.98%, top5-acc=86.19%, remaining_time=0:00:03.842046, arrival_time=2021-04-10 03:00:46.282854, cost_time=0:00:25.121129 2021-04-10 03:00:43,912 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=2.64ms, fps=1740 images/s, loss=1.4584, top1-acc=61.92%, top5-acc=86.17%, remaining_time=0:00:02.363792, arrival_time=2021-04-10 03:00:46.276183, cost_time=0:00:26.592620 2021-04-10 03:00:45,377 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=1.68ms, fps=1748 images/s, loss=1.4606, top1-acc=61.83%, top5-acc=86.16%, remaining_time=0:00:00.886026, arrival_time=2021-04-10 03:00:46.263193, cost_time=0:00:28.057473 2021-04-10 03:00:46,171 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=1.33ms, fps=1714 images/s, loss=1.4643, top1-acc=61.74%, top5-acc=86.10%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:46.171015, cost_time=0:00:28.851276 2021-04-10 03:00:46,764 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=0.19ms, fps=4324 images/s, loss=1.9618, top1-acc=53.32%, top5-acc=79.10%, remaining_time=0:00:01.776090, arrival_time=2021-04-10 03:00:48.540778, cost_time=0:00:00.592026 2021-04-10 03:00:47,259 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=1.83ms, fps=5183 images/s, loss=1.9938, top1-acc=52.60%, top5-acc=78.83%, remaining_time=0:00:01.087220, arrival_time=2021-04-10 03:00:48.347069, cost_time=0:00:01.087211 2021-04-10 03:00:47,742 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=1.77ms, fps=5306 images/s, loss=1.9789, top1-acc=52.62%, top5-acc=78.89%, remaining_time=0:00:00.523360, arrival_time=2021-04-10 03:00:48.266041, cost_time=0:00:01.570082 2021-04-10 03:00:48,180 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=0.07ms, fps=5302 images/s, loss=1.9858, top1-acc=52.49%, top5-acc=78.76%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:48.180608, cost_time=0:00:02.008016 2021-04-10 03:00:50,213 INFO : Epoch=0041 complete, best val top1-acc=52.49%, top5-acc=78.76% (epoch=41), remaining_time=1:25:58.224576, arrival_time=2021-04-10 04:26:48.437824, cost_time=0:22:10.108218 2021-04-10 03:00:50,213 INFO : Train start, epoch=0042, lr=0.089984 2021-04-10 03:00:51,868 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=0.27ms, fps=1548 images/s, loss=1.4065, top1-acc=62.23%, top5-acc=87.34%, remaining_time=0:00:30.764772, arrival_time=2021-04-10 03:01:22.632855, cost_time=0:00:01.654024 2021-04-10 03:00:53,344 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=1.33ms, fps=1740 images/s, loss=1.3541, top1-acc=63.73%, top5-acc=87.89%, remaining_time=0:00:27.549984, arrival_time=2021-04-10 03:01:20.894740, cost_time=0:00:03.130690 2021-04-10 03:00:54,810 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=1.99ms, fps=1747 images/s, loss=1.3743, top1-acc=63.18%, top5-acc=87.84%, remaining_time=0:00:25.431698, arrival_time=2021-04-10 03:01:20.241883, cost_time=0:00:04.596076 2021-04-10 03:00:56,275 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=1.32ms, fps=1748 images/s, loss=1.3776, top1-acc=63.56%, top5-acc=87.60%, remaining_time=0:00:23.639148, arrival_time=2021-04-10 03:01:19.914525, cost_time=0:00:06.061307 2021-04-10 03:00:57,737 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=1.55ms, fps=1751 images/s, loss=1.3911, top1-acc=63.30%, top5-acc=87.51%, remaining_time=0:00:21.968620, arrival_time=2021-04-10 03:01:19.706184, cost_time=0:00:07.523501 2021-04-10 03:00:59,200 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=1.62ms, fps=1751 images/s, loss=1.4027, top1-acc=63.03%, top5-acc=87.34%, remaining_time=0:00:20.368176, arrival_time=2021-04-10 03:01:19.568201, cost_time=0:00:08.985958 2021-04-10 03:01:00,673 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=13.00ms, fps=1738 images/s, loss=1.4095, top1-acc=62.96%, top5-acc=87.28%, remaining_time=0:00:18.826542, arrival_time=2021-04-10 03:01:19.499830, cost_time=0:00:10.459163 2021-04-10 03:01:02,134 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=1.33ms, fps=1753 images/s, loss=1.4174, top1-acc=62.81%, top5-acc=87.08%, remaining_time=0:00:17.284232, arrival_time=2021-04-10 03:01:19.418479, cost_time=0:00:11.920188 2021-04-10 03:01:03,597 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=1.62ms, fps=1750 images/s, loss=1.4171, top1-acc=62.76%, top5-acc=87.04%, remaining_time=0:00:15.763048, arrival_time=2021-04-10 03:01:19.360938, cost_time=0:00:13.383749 2021-04-10 03:01:05,058 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=1.97ms, fps=1754 images/s, loss=1.4206, top1-acc=62.68%, top5-acc=86.98%, remaining_time=0:00:14.250432, arrival_time=2021-04-10 03:01:19.308799, cost_time=0:00:14.844218 2021-04-10 03:01:06,525 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=1.60ms, fps=1746 images/s, loss=1.4204, top1-acc=62.68%, top5-acc=86.98%, remaining_time=0:00:12.752338, arrival_time=2021-04-10 03:01:19.277578, cost_time=0:00:16.311115 2021-04-10 03:01:07,992 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=1.37ms, fps=1746 images/s, loss=1.4241, top1-acc=62.59%, top5-acc=86.91%, remaining_time=0:00:11.259552, arrival_time=2021-04-10 03:01:19.251965, cost_time=0:00:17.778242 2021-04-10 03:01:09,453 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=1.55ms, fps=1752 images/s, loss=1.4235, top1-acc=62.63%, top5-acc=86.92%, remaining_time=0:00:09.767868, arrival_time=2021-04-10 03:01:19.221693, cost_time=0:00:19.239761 2021-04-10 03:01:10,913 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=1.45ms, fps=1754 images/s, loss=1.4232, top1-acc=62.58%, top5-acc=86.93%, remaining_time=0:00:08.279824, arrival_time=2021-04-10 03:01:19.193388, cost_time=0:00:20.699492 2021-04-10 03:01:12,376 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.36ms, fps=1750 images/s, loss=1.4272, top1-acc=62.49%, top5-acc=86.85%, remaining_time=0:00:06.796500, arrival_time=2021-04-10 03:01:19.173122, cost_time=0:00:22.162548 2021-04-10 03:01:13,843 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=1.37ms, fps=1746 images/s, loss=1.4335, top1-acc=62.40%, top5-acc=86.75%, remaining_time=0:00:05.316516, arrival_time=2021-04-10 03:01:19.159501, cost_time=0:00:23.628919 2021-04-10 03:01:15,302 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=1.44ms, fps=1755 images/s, loss=1.4365, top1-acc=62.38%, top5-acc=86.72%, remaining_time=0:00:03.837028, arrival_time=2021-04-10 03:01:19.139279, cost_time=0:00:25.088189 2021-04-10 03:01:16,769 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=2.17ms, fps=1745 images/s, loss=1.4424, top1-acc=62.28%, top5-acc=86.59%, remaining_time=0:00:02.360496, arrival_time=2021-04-10 03:01:19.130326, cost_time=0:00:26.555635 2021-04-10 03:01:18,238 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.32ms, fps=1744 images/s, loss=1.4470, top1-acc=62.19%, top5-acc=86.54%, remaining_time=0:00:00.884976, arrival_time=2021-04-10 03:01:19.123230, cost_time=0:00:28.024202 2021-04-10 03:01:19,032 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=1.23ms, fps=1714 images/s, loss=1.4495, top1-acc=62.08%, top5-acc=86.50%, remaining_time=0:00:00, arrival_time=2021-04-10 03:01:19.032200, cost_time=0:00:28.818157 2021-04-10 03:01:19,624 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=0.21ms, fps=4333 images/s, loss=1.9376, top1-acc=52.66%, top5-acc=78.44%, remaining_time=0:00:01.772310, arrival_time=2021-04-10 03:01:21.396344, cost_time=0:00:00.590766 2021-04-10 03:01:20,104 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=1.27ms, fps=5337 images/s, loss=1.9736, top1-acc=52.30%, top5-acc=77.81%, remaining_time=0:00:01.070800, arrival_time=2021-04-10 03:01:21.174875, cost_time=0:00:01.070800 2021-04-10 03:01:20,583 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=1.38ms, fps=5339 images/s, loss=1.9634, top1-acc=52.43%, top5-acc=77.89%, remaining_time=0:00:00.516860, arrival_time=2021-04-10 03:01:21.100770, cost_time=0:00:01.550581 2021-04-10 03:01:21,021 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=0.07ms, fps=5304 images/s, loss=1.9891, top1-acc=52.19%, top5-acc=77.88%, remaining_time=0:00:00, arrival_time=2021-04-10 03:01:21.021761, cost_time=0:00:01.988510 2021-04-10 03:01:22,091 INFO : Epoch=0042 complete, best val top1-acc=52.49%, top5-acc=78.76% (epoch=41), remaining_time=1:25:23.662394, arrival_time=2021-04-10 04:26:45.753642, cost_time=0:22:41.986211 2021-04-10 03:01:22,091 INFO : Train start, epoch=0043, lr=0.089508 2021-04-10 03:01:23,712 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=1.85ms, fps=1580 images/s, loss=1.4304, top1-acc=61.52%, top5-acc=86.29%, remaining_time=0:00:30.136650, arrival_time=2021-04-10 03:01:53.848875, cost_time=0:00:01.620254 2021-04-10 03:01:25,174 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=1.84ms, fps=1751 images/s, loss=1.3979, top1-acc=62.58%, top5-acc=87.19%, remaining_time=0:00:27.126528, arrival_time=2021-04-10 03:01:52.301112, cost_time=0:00:03.082555 2021-04-10 03:01:26,637 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=1.40ms, fps=1750 images/s, loss=1.3915, top1-acc=62.84%, top5-acc=87.15%, remaining_time=0:00:25.152486, arrival_time=2021-04-10 03:01:51.790083, cost_time=0:00:04.545617 2021-04-10 03:01:28,097 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.42ms, fps=1754 images/s, loss=1.4022, top1-acc=62.62%, top5-acc=87.22%, remaining_time=0:00:23.420280, arrival_time=2021-04-10 03:01:51.517448, cost_time=0:00:06.005187 2021-04-10 03:01:29,561 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=1.84ms, fps=1749 images/s, loss=1.4090, top1-acc=62.48%, top5-acc=87.26%, remaining_time=0:00:21.811524, arrival_time=2021-04-10 03:01:51.373247, cost_time=0:00:07.469678 2021-04-10 03:01:31,035 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=2.18ms, fps=1738 images/s, loss=1.4090, top1-acc=62.54%, top5-acc=87.03%, remaining_time=0:00:20.272160, arrival_time=2021-04-10 03:01:51.307787, cost_time=0:00:08.943584 2021-04-10 03:01:32,506 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=1.88ms, fps=1741 images/s, loss=1.4050, top1-acc=62.77%, top5-acc=86.98%, remaining_time=0:00:18.746532, arrival_time=2021-04-10 03:01:51.253403, cost_time=0:00:10.414747 2021-04-10 03:01:33,976 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=2.39ms, fps=1742 images/s, loss=1.4110, top1-acc=62.69%, top5-acc=86.99%, remaining_time=0:00:17.232844, arrival_time=2021-04-10 03:01:51.209603, cost_time=0:00:11.884682 2021-04-10 03:01:35,446 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=1.96ms, fps=1743 images/s, loss=1.4082, top1-acc=62.81%, top5-acc=86.96%, remaining_time=0:00:15.727962, arrival_time=2021-04-10 03:01:51.173975, cost_time=0:00:13.353969 2021-04-10 03:01:36,912 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=1.32ms, fps=1746 images/s, loss=1.4024, top1-acc=62.98%, top5-acc=87.03%, remaining_time=0:00:14.227872, arrival_time=2021-04-10 03:01:51.140632, cost_time=0:00:14.820747 2021-04-10 03:01:38,378 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=1.29ms, fps=1748 images/s, loss=1.4028, top1-acc=63.06%, top5-acc=87.00%, remaining_time=0:00:12.732644, arrival_time=2021-04-10 03:01:51.110809, cost_time=0:00:16.285994 2021-04-10 03:01:39,839 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=1.51ms, fps=1753 images/s, loss=1.4093, top1-acc=62.97%, top5-acc=86.93%, remaining_time=0:00:11.239944, arrival_time=2021-04-10 03:01:51.079238, cost_time=0:00:17.747286 2021-04-10 03:01:41,298 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=1.36ms, fps=1754 images/s, loss=1.4088, top1-acc=62.97%, top5-acc=86.90%, remaining_time=0:00:09.751236, arrival_time=2021-04-10 03:01:51.050182, cost_time=0:00:19.206964 2021-04-10 03:01:42,759 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=1.76ms, fps=1753 images/s, loss=1.4081, top1-acc=62.97%, top5-acc=86.88%, remaining_time=0:00:08.267000, arrival_time=2021-04-10 03:01:51.026431, cost_time=0:00:20.667453 2021-04-10 03:01:44,220 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=1.41ms, fps=1753 images/s, loss=1.4090, top1-acc=62.96%, top5-acc=86.85%, remaining_time=0:00:06.785966, arrival_time=2021-04-10 03:01:51.006056, cost_time=0:00:22.128116 2021-04-10 03:01:45,684 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=1.53ms, fps=1749 images/s, loss=1.4104, top1-acc=62.96%, top5-acc=86.78%, remaining_time=0:00:05.308272, arrival_time=2021-04-10 03:01:50.992599, cost_time=0:00:23.592297 2021-04-10 03:01:47,144 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=2.01ms, fps=1754 images/s, loss=1.4113, top1-acc=62.95%, top5-acc=86.73%, remaining_time=0:00:03.831516, arrival_time=2021-04-10 03:01:50.975724, cost_time=0:00:25.052226 2021-04-10 03:01:48,607 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=2.04ms, fps=1750 images/s, loss=1.4146, top1-acc=62.92%, top5-acc=86.68%, remaining_time=0:00:02.356912, arrival_time=2021-04-10 03:01:50.964213, cost_time=0:00:26.515320 2021-04-10 03:01:50,067 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=2.05ms, fps=1753 images/s, loss=1.4194, top1-acc=62.82%, top5-acc=86.59%, remaining_time=0:00:00.883446, arrival_time=2021-04-10 03:01:50.951270, cost_time=0:00:27.975838 2021-04-10 03:01:50,867 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=1.28ms, fps=1702 images/s, loss=1.4194, top1-acc=62.84%, top5-acc=86.64%, remaining_time=0:00:00, arrival_time=2021-04-10 03:01:50.867365, cost_time=0:00:28.775394 2021-04-10 03:01:51,431 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=3.29ms, fps=4546 images/s, loss=2.3810, top1-acc=46.52%, top5-acc=74.26%, remaining_time=0:00:01.689480, arrival_time=2021-04-10 03:01:53.121095, cost_time=0:00:00.563156 2021-04-10 03:01:51,913 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=2.08ms, fps=5318 images/s, loss=2.3256, top1-acc=47.40%, top5-acc=74.63%, remaining_time=0:00:01.045020, arrival_time=2021-04-10 03:01:52.958439, cost_time=0:00:01.045017 2021-04-10 03:01:52,395 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=1.50ms, fps=5316 images/s, loss=2.3278, top1-acc=47.27%, top5-acc=74.28%, remaining_time=0:00:00.508980, arrival_time=2021-04-10 03:01:52.904331, cost_time=0:00:01.526939 2021-04-10 03:01:52,833 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=0.07ms, fps=5297 images/s, loss=2.3031, top1-acc=47.59%, top5-acc=74.38%, remaining_time=0:00:00, arrival_time=2021-04-10 03:01:52.833684, cost_time=0:00:01.965290 2021-04-10 03:01:53,905 INFO : Epoch=0043 complete, best val top1-acc=52.49%, top5-acc=78.76% (epoch=41), remaining_time=1:24:48.993447, arrival_time=2021-04-10 04:26:42.899265, cost_time=0:23:13.800761 2021-04-10 03:01:53,906 INFO : Train start, epoch=0044, lr=0.089022 2021-04-10 03:01:55,569 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=0.27ms, fps=1540 images/s, loss=1.4873, top1-acc=60.47%, top5-acc=85.66%, remaining_time=0:00:30.919710, arrival_time=2021-04-10 03:02:26.488932, cost_time=0:00:01.662352 2021-04-10 03:01:57,037 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=1.71ms, fps=1744 images/s, loss=1.4580, top1-acc=61.45%, top5-acc=85.98%, remaining_time=0:00:27.547872, arrival_time=2021-04-10 03:02:24.585181, cost_time=0:00:03.130442 2021-04-10 03:01:58,495 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=1.47ms, fps=1756 images/s, loss=1.4460, top1-acc=61.81%, top5-acc=86.38%, remaining_time=0:00:25.392688, arrival_time=2021-04-10 03:02:23.888611, cost_time=0:00:04.589050 2021-04-10 03:01:59,961 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=1.81ms, fps=1747 images/s, loss=1.4344, top1-acc=62.10%, top5-acc=86.51%, remaining_time=0:00:23.613720, arrival_time=2021-04-10 03:02:23.575443, cost_time=0:00:06.054815 2021-04-10 03:02:01,430 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=1.69ms, fps=1744 images/s, loss=1.4151, top1-acc=62.73%, top5-acc=86.80%, remaining_time=0:00:21.968766, arrival_time=2021-04-10 03:02:23.399191, cost_time=0:00:07.523557 2021-04-10 03:02:02,895 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=1.46ms, fps=1747 images/s, loss=1.4167, top1-acc=62.68%, top5-acc=86.80%, remaining_time=0:00:20.374976, arrival_time=2021-04-10 03:02:23.270848, cost_time=0:00:08.988981 2021-04-10 03:02:04,360 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=1.38ms, fps=1749 images/s, loss=1.4083, top1-acc=63.13%, top5-acc=86.95%, remaining_time=0:00:18.816084, arrival_time=2021-04-10 03:02:23.176402, cost_time=0:00:10.453414 2021-04-10 03:02:05,829 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=1.91ms, fps=1743 images/s, loss=1.4096, top1-acc=63.22%, top5-acc=87.08%, remaining_time=0:00:17.287944, arrival_time=2021-04-10 03:02:23.117531, cost_time=0:00:11.922719 2021-04-10 03:02:07,290 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=1.72ms, fps=1753 images/s, loss=1.4070, top1-acc=63.25%, top5-acc=87.08%, remaining_time=0:00:15.762942, arrival_time=2021-04-10 03:02:23.053453, cost_time=0:00:13.383588 2021-04-10 03:02:08,767 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=2.07ms, fps=1734 images/s, loss=1.4083, top1-acc=63.19%, top5-acc=87.01%, remaining_time=0:00:14.265984, arrival_time=2021-04-10 03:02:23.033297, cost_time=0:00:14.860414 2021-04-10 03:02:10,234 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=1.39ms, fps=1746 images/s, loss=1.4063, top1-acc=63.22%, top5-acc=87.02%, remaining_time=0:00:12.764808, arrival_time=2021-04-10 03:02:22.998768, cost_time=0:00:16.327088 2021-04-10 03:02:11,703 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=1.31ms, fps=1743 images/s, loss=1.4048, top1-acc=63.25%, top5-acc=87.06%, remaining_time=0:00:11.270952, arrival_time=2021-04-10 03:02:22.974068, cost_time=0:00:17.796258 2021-04-10 03:02:13,168 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=1.43ms, fps=1748 images/s, loss=1.4037, top1-acc=63.29%, top5-acc=87.06%, remaining_time=0:00:09.778758, arrival_time=2021-04-10 03:02:22.946882, cost_time=0:00:19.261254 2021-04-10 03:02:14,626 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.45ms, fps=1756 images/s, loss=1.4047, top1-acc=63.26%, top5-acc=87.01%, remaining_time=0:00:08.287664, arrival_time=2021-04-10 03:02:22.913692, cost_time=0:00:20.719153 2021-04-10 03:02:16,101 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=1.35ms, fps=1736 images/s, loss=1.4111, top1-acc=63.14%, top5-acc=86.91%, remaining_time=0:00:06.806298, arrival_time=2021-04-10 03:02:22.907705, cost_time=0:00:22.194426 2021-04-10 03:02:17,567 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=1.44ms, fps=1747 images/s, loss=1.4155, top1-acc=63.04%, top5-acc=86.89%, remaining_time=0:00:05.323500, arrival_time=2021-04-10 03:02:22.890576, cost_time=0:00:23.660063 2021-04-10 03:02:19,032 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=1.53ms, fps=1748 images/s, loss=1.4170, top1-acc=63.02%, top5-acc=86.88%, remaining_time=0:00:03.842722, arrival_time=2021-04-10 03:02:22.875264, cost_time=0:00:25.125571 2021-04-10 03:02:20,499 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=1.58ms, fps=1746 images/s, loss=1.4198, top1-acc=62.96%, top5-acc=86.83%, remaining_time=0:00:02.363808, arrival_time=2021-04-10 03:02:22.863607, cost_time=0:00:26.592926 2021-04-10 03:02:21,961 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=1.36ms, fps=1752 images/s, loss=1.4206, top1-acc=63.01%, top5-acc=86.81%, remaining_time=0:00:00.885924, arrival_time=2021-04-10 03:02:22.847093, cost_time=0:00:28.054174 2021-04-10 03:02:22,757 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=1.27ms, fps=1710 images/s, loss=1.4215, top1-acc=63.01%, top5-acc=86.80%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:22.757048, cost_time=0:00:28.850172 2021-04-10 03:02:23,351 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=0.20ms, fps=4315 images/s, loss=2.2540, top1-acc=48.95%, top5-acc=74.65%, remaining_time=0:00:01.779960, arrival_time=2021-04-10 03:02:25.131426, cost_time=0:00:00.593319 2021-04-10 03:02:23,830 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=1.57ms, fps=5348 images/s, loss=2.2498, top1-acc=48.52%, top5-acc=74.32%, remaining_time=0:00:01.072380, arrival_time=2021-04-10 03:02:24.902869, cost_time=0:00:01.072379 2021-04-10 03:02:24,313 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=1.33ms, fps=5308 images/s, loss=2.2158, top1-acc=48.70%, top5-acc=74.78%, remaining_time=0:00:00.518340, arrival_time=2021-04-10 03:02:24.831513, cost_time=0:00:01.555032 2021-04-10 03:02:24,750 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.07ms, fps=5313 images/s, loss=2.1925, top1-acc=49.02%, top5-acc=75.19%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:24.750260, cost_time=0:00:01.992170 2021-04-10 03:02:26,148 INFO : Epoch=0044 complete, best val top1-acc=52.49%, top5-acc=78.76% (epoch=41), remaining_time=1:24:15.972324, arrival_time=2021-04-10 04:26:42.120865, cost_time=0:23:46.043457 2021-04-10 03:02:26,149 INFO : Train start, epoch=0045, lr=0.088526 2021-04-10 03:02:27,771 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=1.72ms, fps=1579 images/s, loss=1.4018, top1-acc=63.98%, top5-acc=87.23%, remaining_time=0:00:30.163248, arrival_time=2021-04-10 03:02:57.934545, cost_time=0:00:01.621682 2021-04-10 03:02:29,239 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=1.39ms, fps=1745 images/s, loss=1.3902, top1-acc=63.75%, top5-acc=87.50%, remaining_time=0:00:27.188128, arrival_time=2021-04-10 03:02:56.427272, cost_time=0:00:03.089559 2021-04-10 03:02:30,703 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=1.89ms, fps=1749 images/s, loss=1.3920, top1-acc=63.79%, top5-acc=87.45%, remaining_time=0:00:25.195314, arrival_time=2021-04-10 03:02:55.898342, cost_time=0:00:04.553376 2021-04-10 03:02:32,167 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=1.47ms, fps=1748 images/s, loss=1.3732, top1-acc=64.22%, top5-acc=87.64%, remaining_time=0:00:23.470512, arrival_time=2021-04-10 03:02:55.638197, cost_time=0:00:06.018072 2021-04-10 03:02:33,629 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=1.68ms, fps=1752 images/s, loss=1.3820, top1-acc=64.06%, top5-acc=87.37%, remaining_time=0:00:21.841454, arrival_time=2021-04-10 03:02:55.471006, cost_time=0:00:07.479961 2021-04-10 03:02:35,087 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=1.75ms, fps=1756 images/s, loss=1.3803, top1-acc=64.00%, top5-acc=87.51%, remaining_time=0:00:20.259376, arrival_time=2021-04-10 03:02:55.346961, cost_time=0:00:08.937987 2021-04-10 03:02:36,551 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=2.11ms, fps=1750 images/s, loss=1.3954, top1-acc=63.63%, top5-acc=87.25%, remaining_time=0:00:18.722970, arrival_time=2021-04-10 03:02:55.274177, cost_time=0:00:10.401627 2021-04-10 03:02:38,020 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=1.48ms, fps=1743 images/s, loss=1.3915, top1-acc=63.65%, top5-acc=87.31%, remaining_time=0:00:17.212892, arrival_time=2021-04-10 03:02:55.233473, cost_time=0:00:11.870978 2021-04-10 03:02:39,481 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=1.54ms, fps=1753 images/s, loss=1.3942, top1-acc=63.57%, top5-acc=87.36%, remaining_time=0:00:15.701886, arrival_time=2021-04-10 03:02:55.183288, cost_time=0:00:13.331815 2021-04-10 03:02:40,948 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=1.70ms, fps=1746 images/s, loss=1.3955, top1-acc=63.61%, top5-acc=87.31%, remaining_time=0:00:14.206752, arrival_time=2021-04-10 03:02:55.155070, cost_time=0:00:14.798732 2021-04-10 03:02:42,414 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=1.44ms, fps=1746 images/s, loss=1.3955, top1-acc=63.63%, top5-acc=87.27%, remaining_time=0:00:12.716562, arrival_time=2021-04-10 03:02:55.131502, cost_time=0:00:16.265354 2021-04-10 03:02:43,871 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=1.35ms, fps=1758 images/s, loss=1.3933, top1-acc=63.59%, top5-acc=87.28%, remaining_time=0:00:11.223756, arrival_time=2021-04-10 03:02:55.095092, cost_time=0:00:17.721753 2021-04-10 03:02:45,334 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=1.51ms, fps=1751 images/s, loss=1.3972, top1-acc=63.58%, top5-acc=87.19%, remaining_time=0:00:09.739752, arrival_time=2021-04-10 03:02:55.073931, cost_time=0:00:19.184393 2021-04-10 03:02:46,797 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=1.40ms, fps=1750 images/s, loss=1.3993, top1-acc=63.45%, top5-acc=87.17%, remaining_time=0:00:08.259328, arrival_time=2021-04-10 03:02:55.057229, cost_time=0:00:20.648330 2021-04-10 03:02:48,270 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=1.26ms, fps=1739 images/s, loss=1.4015, top1-acc=63.38%, top5-acc=87.14%, remaining_time=0:00:06.783804, arrival_time=2021-04-10 03:02:55.054502, cost_time=0:00:22.121109 2021-04-10 03:02:49,744 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=1.52ms, fps=1738 images/s, loss=1.4013, top1-acc=63.41%, top5-acc=87.12%, remaining_time=0:00:05.308776, arrival_time=2021-04-10 03:02:55.052856, cost_time=0:00:23.594489 2021-04-10 03:02:51,212 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=1.92ms, fps=1744 images/s, loss=1.4026, top1-acc=63.41%, top5-acc=87.10%, remaining_time=0:00:03.833180, arrival_time=2021-04-10 03:02:55.046004, cost_time=0:00:25.063093 2021-04-10 03:02:52,687 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=1.90ms, fps=1736 images/s, loss=1.4065, top1-acc=63.33%, top5-acc=87.02%, remaining_time=0:00:02.358944, arrival_time=2021-04-10 03:02:55.046672, cost_time=0:00:26.538146 2021-04-10 03:02:54,153 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.27ms, fps=1748 images/s, loss=1.4091, top1-acc=63.25%, top5-acc=86.97%, remaining_time=0:00:00.884316, arrival_time=2021-04-10 03:02:55.037316, cost_time=0:00:28.003354 2021-04-10 03:02:54,958 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=1.29ms, fps=1690 images/s, loss=1.4099, top1-acc=63.27%, top5-acc=86.96%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:54.958338, cost_time=0:00:28.808633 2021-04-10 03:02:55,548 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=0.20ms, fps=4349 images/s, loss=1.9657, top1-acc=53.48%, top5-acc=78.36%, remaining_time=0:00:01.766040, arrival_time=2021-04-10 03:02:57.314705, cost_time=0:00:00.588679 2021-04-10 03:02:56,039 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=2.48ms, fps=5222 images/s, loss=2.0180, top1-acc=51.60%, top5-acc=77.99%, remaining_time=0:00:01.079600, arrival_time=2021-04-10 03:02:57.119143, cost_time=0:00:01.079598 2021-04-10 03:02:56,521 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=1.93ms, fps=5319 images/s, loss=2.0214, top1-acc=51.52%, top5-acc=77.66%, remaining_time=0:00:00.520440, arrival_time=2021-04-10 03:02:57.041675, cost_time=0:00:01.561330 2021-04-10 03:02:56,958 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=0.08ms, fps=5308 images/s, loss=2.0124, top1-acc=52.00%, top5-acc=77.78%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:56.958636, cost_time=0:00:01.998764 2021-04-10 03:02:57,970 INFO : Epoch=0045 complete, best val top1-acc=52.49%, top5-acc=78.76% (epoch=41), remaining_time=1:23:41.537170, arrival_time=2021-04-10 04:26:39.507828, cost_time=0:24:17.865618 2021-04-10 03:02:57,971 INFO : Train start, epoch=0046, lr=0.088020 2021-04-10 03:02:59,638 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=1.34ms, fps=1535 images/s, loss=1.3766, top1-acc=64.57%, top5-acc=86.48%, remaining_time=0:00:31.010106, arrival_time=2021-04-10 03:03:30.648693, cost_time=0:00:01.667214 2021-04-10 03:03:01,105 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=1.51ms, fps=1746 images/s, loss=1.3278, top1-acc=65.76%, top5-acc=87.62%, remaining_time=0:00:27.575152, arrival_time=2021-04-10 03:03:28.680192, cost_time=0:00:03.133540 2021-04-10 03:03:02,567 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=1.56ms, fps=1751 images/s, loss=1.3578, top1-acc=64.96%, top5-acc=87.51%, remaining_time=0:00:25.432528, arrival_time=2021-04-10 03:03:28.000159, cost_time=0:00:04.596238 2021-04-10 03:03:04,038 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=1.91ms, fps=1741 images/s, loss=1.3558, top1-acc=64.95%, top5-acc=87.58%, remaining_time=0:00:23.660988, arrival_time=2021-04-10 03:03:27.699379, cost_time=0:00:06.066912 2021-04-10 03:03:05,515 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=2.04ms, fps=1734 images/s, loss=1.3617, top1-acc=64.82%, top5-acc=87.45%, remaining_time=0:00:22.028334, arrival_time=2021-04-10 03:03:27.543810, cost_time=0:00:07.543966 2021-04-10 03:03:06,974 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=2.61ms, fps=1756 images/s, loss=1.3679, top1-acc=64.72%, top5-acc=87.33%, remaining_time=0:00:20.405984, arrival_time=2021-04-10 03:03:27.380037, cost_time=0:00:09.002668 2021-04-10 03:03:08,443 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.38ms, fps=1743 images/s, loss=1.3594, top1-acc=64.78%, top5-acc=87.49%, remaining_time=0:00:18.849348, arrival_time=2021-04-10 03:03:27.292718, cost_time=0:00:10.471860 2021-04-10 03:03:09,903 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=1.34ms, fps=1754 images/s, loss=1.3660, top1-acc=64.71%, top5-acc=87.45%, remaining_time=0:00:17.301400, arrival_time=2021-04-10 03:03:27.204731, cost_time=0:00:11.931960 2021-04-10 03:03:11,368 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=1.33ms, fps=1748 images/s, loss=1.3769, top1-acc=64.47%, top5-acc=87.28%, remaining_time=0:00:15.778206, arrival_time=2021-04-10 03:03:27.146249, cost_time=0:00:13.396567 2021-04-10 03:03:12,827 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=1.39ms, fps=1755 images/s, loss=1.3839, top1-acc=64.27%, top5-acc=87.24%, remaining_time=0:00:14.261760, arrival_time=2021-04-10 03:03:27.089107, cost_time=0:00:14.855973 2021-04-10 03:03:14,291 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=1.38ms, fps=1749 images/s, loss=1.3820, top1-acc=64.29%, top5-acc=87.27%, remaining_time=0:00:12.759476, arrival_time=2021-04-10 03:03:27.051125, cost_time=0:00:16.320269 2021-04-10 03:03:15,759 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=1.42ms, fps=1745 images/s, loss=1.3835, top1-acc=64.21%, top5-acc=87.25%, remaining_time=0:00:11.265556, arrival_time=2021-04-10 03:03:27.024627, cost_time=0:00:17.787700 2021-04-10 03:03:17,222 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=1.32ms, fps=1750 images/s, loss=1.3873, top1-acc=64.09%, top5-acc=87.14%, remaining_time=0:00:09.773478, arrival_time=2021-04-10 03:03:26.995684, cost_time=0:00:19.250835 2021-04-10 03:03:18,690 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=1.39ms, fps=1745 images/s, loss=1.3879, top1-acc=64.09%, top5-acc=87.15%, remaining_time=0:00:08.287440, arrival_time=2021-04-10 03:03:26.977513, cost_time=0:00:20.718621 2021-04-10 03:03:20,152 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=1.55ms, fps=1752 images/s, loss=1.3859, top1-acc=64.18%, top5-acc=87.14%, remaining_time=0:00:06.802020, arrival_time=2021-04-10 03:03:26.953979, cost_time=0:00:22.180543 2021-04-10 03:03:21,611 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=1.29ms, fps=1755 images/s, loss=1.3867, top1-acc=64.16%, top5-acc=87.18%, remaining_time=0:00:05.318964, arrival_time=2021-04-10 03:03:26.930154, cost_time=0:00:23.639775 2021-04-10 03:03:23,068 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=1.40ms, fps=1757 images/s, loss=1.3898, top1-acc=64.09%, top5-acc=87.12%, remaining_time=0:00:03.838380, arrival_time=2021-04-10 03:03:26.906905, cost_time=0:00:25.097143 2021-04-10 03:03:24,542 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=1.97ms, fps=1737 images/s, loss=1.3868, top1-acc=64.11%, top5-acc=87.17%, remaining_time=0:00:02.361904, arrival_time=2021-04-10 03:03:26.904685, cost_time=0:00:26.571404 2021-04-10 03:03:26,011 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=1.42ms, fps=1744 images/s, loss=1.3902, top1-acc=64.03%, top5-acc=87.12%, remaining_time=0:00:00.885474, arrival_time=2021-04-10 03:03:26.896930, cost_time=0:00:28.040008 2021-04-10 03:03:26,809 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=1.61ms, fps=1705 images/s, loss=1.3923, top1-acc=63.98%, top5-acc=87.08%, remaining_time=0:00:00, arrival_time=2021-04-10 03:03:26.809462, cost_time=0:00:28.838031 2021-04-10 03:03:27,390 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=1.79ms, fps=4421 images/s, loss=1.8564, top1-acc=54.45%, top5-acc=79.57%, remaining_time=0:00:01.737240, arrival_time=2021-04-10 03:03:29.127476, cost_time=0:00:00.579083 2021-04-10 03:03:27,872 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=1.31ms, fps=5320 images/s, loss=1.8535, top1-acc=53.83%, top5-acc=79.37%, remaining_time=0:00:01.061000, arrival_time=2021-04-10 03:03:28.933029, cost_time=0:00:01.060995 2021-04-10 03:03:28,359 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=2.11ms, fps=5259 images/s, loss=1.8360, top1-acc=54.51%, top5-acc=79.75%, remaining_time=0:00:00.516040, arrival_time=2021-04-10 03:03:28.875184, cost_time=0:00:01.548127 2021-04-10 03:03:28,795 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=0.07ms, fps=5322 images/s, loss=1.8312, top1-acc=54.45%, top5-acc=79.87%, remaining_time=0:00:00, arrival_time=2021-04-10 03:03:28.795413, cost_time=0:00:01.984419 2021-04-10 03:03:30,920 INFO : Epoch=0046 complete, best val top1-acc=54.45%, top5-acc=79.87% (epoch=46), remaining_time=1:23:10.989080, arrival_time=2021-04-10 04:26:41.909045, cost_time=0:24:50.814931 2021-04-10 03:03:30,920 INFO : Train start, epoch=0047, lr=0.087506 2021-04-10 03:03:32,581 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=1.51ms, fps=1541 images/s, loss=1.3720, top1-acc=63.98%, top5-acc=87.62%, remaining_time=0:00:30.890694, arrival_time=2021-04-10 03:04:03.472186, cost_time=0:00:01.660794 2021-04-10 03:03:34,050 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=1.52ms, fps=1743 images/s, loss=1.3820, top1-acc=63.73%, top5-acc=87.36%, remaining_time=0:00:27.541360, arrival_time=2021-04-10 03:04:01.591892, cost_time=0:00:03.129705 2021-04-10 03:03:35,513 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=1.51ms, fps=1750 images/s, loss=1.3932, top1-acc=63.40%, top5-acc=87.30%, remaining_time=0:00:25.414434, arrival_time=2021-04-10 03:04:00.928120, cost_time=0:00:04.592967 2021-04-10 03:03:36,973 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=1.60ms, fps=1754 images/s, loss=1.3710, top1-acc=63.83%, top5-acc=87.63%, remaining_time=0:00:23.606700, arrival_time=2021-04-10 03:04:00.580376, cost_time=0:00:06.052984 2021-04-10 03:03:38,424 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=1.71ms, fps=1766 images/s, loss=1.3623, top1-acc=64.20%, top5-acc=87.84%, remaining_time=0:00:21.909344, arrival_time=2021-04-10 03:04:00.333283, cost_time=0:00:07.503192 2021-04-10 03:03:39,875 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=1.40ms, fps=1764 images/s, loss=1.3675, top1-acc=63.85%, top5-acc=87.73%, remaining_time=0:00:20.298000, arrival_time=2021-04-10 03:04:00.173729, cost_time=0:00:08.955006 2021-04-10 03:03:41,337 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=1.51ms, fps=1752 images/s, loss=1.3684, top1-acc=63.91%, top5-acc=87.62%, remaining_time=0:00:18.750312, arrival_time=2021-04-10 03:04:00.087928, cost_time=0:00:10.416819 2021-04-10 03:03:42,793 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=1.45ms, fps=1759 images/s, loss=1.3693, top1-acc=63.92%, top5-acc=87.58%, remaining_time=0:00:17.215212, arrival_time=2021-04-10 03:04:00.008500, cost_time=0:00:11.872591 2021-04-10 03:03:44,257 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=1.42ms, fps=1749 images/s, loss=1.3724, top1-acc=63.95%, top5-acc=87.52%, remaining_time=0:00:15.707610, arrival_time=2021-04-10 03:03:59.964997, cost_time=0:00:13.336678 2021-04-10 03:03:45,719 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=1.45ms, fps=1751 images/s, loss=1.3771, top1-acc=63.86%, top5-acc=87.46%, remaining_time=0:00:14.207136, arrival_time=2021-04-10 03:03:59.926925, cost_time=0:00:14.799091 2021-04-10 03:03:47,178 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=1.46ms, fps=1755 images/s, loss=1.3789, top1-acc=63.85%, top5-acc=87.46%, remaining_time=0:00:12.710628, arrival_time=2021-04-10 03:03:59.889114, cost_time=0:00:16.257783 2021-04-10 03:03:48,637 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.80ms, fps=1755 images/s, loss=1.3857, top1-acc=63.69%, top5-acc=87.41%, remaining_time=0:00:11.220564, arrival_time=2021-04-10 03:03:59.857968, cost_time=0:00:17.716691 2021-04-10 03:03:50,101 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=2.06ms, fps=1749 images/s, loss=1.3887, top1-acc=63.60%, top5-acc=87.41%, remaining_time=0:00:09.737838, arrival_time=2021-04-10 03:03:59.839113, cost_time=0:00:19.180536 2021-04-10 03:03:51,561 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=1.58ms, fps=1753 images/s, loss=1.3914, top1-acc=63.54%, top5-acc=87.34%, remaining_time=0:00:08.256472, arrival_time=2021-04-10 03:03:59.818320, cost_time=0:00:20.641154 2021-04-10 03:03:53,025 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=1.44ms, fps=1750 images/s, loss=1.3950, top1-acc=63.50%, top5-acc=87.24%, remaining_time=0:00:06.778698, arrival_time=2021-04-10 03:03:59.803923, cost_time=0:00:22.104480 2021-04-10 03:03:54,488 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=1.44ms, fps=1750 images/s, loss=1.3941, top1-acc=63.52%, top5-acc=87.20%, remaining_time=0:00:05.302692, arrival_time=2021-04-10 03:03:59.790959, cost_time=0:00:23.567513 2021-04-10 03:03:55,951 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=2.05ms, fps=1750 images/s, loss=1.3945, top1-acc=63.47%, top5-acc=87.20%, remaining_time=0:00:03.828266, arrival_time=2021-04-10 03:03:59.779998, cost_time=0:00:25.030962 2021-04-10 03:03:57,407 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=1.41ms, fps=1760 images/s, loss=1.3937, top1-acc=63.49%, top5-acc=87.18%, remaining_time=0:00:02.354352, arrival_time=2021-04-10 03:03:59.761426, cost_time=0:00:26.486377 2021-04-10 03:03:58,871 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.31ms, fps=1748 images/s, loss=1.3965, top1-acc=63.44%, top5-acc=87.13%, remaining_time=0:00:00.882672, arrival_time=2021-04-10 03:03:59.754571, cost_time=0:00:27.951196 2021-04-10 03:03:59,670 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=1.24ms, fps=1704 images/s, loss=1.3985, top1-acc=63.38%, top5-acc=87.07%, remaining_time=0:00:00, arrival_time=2021-04-10 03:03:59.670216, cost_time=0:00:28.749525 2021-04-10 03:04:00,239 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=0.19ms, fps=4505 images/s, loss=2.2998, top1-acc=47.85%, top5-acc=74.57%, remaining_time=0:00:01.704870, arrival_time=2021-04-10 03:04:01.944440, cost_time=0:00:00.568288 2021-04-10 03:04:00,718 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=1.41ms, fps=5353 images/s, loss=2.2707, top1-acc=48.40%, top5-acc=74.51%, remaining_time=0:00:01.046860, arrival_time=2021-04-10 03:04:01.765011, cost_time=0:00:01.046864 2021-04-10 03:04:01,194 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=1.25ms, fps=5376 images/s, loss=2.2718, top1-acc=48.66%, top5-acc=74.66%, remaining_time=0:00:00.507790, arrival_time=2021-04-10 03:04:01.702430, cost_time=0:00:01.523357 2021-04-10 03:04:01,634 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=0.12ms, fps=5280 images/s, loss=2.2535, top1-acc=48.64%, top5-acc=74.82%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:01.634436, cost_time=0:00:01.963118 2021-04-10 03:04:02,753 INFO : Epoch=0047 complete, best val top1-acc=54.45%, top5-acc=79.87% (epoch=46), remaining_time=1:22:36.707646, arrival_time=2021-04-10 04:26:39.461447, cost_time=0:25:22.648775 2021-04-10 03:04:02,754 INFO : Train start, epoch=0048, lr=0.086982 2021-04-10 03:04:04,420 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=0.28ms, fps=1537 images/s, loss=1.3016, top1-acc=65.43%, top5-acc=88.32%, remaining_time=0:00:30.983508, arrival_time=2021-04-10 03:04:35.403866, cost_time=0:00:01.665779 2021-04-10 03:04:05,883 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=1.37ms, fps=1750 images/s, loss=1.3140, top1-acc=65.43%, top5-acc=88.22%, remaining_time=0:00:27.537840, arrival_time=2021-04-10 03:04:33.421713, cost_time=0:00:03.129308 2021-04-10 03:04:07,355 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=1.68ms, fps=1740 images/s, loss=1.3378, top1-acc=64.69%, top5-acc=87.92%, remaining_time=0:00:25.459586, arrival_time=2021-04-10 03:04:32.815312, cost_time=0:00:04.601133 2021-04-10 03:04:08,822 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=1.27ms, fps=1746 images/s, loss=1.3311, top1-acc=65.15%, top5-acc=87.91%, remaining_time=0:00:23.663484, arrival_time=2021-04-10 03:04:32.485661, cost_time=0:00:06.067554 2021-04-10 03:04:10,283 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=1.39ms, fps=1753 images/s, loss=1.3388, top1-acc=65.17%, top5-acc=87.70%, remaining_time=0:00:21.984388, arrival_time=2021-04-10 03:04:32.267849, cost_time=0:00:07.528894 2021-04-10 03:04:11,748 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=1.56ms, fps=1748 images/s, loss=1.3461, top1-acc=65.01%, top5-acc=87.60%, remaining_time=0:00:20.386400, arrival_time=2021-04-10 03:04:32.134976, cost_time=0:00:08.993979 2021-04-10 03:04:13,204 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=1.28ms, fps=1759 images/s, loss=1.3481, top1-acc=65.03%, top5-acc=87.61%, remaining_time=0:00:18.809784, arrival_time=2021-04-10 03:04:32.014238, cost_time=0:00:10.449858 2021-04-10 03:04:14,665 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=1.55ms, fps=1753 images/s, loss=1.3532, top1-acc=64.76%, top5-acc=87.63%, remaining_time=0:00:17.270544, arrival_time=2021-04-10 03:04:31.935845, cost_time=0:00:11.910757 2021-04-10 03:04:16,126 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=1.71ms, fps=1753 images/s, loss=1.3624, top1-acc=64.51%, top5-acc=87.58%, remaining_time=0:00:15.749268, arrival_time=2021-04-10 03:04:31.875774, cost_time=0:00:13.371998 2021-04-10 03:04:17,591 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=1.58ms, fps=1748 images/s, loss=1.3652, top1-acc=64.48%, top5-acc=87.57%, remaining_time=0:00:14.243136, arrival_time=2021-04-10 03:04:31.834333, cost_time=0:00:14.836633 2021-04-10 03:04:19,084 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=1.86ms, fps=1715 images/s, loss=1.3645, top1-acc=64.67%, top5-acc=87.52%, remaining_time=0:00:12.766700, arrival_time=2021-04-10 03:04:31.850861, cost_time=0:00:16.329454 2021-04-10 03:04:20,557 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=1.61ms, fps=1738 images/s, loss=1.3607, top1-acc=64.81%, top5-acc=87.52%, remaining_time=0:00:11.275284, arrival_time=2021-04-10 03:04:31.833000, cost_time=0:00:17.803122 2021-04-10 03:04:22,103 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=1.57ms, fps=1717 images/s, loss=1.3644, top1-acc=64.76%, top5-acc=87.48%, remaining_time=0:00:09.823044, arrival_time=2021-04-10 03:04:31.926069, cost_time=0:00:19.348382 2021-04-10 03:04:23,569 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=1.49ms, fps=1746 images/s, loss=1.3631, top1-acc=64.71%, top5-acc=87.54%, remaining_time=0:00:08.326024, arrival_time=2021-04-10 03:04:31.895699, cost_time=0:00:20.815096 2021-04-10 03:04:25,037 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=2.19ms, fps=1745 images/s, loss=1.3682, top1-acc=64.61%, top5-acc=87.42%, remaining_time=0:00:06.833438, arrival_time=2021-04-10 03:04:31.870961, cost_time=0:00:22.282925 2021-04-10 03:04:26,492 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=1.48ms, fps=1760 images/s, loss=1.3685, top1-acc=64.63%, top5-acc=87.43%, remaining_time=0:00:05.341140, arrival_time=2021-04-10 03:04:31.834090, cost_time=0:00:23.738430 2021-04-10 03:04:27,950 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=1.37ms, fps=1757 images/s, loss=1.3717, top1-acc=64.53%, top5-acc=87.36%, remaining_time=0:00:03.853460, arrival_time=2021-04-10 03:04:31.803671, cost_time=0:00:25.195655 2021-04-10 03:04:29,407 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=1.53ms, fps=1758 images/s, loss=1.3739, top1-acc=64.49%, top5-acc=87.32%, remaining_time=0:00:02.369120, arrival_time=2021-04-10 03:04:31.776251, cost_time=0:00:26.652616 2021-04-10 03:04:30,871 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.24ms, fps=1748 images/s, loss=1.3779, top1-acc=64.43%, top5-acc=87.27%, remaining_time=0:00:00.887910, arrival_time=2021-04-10 03:04:31.759753, cost_time=0:00:28.117147 2021-04-10 03:04:31,664 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=1.23ms, fps=1717 images/s, loss=1.3782, top1-acc=64.44%, top5-acc=87.29%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:31.664351, cost_time=0:00:28.909805 2021-04-10 03:04:32,247 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=0.34ms, fps=4404 images/s, loss=1.9025, top1-acc=52.03%, top5-acc=79.06%, remaining_time=0:00:01.744020, arrival_time=2021-04-10 03:04:33.991156, cost_time=0:00:00.581335 2021-04-10 03:04:32,731 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=1.69ms, fps=5292 images/s, loss=1.8676, top1-acc=53.16%, top5-acc=79.49%, remaining_time=0:00:01.065500, arrival_time=2021-04-10 03:04:33.796800, cost_time=0:00:01.065495 2021-04-10 03:04:33,212 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=1.78ms, fps=5322 images/s, loss=1.8885, top1-acc=53.14%, top5-acc=79.19%, remaining_time=0:00:00.515620, arrival_time=2021-04-10 03:04:33.728287, cost_time=0:00:01.546864 2021-04-10 03:04:33,647 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=0.08ms, fps=5340 images/s, loss=1.9167, top1-acc=52.93%, top5-acc=78.85%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:33.647427, cost_time=0:00:01.981661 2021-04-10 03:04:34,703 INFO : Epoch=0048 complete, best val top1-acc=54.45%, top5-acc=79.87% (epoch=46), remaining_time=1:22:02.893464, arrival_time=2021-04-10 04:26:37.596460, cost_time=0:25:54.597913 2021-04-10 03:04:34,704 INFO : Train start, epoch=0049, lr=0.086448 2021-04-10 03:04:36,337 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=1.53ms, fps=1567 images/s, loss=1.3827, top1-acc=63.52%, top5-acc=87.58%, remaining_time=0:00:30.384030, arrival_time=2021-04-10 03:05:06.721725, cost_time=0:00:01.633549 2021-04-10 03:04:37,796 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=1.58ms, fps=1755 images/s, loss=1.3509, top1-acc=64.14%, top5-acc=88.12%, remaining_time=0:00:27.214528, arrival_time=2021-04-10 03:05:05.011279, cost_time=0:00:03.092551 2021-04-10 03:04:39,258 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=1.43ms, fps=1753 images/s, loss=1.3367, top1-acc=64.52%, top5-acc=88.45%, remaining_time=0:00:25.197804, arrival_time=2021-04-10 03:05:04.455773, cost_time=0:00:04.553832 2021-04-10 03:04:40,721 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=1.34ms, fps=1750 images/s, loss=1.3258, top1-acc=64.95%, top5-acc=88.41%, remaining_time=0:00:23.467080, arrival_time=2021-04-10 03:05:04.188424, cost_time=0:00:06.017207 2021-04-10 03:04:42,195 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=1.34ms, fps=1737 images/s, loss=1.3242, top1-acc=65.24%, top5-acc=88.34%, remaining_time=0:00:21.875326, arrival_time=2021-04-10 03:05:04.071051, cost_time=0:00:07.491529 2021-04-10 03:04:43,666 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=1.81ms, fps=1741 images/s, loss=1.3327, top1-acc=65.06%, top5-acc=88.19%, remaining_time=0:00:20.314456, arrival_time=2021-04-10 03:05:03.980896, cost_time=0:00:08.962278 2021-04-10 03:04:45,157 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=1.42ms, fps=1717 images/s, loss=1.3449, top1-acc=64.77%, top5-acc=87.97%, remaining_time=0:00:18.816462, arrival_time=2021-04-10 03:05:03.974310, cost_time=0:00:10.453622 2021-04-10 03:04:46,613 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=1.79ms, fps=1759 images/s, loss=1.3404, top1-acc=64.87%, top5-acc=88.07%, remaining_time=0:00:17.268456, arrival_time=2021-04-10 03:05:03.881986, cost_time=0:00:11.909305 2021-04-10 03:04:48,077 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.91ms, fps=1750 images/s, loss=1.3381, top1-acc=65.00%, top5-acc=88.15%, remaining_time=0:00:15.750434, arrival_time=2021-04-10 03:05:03.827574, cost_time=0:00:13.372982 2021-04-10 03:04:49,539 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=1.79ms, fps=1752 images/s, loss=1.3406, top1-acc=64.98%, top5-acc=88.06%, remaining_time=0:00:14.241312, arrival_time=2021-04-10 03:05:03.780269, cost_time=0:00:14.834713 2021-04-10 03:04:51,000 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=1.47ms, fps=1752 images/s, loss=1.3516, top1-acc=64.74%, top5-acc=87.91%, remaining_time=0:00:12.740986, arrival_time=2021-04-10 03:05:03.741772, cost_time=0:00:16.296624 2021-04-10 03:04:52,461 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=1.42ms, fps=1753 images/s, loss=1.3538, top1-acc=64.69%, top5-acc=87.82%, remaining_time=0:00:11.246252, arrival_time=2021-04-10 03:05:03.707684, cost_time=0:00:17.757297 2021-04-10 03:04:53,930 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=2.09ms, fps=1743 images/s, loss=1.3527, top1-acc=64.76%, top5-acc=87.84%, remaining_time=0:00:09.760938, arrival_time=2021-04-10 03:05:03.691177, cost_time=0:00:19.226041 2021-04-10 03:04:55,392 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=1.40ms, fps=1751 images/s, loss=1.3612, top1-acc=64.61%, top5-acc=87.67%, remaining_time=0:00:08.275400, arrival_time=2021-04-10 03:05:03.668106, cost_time=0:00:20.688553 2021-04-10 03:04:56,860 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=1.38ms, fps=1745 images/s, loss=1.3644, top1-acc=64.51%, top5-acc=87.62%, remaining_time=0:00:06.794430, arrival_time=2021-04-10 03:05:03.654441, cost_time=0:00:22.155744 2021-04-10 03:04:58,318 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=1.46ms, fps=1756 images/s, loss=1.3663, top1-acc=64.49%, top5-acc=87.60%, remaining_time=0:00:05.313096, arrival_time=2021-04-10 03:05:03.631062, cost_time=0:00:23.613799 2021-04-10 03:04:59,777 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=1.35ms, fps=1754 images/s, loss=1.3635, top1-acc=64.57%, top5-acc=87.63%, remaining_time=0:00:03.834818, arrival_time=2021-04-10 03:05:03.612705, cost_time=0:00:25.073734 2021-04-10 03:05:01,239 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=1.44ms, fps=1752 images/s, loss=1.3603, top1-acc=64.68%, top5-acc=87.66%, remaining_time=0:00:02.358720, arrival_time=2021-04-10 03:05:03.598410, cost_time=0:00:26.535540 2021-04-10 03:05:02,706 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=2.41ms, fps=1746 images/s, loss=1.3609, top1-acc=64.64%, top5-acc=87.69%, remaining_time=0:00:00.884274, arrival_time=2021-04-10 03:05:03.590391, cost_time=0:00:28.001976 2021-04-10 03:05:03,502 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=1.24ms, fps=1709 images/s, loss=1.3613, top1-acc=64.63%, top5-acc=87.68%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:03.502211, cost_time=0:00:28.798067 2021-04-10 03:05:04,070 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=3.04ms, fps=4516 images/s, loss=1.9408, top1-acc=54.14%, top5-acc=80.82%, remaining_time=0:00:01.700700, arrival_time=2021-04-10 03:05:05.770959, cost_time=0:00:00.566901 2021-04-10 03:05:04,554 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=2.04ms, fps=5292 images/s, loss=1.9612, top1-acc=54.55%, top5-acc=80.76%, remaining_time=0:00:01.051120, arrival_time=2021-04-10 03:05:05.605639, cost_time=0:00:01.051129 2021-04-10 03:05:05,040 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=1.45ms, fps=5271 images/s, loss=1.9602, top1-acc=54.62%, top5-acc=80.49%, remaining_time=0:00:00.512450, arrival_time=2021-04-10 03:05:05.553115, cost_time=0:00:01.537355 2021-04-10 03:05:05,475 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=0.07ms, fps=5343 images/s, loss=1.9409, top1-acc=54.72%, top5-acc=80.45%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:05.475225, cost_time=0:00:01.971938 2021-04-10 03:05:07,975 INFO : Epoch=0049 complete, best val top1-acc=54.72%, top5-acc=80.45% (epoch=49), remaining_time=1:21:33.232161, arrival_time=2021-04-10 04:26:41.207267, cost_time=0:26:27.870036 2021-04-10 03:05:07,976 INFO : Train start, epoch=0050, lr=0.085906 2021-04-10 03:05:09,622 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=1.47ms, fps=1555 images/s, loss=1.3677, top1-acc=64.96%, top5-acc=87.27%, remaining_time=0:00:30.613368, arrival_time=2021-04-10 03:05:40.235483, cost_time=0:00:01.645875 2021-04-10 03:05:11,085 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=1.42ms, fps=1750 images/s, loss=1.3582, top1-acc=65.37%, top5-acc=87.21%, remaining_time=0:00:27.363600, arrival_time=2021-04-10 03:05:38.449320, cost_time=0:00:03.109501 2021-04-10 03:05:12,545 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=1.77ms, fps=1755 images/s, loss=1.3563, top1-acc=65.49%, top5-acc=87.49%, remaining_time=0:00:25.280306, arrival_time=2021-04-10 03:05:37.825262, cost_time=0:00:04.568731 2021-04-10 03:05:13,995 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=1.52ms, fps=1766 images/s, loss=1.3479, top1-acc=65.16%, top5-acc=87.70%, remaining_time=0:00:23.473788, arrival_time=2021-04-10 03:05:37.468873, cost_time=0:00:06.018937 2021-04-10 03:05:15,454 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=1.42ms, fps=1755 images/s, loss=1.3374, top1-acc=65.15%, top5-acc=87.84%, remaining_time=0:00:21.837074, arrival_time=2021-04-10 03:05:37.291648, cost_time=0:00:07.478426 2021-04-10 03:05:16,910 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=1.51ms, fps=1759 images/s, loss=1.3276, top1-acc=65.33%, top5-acc=88.04%, remaining_time=0:00:20.251216, arrival_time=2021-04-10 03:05:37.161729, cost_time=0:00:08.934338 2021-04-10 03:05:18,374 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=1.85ms, fps=1749 images/s, loss=1.3210, top1-acc=65.38%, top5-acc=88.19%, remaining_time=0:00:18.716670, arrival_time=2021-04-10 03:05:37.091079, cost_time=0:00:10.398125 2021-04-10 03:05:19,837 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=2.15ms, fps=1751 images/s, loss=1.3149, top1-acc=65.55%, top5-acc=88.31%, remaining_time=0:00:17.198508, arrival_time=2021-04-10 03:05:37.035764, cost_time=0:00:11.861025 2021-04-10 03:05:21,305 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=1.80ms, fps=1745 images/s, loss=1.3180, top1-acc=65.51%, top5-acc=88.26%, remaining_time=0:00:15.698494, arrival_time=2021-04-10 03:05:37.003539, cost_time=0:00:13.328879 2021-04-10 03:05:22,767 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=1.79ms, fps=1752 images/s, loss=1.3214, top1-acc=65.42%, top5-acc=88.21%, remaining_time=0:00:14.199264, arrival_time=2021-04-10 03:05:36.966268, cost_time=0:00:14.790852 2021-04-10 03:05:24,238 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=1.33ms, fps=1741 images/s, loss=1.3214, top1-acc=65.45%, top5-acc=88.24%, remaining_time=0:00:12.713810, arrival_time=2021-04-10 03:05:36.951866, cost_time=0:00:16.261897 2021-04-10 03:05:25,701 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=1.52ms, fps=1750 images/s, loss=1.3279, top1-acc=65.29%, top5-acc=88.13%, remaining_time=0:00:11.225808, arrival_time=2021-04-10 03:05:36.926977, cost_time=0:00:17.724950 2021-04-10 03:05:27,168 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=1.53ms, fps=1746 images/s, loss=1.3297, top1-acc=65.31%, top5-acc=88.09%, remaining_time=0:00:09.743712, arrival_time=2021-04-10 03:05:36.912032, cost_time=0:00:19.192159 2021-04-10 03:05:28,626 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=1.42ms, fps=1756 images/s, loss=1.3340, top1-acc=65.30%, top5-acc=88.01%, remaining_time=0:00:08.260168, arrival_time=2021-04-10 03:05:36.886711, cost_time=0:00:20.650381 2021-04-10 03:05:30,090 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=1.52ms, fps=1749 images/s, loss=1.3384, top1-acc=65.28%, top5-acc=87.90%, remaining_time=0:00:06.781872, arrival_time=2021-04-10 03:05:36.872795, cost_time=0:00:22.114768 2021-04-10 03:05:31,551 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=1.44ms, fps=1754 images/s, loss=1.3388, top1-acc=65.21%, top5-acc=87.89%, remaining_time=0:00:05.304420, arrival_time=2021-04-10 03:05:36.855835, cost_time=0:00:23.575140 2021-04-10 03:05:33,022 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=1.40ms, fps=1741 images/s, loss=1.3401, top1-acc=65.12%, top5-acc=87.88%, remaining_time=0:00:03.830554, arrival_time=2021-04-10 03:05:36.852640, cost_time=0:00:25.045912 2021-04-10 03:05:34,488 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=1.37ms, fps=1747 images/s, loss=1.3434, top1-acc=65.07%, top5-acc=87.81%, remaining_time=0:00:02.356624, arrival_time=2021-04-10 03:05:36.844809, cost_time=0:00:26.511982 2021-04-10 03:05:35,947 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=1.47ms, fps=1755 images/s, loss=1.3470, top1-acc=64.98%, top5-acc=87.76%, remaining_time=0:00:00.883302, arrival_time=2021-04-10 03:05:36.830661, cost_time=0:00:27.971215 2021-04-10 03:05:36,742 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=1.25ms, fps=1711 images/s, loss=1.3469, top1-acc=65.00%, top5-acc=87.75%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:36.742770, cost_time=0:00:28.766512 2021-04-10 03:05:37,321 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=0.19ms, fps=4431 images/s, loss=2.0775, top1-acc=50.27%, top5-acc=75.55%, remaining_time=0:00:01.733280, arrival_time=2021-04-10 03:05:39.055145, cost_time=0:00:00.577757 2021-04-10 03:05:37,800 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=1.45ms, fps=5348 images/s, loss=2.0708, top1-acc=50.59%, top5-acc=76.02%, remaining_time=0:00:01.056740, arrival_time=2021-04-10 03:05:38.857626, cost_time=0:00:01.056736 2021-04-10 03:05:38,280 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=1.44ms, fps=5347 images/s, loss=2.0707, top1-acc=50.70%, top5-acc=76.24%, remaining_time=0:00:00.511990, arrival_time=2021-04-10 03:05:38.792142, cost_time=0:00:01.535971 2021-04-10 03:05:38,717 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=0.10ms, fps=5317 images/s, loss=2.0688, top1-acc=50.99%, top5-acc=76.10%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:38.716990, cost_time=0:00:01.972900 2021-04-10 03:05:40,025 INFO : Epoch=0050 complete, best val top1-acc=54.72%, top5-acc=80.45% (epoch=49), remaining_time=1:20:59.761800, arrival_time=2021-04-10 04:26:39.787476, cost_time=0:26:59.920623 2021-04-10 03:05:40,026 INFO : Train start, epoch=0051, lr=0.085355 2021-04-10 03:05:41,657 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=1.94ms, fps=1570 images/s, loss=1.3174, top1-acc=64.69%, top5-acc=88.55%, remaining_time=0:00:30.323766, arrival_time=2021-04-10 03:06:11.980907, cost_time=0:00:01.630306 2021-04-10 03:05:43,126 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=2.13ms, fps=1744 images/s, loss=1.2974, top1-acc=65.61%, top5-acc=88.12%, remaining_time=0:00:27.274896, arrival_time=2021-04-10 03:06:10.401113, cost_time=0:00:03.099415 2021-04-10 03:05:44,580 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=1.36ms, fps=1761 images/s, loss=1.2891, top1-acc=65.68%, top5-acc=88.41%, remaining_time=0:00:25.197970, arrival_time=2021-04-10 03:06:09.778542, cost_time=0:00:04.553859 2021-04-10 03:05:46,057 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=1.63ms, fps=1734 images/s, loss=1.3036, top1-acc=65.42%, top5-acc=88.32%, remaining_time=0:00:23.520432, arrival_time=2021-04-10 03:06:09.578086, cost_time=0:00:06.030898 2021-04-10 03:05:47,521 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=1.54ms, fps=1750 images/s, loss=1.3061, top1-acc=65.59%, top5-acc=88.37%, remaining_time=0:00:21.883210, arrival_time=2021-04-10 03:06:09.404262, cost_time=0:00:07.494253 2021-04-10 03:05:48,986 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=1.55ms, fps=1748 images/s, loss=1.3142, top1-acc=65.42%, top5-acc=88.29%, remaining_time=0:00:20.308336, arrival_time=2021-04-10 03:06:09.294577, cost_time=0:00:08.959567 2021-04-10 03:05:50,448 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=1.37ms, fps=1751 images/s, loss=1.3080, top1-acc=65.60%, top5-acc=88.34%, remaining_time=0:00:18.759132, arrival_time=2021-04-10 03:06:09.207776, cost_time=0:00:10.421753 2021-04-10 03:05:51,914 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=1.85ms, fps=1748 images/s, loss=1.3012, top1-acc=65.75%, top5-acc=88.49%, remaining_time=0:00:17.236788, arrival_time=2021-04-10 03:06:09.150945, cost_time=0:00:11.887478 2021-04-10 03:05:53,378 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=1.45ms, fps=1749 images/s, loss=1.3036, top1-acc=65.75%, top5-acc=88.36%, remaining_time=0:00:15.725418, arrival_time=2021-04-10 03:06:09.103858, cost_time=0:00:13.351765 2021-04-10 03:05:54,837 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=1.45ms, fps=1755 images/s, loss=1.3061, top1-acc=65.71%, top5-acc=88.30%, remaining_time=0:00:14.218080, arrival_time=2021-04-10 03:06:09.055282, cost_time=0:00:14.810530 2021-04-10 03:05:56,296 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=2.21ms, fps=1755 images/s, loss=1.3080, top1-acc=65.64%, top5-acc=88.27%, remaining_time=0:00:12.719744, arrival_time=2021-04-10 03:06:09.015899, cost_time=0:00:16.269439 2021-04-10 03:05:57,774 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=1.49ms, fps=1733 images/s, loss=1.3081, top1-acc=65.70%, top5-acc=88.30%, remaining_time=0:00:11.239868, arrival_time=2021-04-10 03:06:09.013859, cost_time=0:00:17.747151 2021-04-10 03:05:59,241 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=1.43ms, fps=1745 images/s, loss=1.3120, top1-acc=65.69%, top5-acc=88.19%, remaining_time=0:00:09.755130, arrival_time=2021-04-10 03:06:08.996495, cost_time=0:00:19.214639 2021-04-10 03:06:00,719 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=1.69ms, fps=1733 images/s, loss=1.3110, top1-acc=65.81%, top5-acc=88.19%, remaining_time=0:00:08.277080, arrival_time=2021-04-10 03:06:08.996504, cost_time=0:00:20.692663 2021-04-10 03:06:02,185 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=1.88ms, fps=1747 images/s, loss=1.3161, top1-acc=65.69%, top5-acc=88.10%, remaining_time=0:00:06.795258, arrival_time=2021-04-10 03:06:08.980550, cost_time=0:00:22.158504 2021-04-10 03:06:03,644 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=1.95ms, fps=1755 images/s, loss=1.3191, top1-acc=65.62%, top5-acc=88.06%, remaining_time=0:00:05.314104, arrival_time=2021-04-10 03:06:08.959031, cost_time=0:00:23.618246 2021-04-10 03:06:05,111 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=1.65ms, fps=1746 images/s, loss=1.3251, top1-acc=65.46%, top5-acc=87.96%, remaining_time=0:00:03.836482, arrival_time=2021-04-10 03:06:08.947901, cost_time=0:00:25.084756 2021-04-10 03:06:06,572 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=1.52ms, fps=1752 images/s, loss=1.3345, top1-acc=65.26%, top5-acc=87.82%, remaining_time=0:00:02.359648, arrival_time=2021-04-10 03:06:08.932488, cost_time=0:00:26.546067 2021-04-10 03:06:08,028 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.25ms, fps=1759 images/s, loss=1.3338, top1-acc=65.29%, top5-acc=87.86%, remaining_time=0:00:00.884268, arrival_time=2021-04-10 03:06:08.912758, cost_time=0:00:28.001821 2021-04-10 03:06:08,821 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=1.37ms, fps=1717 images/s, loss=1.3365, top1-acc=65.22%, top5-acc=87.82%, remaining_time=0:00:00, arrival_time=2021-04-10 03:06:08.821060, cost_time=0:00:28.794391 2021-04-10 03:06:09,424 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=0.49ms, fps=4251 images/s, loss=2.2819, top1-acc=49.73%, top5-acc=74.57%, remaining_time=0:00:01.806570, arrival_time=2021-04-10 03:06:11.230950, cost_time=0:00:00.602190 2021-04-10 03:06:09,908 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=1.43ms, fps=5290 images/s, loss=2.2901, top1-acc=49.00%, top5-acc=74.51%, remaining_time=0:00:01.086680, arrival_time=2021-04-10 03:06:10.995489, cost_time=0:00:01.086680 2021-04-10 03:06:10,398 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=2.04ms, fps=5229 images/s, loss=2.2831, top1-acc=49.05%, top5-acc=74.39%, remaining_time=0:00:00.525530, arrival_time=2021-04-10 03:06:10.924257, cost_time=0:00:01.576603 2021-04-10 03:06:10,838 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=0.12ms, fps=5276 images/s, loss=2.2600, top1-acc=49.11%, top5-acc=74.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:06:10.838849, cost_time=0:00:02.016709 2021-04-10 03:06:11,979 INFO : Epoch=0051 complete, best val top1-acc=54.72%, top5-acc=80.45% (epoch=49), remaining_time=1:20:26.063065, arrival_time=2021-04-10 04:26:38.042024, cost_time=0:27:31.873929 2021-04-10 03:06:11,979 INFO : Train start, epoch=0052, lr=0.084796 2021-04-10 03:06:13,610 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=2.85ms, fps=1570 images/s, loss=1.3366, top1-acc=65.08%, top5-acc=88.16%, remaining_time=0:00:30.336786, arrival_time=2021-04-10 03:06:43.947617, cost_time=0:00:01.631012 2021-04-10 03:06:15,072 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=1.47ms, fps=1753 images/s, loss=1.2946, top1-acc=65.96%, top5-acc=88.46%, remaining_time=0:00:27.213120, arrival_time=2021-04-10 03:06:42.285380, cost_time=0:00:03.092392 2021-04-10 03:06:16,537 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=1.88ms, fps=1748 images/s, loss=1.2964, top1-acc=66.17%, top5-acc=88.36%, remaining_time=0:00:25.221044, arrival_time=2021-04-10 03:06:41.758740, cost_time=0:00:04.558009 2021-04-10 03:06:17,998 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=1.48ms, fps=1752 images/s, loss=1.2994, top1-acc=66.02%, top5-acc=88.30%, remaining_time=0:00:23.475036, arrival_time=2021-04-10 03:06:41.473968, cost_time=0:00:06.019253 2021-04-10 03:06:19,461 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=1.60ms, fps=1751 images/s, loss=1.2957, top1-acc=65.87%, top5-acc=88.50%, remaining_time=0:00:21.847440, arrival_time=2021-04-10 03:06:41.309256, cost_time=0:00:07.482009 2021-04-10 03:06:20,922 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=1.75ms, fps=1753 images/s, loss=1.2939, top1-acc=66.03%, top5-acc=88.37%, remaining_time=0:00:20.271208, arrival_time=2021-04-10 03:06:41.194049, cost_time=0:00:08.943163 2021-04-10 03:06:22,389 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=2.11ms, fps=1746 images/s, loss=1.3022, top1-acc=66.08%, top5-acc=88.22%, remaining_time=0:00:18.737460, arrival_time=2021-04-10 03:06:41.126862, cost_time=0:00:10.409669 2021-04-10 03:06:23,859 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=1.55ms, fps=1743 images/s, loss=1.3047, top1-acc=66.25%, top5-acc=88.15%, remaining_time=0:00:17.225072, arrival_time=2021-04-10 03:06:41.084079, cost_time=0:00:11.879335 2021-04-10 03:06:25,328 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=1.81ms, fps=1742 images/s, loss=1.3098, top1-acc=66.31%, top5-acc=88.02%, remaining_time=0:00:15.722132, arrival_time=2021-04-10 03:06:41.050855, cost_time=0:00:13.348955 2021-04-10 03:06:26,791 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=1.59ms, fps=1751 images/s, loss=1.3066, top1-acc=66.22%, top5-acc=88.11%, remaining_time=0:00:14.219232, arrival_time=2021-04-10 03:06:41.010698, cost_time=0:00:14.811718 2021-04-10 03:06:28,258 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=1.45ms, fps=1746 images/s, loss=1.3083, top1-acc=66.13%, top5-acc=88.05%, remaining_time=0:00:12.726882, arrival_time=2021-04-10 03:06:40.985109, cost_time=0:00:16.278536 2021-04-10 03:06:29,721 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=1.32ms, fps=1750 images/s, loss=1.3106, top1-acc=66.09%, top5-acc=88.02%, remaining_time=0:00:11.236676, arrival_time=2021-04-10 03:06:40.958444, cost_time=0:00:17.742091 2021-04-10 03:06:31,181 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=1.45ms, fps=1754 images/s, loss=1.3089, top1-acc=66.18%, top5-acc=88.07%, remaining_time=0:00:09.748728, arrival_time=2021-04-10 03:06:40.930449, cost_time=0:00:19.202039 2021-04-10 03:06:32,650 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=1.97ms, fps=1744 images/s, loss=1.3126, top1-acc=66.10%, top5-acc=88.10%, remaining_time=0:00:08.268120, arrival_time=2021-04-10 03:06:40.918171, cost_time=0:00:20.670331 2021-04-10 03:06:34,115 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=2.03ms, fps=1747 images/s, loss=1.3180, top1-acc=65.95%, top5-acc=88.05%, remaining_time=0:00:06.788358, arrival_time=2021-04-10 03:06:40.903975, cost_time=0:00:22.135955 2021-04-10 03:06:35,579 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=1.60ms, fps=1749 images/s, loss=1.3190, top1-acc=65.92%, top5-acc=88.06%, remaining_time=0:00:05.309928, arrival_time=2021-04-10 03:06:40.889293, cost_time=0:00:23.599687 2021-04-10 03:06:37,062 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=1.59ms, fps=1727 images/s, loss=1.3189, top1-acc=65.86%, top5-acc=88.07%, remaining_time=0:00:03.836196, arrival_time=2021-04-10 03:06:40.898697, cost_time=0:00:25.082804 2021-04-10 03:06:38,531 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=1.50ms, fps=1743 images/s, loss=1.3175, top1-acc=65.89%, top5-acc=88.06%, remaining_time=0:00:02.360144, arrival_time=2021-04-10 03:06:40.891585, cost_time=0:00:26.551679 2021-04-10 03:06:39,986 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.54ms, fps=1761 images/s, loss=1.3190, top1-acc=65.81%, top5-acc=88.05%, remaining_time=0:00:00.884412, arrival_time=2021-04-10 03:06:40.870478, cost_time=0:00:28.006324 2021-04-10 03:06:40,779 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=1.27ms, fps=1716 images/s, loss=1.3223, top1-acc=65.75%, top5-acc=88.02%, remaining_time=0:00:00, arrival_time=2021-04-10 03:06:40.779103, cost_time=0:00:28.799425 2021-04-10 03:06:41,365 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=0.20ms, fps=4374 images/s, loss=2.1443, top1-acc=49.77%, top5-acc=75.12%, remaining_time=0:00:01.755900, arrival_time=2021-04-10 03:06:43.121371, cost_time=0:00:00.585301 2021-04-10 03:06:41,846 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=1.26ms, fps=5328 images/s, loss=2.1563, top1-acc=50.21%, top5-acc=75.57%, remaining_time=0:00:01.066260, arrival_time=2021-04-10 03:06:42.912669, cost_time=0:00:01.066255 2021-04-10 03:06:42,327 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=1.97ms, fps=5321 images/s, loss=2.1548, top1-acc=50.31%, top5-acc=75.85%, remaining_time=0:00:00.515900, arrival_time=2021-04-10 03:06:42.843832, cost_time=0:00:01.547714 2021-04-10 03:06:42,770 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=0.08ms, fps=5250 images/s, loss=2.1356, top1-acc=50.43%, top5-acc=76.11%, remaining_time=0:00:00, arrival_time=2021-04-10 03:06:42.770526, cost_time=0:00:01.990386 2021-04-10 03:06:44,330 INFO : Epoch=0052 complete, best val top1-acc=54.72%, top5-acc=80.45% (epoch=49), remaining_time=1:19:53.563712, arrival_time=2021-04-10 04:26:37.893855, cost_time=0:28:04.225067 2021-04-10 03:06:44,331 INFO : Train start, epoch=0053, lr=0.084227 2021-04-10 03:06:45,980 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=1.65ms, fps=1552 images/s, loss=1.3675, top1-acc=64.80%, top5-acc=87.62%, remaining_time=0:00:30.677910, arrival_time=2021-04-10 03:07:16.658647, cost_time=0:00:01.649349 2021-04-10 03:06:47,446 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=1.46ms, fps=1747 images/s, loss=1.3492, top1-acc=64.69%, top5-acc=87.87%, remaining_time=0:00:27.416224, arrival_time=2021-04-10 03:07:14.862985, cost_time=0:00:03.115479 2021-04-10 03:06:48,920 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=1.70ms, fps=1738 images/s, loss=1.3473, top1-acc=64.66%, top5-acc=87.92%, remaining_time=0:00:25.391526, arrival_time=2021-04-10 03:07:14.311630, cost_time=0:00:04.588826 2021-04-10 03:06:50,376 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=1.39ms, fps=1758 images/s, loss=1.3438, top1-acc=64.87%, top5-acc=87.84%, remaining_time=0:00:23.576436, arrival_time=2021-04-10 03:07:13.953055, cost_time=0:00:06.045232 2021-04-10 03:06:51,837 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=1.57ms, fps=1753 images/s, loss=1.3425, top1-acc=64.73%, top5-acc=87.74%, remaining_time=0:00:21.917374, arrival_time=2021-04-10 03:07:13.754695, cost_time=0:00:07.505958 2021-04-10 03:06:53,298 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=1.94ms, fps=1753 images/s, loss=1.3322, top1-acc=65.02%, top5-acc=87.91%, remaining_time=0:00:20.324792, arrival_time=2021-04-10 03:07:13.622881, cost_time=0:00:08.966810 2021-04-10 03:06:54,764 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=1.94ms, fps=1746 images/s, loss=1.3333, top1-acc=65.00%, top5-acc=87.94%, remaining_time=0:00:18.779418, arrival_time=2021-04-10 03:07:13.543826, cost_time=0:00:10.433009 2021-04-10 03:06:56,230 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=1.44ms, fps=1746 images/s, loss=1.3284, top1-acc=65.14%, top5-acc=87.97%, remaining_time=0:00:17.254304, arrival_time=2021-04-10 03:07:13.485118, cost_time=0:00:11.899520 2021-04-10 03:06:57,690 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=1.49ms, fps=1754 images/s, loss=1.3219, top1-acc=65.40%, top5-acc=88.02%, remaining_time=0:00:15.734322, arrival_time=2021-04-10 03:07:13.424970, cost_time=0:00:13.359318 2021-04-10 03:06:59,165 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=1.61ms, fps=1736 images/s, loss=1.3209, top1-acc=65.39%, top5-acc=88.04%, remaining_time=0:00:14.241024, arrival_time=2021-04-10 03:07:13.406721, cost_time=0:00:14.834370 2021-04-10 03:07:00,629 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=1.33ms, fps=1750 images/s, loss=1.3232, top1-acc=65.46%, top5-acc=88.03%, remaining_time=0:00:12.741760, arrival_time=2021-04-10 03:07:13.370706, cost_time=0:00:16.297575 2021-04-10 03:07:02,091 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=1.57ms, fps=1751 images/s, loss=1.3237, top1-acc=65.44%, top5-acc=88.05%, remaining_time=0:00:11.248228, arrival_time=2021-04-10 03:07:13.339837, cost_time=0:00:17.760325 2021-04-10 03:07:03,552 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=1.64ms, fps=1753 images/s, loss=1.3257, top1-acc=65.41%, top5-acc=88.04%, remaining_time=0:00:09.758232, arrival_time=2021-04-10 03:07:13.310221, cost_time=0:00:19.220697 2021-04-10 03:07:05,011 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=1.55ms, fps=1754 images/s, loss=1.3270, top1-acc=65.34%, top5-acc=88.02%, remaining_time=0:00:08.272264, arrival_time=2021-04-10 03:07:13.284161, cost_time=0:00:20.680607 2021-04-10 03:07:06,474 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=1.57ms, fps=1751 images/s, loss=1.3275, top1-acc=65.36%, top5-acc=87.98%, remaining_time=0:00:06.790612, arrival_time=2021-04-10 03:07:13.265131, cost_time=0:00:22.143246 2021-04-10 03:07:07,934 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=1.97ms, fps=1754 images/s, loss=1.3260, top1-acc=65.52%, top5-acc=87.99%, remaining_time=0:00:05.310720, arrival_time=2021-04-10 03:07:13.245278, cost_time=0:00:23.603237 2021-04-10 03:07:09,391 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=1.48ms, fps=1758 images/s, loss=1.3273, top1-acc=65.52%, top5-acc=87.96%, remaining_time=0:00:03.832764, arrival_time=2021-04-10 03:07:13.224446, cost_time=0:00:25.060407 2021-04-10 03:07:10,849 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=2.11ms, fps=1757 images/s, loss=1.3290, top1-acc=65.49%, top5-acc=87.97%, remaining_time=0:00:02.357136, arrival_time=2021-04-10 03:07:13.206261, cost_time=0:00:26.517842 2021-04-10 03:07:12,312 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=1.46ms, fps=1750 images/s, loss=1.3309, top1-acc=65.47%, top5-acc=87.91%, remaining_time=0:00:00.883608, arrival_time=2021-04-10 03:07:13.195929, cost_time=0:00:27.980959 2021-04-10 03:07:13,110 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=1.25ms, fps=1705 images/s, loss=1.3296, top1-acc=65.55%, top5-acc=87.91%, remaining_time=0:00:00, arrival_time=2021-04-10 03:07:13.110555, cost_time=0:00:28.779297 2021-04-10 03:07:13,699 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=1.28ms, fps=4353 images/s, loss=1.9889, top1-acc=53.87%, top5-acc=78.44%, remaining_time=0:00:01.764360, arrival_time=2021-04-10 03:07:15.464156, cost_time=0:00:00.588117 2021-04-10 03:07:14,194 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=3.06ms, fps=5179 images/s, loss=2.0633, top1-acc=52.73%, top5-acc=77.30%, remaining_time=0:00:01.082760, arrival_time=2021-04-10 03:07:15.277345, cost_time=0:00:01.082766 2021-04-10 03:07:14,681 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=1.32ms, fps=5265 images/s, loss=2.0940, top1-acc=52.10%, top5-acc=76.97%, remaining_time=0:00:00.523270, arrival_time=2021-04-10 03:07:15.204772, cost_time=0:00:01.569818 2021-04-10 03:07:15,122 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=0.11ms, fps=5264 images/s, loss=2.0709, top1-acc=51.76%, top5-acc=77.06%, remaining_time=0:00:00, arrival_time=2021-04-10 03:07:15.122596, cost_time=0:00:02.010911 2021-04-10 03:07:16,270 INFO : Epoch=0053 complete, best val top1-acc=54.72%, top5-acc=80.45% (epoch=49), remaining_time=1:19:19.930707, arrival_time=2021-04-10 04:26:36.201249, cost_time=0:28:36.165491 2021-04-10 03:07:16,271 INFO : Train start, epoch=0054, lr=0.083651 2021-04-10 03:07:17,915 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=1.99ms, fps=1557 images/s, loss=1.3118, top1-acc=65.90%, top5-acc=87.54%, remaining_time=0:00:30.578772, arrival_time=2021-04-10 03:07:48.494220, cost_time=0:00:01.644020 2021-04-10 03:07:19,375 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=1.38ms, fps=1754 images/s, loss=1.2889, top1-acc=66.60%, top5-acc=87.99%, remaining_time=0:00:27.313264, arrival_time=2021-04-10 03:07:46.688436, cost_time=0:00:03.103785 2021-04-10 03:07:20,835 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=1.36ms, fps=1753 images/s, loss=1.2823, top1-acc=66.73%, top5-acc=88.16%, remaining_time=0:00:25.256402, arrival_time=2021-04-10 03:07:46.092214, cost_time=0:00:04.564423 2021-04-10 03:07:22,301 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=1.41ms, fps=1747 images/s, loss=1.2828, top1-acc=66.83%, top5-acc=88.31%, remaining_time=0:00:23.517780, arrival_time=2021-04-10 03:07:45.819465, cost_time=0:00:06.030214 2021-04-10 03:07:23,771 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=2.04ms, fps=1742 images/s, loss=1.2870, top1-acc=66.70%, top5-acc=88.23%, remaining_time=0:00:21.900730, arrival_time=2021-04-10 03:07:45.672376, cost_time=0:00:07.500248 2021-04-10 03:07:25,236 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=2.03ms, fps=1749 images/s, loss=1.2850, top1-acc=66.82%, top5-acc=88.40%, remaining_time=0:00:20.320032, arrival_time=2021-04-10 03:07:45.556230, cost_time=0:00:08.964702 2021-04-10 03:07:26,696 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=1.46ms, fps=1754 images/s, loss=1.2902, top1-acc=66.75%, top5-acc=88.29%, remaining_time=0:00:18.764424, arrival_time=2021-04-10 03:07:45.460508, cost_time=0:00:10.424679 2021-04-10 03:07:28,163 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=1.71ms, fps=1745 images/s, loss=1.2932, top1-acc=66.59%, top5-acc=88.29%, remaining_time=0:00:17.243980, arrival_time=2021-04-10 03:07:45.407734, cost_time=0:00:11.892362 2021-04-10 03:07:29,626 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=1.44ms, fps=1751 images/s, loss=1.2988, top1-acc=66.55%, top5-acc=88.26%, remaining_time=0:00:15.728704, arrival_time=2021-04-10 03:07:45.354669, cost_time=0:00:13.354568 2021-04-10 03:07:31,086 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=1.45ms, fps=1753 images/s, loss=1.2950, top1-acc=66.50%, top5-acc=88.35%, remaining_time=0:00:14.222784, arrival_time=2021-04-10 03:07:45.309615, cost_time=0:00:14.815431 2021-04-10 03:07:32,549 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=1.37ms, fps=1751 images/s, loss=1.2936, top1-acc=66.60%, top5-acc=88.39%, remaining_time=0:00:12.726280, arrival_time=2021-04-10 03:07:45.275647, cost_time=0:00:16.277820 2021-04-10 03:07:34,012 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=1.57ms, fps=1751 images/s, loss=1.3018, top1-acc=66.45%, top5-acc=88.32%, remaining_time=0:00:11.235764, arrival_time=2021-04-10 03:07:45.247846, cost_time=0:00:17.740629 2021-04-10 03:07:35,474 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.80ms, fps=1752 images/s, loss=1.2991, top1-acc=66.59%, top5-acc=88.37%, remaining_time=0:00:09.749124, arrival_time=2021-04-10 03:07:45.223339, cost_time=0:00:19.202772 2021-04-10 03:07:36,936 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=1.44ms, fps=1751 images/s, loss=1.3007, top1-acc=66.59%, top5-acc=88.32%, remaining_time=0:00:08.265992, arrival_time=2021-04-10 03:07:45.202402, cost_time=0:00:20.665024 2021-04-10 03:07:38,412 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=1.69ms, fps=1734 images/s, loss=1.2981, top1-acc=66.59%, top5-acc=88.34%, remaining_time=0:00:06.790014, arrival_time=2021-04-10 03:07:45.202822, cost_time=0:00:22.141409 2021-04-10 03:07:39,876 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.46ms, fps=1750 images/s, loss=1.3027, top1-acc=66.47%, top5-acc=88.28%, remaining_time=0:00:05.311044, arrival_time=2021-04-10 03:07:45.187214, cost_time=0:00:23.604632 2021-04-10 03:07:41,339 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=1.50ms, fps=1751 images/s, loss=1.3029, top1-acc=66.48%, top5-acc=88.33%, remaining_time=0:00:03.833856, arrival_time=2021-04-10 03:07:45.172861, cost_time=0:00:25.067556 2021-04-10 03:07:42,801 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=1.54ms, fps=1752 images/s, loss=1.3040, top1-acc=66.43%, top5-acc=88.33%, remaining_time=0:00:02.358176, arrival_time=2021-04-10 03:07:45.159158, cost_time=0:00:26.529509 2021-04-10 03:07:44,271 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.37ms, fps=1742 images/s, loss=1.3065, top1-acc=66.37%, top5-acc=88.33%, remaining_time=0:00:00.884208, arrival_time=2021-04-10 03:07:45.155522, cost_time=0:00:27.999932 2021-04-10 03:07:45,066 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=2.08ms, fps=1711 images/s, loss=1.3070, top1-acc=66.36%, top5-acc=88.34%, remaining_time=0:00:00, arrival_time=2021-04-10 03:07:45.066544, cost_time=0:00:28.795083 2021-04-10 03:07:45,624 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=1.52ms, fps=4598 images/s, loss=1.9579, top1-acc=54.53%, top5-acc=78.55%, remaining_time=0:00:01.670400, arrival_time=2021-04-10 03:07:47.294956, cost_time=0:00:00.556802 2021-04-10 03:07:46,105 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=1.33ms, fps=5328 images/s, loss=1.9492, top1-acc=54.04%, top5-acc=78.55%, remaining_time=0:00:01.037760, arrival_time=2021-04-10 03:07:47.143237, cost_time=0:00:01.037752 2021-04-10 03:07:46,596 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=1.41ms, fps=5220 images/s, loss=1.9524, top1-acc=54.05%, top5-acc=78.35%, remaining_time=0:00:00.509530, arrival_time=2021-04-10 03:07:47.105831, cost_time=0:00:01.528580 2021-04-10 03:07:47,031 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=0.08ms, fps=5338 images/s, loss=1.9799, top1-acc=53.68%, top5-acc=77.92%, remaining_time=0:00:00, arrival_time=2021-04-10 03:07:47.031270, cost_time=0:00:01.963576 2021-04-10 03:07:48,674 INFO : Epoch=0054 complete, best val top1-acc=54.72%, top5-acc=80.45% (epoch=49), remaining_time=1:18:47.613590, arrival_time=2021-04-10 04:26:36.288040, cost_time=0:29:08.569387 2021-04-10 03:07:48,675 INFO : Train start, epoch=0055, lr=0.083066 2021-04-10 03:07:50,331 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=0.27ms, fps=1546 images/s, loss=1.3011, top1-acc=64.88%, top5-acc=88.79%, remaining_time=0:00:30.794160, arrival_time=2021-04-10 03:08:21.125216, cost_time=0:00:01.655602 2021-04-10 03:07:51,793 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=1.44ms, fps=1752 images/s, loss=1.3054, top1-acc=65.18%, top5-acc=88.48%, remaining_time=0:00:27.434000, arrival_time=2021-04-10 03:08:19.226962, cost_time=0:00:03.117509 2021-04-10 03:07:53,275 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=1.76ms, fps=1727 images/s, loss=1.2813, top1-acc=66.11%, top5-acc=88.70%, remaining_time=0:00:25.455768, arrival_time=2021-04-10 03:08:18.731690, cost_time=0:00:04.600437 2021-04-10 03:07:54,745 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.50ms, fps=1743 images/s, loss=1.2650, top1-acc=66.79%, top5-acc=88.85%, remaining_time=0:00:23.673000, arrival_time=2021-04-10 03:08:18.418554, cost_time=0:00:06.070012 2021-04-10 03:07:56,206 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=1.64ms, fps=1754 images/s, loss=1.2653, top1-acc=66.74%, top5-acc=88.74%, remaining_time=0:00:21.989060, arrival_time=2021-04-10 03:08:18.195087, cost_time=0:00:07.530518 2021-04-10 03:07:57,672 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=1.50ms, fps=1747 images/s, loss=1.2744, top1-acc=66.58%, top5-acc=88.72%, remaining_time=0:00:20.392384, arrival_time=2021-04-10 03:08:18.064468, cost_time=0:00:08.996614 2021-04-10 03:07:59,136 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=1.44ms, fps=1749 images/s, loss=1.2929, top1-acc=66.27%, top5-acc=88.47%, remaining_time=0:00:18.829566, arrival_time=2021-04-10 03:08:17.965880, cost_time=0:00:10.460853 2021-04-10 03:08:00,609 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=1.41ms, fps=1738 images/s, loss=1.2913, top1-acc=66.44%, top5-acc=88.38%, remaining_time=0:00:17.304532, arrival_time=2021-04-10 03:08:17.914312, cost_time=0:00:11.934169 2021-04-10 03:08:02,091 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=1.45ms, fps=1729 images/s, loss=1.2879, top1-acc=66.53%, top5-acc=88.46%, remaining_time=0:00:15.801208, arrival_time=2021-04-10 03:08:17.892752, cost_time=0:00:13.416086 2021-04-10 03:08:03,553 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=1.84ms, fps=1752 images/s, loss=1.2918, top1-acc=66.48%, top5-acc=88.41%, remaining_time=0:00:14.282784, arrival_time=2021-04-10 03:08:17.836143, cost_time=0:00:14.877906 2021-04-10 03:08:05,007 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=1.57ms, fps=1761 images/s, loss=1.2894, top1-acc=66.46%, top5-acc=88.52%, remaining_time=0:00:12.768334, arrival_time=2021-04-10 03:08:17.775418, cost_time=0:00:16.331630 2021-04-10 03:08:06,474 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=1.90ms, fps=1745 images/s, loss=1.2886, top1-acc=66.40%, top5-acc=88.52%, remaining_time=0:00:11.272548, arrival_time=2021-04-10 03:08:17.746877, cost_time=0:00:17.798751 2021-04-10 03:08:07,935 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=1.58ms, fps=1753 images/s, loss=1.2941, top1-acc=66.23%, top5-acc=88.46%, remaining_time=0:00:09.778098, arrival_time=2021-04-10 03:08:17.713516, cost_time=0:00:19.259876 2021-04-10 03:08:09,400 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=1.50ms, fps=1748 images/s, loss=1.2972, top1-acc=66.15%, top5-acc=88.42%, remaining_time=0:00:08.290072, arrival_time=2021-04-10 03:08:17.690681, cost_time=0:00:20.725125 2021-04-10 03:08:10,861 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=1.40ms, fps=1753 images/s, loss=1.2947, top1-acc=66.28%, top5-acc=88.43%, remaining_time=0:00:06.803584, arrival_time=2021-04-10 03:08:17.664704, cost_time=0:00:22.185665 2021-04-10 03:08:12,328 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=1.87ms, fps=1746 images/s, loss=1.2972, top1-acc=66.27%, top5-acc=88.38%, remaining_time=0:00:05.321844, arrival_time=2021-04-10 03:08:17.649996, cost_time=0:00:23.652671 2021-04-10 03:08:13,794 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=1.85ms, fps=1747 images/s, loss=1.2989, top1-acc=66.19%, top5-acc=88.34%, remaining_time=0:00:03.841708, arrival_time=2021-04-10 03:08:17.636004, cost_time=0:00:25.118837 2021-04-10 03:08:15,263 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=1.68ms, fps=1743 images/s, loss=1.2963, top1-acc=66.24%, top5-acc=88.37%, remaining_time=0:00:02.363360, arrival_time=2021-04-10 03:08:17.626519, cost_time=0:00:26.587711 2021-04-10 03:08:16,723 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=1.21ms, fps=1753 images/s, loss=1.2958, top1-acc=66.23%, top5-acc=88.38%, remaining_time=0:00:00.885744, arrival_time=2021-04-10 03:08:17.609671, cost_time=0:00:28.048468 2021-04-10 03:08:17,517 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=1.37ms, fps=1715 images/s, loss=1.2973, top1-acc=66.16%, top5-acc=88.32%, remaining_time=0:00:00, arrival_time=2021-04-10 03:08:17.517173, cost_time=0:00:28.841726 2021-04-10 03:08:18,074 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=0.27ms, fps=4605 images/s, loss=1.8938, top1-acc=54.34%, top5-acc=78.71%, remaining_time=0:00:01.667880, arrival_time=2021-04-10 03:08:19.742104, cost_time=0:00:00.555960 2021-04-10 03:08:18,555 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=1.73ms, fps=5328 images/s, loss=1.9462, top1-acc=53.71%, top5-acc=78.38%, remaining_time=0:00:01.036820, arrival_time=2021-04-10 03:08:19.591909, cost_time=0:00:01.036823 2021-04-10 03:08:19,033 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=1.77ms, fps=5361 images/s, loss=1.9482, top1-acc=53.72%, top5-acc=78.22%, remaining_time=0:00:00.504880, arrival_time=2021-04-10 03:08:19.537995, cost_time=0:00:01.514634 2021-04-10 03:08:19,473 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=0.11ms, fps=5271 images/s, loss=1.9366, top1-acc=53.96%, top5-acc=78.41%, remaining_time=0:00:00, arrival_time=2021-04-10 03:08:19.473835, cost_time=0:00:01.955551 2021-04-10 03:08:20,572 INFO : Epoch=0055 complete, best val top1-acc=54.72%, top5-acc=80.45% (epoch=49), remaining_time=1:18:13.958995, arrival_time=2021-04-10 04:26:34.531227, cost_time=0:29:40.467199 2021-04-10 03:08:20,572 INFO : Train start, epoch=0056, lr=0.082472 2021-04-10 03:08:22,213 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=1.32ms, fps=1561 images/s, loss=1.2771, top1-acc=66.05%, top5-acc=89.10%, remaining_time=0:00:30.508092, arrival_time=2021-04-10 03:08:52.721337, cost_time=0:00:01.640225 2021-04-10 03:08:23,678 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=1.39ms, fps=1747 images/s, loss=1.2857, top1-acc=66.89%, top5-acc=88.93%, remaining_time=0:00:27.332448, arrival_time=2021-04-10 03:08:51.011398, cost_time=0:00:03.105965 2021-04-10 03:08:25,138 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=1.59ms, fps=1754 images/s, loss=1.2669, top1-acc=67.25%, top5-acc=89.04%, remaining_time=0:00:25.262876, arrival_time=2021-04-10 03:08:50.401436, cost_time=0:00:04.565591 2021-04-10 03:08:26,605 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=1.44ms, fps=1745 images/s, loss=1.2753, top1-acc=66.79%, top5-acc=89.04%, remaining_time=0:00:23.527608, arrival_time=2021-04-10 03:08:50.133313, cost_time=0:00:06.032732 2021-04-10 03:08:28,072 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=3.21ms, fps=1746 images/s, loss=1.2635, top1-acc=66.99%, top5-acc=89.09%, remaining_time=0:00:21.897372, arrival_time=2021-04-10 03:08:49.969490, cost_time=0:00:07.499120 2021-04-10 03:08:29,535 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=1.39ms, fps=1750 images/s, loss=1.2685, top1-acc=66.91%, top5-acc=88.95%, remaining_time=0:00:20.314592, arrival_time=2021-04-10 03:08:49.849887, cost_time=0:00:08.962323 2021-04-10 03:08:31,011 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=1.49ms, fps=1735 images/s, loss=1.2604, top1-acc=67.07%, top5-acc=89.07%, remaining_time=0:00:18.788868, arrival_time=2021-04-10 03:08:49.800177, cost_time=0:00:10.438271 2021-04-10 03:08:32,489 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.48ms, fps=1733 images/s, loss=1.2538, top1-acc=67.26%, top5-acc=89.16%, remaining_time=0:00:17.278780, arrival_time=2021-04-10 03:08:49.768221, cost_time=0:00:11.916383 2021-04-10 03:08:33,953 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=1.63ms, fps=1749 images/s, loss=1.2600, top1-acc=67.30%, top5-acc=89.02%, remaining_time=0:00:15.759338, arrival_time=2021-04-10 03:08:49.712947, cost_time=0:00:13.380545 2021-04-10 03:08:35,411 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=1.71ms, fps=1757 images/s, loss=1.2616, top1-acc=67.28%, top5-acc=89.02%, remaining_time=0:00:14.244864, arrival_time=2021-04-10 03:08:49.656230, cost_time=0:00:14.838393 2021-04-10 03:08:36,884 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=1.97ms, fps=1739 images/s, loss=1.2591, top1-acc=67.37%, top5-acc=89.07%, remaining_time=0:00:12.752424, arrival_time=2021-04-10 03:08:49.636826, cost_time=0:00:16.311239 2021-04-10 03:08:38,351 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=2.15ms, fps=1746 images/s, loss=1.2575, top1-acc=67.44%, top5-acc=89.11%, remaining_time=0:00:11.259856, arrival_time=2021-04-10 03:08:49.611533, cost_time=0:00:17.778685 2021-04-10 03:08:39,810 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=1.41ms, fps=1755 images/s, loss=1.2595, top1-acc=67.35%, top5-acc=89.10%, remaining_time=0:00:09.766944, arrival_time=2021-04-10 03:08:49.577839, cost_time=0:00:19.237916 2021-04-10 03:08:41,274 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=2.47ms, fps=1750 images/s, loss=1.2629, top1-acc=67.27%, top5-acc=89.02%, remaining_time=0:00:08.280552, arrival_time=2021-04-10 03:08:49.555000, cost_time=0:00:20.701413 2021-04-10 03:08:42,752 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=1.52ms, fps=1732 images/s, loss=1.2660, top1-acc=67.19%, top5-acc=88.98%, remaining_time=0:00:06.801790, arrival_time=2021-04-10 03:08:49.554578, cost_time=0:00:22.179815 2021-04-10 03:08:44,214 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=1.95ms, fps=1752 images/s, loss=1.2719, top1-acc=67.04%, top5-acc=88.88%, remaining_time=0:00:05.319360, arrival_time=2021-04-10 03:08:49.533961, cost_time=0:00:23.641549 2021-04-10 03:08:45,677 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=1.58ms, fps=1751 images/s, loss=1.2720, top1-acc=67.01%, top5-acc=88.84%, remaining_time=0:00:03.839420, arrival_time=2021-04-10 03:08:49.516379, cost_time=0:00:25.103934 2021-04-10 03:08:47,134 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=1.53ms, fps=1757 images/s, loss=1.2761, top1-acc=66.93%, top5-acc=88.78%, remaining_time=0:00:02.361056, arrival_time=2021-04-10 03:08:49.495934, cost_time=0:00:26.561909 2021-04-10 03:08:48,604 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.37ms, fps=1743 images/s, loss=1.2790, top1-acc=66.84%, top5-acc=88.76%, remaining_time=0:00:00.885192, arrival_time=2021-04-10 03:08:49.489216, cost_time=0:00:28.030999 2021-04-10 03:08:49,400 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=1.37ms, fps=1710 images/s, loss=1.2811, top1-acc=66.84%, top5-acc=88.75%, remaining_time=0:00:00, arrival_time=2021-04-10 03:08:49.400065, cost_time=0:00:28.827104 2021-04-10 03:08:49,954 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=0.20ms, fps=4624 images/s, loss=2.1343, top1-acc=50.70%, top5-acc=75.39%, remaining_time=0:00:01.660860, arrival_time=2021-04-10 03:08:51.615541, cost_time=0:00:00.553624 2021-04-10 03:08:50,431 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=1.28ms, fps=5376 images/s, loss=2.1295, top1-acc=50.76%, top5-acc=75.61%, remaining_time=0:00:01.030180, arrival_time=2021-04-10 03:08:51.461440, cost_time=0:00:01.030181 2021-04-10 03:08:50,916 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=1.68ms, fps=5278 images/s, loss=2.1436, top1-acc=50.46%, top5-acc=75.26%, remaining_time=0:00:00.505200, arrival_time=2021-04-10 03:08:51.421889, cost_time=0:00:01.515607 2021-04-10 03:08:51,355 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=0.11ms, fps=5289 images/s, loss=2.1224, top1-acc=50.73%, top5-acc=75.36%, remaining_time=0:00:00, arrival_time=2021-04-10 03:08:51.355735, cost_time=0:00:01.954654 2021-04-10 03:08:52,668 INFO : Epoch=0056 complete, best val top1-acc=54.72%, top5-acc=80.45% (epoch=49), remaining_time=1:17:40.878240, arrival_time=2021-04-10 04:26:33.547093, cost_time=0:30:12.563785 2021-04-10 03:08:52,669 INFO : Train start, epoch=0057, lr=0.081871 2021-04-10 03:08:54,353 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=0.26ms, fps=1521 images/s, loss=1.2833, top1-acc=66.41%, top5-acc=88.71%, remaining_time=0:00:31.306218, arrival_time=2021-04-10 03:09:25.659244, cost_time=0:00:01.683127 2021-04-10 03:08:55,809 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=1.85ms, fps=1758 images/s, loss=1.2502, top1-acc=67.27%, top5-acc=88.55%, remaining_time=0:00:27.628832, arrival_time=2021-04-10 03:09:23.438361, cost_time=0:00:03.139648 2021-04-10 03:08:57,272 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=1.94ms, fps=1751 images/s, loss=1.2282, top1-acc=67.88%, top5-acc=89.00%, remaining_time=0:00:25.465728, arrival_time=2021-04-10 03:09:22.737921, cost_time=0:00:04.602238 2021-04-10 03:08:58,735 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=1.32ms, fps=1750 images/s, loss=1.2481, top1-acc=67.51%, top5-acc=88.83%, remaining_time=0:00:23.656932, arrival_time=2021-04-10 03:09:22.392724, cost_time=0:00:06.065886 2021-04-10 03:09:00,204 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=1.45ms, fps=1744 images/s, loss=1.2428, top1-acc=67.55%, top5-acc=88.89%, remaining_time=0:00:22.001032, arrival_time=2021-04-10 03:09:22.205511, cost_time=0:00:07.534578 2021-04-10 03:09:01,662 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=1.88ms, fps=1756 images/s, loss=1.2377, top1-acc=67.70%, top5-acc=89.03%, remaining_time=0:00:20.383544, arrival_time=2021-04-10 03:09:22.046194, cost_time=0:00:08.992750 2021-04-10 03:09:03,119 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=1.89ms, fps=1758 images/s, loss=1.2432, top1-acc=67.66%, top5-acc=88.92%, remaining_time=0:00:18.808902, arrival_time=2021-04-10 03:09:21.928183, cost_time=0:00:10.449365 2021-04-10 03:09:04,575 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=1.54ms, fps=1759 images/s, loss=1.2382, top1-acc=67.70%, top5-acc=88.98%, remaining_time=0:00:17.262424, arrival_time=2021-04-10 03:09:21.837544, cost_time=0:00:11.905152 2021-04-10 03:09:06,031 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=1.69ms, fps=1759 images/s, loss=1.2383, top1-acc=67.77%, top5-acc=89.01%, remaining_time=0:00:15.736336, arrival_time=2021-04-10 03:09:21.767301, cost_time=0:00:13.361036 2021-04-10 03:09:07,493 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=1.46ms, fps=1751 images/s, loss=1.2422, top1-acc=67.74%, top5-acc=88.93%, remaining_time=0:00:14.230272, arrival_time=2021-04-10 03:09:21.723420, cost_time=0:00:14.823245 2021-04-10 03:09:08,964 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=1.42ms, fps=1740 images/s, loss=1.2479, top1-acc=67.60%, top5-acc=88.91%, remaining_time=0:00:12.739438, arrival_time=2021-04-10 03:09:21.704007, cost_time=0:00:16.294598 2021-04-10 03:09:10,428 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=2.23ms, fps=1750 images/s, loss=1.2520, top1-acc=67.53%, top5-acc=88.86%, remaining_time=0:00:11.246860, arrival_time=2021-04-10 03:09:21.675007, cost_time=0:00:17.758254 2021-04-10 03:09:11,883 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=1.36ms, fps=1760 images/s, loss=1.2565, top1-acc=67.43%, top5-acc=88.75%, remaining_time=0:00:09.754602, arrival_time=2021-04-10 03:09:21.638071, cost_time=0:00:19.213567 2021-04-10 03:09:13,346 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=2.10ms, fps=1751 images/s, loss=1.2560, top1-acc=67.43%, top5-acc=88.76%, remaining_time=0:00:08.270416, arrival_time=2021-04-10 03:09:21.616411, cost_time=0:00:20.676052 2021-04-10 03:09:14,804 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=1.34ms, fps=1756 images/s, loss=1.2567, top1-acc=67.42%, top5-acc=88.81%, remaining_time=0:00:06.787990, arrival_time=2021-04-10 03:09:21.592631, cost_time=0:00:22.134723 2021-04-10 03:09:16,272 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=2.19ms, fps=1744 images/s, loss=1.2607, top1-acc=67.33%, top5-acc=88.76%, remaining_time=0:00:05.310648, arrival_time=2021-04-10 03:09:21.583444, cost_time=0:00:23.602850 2021-04-10 03:09:17,737 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=1.61ms, fps=1749 images/s, loss=1.2651, top1-acc=67.31%, top5-acc=88.71%, remaining_time=0:00:03.833804, arrival_time=2021-04-10 03:09:21.570882, cost_time=0:00:25.067167 2021-04-10 03:09:19,196 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=1.49ms, fps=1754 images/s, loss=1.2684, top1-acc=67.23%, top5-acc=88.66%, remaining_time=0:00:02.357952, arrival_time=2021-04-10 03:09:21.554853, cost_time=0:00:26.526994 2021-04-10 03:09:20,659 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.30ms, fps=1751 images/s, loss=1.2683, top1-acc=67.22%, top5-acc=88.70%, remaining_time=0:00:00.883872, arrival_time=2021-04-10 03:09:21.543103, cost_time=0:00:27.989275 2021-04-10 03:09:21,456 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=1.23ms, fps=1708 images/s, loss=1.2667, top1-acc=67.27%, top5-acc=88.72%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:21.456013, cost_time=0:00:28.786124 2021-04-10 03:09:22,012 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=0.33ms, fps=4612 images/s, loss=2.1221, top1-acc=50.20%, top5-acc=77.30%, remaining_time=0:00:01.665000, arrival_time=2021-04-10 03:09:23.677114, cost_time=0:00:00.555000 2021-04-10 03:09:22,493 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=1.41ms, fps=5322 images/s, loss=2.1066, top1-acc=50.86%, top5-acc=78.05%, remaining_time=0:00:01.036560, arrival_time=2021-04-10 03:09:23.530219, cost_time=0:00:01.036554 2021-04-10 03:09:22,972 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=1.41ms, fps=5348 images/s, loss=2.1082, top1-acc=50.96%, top5-acc=77.93%, remaining_time=0:00:00.505250, arrival_time=2021-04-10 03:09:23.478071, cost_time=0:00:01.515760 2021-04-10 03:09:23,410 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=0.06ms, fps=5307 images/s, loss=2.0903, top1-acc=51.10%, top5-acc=77.94%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:23.410333, cost_time=0:00:01.953309 2021-04-10 03:09:24,438 INFO : Epoch=0057 complete, best val top1-acc=54.72%, top5-acc=80.45% (epoch=49), remaining_time=1:17:07.011675, arrival_time=2021-04-10 04:26:31.450040, cost_time=0:30:44.333324 2021-04-10 03:09:24,438 INFO : Train start, epoch=0058, lr=0.081262 2021-04-10 03:09:26,063 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=1.48ms, fps=1576 images/s, loss=1.2628, top1-acc=67.23%, top5-acc=88.05%, remaining_time=0:00:30.220908, arrival_time=2021-04-10 03:09:56.284784, cost_time=0:00:01.624784 2021-04-10 03:09:27,527 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=1.72ms, fps=1750 images/s, loss=1.2780, top1-acc=67.13%, top5-acc=87.73%, remaining_time=0:00:27.178272, arrival_time=2021-04-10 03:09:54.705815, cost_time=0:00:03.088443 2021-04-10 03:09:28,990 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=1.45ms, fps=1750 images/s, loss=1.2719, top1-acc=67.36%, top5-acc=88.07%, remaining_time=0:00:25.185686, arrival_time=2021-04-10 03:09:54.176462, cost_time=0:00:04.551629 2021-04-10 03:09:30,449 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=1.49ms, fps=1756 images/s, loss=1.2643, top1-acc=67.47%, top5-acc=88.29%, remaining_time=0:00:23.439000, arrival_time=2021-04-10 03:09:53.888138, cost_time=0:00:06.010006 2021-04-10 03:09:31,902 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=1.44ms, fps=1762 images/s, loss=1.2655, top1-acc=67.23%, top5-acc=88.45%, remaining_time=0:00:21.792836, arrival_time=2021-04-10 03:09:53.695217, cost_time=0:00:07.463305 2021-04-10 03:09:33,360 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=1.39ms, fps=1756 images/s, loss=1.2626, top1-acc=67.33%, top5-acc=88.55%, remaining_time=0:00:20.222520, arrival_time=2021-04-10 03:09:53.583338, cost_time=0:00:08.921691 2021-04-10 03:09:34,820 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=1.56ms, fps=1755 images/s, loss=1.2533, top1-acc=67.51%, top5-acc=88.71%, remaining_time=0:00:18.686052, arrival_time=2021-04-10 03:09:53.506290, cost_time=0:00:10.381140 2021-04-10 03:09:36,280 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=1.61ms, fps=1754 images/s, loss=1.2462, top1-acc=67.64%, top5-acc=88.79%, remaining_time=0:00:17.169856, arrival_time=2021-04-10 03:09:53.450229, cost_time=0:00:11.841283 2021-04-10 03:09:37,740 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=1.61ms, fps=1753 images/s, loss=1.2424, top1-acc=67.65%, top5-acc=88.86%, remaining_time=0:00:15.666482, arrival_time=2021-04-10 03:09:53.407354, cost_time=0:00:13.301710 2021-04-10 03:09:39,209 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=1.90ms, fps=1744 images/s, loss=1.2444, top1-acc=67.63%, top5-acc=88.88%, remaining_time=0:00:14.179680, arrival_time=2021-04-10 03:09:53.389232, cost_time=0:00:14.770456 2021-04-10 03:09:40,673 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=1.39ms, fps=1749 images/s, loss=1.2418, top1-acc=67.75%, top5-acc=88.94%, remaining_time=0:00:12.692654, arrival_time=2021-04-10 03:09:53.366573, cost_time=0:00:16.234825 2021-04-10 03:09:42,137 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=1.84ms, fps=1750 images/s, loss=1.2488, top1-acc=67.59%, top5-acc=88.84%, remaining_time=0:00:11.208708, arrival_time=2021-04-10 03:09:53.345805, cost_time=0:00:17.697991 2021-04-10 03:09:43,602 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=1.44ms, fps=1747 images/s, loss=1.2490, top1-acc=67.58%, top5-acc=88.87%, remaining_time=0:00:09.729324, arrival_time=2021-04-10 03:09:53.332276, cost_time=0:00:19.163856 2021-04-10 03:09:45,061 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=1.78ms, fps=1756 images/s, loss=1.2505, top1-acc=67.51%, top5-acc=88.87%, remaining_time=0:00:08.248856, arrival_time=2021-04-10 03:09:53.310130, cost_time=0:00:20.622117 2021-04-10 03:09:46,537 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=1.34ms, fps=1734 images/s, loss=1.2507, top1-acc=67.51%, top5-acc=88.87%, remaining_time=0:00:06.776950, arrival_time=2021-04-10 03:09:53.314801, cost_time=0:00:22.098751 2021-04-10 03:09:48,012 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=1.94ms, fps=1737 images/s, loss=1.2538, top1-acc=67.46%, top5-acc=88.84%, remaining_time=0:00:05.303952, arrival_time=2021-04-10 03:09:53.316164, cost_time=0:00:23.573116 2021-04-10 03:09:49,469 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.39ms, fps=1758 images/s, loss=1.2601, top1-acc=67.31%, top5-acc=88.75%, remaining_time=0:00:03.828136, arrival_time=2021-04-10 03:09:53.297292, cost_time=0:00:25.030062 2021-04-10 03:09:50,925 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=1.36ms, fps=1759 images/s, loss=1.2610, top1-acc=67.31%, top5-acc=88.73%, remaining_time=0:00:02.354320, arrival_time=2021-04-10 03:09:53.279561, cost_time=0:00:26.486140 2021-04-10 03:09:52,388 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.47ms, fps=1751 images/s, loss=1.2607, top1-acc=67.33%, top5-acc=88.73%, remaining_time=0:00:00.882600, arrival_time=2021-04-10 03:09:53.270638, cost_time=0:00:27.948950 2021-04-10 03:09:53,184 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=1.24ms, fps=1709 images/s, loss=1.2654, top1-acc=67.24%, top5-acc=88.70%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:53.184200, cost_time=0:00:28.745113 2021-04-10 03:09:53,735 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=0.54ms, fps=4654 images/s, loss=1.9697, top1-acc=54.26%, top5-acc=78.05%, remaining_time=0:00:01.650210, arrival_time=2021-04-10 03:09:55.385662, cost_time=0:00:00.550067 2021-04-10 03:09:54,211 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=1.36ms, fps=5383 images/s, loss=2.0323, top1-acc=53.03%, top5-acc=77.38%, remaining_time=0:00:01.026000, arrival_time=2021-04-10 03:09:55.237376, cost_time=0:00:01.026003 2021-04-10 03:09:54,693 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=1.44ms, fps=5311 images/s, loss=2.0147, top1-acc=53.42%, top5-acc=77.86%, remaining_time=0:00:00.502780, arrival_time=2021-04-10 03:09:55.196498, cost_time=0:00:01.508329 2021-04-10 03:09:55,128 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=0.08ms, fps=5338 images/s, loss=2.0419, top1-acc=52.89%, top5-acc=77.48%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:55.128623, cost_time=0:00:01.943271 2021-04-10 03:09:56,211 INFO : Epoch=0058 complete, best val top1-acc=54.72%, top5-acc=80.45% (epoch=49), remaining_time=1:16:33.224868, arrival_time=2021-04-10 04:26:29.435825, cost_time=0:31:16.105925 2021-04-10 03:09:56,211 INFO : Train start, epoch=0059, lr=0.080645 2021-04-10 03:09:57,844 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=1.44ms, fps=1568 images/s, loss=1.2561, top1-acc=67.89%, top5-acc=88.28%, remaining_time=0:00:30.362454, arrival_time=2021-04-10 03:10:28.206501, cost_time=0:00:01.632389 2021-04-10 03:09:59,297 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=1.37ms, fps=1762 images/s, loss=1.2455, top1-acc=67.95%, top5-acc=88.71%, remaining_time=0:00:27.152752, arrival_time=2021-04-10 03:10:26.449950, cost_time=0:00:03.085539 2021-04-10 03:10:00,759 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=1.40ms, fps=1752 images/s, loss=1.2325, top1-acc=68.05%, top5-acc=88.93%, remaining_time=0:00:25.162778, arrival_time=2021-04-10 03:10:25.921911, cost_time=0:00:04.547486 2021-04-10 03:10:02,218 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=1.58ms, fps=1755 images/s, loss=1.2284, top1-acc=68.03%, top5-acc=89.13%, remaining_time=0:00:23.424804, arrival_time=2021-04-10 03:10:25.642811, cost_time=0:00:06.006354 2021-04-10 03:10:03,677 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=1.47ms, fps=1754 images/s, loss=1.2289, top1-acc=68.00%, top5-acc=89.33%, remaining_time=0:00:21.801012, arrival_time=2021-04-10 03:10:25.478828, cost_time=0:00:07.466121 2021-04-10 03:10:05,141 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=1.56ms, fps=1749 images/s, loss=1.2273, top1-acc=68.09%, top5-acc=89.30%, remaining_time=0:00:20.241424, arrival_time=2021-04-10 03:10:25.383135, cost_time=0:00:08.930052 2021-04-10 03:10:06,607 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=1.54ms, fps=1747 images/s, loss=1.2267, top1-acc=68.23%, top5-acc=89.22%, remaining_time=0:00:18.712134, arrival_time=2021-04-10 03:10:25.319394, cost_time=0:00:10.395603 2021-04-10 03:10:08,080 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=1.44ms, fps=1738 images/s, loss=1.2288, top1-acc=68.20%, top5-acc=89.26%, remaining_time=0:00:17.209876, arrival_time=2021-04-10 03:10:25.290413, cost_time=0:00:11.868883 2021-04-10 03:10:09,539 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=1.39ms, fps=1756 images/s, loss=1.2273, top1-acc=68.25%, top5-acc=89.29%, remaining_time=0:00:15.696692, arrival_time=2021-04-10 03:10:25.235762, cost_time=0:00:13.327422 2021-04-10 03:10:11,001 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=1.56ms, fps=1752 images/s, loss=1.2313, top1-acc=68.19%, top5-acc=89.27%, remaining_time=0:00:14.197632, arrival_time=2021-04-10 03:10:25.198676, cost_time=0:00:14.789241 2021-04-10 03:10:12,466 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=1.65ms, fps=1748 images/s, loss=1.2353, top1-acc=68.15%, top5-acc=89.20%, remaining_time=0:00:12.708134, arrival_time=2021-04-10 03:10:25.174374, cost_time=0:00:16.254552 2021-04-10 03:10:13,925 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=1.42ms, fps=1755 images/s, loss=1.2367, top1-acc=68.03%, top5-acc=89.25%, remaining_time=0:00:11.218740, arrival_time=2021-04-10 03:10:25.144326, cost_time=0:00:17.713772 2021-04-10 03:10:15,391 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=1.36ms, fps=1747 images/s, loss=1.2381, top1-acc=67.99%, top5-acc=89.27%, remaining_time=0:00:09.737574, arrival_time=2021-04-10 03:10:25.129291, cost_time=0:00:19.180064 2021-04-10 03:10:16,853 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=1.54ms, fps=1752 images/s, loss=1.2407, top1-acc=67.97%, top5-acc=89.19%, remaining_time=0:00:08.256696, arrival_time=2021-04-10 03:10:25.110270, cost_time=0:00:20.641802 2021-04-10 03:10:18,320 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=1.97ms, fps=1747 images/s, loss=1.2515, top1-acc=67.64%, top5-acc=89.01%, remaining_time=0:00:06.779848, arrival_time=2021-04-10 03:10:25.099922, cost_time=0:00:22.108269 2021-04-10 03:10:19,788 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.96ms, fps=1745 images/s, loss=1.2555, top1-acc=67.51%, top5-acc=88.88%, remaining_time=0:00:05.304708, arrival_time=2021-04-10 03:10:25.092904, cost_time=0:00:23.576479 2021-04-10 03:10:21,250 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=1.39ms, fps=1751 images/s, loss=1.2579, top1-acc=67.49%, top5-acc=88.84%, remaining_time=0:00:03.829462, arrival_time=2021-04-10 03:10:25.079947, cost_time=0:00:25.038804 2021-04-10 03:10:22,710 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.39ms, fps=1754 images/s, loss=1.2613, top1-acc=67.45%, top5-acc=88.79%, remaining_time=0:00:02.355488, arrival_time=2021-04-10 03:10:25.066334, cost_time=0:00:26.499197 2021-04-10 03:10:24,180 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=1.39ms, fps=1743 images/s, loss=1.2627, top1-acc=67.43%, top5-acc=88.78%, remaining_time=0:00:00.883206, arrival_time=2021-04-10 03:10:25.063137, cost_time=0:00:27.968146 2021-04-10 03:10:24,985 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=1.41ms, fps=1698 images/s, loss=1.2650, top1-acc=67.38%, top5-acc=88.76%, remaining_time=0:00:00, arrival_time=2021-04-10 03:10:24.985292, cost_time=0:00:28.773559 2021-04-10 03:10:25,567 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=2.57ms, fps=4412 images/s, loss=1.7311, top1-acc=57.11%, top5-acc=81.87%, remaining_time=0:00:01.740510, arrival_time=2021-04-10 03:10:27.307650, cost_time=0:00:00.580170 2021-04-10 03:10:26,055 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=1.42ms, fps=5245 images/s, loss=1.7631, top1-acc=56.58%, top5-acc=81.31%, remaining_time=0:00:01.068720, arrival_time=2021-04-10 03:10:27.124507, cost_time=0:00:01.068719 2021-04-10 03:10:26,532 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=1.48ms, fps=5372 images/s, loss=1.7752, top1-acc=56.81%, top5-acc=81.20%, remaining_time=0:00:00.515330, arrival_time=2021-04-10 03:10:27.048254, cost_time=0:00:01.545977 2021-04-10 03:10:26,967 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=0.07ms, fps=5339 images/s, loss=1.7942, top1-acc=56.63%, top5-acc=81.30%, remaining_time=0:00:00, arrival_time=2021-04-10 03:10:26.967832, cost_time=0:00:01.980927 2021-04-10 03:10:29,854 INFO : Epoch=0059 complete, best val top1-acc=56.63%, top5-acc=81.30% (epoch=59), remaining_time=1:16:03.977817, arrival_time=2021-04-10 04:26:33.832541, cost_time=0:31:49.749595 2021-04-10 03:10:29,856 INFO : Train start, epoch=0060, lr=0.080021 2021-04-10 03:10:31,522 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=0.28ms, fps=1537 images/s, loss=1.2956, top1-acc=66.25%, top5-acc=88.44%, remaining_time=0:00:30.983322, arrival_time=2021-04-10 03:11:02.505930, cost_time=0:00:01.665772 2021-04-10 03:10:32,988 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=1.46ms, fps=1747 images/s, loss=1.2501, top1-acc=67.09%, top5-acc=89.02%, remaining_time=0:00:27.559136, arrival_time=2021-04-10 03:11:00.547733, cost_time=0:00:03.131724 2021-04-10 03:10:34,452 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=1.50ms, fps=1750 images/s, loss=1.2280, top1-acc=67.71%, top5-acc=89.15%, remaining_time=0:00:25.427382, arrival_time=2021-04-10 03:10:59.879487, cost_time=0:00:04.595297 2021-04-10 03:10:35,915 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=1.62ms, fps=1749 images/s, loss=1.2315, top1-acc=67.89%, top5-acc=89.19%, remaining_time=0:00:23.630412, arrival_time=2021-04-10 03:10:59.546307, cost_time=0:00:06.059061 2021-04-10 03:10:37,392 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=1.87ms, fps=1734 images/s, loss=1.2341, top1-acc=67.87%, top5-acc=89.22%, remaining_time=0:00:22.005266, arrival_time=2021-04-10 03:10:59.398115, cost_time=0:00:07.536048 2021-04-10 03:10:38,853 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=1.51ms, fps=1754 images/s, loss=1.2262, top1-acc=68.09%, top5-acc=89.36%, remaining_time=0:00:20.391160, arrival_time=2021-04-10 03:10:59.244186, cost_time=0:00:08.996101 2021-04-10 03:10:40,316 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=1.47ms, fps=1750 images/s, loss=1.2234, top1-acc=68.21%, top5-acc=89.27%, remaining_time=0:00:18.827298, arrival_time=2021-04-10 03:10:59.143735, cost_time=0:00:10.459630 2021-04-10 03:10:41,775 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=1.36ms, fps=1755 images/s, loss=1.2369, top1-acc=67.82%, top5-acc=89.11%, remaining_time=0:00:17.282608, arrival_time=2021-04-10 03:10:59.058477, cost_time=0:00:11.919065 2021-04-10 03:10:43,233 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.43ms, fps=1756 images/s, loss=1.2346, top1-acc=67.84%, top5-acc=89.16%, remaining_time=0:00:15.755098, arrival_time=2021-04-10 03:10:58.988890, cost_time=0:00:13.376998 2021-04-10 03:10:44,698 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=1.49ms, fps=1748 images/s, loss=1.2301, top1-acc=67.85%, top5-acc=89.21%, remaining_time=0:00:14.248320, arrival_time=2021-04-10 03:10:58.947158, cost_time=0:00:14.841966 2021-04-10 03:10:46,169 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=1.95ms, fps=1742 images/s, loss=1.2347, top1-acc=67.77%, top5-acc=89.16%, remaining_time=0:00:12.753198, arrival_time=2021-04-10 03:10:58.922268, cost_time=0:00:16.312242 2021-04-10 03:10:47,629 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=1.46ms, fps=1753 images/s, loss=1.2400, top1-acc=67.67%, top5-acc=89.11%, remaining_time=0:00:11.256208, arrival_time=2021-04-10 03:10:58.885987, cost_time=0:00:17.772972 2021-04-10 03:10:49,092 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=1.86ms, fps=1750 images/s, loss=1.2363, top1-acc=67.70%, top5-acc=89.17%, remaining_time=0:00:09.765954, arrival_time=2021-04-10 03:10:58.858784, cost_time=0:00:19.236013 2021-04-10 03:10:50,561 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=1.63ms, fps=1743 images/s, loss=1.2324, top1-acc=67.78%, top5-acc=89.24%, remaining_time=0:00:08.281952, arrival_time=2021-04-10 03:10:58.843717, cost_time=0:00:20.704907 2021-04-10 03:10:52,026 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=1.47ms, fps=1749 images/s, loss=1.2354, top1-acc=67.74%, top5-acc=89.21%, remaining_time=0:00:06.798570, arrival_time=2021-04-10 03:10:58.824566, cost_time=0:00:22.169186 2021-04-10 03:10:53,485 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.89ms, fps=1754 images/s, loss=1.2355, top1-acc=67.75%, top5-acc=89.22%, remaining_time=0:00:05.316516, arrival_time=2021-04-10 03:10:58.802278, cost_time=0:00:23.628949 2021-04-10 03:10:54,942 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=1.61ms, fps=1758 images/s, loss=1.2383, top1-acc=67.69%, top5-acc=89.21%, remaining_time=0:00:03.836560, arrival_time=2021-04-10 03:10:58.778581, cost_time=0:00:25.085154 2021-04-10 03:10:56,401 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.45ms, fps=1754 images/s, loss=1.2397, top1-acc=67.70%, top5-acc=89.12%, remaining_time=0:00:02.359552, arrival_time=2021-04-10 03:10:58.761396, cost_time=0:00:26.545046 2021-04-10 03:10:57,865 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.22ms, fps=1750 images/s, loss=1.2372, top1-acc=67.80%, top5-acc=89.15%, remaining_time=0:00:00.884472, arrival_time=2021-04-10 03:10:58.749505, cost_time=0:00:28.008224 2021-04-10 03:10:58,664 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=1.26ms, fps=1703 images/s, loss=1.2351, top1-acc=67.86%, top5-acc=89.17%, remaining_time=0:00:00, arrival_time=2021-04-10 03:10:58.663996, cost_time=0:00:28.807186 2021-04-10 03:10:59,250 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=0.45ms, fps=4374 images/s, loss=1.7034, top1-acc=59.18%, top5-acc=81.76%, remaining_time=0:00:01.755900, arrival_time=2021-04-10 03:11:01.006414, cost_time=0:00:00.585302 2021-04-10 03:10:59,732 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=1.39ms, fps=5316 images/s, loss=1.7552, top1-acc=57.17%, top5-acc=81.48%, remaining_time=0:00:01.067380, arrival_time=2021-04-10 03:11:00.799894, cost_time=0:00:01.067372 2021-04-10 03:11:00,214 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=1.53ms, fps=5315 images/s, loss=1.7642, top1-acc=57.01%, top5-acc=81.16%, remaining_time=0:00:00.516440, arrival_time=2021-04-10 03:11:00.730922, cost_time=0:00:01.549335 2021-04-10 03:11:00,649 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=0.07ms, fps=5334 images/s, loss=1.7596, top1-acc=56.93%, top5-acc=81.04%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:00.649733, cost_time=0:00:01.984601 2021-04-10 03:11:02,945 INFO : Epoch=0060 complete, best val top1-acc=56.93%, top5-acc=81.04% (epoch=60), remaining_time=1:15:33.294220, arrival_time=2021-04-10 04:26:36.239658, cost_time=0:32:22.840398 2021-04-10 03:11:02,946 INFO : Train start, epoch=0061, lr=0.079389 2021-04-10 03:11:04,645 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=1.55ms, fps=1507 images/s, loss=1.2173, top1-acc=68.71%, top5-acc=89.88%, remaining_time=0:00:31.600284, arrival_time=2021-04-10 03:11:36.245586, cost_time=0:00:01.698939 2021-04-10 03:11:06,098 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=1.41ms, fps=1762 images/s, loss=1.2183, top1-acc=68.03%, top5-acc=90.08%, remaining_time=0:00:27.743056, arrival_time=2021-04-10 03:11:33.841978, cost_time=0:00:03.152624 2021-04-10 03:11:07,557 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=1.56ms, fps=1755 images/s, loss=1.2165, top1-acc=68.20%, top5-acc=89.90%, remaining_time=0:00:25.516524, arrival_time=2021-04-10 03:11:33.074234, cost_time=0:00:04.611415 2021-04-10 03:11:09,016 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=1.51ms, fps=1756 images/s, loss=1.2054, top1-acc=68.64%, top5-acc=89.89%, remaining_time=0:00:23.672532, arrival_time=2021-04-10 03:11:32.688701, cost_time=0:00:06.069871 2021-04-10 03:11:10,478 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=1.59ms, fps=1751 images/s, loss=1.2235, top1-acc=68.28%, top5-acc=89.65%, remaining_time=0:00:21.994024, arrival_time=2021-04-10 03:11:32.472536, cost_time=0:00:07.532205 2021-04-10 03:11:11,943 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=2.02ms, fps=1748 images/s, loss=1.2298, top1-acc=68.07%, top5-acc=89.57%, remaining_time=0:00:20.393472, arrival_time=2021-04-10 03:11:32.336888, cost_time=0:00:08.997119 2021-04-10 03:11:13,400 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=1.64ms, fps=1757 images/s, loss=1.2330, top1-acc=67.97%, top5-acc=89.54%, remaining_time=0:00:18.817722, arrival_time=2021-04-10 03:11:32.218383, cost_time=0:00:10.454313 2021-04-10 03:11:14,863 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=1.58ms, fps=1751 images/s, loss=1.2358, top1-acc=67.91%, top5-acc=89.52%, remaining_time=0:00:17.279940, arrival_time=2021-04-10 03:11:32.143495, cost_time=0:00:11.917211 2021-04-10 03:11:16,327 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=1.37ms, fps=1750 images/s, loss=1.2355, top1-acc=67.93%, top5-acc=89.47%, remaining_time=0:00:15.759550, arrival_time=2021-04-10 03:11:32.086598, cost_time=0:00:13.380710 2021-04-10 03:11:17,790 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=2.16ms, fps=1750 images/s, loss=1.2315, top1-acc=67.93%, top5-acc=89.52%, remaining_time=0:00:14.250240, arrival_time=2021-04-10 03:11:32.040476, cost_time=0:00:14.843965 2021-04-10 03:11:19,248 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=1.33ms, fps=1756 images/s, loss=1.2352, top1-acc=67.82%, top5-acc=89.50%, remaining_time=0:00:12.745630, arrival_time=2021-04-10 03:11:31.994407, cost_time=0:00:16.302497 2021-04-10 03:11:20,717 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=2.00ms, fps=1744 images/s, loss=1.2386, top1-acc=67.73%, top5-acc=89.42%, remaining_time=0:00:11.254992, arrival_time=2021-04-10 03:11:31.972274, cost_time=0:00:17.770982 2021-04-10 03:11:22,174 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=1.39ms, fps=1757 images/s, loss=1.2407, top1-acc=67.71%, top5-acc=89.37%, remaining_time=0:00:09.762192, arrival_time=2021-04-10 03:11:31.937103, cost_time=0:00:19.228618 2021-04-10 03:11:23,662 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=2.00ms, fps=1722 images/s, loss=1.2356, top1-acc=67.83%, top5-acc=89.38%, remaining_time=0:00:08.286376, arrival_time=2021-04-10 03:11:31.948667, cost_time=0:00:20.715894 2021-04-10 03:11:25,118 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=1.45ms, fps=1759 images/s, loss=1.2413, top1-acc=67.74%, top5-acc=89.29%, remaining_time=0:00:06.799490, arrival_time=2021-04-10 03:11:31.918047, cost_time=0:00:22.172176 2021-04-10 03:11:26,577 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=2.26ms, fps=1756 images/s, loss=1.2358, top1-acc=67.89%, top5-acc=89.36%, remaining_time=0:00:05.316948, arrival_time=2021-04-10 03:11:31.894086, cost_time=0:00:23.630828 2021-04-10 03:11:28,036 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=1.46ms, fps=1755 images/s, loss=1.2382, top1-acc=67.82%, top5-acc=89.34%, remaining_time=0:00:03.837288, arrival_time=2021-04-10 03:11:31.873515, cost_time=0:00:25.089938 2021-04-10 03:11:29,497 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=2.01ms, fps=1753 images/s, loss=1.2400, top1-acc=67.83%, top5-acc=89.28%, remaining_time=0:00:02.360080, arrival_time=2021-04-10 03:11:31.857481, cost_time=0:00:26.550978 2021-04-10 03:11:30,955 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.47ms, fps=1756 images/s, loss=1.2418, top1-acc=67.76%, top5-acc=89.25%, remaining_time=0:00:00.884508, arrival_time=2021-04-10 03:11:31.840139, cost_time=0:00:28.009350 2021-04-10 03:11:31,756 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=1.82ms, fps=1698 images/s, loss=1.2426, top1-acc=67.78%, top5-acc=89.24%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:31.756768, cost_time=0:00:28.810472 2021-04-10 03:11:32,351 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=0.40ms, fps=4315 images/s, loss=1.9394, top1-acc=54.53%, top5-acc=79.10%, remaining_time=0:00:01.779840, arrival_time=2021-04-10 03:11:34.131010, cost_time=0:00:00.593278 2021-04-10 03:11:32,837 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=2.59ms, fps=5271 images/s, loss=1.9063, top1-acc=54.88%, top5-acc=79.55%, remaining_time=0:00:01.079440, arrival_time=2021-04-10 03:11:33.916806, cost_time=0:00:01.079441 2021-04-10 03:11:33,318 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=1.44ms, fps=5325 images/s, loss=1.8936, top1-acc=55.21%, top5-acc=79.83%, remaining_time=0:00:00.520240, arrival_time=2021-04-10 03:11:33.838937, cost_time=0:00:01.560706 2021-04-10 03:11:33,756 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=0.09ms, fps=5303 images/s, loss=1.8793, top1-acc=55.43%, top5-acc=79.62%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:33.756662, cost_time=0:00:01.998802 2021-04-10 03:11:34,815 INFO : Epoch=0061 complete, best val top1-acc=56.93%, top5-acc=81.04% (epoch=60), remaining_time=1:14:59.750117, arrival_time=2021-04-10 04:26:34.565656, cost_time=0:32:54.710487 2021-04-10 03:11:34,816 INFO : Train start, epoch=0062, lr=0.078750 2021-04-10 03:11:36,452 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=1.37ms, fps=1565 images/s, loss=1.1575, top1-acc=69.80%, top5-acc=89.73%, remaining_time=0:00:30.427368, arrival_time=2021-04-10 03:12:06.879758, cost_time=0:00:01.635875 2021-04-10 03:11:37,909 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=1.52ms, fps=1757 images/s, loss=1.1795, top1-acc=69.08%, top5-acc=89.75%, remaining_time=0:00:27.221216, arrival_time=2021-04-10 03:12:05.131066, cost_time=0:00:03.093320 2021-04-10 03:11:39,366 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=1.64ms, fps=1759 images/s, loss=1.1824, top1-acc=69.11%, top5-acc=89.88%, remaining_time=0:00:25.173734, arrival_time=2021-04-10 03:12:04.539731, cost_time=0:00:04.549470 2021-04-10 03:11:40,832 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=1.48ms, fps=1746 images/s, loss=1.1676, top1-acc=69.52%, top5-acc=89.97%, remaining_time=0:00:23.462556, arrival_time=2021-04-10 03:12:04.295282, cost_time=0:00:06.016027 2021-04-10 03:11:42,305 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=1.96ms, fps=1739 images/s, loss=1.1743, top1-acc=69.54%, top5-acc=89.78%, remaining_time=0:00:21.868464, arrival_time=2021-04-10 03:12:04.174239, cost_time=0:00:07.489187 2021-04-10 03:11:43,763 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=1.41ms, fps=1757 images/s, loss=1.1751, top1-acc=69.61%, top5-acc=89.86%, remaining_time=0:00:20.279912, arrival_time=2021-04-10 03:12:04.043457, cost_time=0:00:08.947008 2021-04-10 03:11:45,228 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=1.39ms, fps=1748 images/s, loss=1.1835, top1-acc=69.39%, top5-acc=89.79%, remaining_time=0:00:18.741492, arrival_time=2021-04-10 03:12:03.970085, cost_time=0:00:10.411972 2021-04-10 03:11:46,695 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=1.47ms, fps=1746 images/s, loss=1.1858, top1-acc=69.20%, top5-acc=89.79%, remaining_time=0:00:17.224028, arrival_time=2021-04-10 03:12:03.919201, cost_time=0:00:11.878633 2021-04-10 03:11:48,157 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=1.36ms, fps=1752 images/s, loss=1.1952, top1-acc=69.02%, top5-acc=89.63%, remaining_time=0:00:15.712274, arrival_time=2021-04-10 03:12:03.869446, cost_time=0:00:13.340607 2021-04-10 03:11:49,618 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=1.76ms, fps=1753 images/s, loss=1.2026, top1-acc=68.72%, top5-acc=89.59%, remaining_time=0:00:14.209632, arrival_time=2021-04-10 03:12:03.827889, cost_time=0:00:14.801726 2021-04-10 03:11:51,080 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=1.38ms, fps=1752 images/s, loss=1.2070, top1-acc=68.67%, top5-acc=89.51%, remaining_time=0:00:12.715014, arrival_time=2021-04-10 03:12:03.795004, cost_time=0:00:16.263346 2021-04-10 03:11:52,540 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=1.58ms, fps=1753 images/s, loss=1.2083, top1-acc=68.68%, top5-acc=89.40%, remaining_time=0:00:11.225200, arrival_time=2021-04-10 03:12:03.765820, cost_time=0:00:17.724013 2021-04-10 03:11:53,999 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=1.36ms, fps=1756 images/s, loss=1.2062, top1-acc=68.74%, top5-acc=89.48%, remaining_time=0:00:09.738894, arrival_time=2021-04-10 03:12:03.738192, cost_time=0:00:19.182731 2021-04-10 03:11:55,459 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=1.49ms, fps=1754 images/s, loss=1.2077, top1-acc=68.73%, top5-acc=89.44%, remaining_time=0:00:08.257032, arrival_time=2021-04-10 03:12:03.716193, cost_time=0:00:20.642638 2021-04-10 03:11:56,924 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=1.61ms, fps=1747 images/s, loss=1.2055, top1-acc=68.79%, top5-acc=89.42%, remaining_time=0:00:06.779940, arrival_time=2021-04-10 03:12:03.704886, cost_time=0:00:22.108426 2021-04-10 03:11:58,386 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=1.80ms, fps=1752 images/s, loss=1.2086, top1-acc=68.65%, top5-acc=89.37%, remaining_time=0:00:05.303160, arrival_time=2021-04-10 03:12:03.689321, cost_time=0:00:23.569615 2021-04-10 03:11:59,850 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=1.54ms, fps=1749 images/s, loss=1.2114, top1-acc=68.60%, top5-acc=89.34%, remaining_time=0:00:03.828734, arrival_time=2021-04-10 03:12:03.679271, cost_time=0:00:25.034013 2021-04-10 03:12:01,319 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=1.47ms, fps=1743 images/s, loss=1.2124, top1-acc=68.64%, top5-acc=89.31%, remaining_time=0:00:02.355808, arrival_time=2021-04-10 03:12:03.675122, cost_time=0:00:26.502781 2021-04-10 03:12:02,783 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=1.75ms, fps=1749 images/s, loss=1.2147, top1-acc=68.56%, top5-acc=89.26%, remaining_time=0:00:00.883164, arrival_time=2021-04-10 03:12:03.666588, cost_time=0:00:27.966896 2021-04-10 03:12:03,578 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=1.43ms, fps=1711 images/s, loss=1.2170, top1-acc=68.51%, top5-acc=89.22%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:03.578894, cost_time=0:00:28.762312 2021-04-10 03:12:04,151 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=0.20ms, fps=4478 images/s, loss=2.1892, top1-acc=51.99%, top5-acc=73.79%, remaining_time=0:00:01.714890, arrival_time=2021-04-10 03:12:05.866508, cost_time=0:00:00.571633 2021-04-10 03:12:04,632 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=1.82ms, fps=5324 images/s, loss=2.2332, top1-acc=51.19%, top5-acc=74.02%, remaining_time=0:00:01.052860, arrival_time=2021-04-10 03:12:05.685693, cost_time=0:00:01.052852 2021-04-10 03:12:05,116 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=2.01ms, fps=5299 images/s, loss=2.2609, top1-acc=50.33%, top5-acc=73.70%, remaining_time=0:00:00.512110, arrival_time=2021-04-10 03:12:05.628487, cost_time=0:00:01.536332 2021-04-10 03:12:05,555 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=0.09ms, fps=5288 images/s, loss=2.2814, top1-acc=50.49%, top5-acc=73.42%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:05.555677, cost_time=0:00:01.975683 2021-04-10 03:12:06,621 INFO : Epoch=0062 complete, best val top1-acc=56.93%, top5-acc=81.04% (epoch=60), remaining_time=1:14:26.116770, arrival_time=2021-04-10 04:26:32.738055, cost_time=0:33:26.516244 2021-04-10 03:12:06,621 INFO : Train start, epoch=0063, lr=0.078104 2021-04-10 03:12:08,253 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=1.76ms, fps=1569 images/s, loss=1.2031, top1-acc=69.80%, top5-acc=89.57%, remaining_time=0:00:30.341250, arrival_time=2021-04-10 03:12:38.594486, cost_time=0:00:01.631249 2021-04-10 03:12:09,710 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=1.45ms, fps=1757 images/s, loss=1.1890, top1-acc=69.69%, top5-acc=89.77%, remaining_time=0:00:27.181088, arrival_time=2021-04-10 03:12:36.891850, cost_time=0:00:03.088762 2021-04-10 03:12:11,173 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=1.40ms, fps=1751 images/s, loss=1.2113, top1-acc=68.85%, top5-acc=89.75%, remaining_time=0:00:25.185354, arrival_time=2021-04-10 03:12:36.358962, cost_time=0:00:04.551571 2021-04-10 03:12:12,635 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=1.38ms, fps=1751 images/s, loss=1.2055, top1-acc=69.03%, top5-acc=89.63%, remaining_time=0:00:23.453664, arrival_time=2021-04-10 03:12:36.089416, cost_time=0:00:06.013762 2021-04-10 03:12:14,101 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=1.62ms, fps=1747 images/s, loss=1.1977, top1-acc=69.00%, top5-acc=89.71%, remaining_time=0:00:21.839702, arrival_time=2021-04-10 03:12:35.941047, cost_time=0:00:07.479361 2021-04-10 03:12:15,562 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=1.44ms, fps=1753 images/s, loss=1.2075, top1-acc=68.71%, top5-acc=89.67%, remaining_time=0:00:20.264952, arrival_time=2021-04-10 03:12:35.827407, cost_time=0:00:08.940421 2021-04-10 03:12:17,022 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=1.57ms, fps=1754 images/s, loss=1.2079, top1-acc=68.62%, top5-acc=89.69%, remaining_time=0:00:18.720324, arrival_time=2021-04-10 03:12:35.742507, cost_time=0:00:10.400189 2021-04-10 03:12:18,489 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=1.57ms, fps=1746 images/s, loss=1.2035, top1-acc=68.70%, top5-acc=89.68%, remaining_time=0:00:17.207092, arrival_time=2021-04-10 03:12:35.696110, cost_time=0:00:11.866933 2021-04-10 03:12:19,957 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=1.41ms, fps=1744 images/s, loss=1.2034, top1-acc=68.75%, top5-acc=89.67%, remaining_time=0:00:15.706232, arrival_time=2021-04-10 03:12:35.663687, cost_time=0:00:13.335450 2021-04-10 03:12:21,421 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=1.99ms, fps=1750 images/s, loss=1.2022, top1-acc=68.78%, top5-acc=89.68%, remaining_time=0:00:14.207136, arrival_time=2021-04-10 03:12:35.628278, cost_time=0:00:14.799069 2021-04-10 03:12:22,877 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=1.35ms, fps=1759 images/s, loss=1.2037, top1-acc=68.76%, top5-acc=89.67%, remaining_time=0:00:12.708822, arrival_time=2021-04-10 03:12:35.586398, cost_time=0:00:16.255443 2021-04-10 03:12:24,347 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=1.65ms, fps=1742 images/s, loss=1.1987, top1-acc=68.88%, top5-acc=89.74%, remaining_time=0:00:11.226264, arrival_time=2021-04-10 03:12:35.573911, cost_time=0:00:17.725651 2021-04-10 03:12:25,806 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=1.63ms, fps=1756 images/s, loss=1.2021, top1-acc=68.85%, top5-acc=89.69%, remaining_time=0:00:09.739620, arrival_time=2021-04-10 03:12:35.545740, cost_time=0:00:19.184042 2021-04-10 03:12:27,263 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=1.46ms, fps=1758 images/s, loss=1.2044, top1-acc=68.80%, top5-acc=89.70%, remaining_time=0:00:08.256528, arrival_time=2021-04-10 03:12:35.519791, cost_time=0:00:20.641255 2021-04-10 03:12:28,728 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=1.47ms, fps=1747 images/s, loss=1.2070, top1-acc=68.78%, top5-acc=89.62%, remaining_time=0:00:06.779388, arrival_time=2021-04-10 03:12:35.508113, cost_time=0:00:22.106680 2021-04-10 03:12:30,197 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=1.39ms, fps=1743 images/s, loss=1.2077, top1-acc=68.77%, top5-acc=89.60%, remaining_time=0:00:05.304564, arrival_time=2021-04-10 03:12:35.502439, cost_time=0:00:23.575883 2021-04-10 03:12:31,660 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=2.17ms, fps=1751 images/s, loss=1.2093, top1-acc=68.72%, top5-acc=89.60%, remaining_time=0:00:03.829358, arrival_time=2021-04-10 03:12:35.489797, cost_time=0:00:25.038093 2021-04-10 03:12:33,125 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=1.37ms, fps=1749 images/s, loss=1.2107, top1-acc=68.70%, top5-acc=89.51%, remaining_time=0:00:02.355856, arrival_time=2021-04-10 03:12:35.481173, cost_time=0:00:26.503318 2021-04-10 03:12:34,591 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.77ms, fps=1747 images/s, loss=1.2094, top1-acc=68.71%, top5-acc=89.52%, remaining_time=0:00:00.883236, arrival_time=2021-04-10 03:12:35.474322, cost_time=0:00:27.969104 2021-04-10 03:12:35,389 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=1.62ms, fps=1705 images/s, loss=1.2111, top1-acc=68.72%, top5-acc=89.52%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:35.388995, cost_time=0:00:28.766946 2021-04-10 03:12:35,948 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=1.53ms, fps=4591 images/s, loss=2.2755, top1-acc=49.41%, top5-acc=74.65%, remaining_time=0:00:01.672800, arrival_time=2021-04-10 03:12:37.621089, cost_time=0:00:00.557602 2021-04-10 03:12:36,426 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=1.50ms, fps=5362 images/s, loss=2.2137, top1-acc=50.90%, top5-acc=75.10%, remaining_time=0:00:01.035520, arrival_time=2021-04-10 03:12:37.461688, cost_time=0:00:01.035523 2021-04-10 03:12:36,909 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=1.32ms, fps=5302 images/s, loss=2.2129, top1-acc=50.64%, top5-acc=75.04%, remaining_time=0:00:00.506240, arrival_time=2021-04-10 03:12:37.415589, cost_time=0:00:01.518718 2021-04-10 03:12:37,344 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=0.08ms, fps=5334 images/s, loss=2.2650, top1-acc=50.28%, top5-acc=74.58%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:37.344581, cost_time=0:00:01.953966 2021-04-10 03:12:38,558 INFO : Epoch=0063 complete, best val top1-acc=56.93%, top5-acc=81.04% (epoch=60), remaining_time=1:13:52.828170, arrival_time=2021-04-10 04:26:31.387083, cost_time=0:33:58.453844 2021-04-10 03:12:38,559 INFO : Train start, epoch=0064, lr=0.077451 2021-04-10 03:12:40,182 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=1.55ms, fps=1578 images/s, loss=1.2561, top1-acc=67.85%, top5-acc=89.22%, remaining_time=0:00:30.171804, arrival_time=2021-04-10 03:13:10.353871, cost_time=0:00:01.622140 2021-04-10 03:12:41,641 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=1.49ms, fps=1754 images/s, loss=1.2128, top1-acc=68.20%, top5-acc=89.90%, remaining_time=0:00:27.121248, arrival_time=2021-04-10 03:13:08.763132, cost_time=0:00:03.081959 2021-04-10 03:12:43,104 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=1.44ms, fps=1750 images/s, loss=1.2264, top1-acc=67.79%, top5-acc=89.45%, remaining_time=0:00:25.148834, arrival_time=2021-04-10 03:13:08.253718, cost_time=0:00:04.544957 2021-04-10 03:12:44,562 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=1.63ms, fps=1757 images/s, loss=1.2044, top1-acc=68.49%, top5-acc=89.71%, remaining_time=0:00:23.410140, arrival_time=2021-04-10 03:13:07.972685, cost_time=0:00:06.002612 2021-04-10 03:12:46,030 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=1.99ms, fps=1744 images/s, loss=1.1954, top1-acc=68.67%, top5-acc=89.85%, remaining_time=0:00:21.814882, arrival_time=2021-04-10 03:13:07.845685, cost_time=0:00:07.470864 2021-04-10 03:12:47,493 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=2.22ms, fps=1751 images/s, loss=1.2012, top1-acc=68.66%, top5-acc=89.77%, remaining_time=0:00:20.249040, arrival_time=2021-04-10 03:13:07.742514, cost_time=0:00:08.933413 2021-04-10 03:12:48,953 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=1.34ms, fps=1755 images/s, loss=1.1935, top1-acc=68.95%, top5-acc=89.87%, remaining_time=0:00:18.707724, arrival_time=2021-04-10 03:13:07.660862, cost_time=0:00:10.393187 2021-04-10 03:12:50,411 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=1.58ms, fps=1756 images/s, loss=1.1974, top1-acc=68.88%, top5-acc=89.83%, remaining_time=0:00:17.184704, arrival_time=2021-04-10 03:13:07.596194, cost_time=0:00:11.851559 2021-04-10 03:12:51,863 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=1.42ms, fps=1764 images/s, loss=1.1998, top1-acc=68.90%, top5-acc=89.77%, remaining_time=0:00:15.668708, arrival_time=2021-04-10 03:13:07.532303, cost_time=0:00:13.303602 2021-04-10 03:12:53,323 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=1.73ms, fps=1755 images/s, loss=1.2045, top1-acc=68.78%, top5-acc=89.66%, remaining_time=0:00:14.172576, arrival_time=2021-04-10 03:13:07.495583, cost_time=0:00:14.763071 2021-04-10 03:12:54,786 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=1.34ms, fps=1750 images/s, loss=1.1943, top1-acc=69.05%, top5-acc=89.78%, remaining_time=0:00:12.686118, arrival_time=2021-04-10 03:13:07.472436, cost_time=0:00:16.226385 2021-04-10 03:12:56,249 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=1.86ms, fps=1750 images/s, loss=1.1967, top1-acc=68.98%, top5-acc=89.80%, remaining_time=0:00:11.203540, arrival_time=2021-04-10 03:13:07.453303, cost_time=0:00:17.689827 2021-04-10 03:12:57,734 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=2.27ms, fps=1725 images/s, loss=1.1945, top1-acc=68.99%, top5-acc=89.82%, remaining_time=0:00:09.734538, arrival_time=2021-04-10 03:13:07.468600, cost_time=0:00:19.174077 2021-04-10 03:12:59,203 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=1.51ms, fps=1743 images/s, loss=1.1972, top1-acc=68.91%, top5-acc=89.77%, remaining_time=0:00:08.257536, arrival_time=2021-04-10 03:13:07.461344, cost_time=0:00:20.643796 2021-04-10 03:13:00,669 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=1.50ms, fps=1747 images/s, loss=1.2005, top1-acc=68.84%, top5-acc=89.72%, remaining_time=0:00:06.780308, arrival_time=2021-04-10 03:13:07.450007, cost_time=0:00:22.109646 2021-04-10 03:13:02,133 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=1.36ms, fps=1750 images/s, loss=1.2064, top1-acc=68.72%, top5-acc=89.60%, remaining_time=0:00:05.303988, arrival_time=2021-04-10 03:13:07.437210, cost_time=0:00:23.573237 2021-04-10 03:13:03,601 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=1.43ms, fps=1745 images/s, loss=1.2116, top1-acc=68.55%, top5-acc=89.54%, remaining_time=0:00:03.829826, arrival_time=2021-04-10 03:13:07.430943, cost_time=0:00:25.041183 2021-04-10 03:13:05,059 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=1.58ms, fps=1756 images/s, loss=1.2133, top1-acc=68.53%, top5-acc=89.53%, remaining_time=0:00:02.355520, arrival_time=2021-04-10 03:13:07.415193, cost_time=0:00:26.499670 2021-04-10 03:13:06,520 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.29ms, fps=1753 images/s, loss=1.2150, top1-acc=68.47%, top5-acc=89.48%, remaining_time=0:00:00.882978, arrival_time=2021-04-10 03:13:07.403804, cost_time=0:00:27.960902 2021-04-10 03:13:07,315 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=1.54ms, fps=1713 images/s, loss=1.2174, top1-acc=68.44%, top5-acc=89.42%, remaining_time=0:00:00, arrival_time=2021-04-10 03:13:07.315027, cost_time=0:00:28.755023 2021-04-10 03:13:07,885 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=0.19ms, fps=4500 images/s, loss=1.8989, top1-acc=55.04%, top5-acc=79.02%, remaining_time=0:00:01.706730, arrival_time=2021-04-10 03:13:09.592453, cost_time=0:00:00.568912 2021-04-10 03:13:08,363 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=2.18ms, fps=5368 images/s, loss=1.9195, top1-acc=54.65%, top5-acc=78.67%, remaining_time=0:00:01.046260, arrival_time=2021-04-10 03:13:09.409359, cost_time=0:00:01.046255 2021-04-10 03:13:08,847 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=2.02ms, fps=5288 images/s, loss=1.9030, top1-acc=54.97%, top5-acc=78.76%, remaining_time=0:00:00.510280, arrival_time=2021-04-10 03:13:09.357956, cost_time=0:00:01.530833 2021-04-10 03:13:09,288 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=0.11ms, fps=5270 images/s, loss=1.8817, top1-acc=55.66%, top5-acc=79.08%, remaining_time=0:00:00, arrival_time=2021-04-10 03:13:09.288330, cost_time=0:00:01.971491 2021-04-10 03:13:10,339 INFO : Epoch=0064 complete, best val top1-acc=56.93%, top5-acc=81.04% (epoch=60), remaining_time=1:13:19.247896, arrival_time=2021-04-10 04:26:29.587233, cost_time=0:34:30.234303 2021-04-10 03:13:10,339 INFO : Train start, epoch=0065, lr=0.076791 2021-04-10 03:13:11,973 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=1.34ms, fps=1567 images/s, loss=1.1447, top1-acc=69.53%, top5-acc=90.74%, remaining_time=0:00:30.387192, arrival_time=2021-04-10 03:13:42.360967, cost_time=0:00:01.633725 2021-04-10 03:13:13,436 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=1.45ms, fps=1751 images/s, loss=1.1671, top1-acc=69.55%, top5-acc=90.45%, remaining_time=0:00:27.248496, arrival_time=2021-04-10 03:13:40.684973, cost_time=0:00:03.096428 2021-04-10 03:13:14,899 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=1.37ms, fps=1750 images/s, loss=1.1633, top1-acc=69.56%, top5-acc=90.42%, remaining_time=0:00:25.229012, arrival_time=2021-04-10 03:13:40.128679, cost_time=0:00:04.559446 2021-04-10 03:13:16,357 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=1.48ms, fps=1757 images/s, loss=1.1628, top1-acc=69.61%, top5-acc=90.54%, remaining_time=0:00:23.467704, arrival_time=2021-04-10 03:13:39.825181, cost_time=0:00:06.017380 2021-04-10 03:13:17,819 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=1.46ms, fps=1751 images/s, loss=1.1627, top1-acc=69.44%, top5-acc=90.44%, remaining_time=0:00:21.840578, arrival_time=2021-04-10 03:13:39.660299, cost_time=0:00:07.479671 2021-04-10 03:13:19,278 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=1.38ms, fps=1756 images/s, loss=1.1554, top1-acc=69.52%, top5-acc=90.42%, remaining_time=0:00:20.259648, arrival_time=2021-04-10 03:13:39.537784, cost_time=0:00:08.938097 2021-04-10 03:13:20,736 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=1.94ms, fps=1756 images/s, loss=1.1586, top1-acc=69.55%, top5-acc=90.35%, remaining_time=0:00:18.713394, arrival_time=2021-04-10 03:13:39.449785, cost_time=0:00:10.396340 2021-04-10 03:13:22,200 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=2.12ms, fps=1749 images/s, loss=1.1646, top1-acc=69.58%, top5-acc=90.32%, remaining_time=0:00:17.197348, arrival_time=2021-04-10 03:13:39.397617, cost_time=0:00:11.860220 2021-04-10 03:13:23,658 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=1.89ms, fps=1756 images/s, loss=1.1750, top1-acc=69.37%, top5-acc=90.20%, remaining_time=0:00:15.686198, arrival_time=2021-04-10 03:13:39.344719, cost_time=0:00:13.318466 2021-04-10 03:13:25,115 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=1.38ms, fps=1757 images/s, loss=1.1761, top1-acc=69.33%, top5-acc=90.19%, remaining_time=0:00:14.184480, arrival_time=2021-04-10 03:13:39.300080, cost_time=0:00:14.775545 2021-04-10 03:13:26,591 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=1.43ms, fps=1736 images/s, loss=1.1815, top1-acc=69.16%, top5-acc=90.16%, remaining_time=0:00:12.705382, arrival_time=2021-04-10 03:13:39.296447, cost_time=0:00:16.251016 2021-04-10 03:13:28,077 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=1.95ms, fps=1723 images/s, loss=1.1814, top1-acc=69.14%, top5-acc=90.15%, remaining_time=0:00:11.233636, arrival_time=2021-04-10 03:13:39.311168, cost_time=0:00:17.737353 2021-04-10 03:13:29,551 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=1.74ms, fps=1738 images/s, loss=1.1860, top1-acc=69.10%, top5-acc=90.03%, remaining_time=0:00:09.753414, arrival_time=2021-04-10 03:13:39.304713, cost_time=0:00:19.211219 2021-04-10 03:13:31,019 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=1.56ms, fps=1744 images/s, loss=1.1891, top1-acc=69.10%, top5-acc=89.98%, remaining_time=0:00:08.271872, arrival_time=2021-04-10 03:13:39.291661, cost_time=0:00:20.679659 2021-04-10 03:13:32,483 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=1.56ms, fps=1750 images/s, loss=1.1908, top1-acc=69.05%, top5-acc=89.94%, remaining_time=0:00:06.790658, arrival_time=2021-04-10 03:13:39.274137, cost_time=0:00:22.143440 2021-04-10 03:13:33,944 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=1.83ms, fps=1753 images/s, loss=1.1905, top1-acc=69.07%, top5-acc=89.98%, remaining_time=0:00:05.310864, arrival_time=2021-04-10 03:13:39.254846, cost_time=0:00:23.603765 2021-04-10 03:13:35,421 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=1.98ms, fps=1734 images/s, loss=1.1942, top1-acc=69.02%, top5-acc=89.93%, remaining_time=0:00:03.835936, arrival_time=2021-04-10 03:13:39.257215, cost_time=0:00:25.081180 2021-04-10 03:13:36,896 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=2.43ms, fps=1736 images/s, loss=1.1962, top1-acc=68.90%, top5-acc=89.87%, remaining_time=0:00:02.360592, arrival_time=2021-04-10 03:13:39.257385, cost_time=0:00:26.556666 2021-04-10 03:13:38,365 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=1.69ms, fps=1744 images/s, loss=1.1961, top1-acc=68.90%, top5-acc=89.86%, remaining_time=0:00:00.885006, arrival_time=2021-04-10 03:13:39.250362, cost_time=0:00:28.025250 2021-04-10 03:13:39,163 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=1.36ms, fps=1705 images/s, loss=1.1957, top1-acc=68.92%, top5-acc=89.87%, remaining_time=0:00:00, arrival_time=2021-04-10 03:13:39.163644, cost_time=0:00:28.823565 2021-04-10 03:13:39,727 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=1.36ms, fps=4550 images/s, loss=2.0985, top1-acc=52.89%, top5-acc=77.34%, remaining_time=0:00:01.687680, arrival_time=2021-04-10 03:13:41.415188, cost_time=0:00:00.562561 2021-04-10 03:13:40,210 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=1.80ms, fps=5301 images/s, loss=2.0853, top1-acc=53.50%, top5-acc=77.07%, remaining_time=0:00:01.046000, arrival_time=2021-04-10 03:13:41.256930, cost_time=0:00:01.045993 2021-04-10 03:13:40,693 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=1.80ms, fps=5316 images/s, loss=2.1020, top1-acc=52.85%, top5-acc=77.03%, remaining_time=0:00:00.509360, arrival_time=2021-04-10 03:13:41.202404, cost_time=0:00:01.528066 2021-04-10 03:13:41,130 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=0.07ms, fps=5305 images/s, loss=2.1067, top1-acc=52.69%, top5-acc=76.98%, remaining_time=0:00:00, arrival_time=2021-04-10 03:13:41.130798, cost_time=0:00:01.965913 2021-04-10 03:13:42,137 INFO : Epoch=0065 complete, best val top1-acc=56.93%, top5-acc=81.04% (epoch=60), remaining_time=1:12:45.760410, arrival_time=2021-04-10 04:26:27.898236, cost_time=0:35:02.032787 2021-04-10 03:13:42,138 INFO : Train start, epoch=0066, lr=0.076125 2021-04-10 03:13:43,779 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=0.27ms, fps=1560 images/s, loss=1.1832, top1-acc=68.95%, top5-acc=89.84%, remaining_time=0:00:30.529482, arrival_time=2021-04-10 03:14:14.309373, cost_time=0:00:01.641369 2021-04-10 03:13:45,248 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=2.03ms, fps=1744 images/s, loss=1.2163, top1-acc=68.26%, top5-acc=89.61%, remaining_time=0:00:27.367472, arrival_time=2021-04-10 03:14:12.616040, cost_time=0:00:03.109946 2021-04-10 03:13:46,706 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=1.34ms, fps=1757 images/s, loss=1.2191, top1-acc=68.29%, top5-acc=89.40%, remaining_time=0:00:25.275326, arrival_time=2021-04-10 03:14:11.981673, cost_time=0:00:04.567816 2021-04-10 03:13:48,160 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=1.58ms, fps=1761 images/s, loss=1.2097, top1-acc=68.39%, top5-acc=89.59%, remaining_time=0:00:23.486580, arrival_time=2021-04-10 03:14:11.647295, cost_time=0:00:06.022194 2021-04-10 03:13:49,621 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=1.43ms, fps=1753 images/s, loss=1.2108, top1-acc=68.30%, top5-acc=89.52%, remaining_time=0:00:21.849484, arrival_time=2021-04-10 03:14:11.470717, cost_time=0:00:07.482718 2021-04-10 03:13:51,091 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=1.99ms, fps=1742 images/s, loss=1.2062, top1-acc=68.41%, top5-acc=89.64%, remaining_time=0:00:20.292560, arrival_time=2021-04-10 03:14:11.383927, cost_time=0:00:08.952576 2021-04-10 03:13:52,555 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=1.58ms, fps=1750 images/s, loss=1.2049, top1-acc=68.45%, top5-acc=89.68%, remaining_time=0:00:18.749178, arrival_time=2021-04-10 03:14:11.304081, cost_time=0:00:10.416206 2021-04-10 03:13:54,017 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.49ms, fps=1752 images/s, loss=1.1935, top1-acc=68.74%, top5-acc=89.78%, remaining_time=0:00:17.223680, arrival_time=2021-04-10 03:14:11.240674, cost_time=0:00:11.878418 2021-04-10 03:13:55,488 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=1.45ms, fps=1740 images/s, loss=1.1883, top1-acc=68.82%, top5-acc=89.87%, remaining_time=0:00:15.723404, arrival_time=2021-04-10 03:14:11.212135, cost_time=0:00:13.350104 2021-04-10 03:13:56,948 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=1.53ms, fps=1755 images/s, loss=1.1835, top1-acc=69.00%, top5-acc=89.92%, remaining_time=0:00:14.217120, arrival_time=2021-04-10 03:14:11.165269, cost_time=0:00:14.809501 2021-04-10 03:13:58,409 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=1.99ms, fps=1753 images/s, loss=1.1844, top1-acc=69.04%, top5-acc=89.88%, remaining_time=0:00:12.720690, arrival_time=2021-04-10 03:14:11.129897, cost_time=0:00:16.270685 2021-04-10 03:13:59,872 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=2.07ms, fps=1750 images/s, loss=1.1840, top1-acc=69.11%, top5-acc=89.87%, remaining_time=0:00:11.231508, arrival_time=2021-04-10 03:14:11.104148, cost_time=0:00:17.734000 2021-04-10 03:14:01,344 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=2.38ms, fps=1740 images/s, loss=1.1881, top1-acc=69.04%, top5-acc=89.82%, remaining_time=0:00:09.750576, arrival_time=2021-04-10 03:14:11.094888, cost_time=0:00:19.205697 2021-04-10 03:14:02,810 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.45ms, fps=1747 images/s, loss=1.1902, top1-acc=69.04%, top5-acc=89.79%, remaining_time=0:00:08.268624, arrival_time=2021-04-10 03:14:11.078664, cost_time=0:00:20.671516 2021-04-10 03:14:04,270 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=2.01ms, fps=1754 images/s, loss=1.1916, top1-acc=69.06%, top5-acc=89.82%, remaining_time=0:00:06.787024, arrival_time=2021-04-10 03:14:11.057077, cost_time=0:00:22.131525 2021-04-10 03:14:05,731 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=1.40ms, fps=1752 images/s, loss=1.1916, top1-acc=69.06%, top5-acc=89.83%, remaining_time=0:00:05.308344, arrival_time=2021-04-10 03:14:11.039624, cost_time=0:00:23.592711 2021-04-10 03:14:07,198 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=1.49ms, fps=1745 images/s, loss=1.1921, top1-acc=69.04%, top5-acc=89.81%, remaining_time=0:00:03.832712, arrival_time=2021-04-10 03:14:11.031512, cost_time=0:00:25.060113 2021-04-10 03:14:08,661 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=1.59ms, fps=1751 images/s, loss=1.1942, top1-acc=69.01%, top5-acc=89.76%, remaining_time=0:00:02.357600, arrival_time=2021-04-10 03:14:11.019207, cost_time=0:00:26.523065 2021-04-10 03:14:10,127 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.28ms, fps=1747 images/s, loss=1.1928, top1-acc=69.06%, top5-acc=89.77%, remaining_time=0:00:00.883866, arrival_time=2021-04-10 03:14:11.011432, cost_time=0:00:27.989030 2021-04-10 03:14:10,920 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=1.24ms, fps=1716 images/s, loss=1.1912, top1-acc=69.08%, top5-acc=89.80%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:10.920716, cost_time=0:00:28.782173 2021-04-10 03:14:11,487 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=1.32ms, fps=4529 images/s, loss=2.2752, top1-acc=50.98%, top5-acc=76.05%, remaining_time=0:00:01.695840, arrival_time=2021-04-10 03:14:13.183170, cost_time=0:00:00.565285 2021-04-10 03:14:11,972 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=1.44ms, fps=5282 images/s, loss=2.2408, top1-acc=51.76%, top5-acc=75.90%, remaining_time=0:00:01.050240, arrival_time=2021-04-10 03:14:13.022571, cost_time=0:00:01.050232 2021-04-10 03:14:12,464 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=2.10ms, fps=5212 images/s, loss=2.2291, top1-acc=51.94%, top5-acc=75.77%, remaining_time=0:00:00.513950, arrival_time=2021-04-10 03:14:12.977909, cost_time=0:00:01.541841 2021-04-10 03:14:12,909 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=0.08ms, fps=5212 images/s, loss=2.2606, top1-acc=51.85%, top5-acc=75.64%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:12.909503, cost_time=0:00:01.987464 2021-04-10 03:14:14,087 INFO : Epoch=0066 complete, best val top1-acc=56.93%, top5-acc=81.04% (epoch=60), remaining_time=1:12:12.630174, arrival_time=2021-04-10 04:26:26.717281, cost_time=0:35:33.982035 2021-04-10 03:14:14,088 INFO : Train start, epoch=0067, lr=0.075452 2021-04-10 03:14:15,725 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=1.55ms, fps=1564 images/s, loss=1.2121, top1-acc=68.24%, top5-acc=90.04%, remaining_time=0:00:30.446340, arrival_time=2021-04-10 03:14:46.171376, cost_time=0:00:01.636900 2021-04-10 03:14:17,192 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=1.33ms, fps=1746 images/s, loss=1.1746, top1-acc=69.14%, top5-acc=90.27%, remaining_time=0:00:27.313968, arrival_time=2021-04-10 03:14:44.505965, cost_time=0:00:03.103855 2021-04-10 03:14:18,651 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=1.39ms, fps=1754 images/s, loss=1.1686, top1-acc=69.45%, top5-acc=90.17%, remaining_time=0:00:25.251920, arrival_time=2021-04-10 03:14:43.903673, cost_time=0:00:04.563614 2021-04-10 03:14:20,109 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=1.41ms, fps=1757 images/s, loss=1.1622, top1-acc=69.80%, top5-acc=89.97%, remaining_time=0:00:23.483616, arrival_time=2021-04-10 03:14:43.593244, cost_time=0:00:06.021422 2021-04-10 03:14:21,568 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=1.52ms, fps=1756 images/s, loss=1.1647, top1-acc=69.71%, top5-acc=89.99%, remaining_time=0:00:21.841600, arrival_time=2021-04-10 03:14:43.409734, cost_time=0:00:07.480002 2021-04-10 03:14:23,027 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=1.41ms, fps=1755 images/s, loss=1.1532, top1-acc=70.01%, top5-acc=90.05%, remaining_time=0:00:20.261552, arrival_time=2021-04-10 03:14:43.288634, cost_time=0:00:08.938925 2021-04-10 03:14:24,488 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=1.59ms, fps=1752 images/s, loss=1.1557, top1-acc=69.84%, top5-acc=90.11%, remaining_time=0:00:18.721080, arrival_time=2021-04-10 03:14:43.209836, cost_time=0:00:10.400605 2021-04-10 03:14:25,948 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=2.14ms, fps=1754 images/s, loss=1.1569, top1-acc=69.72%, top5-acc=90.21%, remaining_time=0:00:17.197232, arrival_time=2021-04-10 03:14:43.145623, cost_time=0:00:11.860183 2021-04-10 03:14:27,420 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=2.34ms, fps=1739 images/s, loss=1.1645, top1-acc=69.67%, top5-acc=90.09%, remaining_time=0:00:15.702946, arrival_time=2021-04-10 03:14:43.123768, cost_time=0:00:13.332651 2021-04-10 03:14:28,885 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=1.45ms, fps=1749 images/s, loss=1.1696, top1-acc=69.50%, top5-acc=90.05%, remaining_time=0:00:14.205216, arrival_time=2021-04-10 03:14:43.090498, cost_time=0:00:14.797133 2021-04-10 03:14:30,348 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=2.18ms, fps=1750 images/s, loss=1.1714, top1-acc=69.46%, top5-acc=89.95%, remaining_time=0:00:12.712692, arrival_time=2021-04-10 03:14:43.061239, cost_time=0:00:16.260397 2021-04-10 03:14:31,812 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=1.57ms, fps=1749 images/s, loss=1.1711, top1-acc=69.49%, top5-acc=89.95%, remaining_time=0:00:11.225428, arrival_time=2021-04-10 03:14:43.038066, cost_time=0:00:17.724415 2021-04-10 03:14:33,273 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=1.59ms, fps=1753 images/s, loss=1.1692, top1-acc=69.63%, top5-acc=89.96%, remaining_time=0:00:09.740082, arrival_time=2021-04-10 03:14:43.013224, cost_time=0:00:19.184995 2021-04-10 03:14:34,742 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.62ms, fps=1742 images/s, loss=1.1708, top1-acc=69.64%, top5-acc=89.90%, remaining_time=0:00:08.261904, arrival_time=2021-04-10 03:14:43.004793, cost_time=0:00:20.654742 2021-04-10 03:14:36,200 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=1.56ms, fps=1757 images/s, loss=1.1712, top1-acc=69.63%, top5-acc=89.91%, remaining_time=0:00:06.781044, arrival_time=2021-04-10 03:14:42.981235, cost_time=0:00:22.112039 2021-04-10 03:14:37,662 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=1.57ms, fps=1751 images/s, loss=1.1759, top1-acc=69.45%, top5-acc=89.84%, remaining_time=0:00:05.304312, arrival_time=2021-04-10 03:14:42.967135, cost_time=0:00:23.574641 2021-04-10 03:14:39,123 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=1.51ms, fps=1754 images/s, loss=1.1768, top1-acc=69.41%, top5-acc=89.87%, remaining_time=0:00:03.828890, arrival_time=2021-04-10 03:14:42.952019, cost_time=0:00:25.034979 2021-04-10 03:14:40,584 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=1.72ms, fps=1752 images/s, loss=1.1777, top1-acc=69.36%, top5-acc=89.88%, remaining_time=0:00:02.355248, arrival_time=2021-04-10 03:14:42.939999, cost_time=0:00:26.496598 2021-04-10 03:14:42,043 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=1.48ms, fps=1756 images/s, loss=1.1761, top1-acc=69.41%, top5-acc=89.90%, remaining_time=0:00:00.882786, arrival_time=2021-04-10 03:14:42.925822, cost_time=0:00:27.954884 2021-04-10 03:14:42,837 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=1.49ms, fps=1714 images/s, loss=1.1779, top1-acc=69.44%, top5-acc=89.83%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:42.837071, cost_time=0:00:28.748877 2021-04-10 03:14:43,392 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=0.20ms, fps=4620 images/s, loss=1.9011, top1-acc=57.66%, top5-acc=80.55%, remaining_time=0:00:01.662210, arrival_time=2021-04-10 03:14:45.054804, cost_time=0:00:00.554066 2021-04-10 03:14:43,870 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=1.50ms, fps=5357 images/s, loss=1.9022, top1-acc=56.70%, top5-acc=79.98%, remaining_time=0:00:01.032260, arrival_time=2021-04-10 03:14:44.903045, cost_time=0:00:01.032261 2021-04-10 03:14:44,356 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=1.77ms, fps=5276 images/s, loss=1.8930, top1-acc=56.37%, top5-acc=80.09%, remaining_time=0:00:00.505950, arrival_time=2021-04-10 03:14:44.862311, cost_time=0:00:01.517840 2021-04-10 03:14:44,792 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=0.08ms, fps=5327 images/s, loss=1.9071, top1-acc=56.19%, top5-acc=80.01%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:44.792248, cost_time=0:00:01.953765 2021-04-10 03:14:45,842 INFO : Epoch=0067 complete, best val top1-acc=56.93%, top5-acc=81.04% (epoch=60), remaining_time=1:11:39.150121, arrival_time=2021-04-10 04:26:24.992448, cost_time=0:36:05.737286 2021-04-10 03:14:45,842 INFO : Train start, epoch=0068, lr=0.074773 2021-04-10 03:14:47,478 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=1.49ms, fps=1565 images/s, loss=1.1282, top1-acc=69.80%, top5-acc=90.66%, remaining_time=0:00:30.423462, arrival_time=2021-04-10 03:15:17.902191, cost_time=0:00:01.635671 2021-04-10 03:14:48,936 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=1.36ms, fps=1757 images/s, loss=1.1007, top1-acc=70.35%, top5-acc=91.27%, remaining_time=0:00:27.219280, arrival_time=2021-04-10 03:15:16.155438, cost_time=0:00:03.093092 2021-04-10 03:14:50,400 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=1.80ms, fps=1749 images/s, loss=1.0984, top1-acc=70.89%, top5-acc=91.22%, remaining_time=0:00:25.216894, arrival_time=2021-04-10 03:15:15.617228, cost_time=0:00:04.557265 2021-04-10 03:14:51,883 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=2.53ms, fps=1727 images/s, loss=1.1138, top1-acc=70.93%, top5-acc=90.99%, remaining_time=0:00:23.556000, arrival_time=2021-04-10 03:15:15.439112, cost_time=0:00:06.040012 2021-04-10 03:14:53,354 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=1.60ms, fps=1740 images/s, loss=1.1205, top1-acc=70.78%, top5-acc=90.81%, remaining_time=0:00:21.934456, arrival_time=2021-04-10 03:15:15.289348, cost_time=0:00:07.511786 2021-04-10 03:14:54,817 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=1.33ms, fps=1751 images/s, loss=1.1212, top1-acc=70.74%, top5-acc=90.76%, remaining_time=0:00:20.341792, arrival_time=2021-04-10 03:15:15.159154, cost_time=0:00:08.974315 2021-04-10 03:14:56,277 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=1.36ms, fps=1754 images/s, loss=1.1106, top1-acc=71.00%, top5-acc=90.96%, remaining_time=0:00:18.781812, arrival_time=2021-04-10 03:15:15.059184, cost_time=0:00:10.434312 2021-04-10 03:14:57,735 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=1.43ms, fps=1756 images/s, loss=1.1200, top1-acc=70.80%, top5-acc=90.85%, remaining_time=0:00:17.243980, arrival_time=2021-04-10 03:15:14.979469, cost_time=0:00:11.892431 2021-04-10 03:14:59,198 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=1.47ms, fps=1751 images/s, loss=1.1248, top1-acc=70.70%, top5-acc=90.74%, remaining_time=0:00:15.729552, arrival_time=2021-04-10 03:15:14.927990, cost_time=0:00:13.355290 2021-04-10 03:15:00,660 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=1.47ms, fps=1752 images/s, loss=1.1295, top1-acc=70.59%, top5-acc=90.68%, remaining_time=0:00:14.224704, arrival_time=2021-04-10 03:15:14.885191, cost_time=0:00:14.817426 2021-04-10 03:15:02,124 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=1.43ms, fps=1749 images/s, loss=1.1284, top1-acc=70.56%, top5-acc=90.71%, remaining_time=0:00:12.729032, arrival_time=2021-04-10 03:15:14.853362, cost_time=0:00:16.281277 2021-04-10 03:15:03,586 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=1.43ms, fps=1752 images/s, loss=1.1359, top1-acc=70.46%, top5-acc=90.61%, remaining_time=0:00:11.237436, arrival_time=2021-04-10 03:15:14.823762, cost_time=0:00:17.743277 2021-04-10 03:15:05,048 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=1.47ms, fps=1752 images/s, loss=1.1405, top1-acc=70.37%, top5-acc=90.53%, remaining_time=0:00:09.750246, arrival_time=2021-04-10 03:15:14.798284, cost_time=0:00:19.204977 2021-04-10 03:15:06,511 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=1.40ms, fps=1750 images/s, loss=1.1438, top1-acc=70.27%, top5-acc=90.48%, remaining_time=0:00:08.267448, arrival_time=2021-04-10 03:15:14.779183, cost_time=0:00:20.668632 2021-04-10 03:15:07,982 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=1.35ms, fps=1742 images/s, loss=1.1501, top1-acc=70.11%, top5-acc=90.38%, remaining_time=0:00:06.789324, arrival_time=2021-04-10 03:15:14.771435, cost_time=0:00:22.139061 2021-04-10 03:15:09,447 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=1.36ms, fps=1747 images/s, loss=1.1557, top1-acc=70.02%, top5-acc=90.30%, remaining_time=0:00:05.311008, arrival_time=2021-04-10 03:15:14.758565, cost_time=0:00:23.604506 2021-04-10 03:15:10,907 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=1.53ms, fps=1754 images/s, loss=1.1581, top1-acc=69.92%, top5-acc=90.26%, remaining_time=0:00:03.833362, arrival_time=2021-04-10 03:15:14.740784, cost_time=0:00:25.064364 2021-04-10 03:15:12,360 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=2.29ms, fps=1762 images/s, loss=1.1585, top1-acc=69.92%, top5-acc=90.29%, remaining_time=0:00:02.357088, arrival_time=2021-04-10 03:15:14.717508, cost_time=0:00:26.517281 2021-04-10 03:15:13,827 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.38ms, fps=1746 images/s, loss=1.1614, top1-acc=69.81%, top5-acc=90.25%, remaining_time=0:00:00.883704, arrival_time=2021-04-10 03:15:14.710808, cost_time=0:00:27.983965 2021-04-10 03:15:14,624 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=1.65ms, fps=1706 images/s, loss=1.1637, top1-acc=69.75%, top5-acc=90.25%, remaining_time=0:00:00, arrival_time=2021-04-10 03:15:14.624887, cost_time=0:00:28.781842 2021-04-10 03:15:15,203 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=1.82ms, fps=4432 images/s, loss=1.7727, top1-acc=57.07%, top5-acc=81.17%, remaining_time=0:00:01.732620, arrival_time=2021-04-10 03:15:16.936170, cost_time=0:00:00.577544 2021-04-10 03:15:15,687 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=1.80ms, fps=5296 images/s, loss=1.7751, top1-acc=57.05%, top5-acc=81.41%, remaining_time=0:00:01.061400, arrival_time=2021-04-10 03:15:16.748807, cost_time=0:00:01.061390 2021-04-10 03:15:16,175 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=1.54ms, fps=5256 images/s, loss=1.7814, top1-acc=56.90%, top5-acc=81.47%, remaining_time=0:00:00.516310, arrival_time=2021-04-10 03:15:16.691266, cost_time=0:00:01.548919 2021-04-10 03:15:16,615 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=0.11ms, fps=5269 images/s, loss=1.7691, top1-acc=56.97%, top5-acc=81.33%, remaining_time=0:00:00, arrival_time=2021-04-10 03:15:16.615736, cost_time=0:00:01.989691 2021-04-10 03:15:18,692 INFO : Epoch=0068 complete, best val top1-acc=56.97%, top5-acc=81.33% (epoch=68), remaining_time=1:11:07.846308, arrival_time=2021-04-10 04:26:26.538874, cost_time=0:36:38.587524 2021-04-10 03:15:18,693 INFO : Train start, epoch=0069, lr=0.074088 2021-04-10 03:15:20,331 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=1.39ms, fps=1563 images/s, loss=1.1089, top1-acc=70.86%, top5-acc=91.33%, remaining_time=0:00:30.473682, arrival_time=2021-04-10 03:15:50.805348, cost_time=0:00:01.638368 2021-04-10 03:15:21,794 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=1.53ms, fps=1751 images/s, loss=1.0928, top1-acc=71.33%, top5-acc=90.74%, remaining_time=0:00:27.288800, arrival_time=2021-04-10 03:15:49.083094, cost_time=0:00:03.100996 2021-04-10 03:15:23,255 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.49ms, fps=1753 images/s, loss=1.1063, top1-acc=70.85%, top5-acc=90.74%, remaining_time=0:00:25.242624, arrival_time=2021-04-10 03:15:48.497829, cost_time=0:00:04.561911 2021-04-10 03:15:24,722 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=1.44ms, fps=1745 images/s, loss=1.1049, top1-acc=71.22%, top5-acc=90.73%, remaining_time=0:00:23.513568, arrival_time=2021-04-10 03:15:48.236118, cost_time=0:00:06.029140 2021-04-10 03:15:26,183 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=1.49ms, fps=1753 images/s, loss=1.1141, top1-acc=71.23%, top5-acc=90.49%, remaining_time=0:00:21.871676, arrival_time=2021-04-10 03:15:48.055273, cost_time=0:00:07.490297 2021-04-10 03:15:27,639 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=1.38ms, fps=1760 images/s, loss=1.1148, top1-acc=71.10%, top5-acc=90.61%, remaining_time=0:00:20.276784, arrival_time=2021-04-10 03:15:47.915724, cost_time=0:00:08.945612 2021-04-10 03:15:29,102 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=1.39ms, fps=1749 images/s, loss=1.1212, top1-acc=70.80%, top5-acc=90.61%, remaining_time=0:00:18.737082, arrival_time=2021-04-10 03:15:47.839884, cost_time=0:00:10.409515 2021-04-10 03:15:30,588 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=1.92ms, fps=1724 images/s, loss=1.1227, top1-acc=70.72%, top5-acc=90.59%, remaining_time=0:00:17.247228, arrival_time=2021-04-10 03:15:47.835221, cost_time=0:00:11.894620 2021-04-10 03:15:32,053 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=2.46ms, fps=1748 images/s, loss=1.1297, top1-acc=70.53%, top5-acc=90.58%, remaining_time=0:00:15.734852, arrival_time=2021-04-10 03:15:47.788048, cost_time=0:00:13.359739 2021-04-10 03:15:33,510 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=1.44ms, fps=1758 images/s, loss=1.1298, top1-acc=70.50%, top5-acc=90.63%, remaining_time=0:00:14.224224, arrival_time=2021-04-10 03:15:47.734442, cost_time=0:00:14.816854 2021-04-10 03:15:34,979 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=1.84ms, fps=1743 images/s, loss=1.1270, top1-acc=70.61%, top5-acc=90.59%, remaining_time=0:00:12.732558, arrival_time=2021-04-10 03:15:47.711781, cost_time=0:00:16.285849 2021-04-10 03:15:36,441 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=1.47ms, fps=1751 images/s, loss=1.1290, top1-acc=70.69%, top5-acc=90.55%, remaining_time=0:00:11.240552, arrival_time=2021-04-10 03:15:47.682038, cost_time=0:00:17.748194 2021-04-10 03:15:37,899 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=2.03ms, fps=1756 images/s, loss=1.1339, top1-acc=70.62%, top5-acc=90.49%, remaining_time=0:00:09.750840, arrival_time=2021-04-10 03:15:47.650420, cost_time=0:00:19.206199 2021-04-10 03:15:39,357 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=1.45ms, fps=1756 images/s, loss=1.1361, top1-acc=70.56%, top5-acc=90.45%, remaining_time=0:00:08.265824, arrival_time=2021-04-10 03:15:47.623621, cost_time=0:00:20.664494 2021-04-10 03:15:40,815 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=1.78ms, fps=1757 images/s, loss=1.1404, top1-acc=70.50%, top5-acc=90.37%, remaining_time=0:00:06.784080, arrival_time=2021-04-10 03:15:47.599432, cost_time=0:00:22.122014 2021-04-10 03:15:42,284 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=2.20ms, fps=1743 images/s, loss=1.1429, top1-acc=70.49%, top5-acc=90.31%, remaining_time=0:00:05.308056, arrival_time=2021-04-10 03:15:47.592900, cost_time=0:00:23.591389 2021-04-10 03:15:43,752 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.74ms, fps=1746 images/s, loss=1.1483, top1-acc=70.34%, top5-acc=90.23%, remaining_time=0:00:03.832582, arrival_time=2021-04-10 03:15:47.585152, cost_time=0:00:25.059130 2021-04-10 03:15:45,211 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=1.94ms, fps=1756 images/s, loss=1.1540, top1-acc=70.20%, top5-acc=90.15%, remaining_time=0:00:02.357168, arrival_time=2021-04-10 03:15:47.568652, cost_time=0:00:26.518178 2021-04-10 03:15:46,675 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.82ms, fps=1749 images/s, loss=1.1529, top1-acc=70.22%, top5-acc=90.17%, remaining_time=0:00:00.883644, arrival_time=2021-04-10 03:15:47.559035, cost_time=0:00:27.981966 2021-04-10 03:15:47,476 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=1.66ms, fps=1698 images/s, loss=1.1508, top1-acc=70.30%, top5-acc=90.20%, remaining_time=0:00:00, arrival_time=2021-04-10 03:15:47.476727, cost_time=0:00:28.783406 2021-04-10 03:15:48,033 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=2.75ms, fps=4612 images/s, loss=1.7082, top1-acc=59.10%, top5-acc=81.56%, remaining_time=0:00:01.665120, arrival_time=2021-04-10 03:15:49.698138, cost_time=0:00:00.555041 2021-04-10 03:15:48,511 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=1.36ms, fps=5351 images/s, loss=1.6994, top1-acc=58.83%, top5-acc=81.78%, remaining_time=0:00:01.033800, arrival_time=2021-04-10 03:15:49.545567, cost_time=0:00:01.033800 2021-04-10 03:15:48,999 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=1.55ms, fps=5251 images/s, loss=1.7191, top1-acc=58.33%, top5-acc=81.71%, remaining_time=0:00:00.507240, arrival_time=2021-04-10 03:15:49.506919, cost_time=0:00:01.521711 2021-04-10 03:15:49,433 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=0.08ms, fps=5351 images/s, loss=1.7411, top1-acc=58.84%, top5-acc=81.93%, remaining_time=0:00:00, arrival_time=2021-04-10 03:15:49.433559, cost_time=0:00:01.955625 2021-04-10 03:15:51,418 INFO : Epoch=0069 complete, best val top1-acc=58.84%, top5-acc=81.93% (epoch=69), remaining_time=1:10:36.262018, arrival_time=2021-04-10 04:26:27.680663, cost_time=0:37:11.313591 2021-04-10 03:15:51,419 INFO : Train start, epoch=0070, lr=0.073396 2021-04-10 03:15:53,084 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=1.60ms, fps=1537 images/s, loss=1.0215, top1-acc=72.58%, top5-acc=92.66%, remaining_time=0:00:30.977928, arrival_time=2021-04-10 03:16:24.062758, cost_time=0:00:01.665479 2021-04-10 03:15:54,542 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=1.35ms, fps=1757 images/s, loss=1.0577, top1-acc=71.97%, top5-acc=91.99%, remaining_time=0:00:27.481520, arrival_time=2021-04-10 03:16:22.023782, cost_time=0:00:03.122909 2021-04-10 03:15:56,002 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=1.34ms, fps=1753 images/s, loss=1.0754, top1-acc=71.59%, top5-acc=91.54%, remaining_time=0:00:25.362144, arrival_time=2021-04-10 03:16:21.365009, cost_time=0:00:04.583512 2021-04-10 03:15:57,478 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=2.15ms, fps=1735 images/s, loss=1.0791, top1-acc=71.38%, top5-acc=91.62%, remaining_time=0:00:23.632128, arrival_time=2021-04-10 03:16:21.110997, cost_time=0:00:06.059509 2021-04-10 03:15:58,941 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=1.41ms, fps=1751 images/s, loss=1.0836, top1-acc=71.18%, top5-acc=91.52%, remaining_time=0:00:21.963364, arrival_time=2021-04-10 03:16:20.904556, cost_time=0:00:07.521700 2021-04-10 03:16:00,410 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=2.60ms, fps=1744 images/s, loss=1.0845, top1-acc=71.28%, top5-acc=91.41%, remaining_time=0:00:20.379056, arrival_time=2021-04-10 03:16:20.789273, cost_time=0:00:08.990776 2021-04-10 03:16:01,871 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=1.50ms, fps=1753 images/s, loss=1.0890, top1-acc=71.18%, top5-acc=91.28%, remaining_time=0:00:18.812934, arrival_time=2021-04-10 03:16:20.683952, cost_time=0:00:10.451662 2021-04-10 03:16:03,333 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.71ms, fps=1751 images/s, loss=1.1053, top1-acc=70.91%, top5-acc=91.01%, remaining_time=0:00:17.275764, arrival_time=2021-04-10 03:16:20.609576, cost_time=0:00:11.914336 2021-04-10 03:16:04,790 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=1.40ms, fps=1758 images/s, loss=1.1109, top1-acc=70.85%, top5-acc=90.87%, remaining_time=0:00:15.748208, arrival_time=2021-04-10 03:16:20.538687, cost_time=0:00:13.371114 2021-04-10 03:16:06,247 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=1.62ms, fps=1758 images/s, loss=1.1171, top1-acc=70.74%, top5-acc=90.79%, remaining_time=0:00:14.234592, arrival_time=2021-04-10 03:16:20.481671, cost_time=0:00:14.827737 2021-04-10 03:16:07,725 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=5.95ms, fps=1732 images/s, loss=1.1183, top1-acc=70.83%, top5-acc=90.76%, remaining_time=0:00:12.748468, arrival_time=2021-04-10 03:16:20.474020, cost_time=0:00:16.306167 2021-04-10 03:16:09,199 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=1.72ms, fps=1738 images/s, loss=1.1235, top1-acc=70.74%, top5-acc=90.64%, remaining_time=0:00:11.260768, arrival_time=2021-04-10 03:16:20.460305, cost_time=0:00:17.780183 2021-04-10 03:16:10,669 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=9.73ms, fps=1743 images/s, loss=1.1265, top1-acc=70.64%, top5-acc=90.63%, remaining_time=0:00:09.772884, arrival_time=2021-04-10 03:16:20.441970, cost_time=0:00:19.249656 2021-04-10 03:16:12,132 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=1.44ms, fps=1750 images/s, loss=1.1286, top1-acc=70.59%, top5-acc=90.61%, remaining_time=0:00:08.285312, arrival_time=2021-04-10 03:16:20.418030, cost_time=0:00:20.713264 2021-04-10 03:16:13,600 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=1.50ms, fps=1745 images/s, loss=1.1340, top1-acc=70.47%, top5-acc=90.51%, remaining_time=0:00:06.802250, arrival_time=2021-04-10 03:16:20.402926, cost_time=0:00:22.181267 2021-04-10 03:16:15,059 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.43ms, fps=1756 images/s, loss=1.1360, top1-acc=70.41%, top5-acc=90.51%, remaining_time=0:00:05.319000, arrival_time=2021-04-10 03:16:20.378389, cost_time=0:00:23.640026 2021-04-10 03:16:16,522 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=2.00ms, fps=1751 images/s, loss=1.1401, top1-acc=70.32%, top5-acc=90.44%, remaining_time=0:00:03.839212, arrival_time=2021-04-10 03:16:20.361188, cost_time=0:00:25.102625 2021-04-10 03:16:17,982 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=1.51ms, fps=1753 images/s, loss=1.1461, top1-acc=70.21%, top5-acc=90.39%, remaining_time=0:00:02.361168, arrival_time=2021-04-10 03:16:20.343805, cost_time=0:00:26.563215 2021-04-10 03:16:19,443 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=1.86ms, fps=1753 images/s, loss=1.1474, top1-acc=70.20%, top5-acc=90.39%, remaining_time=0:00:00.884988, arrival_time=2021-04-10 03:16:20.328903, cost_time=0:00:28.024566 2021-04-10 03:16:20,238 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=1.45ms, fps=1712 images/s, loss=1.1497, top1-acc=70.15%, top5-acc=90.35%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:20.238633, cost_time=0:00:28.819274 2021-04-10 03:16:20,830 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=0.24ms, fps=4336 images/s, loss=1.7837, top1-acc=57.54%, top5-acc=81.29%, remaining_time=0:00:01.770990, arrival_time=2021-04-10 03:16:22.601128, cost_time=0:00:00.590334 2021-04-10 03:16:21,309 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=1.36ms, fps=5342 images/s, loss=1.8386, top1-acc=56.76%, top5-acc=80.88%, remaining_time=0:00:01.070040, arrival_time=2021-04-10 03:16:22.379848, cost_time=0:00:01.070034 2021-04-10 03:16:21,789 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=1.88ms, fps=5343 images/s, loss=1.8158, top1-acc=57.12%, top5-acc=81.20%, remaining_time=0:00:00.516500, arrival_time=2021-04-10 03:16:22.305813, cost_time=0:00:01.549490 2021-04-10 03:16:22,225 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=0.07ms, fps=5326 images/s, loss=1.7972, top1-acc=56.89%, top5-acc=81.13%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:22.225364, cost_time=0:00:01.985626 2021-04-10 03:16:23,346 INFO : Epoch=0070 complete, best val top1-acc=58.84%, top5-acc=81.93% (epoch=69), remaining_time=1:10:03.162860, arrival_time=2021-04-10 04:26:26.509452, cost_time=0:37:43.241523 2021-04-10 03:16:23,347 INFO : Train start, epoch=0071, lr=0.072700 2021-04-10 03:16:24,971 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=0.37ms, fps=1576 images/s, loss=1.1227, top1-acc=70.43%, top5-acc=91.33%, remaining_time=0:00:30.205098, arrival_time=2021-04-10 03:16:55.176783, cost_time=0:00:01.623934 2021-04-10 03:16:26,435 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=1.62ms, fps=1750 images/s, loss=1.1135, top1-acc=70.88%, top5-acc=91.19%, remaining_time=0:00:27.169472, arrival_time=2021-04-10 03:16:53.604673, cost_time=0:00:03.087433 2021-04-10 03:16:27,898 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=1.52ms, fps=1750 images/s, loss=1.1070, top1-acc=71.18%, top5-acc=91.21%, remaining_time=0:00:25.183030, arrival_time=2021-04-10 03:16:53.081916, cost_time=0:00:04.551161 2021-04-10 03:16:29,366 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=1.85ms, fps=1745 images/s, loss=1.0883, top1-acc=71.50%, top5-acc=91.37%, remaining_time=0:00:23.473008, arrival_time=2021-04-10 03:16:52.839455, cost_time=0:00:06.018732 2021-04-10 03:16:30,833 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=1.79ms, fps=1745 images/s, loss=1.0869, top1-acc=71.55%, top5-acc=91.40%, remaining_time=0:00:21.859120, arrival_time=2021-04-10 03:16:52.692822, cost_time=0:00:07.485976 2021-04-10 03:16:32,297 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=2.01ms, fps=1750 images/s, loss=1.0918, top1-acc=71.43%, top5-acc=91.26%, remaining_time=0:00:20.285216, arrival_time=2021-04-10 03:16:52.582310, cost_time=0:00:08.949378 2021-04-10 03:16:33,758 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=1.97ms, fps=1752 images/s, loss=1.0938, top1-acc=71.45%, top5-acc=91.26%, remaining_time=0:00:18.738972, arrival_time=2021-04-10 03:16:52.497244, cost_time=0:00:10.410571 2021-04-10 03:16:35,218 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=1.57ms, fps=1754 images/s, loss=1.1044, top1-acc=71.32%, top5-acc=91.07%, remaining_time=0:00:17.212196, arrival_time=2021-04-10 03:16:52.430369, cost_time=0:00:11.870448 2021-04-10 03:16:36,681 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=1.58ms, fps=1750 images/s, loss=1.1137, top1-acc=71.11%, top5-acc=90.89%, remaining_time=0:00:15.704006, arrival_time=2021-04-10 03:16:52.385352, cost_time=0:00:13.333622 2021-04-10 03:16:38,138 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=1.54ms, fps=1758 images/s, loss=1.1195, top1-acc=70.91%, top5-acc=90.86%, remaining_time=0:00:14.198784, arrival_time=2021-04-10 03:16:52.336884, cost_time=0:00:14.790387 2021-04-10 03:16:39,598 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=1.40ms, fps=1754 images/s, loss=1.1220, top1-acc=70.85%, top5-acc=90.78%, remaining_time=0:00:12.705038, arrival_time=2021-04-10 03:16:52.303367, cost_time=0:00:16.250607 2021-04-10 03:16:41,067 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=1.64ms, fps=1743 images/s, loss=1.1261, top1-acc=70.76%, top5-acc=90.68%, remaining_time=0:00:11.222464, arrival_time=2021-04-10 03:16:52.289913, cost_time=0:00:17.719672 2021-04-10 03:16:42,532 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=1.53ms, fps=1748 images/s, loss=1.1300, top1-acc=70.71%, top5-acc=90.62%, remaining_time=0:00:09.740148, arrival_time=2021-04-10 03:16:52.273002, cost_time=0:00:19.185136 2021-04-10 03:16:43,989 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=1.56ms, fps=1758 images/s, loss=1.1324, top1-acc=70.60%, top5-acc=90.63%, remaining_time=0:00:08.256528, arrival_time=2021-04-10 03:16:52.245580, cost_time=0:00:20.641327 2021-04-10 03:16:45,466 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=2.51ms, fps=1734 images/s, loss=1.1364, top1-acc=70.49%, top5-acc=90.58%, remaining_time=0:00:06.782976, arrival_time=2021-04-10 03:16:52.249141, cost_time=0:00:22.118363 2021-04-10 03:16:46,947 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=1.36ms, fps=1729 images/s, loss=1.1394, top1-acc=70.41%, top5-acc=90.51%, remaining_time=0:00:05.309928, arrival_time=2021-04-10 03:16:52.257350, cost_time=0:00:23.599676 2021-04-10 03:16:48,426 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=1.63ms, fps=1731 images/s, loss=1.1476, top1-acc=70.21%, top5-acc=90.41%, remaining_time=0:00:03.835598, arrival_time=2021-04-10 03:16:52.262341, cost_time=0:00:25.078877 2021-04-10 03:16:49,889 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=1.62ms, fps=1751 images/s, loss=1.1454, top1-acc=70.28%, top5-acc=90.41%, remaining_time=0:00:02.359248, arrival_time=2021-04-10 03:16:52.248582, cost_time=0:00:26.541542 2021-04-10 03:16:51,349 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.39ms, fps=1754 images/s, loss=1.1457, top1-acc=70.29%, top5-acc=90.44%, remaining_time=0:00:00.884274, arrival_time=2021-04-10 03:16:52.234056, cost_time=0:00:28.002059 2021-04-10 03:16:52,143 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=1.46ms, fps=1714 images/s, loss=1.1471, top1-acc=70.27%, top5-acc=90.41%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:52.143913, cost_time=0:00:28.796186 2021-04-10 03:16:52,706 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=1.40ms, fps=4562 images/s, loss=1.7725, top1-acc=56.33%, top5-acc=81.99%, remaining_time=0:00:01.683270, arrival_time=2021-04-10 03:16:54.389483, cost_time=0:00:00.561094 2021-04-10 03:16:53,182 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=1.38ms, fps=5382 images/s, loss=1.7728, top1-acc=56.62%, top5-acc=81.62%, remaining_time=0:00:01.037240, arrival_time=2021-04-10 03:16:54.219554, cost_time=0:00:01.037234 2021-04-10 03:16:53,660 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=1.41ms, fps=5358 images/s, loss=1.7674, top1-acc=57.17%, top5-acc=81.54%, remaining_time=0:00:00.505170, arrival_time=2021-04-10 03:16:54.165773, cost_time=0:00:01.515518 2021-04-10 03:16:54,097 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=0.16ms, fps=5319 images/s, loss=1.7282, top1-acc=57.55%, top5-acc=82.02%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:54.097096, cost_time=0:00:01.952062 2021-04-10 03:16:55,165 INFO : Epoch=0071 complete, best val top1-acc=58.84%, top5-acc=81.93% (epoch=69), remaining_time=1:09:29.898426, arrival_time=2021-04-10 04:26:25.063808, cost_time=0:38:15.060343 2021-04-10 03:16:55,166 INFO : Train start, epoch=0072, lr=0.071997 2021-04-10 03:16:56,829 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=0.29ms, fps=1539 images/s, loss=1.1369, top1-acc=70.55%, top5-acc=90.23%, remaining_time=0:00:30.935892, arrival_time=2021-04-10 03:17:27.765284, cost_time=0:00:01.663220 2021-04-10 03:16:58,301 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=1.40ms, fps=1741 images/s, loss=1.1074, top1-acc=71.27%, top5-acc=91.02%, remaining_time=0:00:27.587296, arrival_time=2021-04-10 03:17:25.888344, cost_time=0:00:03.134930 2021-04-10 03:16:59,758 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=1.43ms, fps=1757 images/s, loss=1.1138, top1-acc=71.16%, top5-acc=90.91%, remaining_time=0:00:25.410948, arrival_time=2021-04-10 03:17:25.169405, cost_time=0:00:04.592339 2021-04-10 03:17:01,216 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=1.51ms, fps=1757 images/s, loss=1.1109, top1-acc=71.19%, top5-acc=90.93%, remaining_time=0:00:23.595156, arrival_time=2021-04-10 03:17:24.811358, cost_time=0:00:06.050041 2021-04-10 03:17:02,679 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=1.50ms, fps=1750 images/s, loss=1.0980, top1-acc=71.41%, top5-acc=91.05%, remaining_time=0:00:21.939274, arrival_time=2021-04-10 03:17:24.618862, cost_time=0:00:07.513473 2021-04-10 03:17:04,136 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=1.47ms, fps=1758 images/s, loss=1.0960, top1-acc=71.42%, top5-acc=91.10%, remaining_time=0:00:20.332680, arrival_time=2021-04-10 03:17:24.469135, cost_time=0:00:08.970318 2021-04-10 03:17:05,593 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=1.44ms, fps=1758 images/s, loss=1.1099, top1-acc=71.27%, top5-acc=90.83%, remaining_time=0:00:18.768960, arrival_time=2021-04-10 03:17:24.362343, cost_time=0:00:10.427223 2021-04-10 03:17:07,053 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=1.63ms, fps=1754 images/s, loss=1.1113, top1-acc=71.17%, top5-acc=90.86%, remaining_time=0:00:17.237020, arrival_time=2021-04-10 03:17:24.290812, cost_time=0:00:11.887601 2021-04-10 03:17:08,509 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=1.78ms, fps=1759 images/s, loss=1.1088, top1-acc=71.22%, top5-acc=90.87%, remaining_time=0:00:15.715560, arrival_time=2021-04-10 03:17:24.225106, cost_time=0:00:13.343382 2021-04-10 03:17:09,975 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=1.48ms, fps=1747 images/s, loss=1.1124, top1-acc=71.19%, top5-acc=90.83%, remaining_time=0:00:14.216736, arrival_time=2021-04-10 03:17:24.192042, cost_time=0:00:14.809148 2021-04-10 03:17:11,435 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=1.53ms, fps=1753 images/s, loss=1.1122, top1-acc=71.25%, top5-acc=90.82%, remaining_time=0:00:12.720002, arrival_time=2021-04-10 03:17:24.155882, cost_time=0:00:16.269773 2021-04-10 03:17:12,900 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=1.56ms, fps=1748 images/s, loss=1.1122, top1-acc=71.23%, top5-acc=90.76%, remaining_time=0:00:11.231888, arrival_time=2021-04-10 03:17:24.132597, cost_time=0:00:17.734584 2021-04-10 03:17:14,360 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=1.40ms, fps=1754 images/s, loss=1.1170, top1-acc=71.12%, top5-acc=90.67%, remaining_time=0:00:09.744702, arrival_time=2021-04-10 03:17:24.104949, cost_time=0:00:19.194132 2021-04-10 03:17:15,821 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=2.11ms, fps=1753 images/s, loss=1.1205, top1-acc=70.98%, top5-acc=90.65%, remaining_time=0:00:08.262072, arrival_time=2021-04-10 03:17:24.083323, cost_time=0:00:20.655144 2021-04-10 03:17:17,278 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=1.79ms, fps=1757 images/s, loss=1.1258, top1-acc=70.87%, top5-acc=90.58%, remaining_time=0:00:06.781044, arrival_time=2021-04-10 03:17:24.059363, cost_time=0:00:22.112161 2021-04-10 03:17:18,757 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=2.21ms, fps=1732 images/s, loss=1.1271, top1-acc=70.87%, top5-acc=90.59%, remaining_time=0:00:05.307912, arrival_time=2021-04-10 03:17:24.064876, cost_time=0:00:23.590690 2021-04-10 03:17:20,221 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=1.41ms, fps=1749 images/s, loss=1.1275, top1-acc=70.81%, top5-acc=90.58%, remaining_time=0:00:03.831932, arrival_time=2021-04-10 03:17:24.052969, cost_time=0:00:25.054928 2021-04-10 03:17:21,680 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=1.63ms, fps=1755 images/s, loss=1.1288, top1-acc=70.78%, top5-acc=90.61%, remaining_time=0:00:02.356800, arrival_time=2021-04-10 03:17:24.036905, cost_time=0:00:26.513974 2021-04-10 03:17:23,150 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=1.93ms, fps=1742 images/s, loss=1.1308, top1-acc=70.75%, top5-acc=90.61%, remaining_time=0:00:00.883710, arrival_time=2021-04-10 03:17:24.034114, cost_time=0:00:27.984244 2021-04-10 03:17:23,951 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=1.29ms, fps=1699 images/s, loss=1.1309, top1-acc=70.76%, top5-acc=90.59%, remaining_time=0:00:00, arrival_time=2021-04-10 03:17:23.951308, cost_time=0:00:28.785185 2021-04-10 03:17:24,557 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=4.43ms, fps=4232 images/s, loss=1.6847, top1-acc=59.18%, top5-acc=83.12%, remaining_time=0:00:01.814790, arrival_time=2021-04-10 03:17:26.372213, cost_time=0:00:00.604934 2021-04-10 03:17:25,035 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=1.68ms, fps=5356 images/s, loss=1.6932, top1-acc=59.24%, top5-acc=82.89%, remaining_time=0:00:01.083340, arrival_time=2021-04-10 03:17:26.119230, cost_time=0:00:01.083333 2021-04-10 03:17:25,513 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=1.59ms, fps=5362 images/s, loss=1.6976, top1-acc=59.01%, top5-acc=83.02%, remaining_time=0:00:00.520470, arrival_time=2021-04-10 03:17:26.034337, cost_time=0:00:01.561420 2021-04-10 03:17:25,951 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=0.08ms, fps=5301 images/s, loss=1.7012, top1-acc=59.32%, top5-acc=83.13%, remaining_time=0:00:00, arrival_time=2021-04-10 03:17:25.951856, cost_time=0:00:01.999447 2021-04-10 03:17:28,060 INFO : Epoch=0072 complete, best val top1-acc=59.32%, top5-acc=83.13% (epoch=72), remaining_time=1:08:58.588032, arrival_time=2021-04-10 04:26:26.648852, cost_time=0:38:47.955742 2021-04-10 03:17:28,061 INFO : Train start, epoch=0073, lr=0.071289 2021-04-10 03:17:29,722 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=1.54ms, fps=1542 images/s, loss=1.0790, top1-acc=72.30%, top5-acc=90.94%, remaining_time=0:00:30.885300, arrival_time=2021-04-10 03:18:00.607740, cost_time=0:00:01.660504 2021-04-10 03:17:31,182 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=1.67ms, fps=1754 images/s, loss=1.0461, top1-acc=72.77%, top5-acc=91.46%, remaining_time=0:00:27.459168, arrival_time=2021-04-10 03:17:58.641444, cost_time=0:00:03.120363 2021-04-10 03:17:32,643 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=1.58ms, fps=1752 images/s, loss=1.0452, top1-acc=72.96%, top5-acc=91.42%, remaining_time=0:00:25.352516, arrival_time=2021-04-10 03:17:57.996194, cost_time=0:00:04.581774 2021-04-10 03:17:34,102 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.97ms, fps=1755 images/s, loss=1.0651, top1-acc=72.47%, top5-acc=91.22%, remaining_time=0:00:23.558496, arrival_time=2021-04-10 03:17:57.661068, cost_time=0:00:06.040650 2021-04-10 03:17:35,566 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=1.42ms, fps=1750 images/s, loss=1.0703, top1-acc=72.17%, top5-acc=91.25%, remaining_time=0:00:21.911826, arrival_time=2021-04-10 03:17:57.477797, cost_time=0:00:07.504056 2021-04-10 03:17:37,029 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=1.43ms, fps=1750 images/s, loss=1.0731, top1-acc=72.08%, top5-acc=91.22%, remaining_time=0:00:20.325200, arrival_time=2021-04-10 03:17:57.354181, cost_time=0:00:08.966974 2021-04-10 03:17:38,502 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=1.42ms, fps=1738 images/s, loss=1.0821, top1-acc=71.87%, top5-acc=91.01%, remaining_time=0:00:18.792774, arrival_time=2021-04-10 03:17:57.295106, cost_time=0:00:10.440410 2021-04-10 03:17:39,962 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=1.62ms, fps=1754 images/s, loss=1.0910, top1-acc=71.76%, top5-acc=90.93%, remaining_time=0:00:17.255116, arrival_time=2021-04-10 03:17:57.217193, cost_time=0:00:11.900078 2021-04-10 03:17:41,420 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=1.54ms, fps=1756 images/s, loss=1.0827, top1-acc=71.92%, top5-acc=91.03%, remaining_time=0:00:15.733262, arrival_time=2021-04-10 03:17:57.153662, cost_time=0:00:13.358399 2021-04-10 03:17:42,878 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.45ms, fps=1756 images/s, loss=1.0879, top1-acc=71.75%, top5-acc=91.01%, remaining_time=0:00:14.224224, arrival_time=2021-04-10 03:17:57.103078, cost_time=0:00:14.816948 2021-04-10 03:17:44,337 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=1.63ms, fps=1756 images/s, loss=1.0926, top1-acc=71.65%, top5-acc=91.00%, remaining_time=0:00:12.724388, arrival_time=2021-04-10 03:17:57.061806, cost_time=0:00:16.275424 2021-04-10 03:17:45,797 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=1.46ms, fps=1754 images/s, loss=1.0970, top1-acc=71.57%, top5-acc=90.94%, remaining_time=0:00:11.232496, arrival_time=2021-04-10 03:17:57.029906, cost_time=0:00:17.735491 2021-04-10 03:17:47,269 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=1.67ms, fps=1740 images/s, loss=1.0966, top1-acc=71.67%, top5-acc=90.98%, remaining_time=0:00:09.751302, arrival_time=2021-04-10 03:17:57.020368, cost_time=0:00:19.207150 2021-04-10 03:17:48,734 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=1.45ms, fps=1747 images/s, loss=1.1001, top1-acc=71.62%, top5-acc=90.92%, remaining_time=0:00:08.269240, arrival_time=2021-04-10 03:17:57.004181, cost_time=0:00:20.673040 2021-04-10 03:17:50,188 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=1.51ms, fps=1762 images/s, loss=1.1076, top1-acc=71.43%, top5-acc=90.84%, remaining_time=0:00:06.785322, arrival_time=2021-04-10 03:17:56.973518, cost_time=0:00:22.126049 2021-04-10 03:17:51,651 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=1.39ms, fps=1751 images/s, loss=1.1087, top1-acc=71.39%, top5-acc=90.86%, remaining_time=0:00:05.307588, arrival_time=2021-04-10 03:17:56.958912, cost_time=0:00:23.589326 2021-04-10 03:17:53,107 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.54ms, fps=1759 images/s, loss=1.1106, top1-acc=71.32%, top5-acc=90.82%, remaining_time=0:00:03.830502, arrival_time=2021-04-10 03:17:56.938041, cost_time=0:00:25.045618 2021-04-10 03:17:54,569 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=1.61ms, fps=1752 images/s, loss=1.1140, top1-acc=71.29%, top5-acc=90.76%, remaining_time=0:00:02.356208, arrival_time=2021-04-10 03:17:56.925529, cost_time=0:00:26.507409 2021-04-10 03:17:56,029 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.47ms, fps=1754 images/s, loss=1.1125, top1-acc=71.33%, top5-acc=90.80%, remaining_time=0:00:00.883188, arrival_time=2021-04-10 03:17:56.912685, cost_time=0:00:27.967542 2021-04-10 03:17:56,826 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=1.29ms, fps=1709 images/s, loss=1.1151, top1-acc=71.24%, top5-acc=90.79%, remaining_time=0:00:00, arrival_time=2021-04-10 03:17:56.826004, cost_time=0:00:28.764059 2021-04-10 03:17:57,416 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=1.31ms, fps=4343 images/s, loss=1.9822, top1-acc=55.00%, top5-acc=79.53%, remaining_time=0:00:01.768410, arrival_time=2021-04-10 03:17:59.184997, cost_time=0:00:00.589472 2021-04-10 03:17:57,895 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=1.37ms, fps=5349 images/s, loss=1.9562, top1-acc=55.55%, top5-acc=79.92%, remaining_time=0:00:01.068380, arrival_time=2021-04-10 03:17:58.963864, cost_time=0:00:01.068372 2021-04-10 03:17:58,373 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=1.50ms, fps=5362 images/s, loss=1.9503, top1-acc=55.83%, top5-acc=79.96%, remaining_time=0:00:00.515380, arrival_time=2021-04-10 03:17:58.888622, cost_time=0:00:01.546127 2021-04-10 03:17:58,812 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=0.09ms, fps=5291 images/s, loss=1.9557, top1-acc=55.77%, top5-acc=79.72%, remaining_time=0:00:00, arrival_time=2021-04-10 03:17:58.812045, cost_time=0:00:01.984967 2021-04-10 03:17:59,909 INFO : Epoch=0073 complete, best val top1-acc=59.32%, top5-acc=83.13% (epoch=72), remaining_time=1:08:25.412414, arrival_time=2021-04-10 04:26:25.321485, cost_time=0:39:19.804022 2021-04-10 03:17:59,909 INFO : Train start, epoch=0074, lr=0.070576 2021-04-10 03:18:01,539 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=0.28ms, fps=1571 images/s, loss=1.1941, top1-acc=68.79%, top5-acc=90.04%, remaining_time=0:00:30.316884, arrival_time=2021-04-10 03:18:31.856677, cost_time=0:00:01.629941 2021-04-10 03:18:02,996 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=1.42ms, fps=1759 images/s, loss=1.1342, top1-acc=70.04%, top5-acc=90.94%, remaining_time=0:00:27.159264, arrival_time=2021-04-10 03:18:30.155351, cost_time=0:00:03.086279 2021-04-10 03:18:04,464 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=1.64ms, fps=1743 images/s, loss=1.1199, top1-acc=70.33%, top5-acc=91.07%, remaining_time=0:00:25.204278, arrival_time=2021-04-10 03:18:29.669084, cost_time=0:00:04.555003 2021-04-10 03:18:05,929 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=1.94ms, fps=1748 images/s, loss=1.0994, top1-acc=70.85%, top5-acc=91.27%, remaining_time=0:00:23.476128, arrival_time=2021-04-10 03:18:29.405614, cost_time=0:00:06.019516 2021-04-10 03:18:07,389 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=1.46ms, fps=1754 images/s, loss=1.0854, top1-acc=71.16%, top5-acc=91.32%, remaining_time=0:00:21.840724, arrival_time=2021-04-10 03:18:29.230344, cost_time=0:00:07.479682 2021-04-10 03:18:08,853 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=1.83ms, fps=1749 images/s, loss=1.0766, top1-acc=71.65%, top5-acc=91.32%, remaining_time=0:00:20.272976, arrival_time=2021-04-10 03:18:29.126741, cost_time=0:00:08.943949 2021-04-10 03:18:10,317 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=1.73ms, fps=1750 images/s, loss=1.0733, top1-acc=71.82%, top5-acc=91.26%, remaining_time=0:00:18.732924, arrival_time=2021-04-10 03:18:29.049955, cost_time=0:00:10.407146 2021-04-10 03:18:11,779 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=1.54ms, fps=1752 images/s, loss=1.0801, top1-acc=71.76%, top5-acc=91.18%, remaining_time=0:00:17.210224, arrival_time=2021-04-10 03:18:28.989174, cost_time=0:00:11.869104 2021-04-10 03:18:13,239 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=1.44ms, fps=1754 images/s, loss=1.0814, top1-acc=71.72%, top5-acc=91.16%, remaining_time=0:00:15.698812, arrival_time=2021-04-10 03:18:28.937812, cost_time=0:00:13.329195 2021-04-10 03:18:14,703 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=1.41ms, fps=1749 images/s, loss=1.0799, top1-acc=71.76%, top5-acc=91.18%, remaining_time=0:00:14.201952, arrival_time=2021-04-10 03:18:28.905448, cost_time=0:00:14.793685 2021-04-10 03:18:16,171 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=1.45ms, fps=1744 images/s, loss=1.0821, top1-acc=71.67%, top5-acc=91.12%, remaining_time=0:00:12.713896, arrival_time=2021-04-10 03:18:28.885684, cost_time=0:00:16.261971 2021-04-10 03:18:17,636 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=1.45ms, fps=1749 images/s, loss=1.0821, top1-acc=71.73%, top5-acc=91.13%, remaining_time=0:00:11.226492, arrival_time=2021-04-10 03:18:28.862475, cost_time=0:00:17.725989 2021-04-10 03:18:19,096 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=1.45ms, fps=1754 images/s, loss=1.0791, top1-acc=71.82%, top5-acc=91.15%, remaining_time=0:00:09.740940, arrival_time=2021-04-10 03:18:28.837452, cost_time=0:00:19.186640 2021-04-10 03:18:20,554 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=1.40ms, fps=1756 images/s, loss=1.0807, top1-acc=71.80%, top5-acc=91.19%, remaining_time=0:00:08.258040, arrival_time=2021-04-10 03:18:28.812974, cost_time=0:00:20.645112 2021-04-10 03:18:22,016 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=1.43ms, fps=1752 images/s, loss=1.0855, top1-acc=71.69%, top5-acc=91.16%, remaining_time=0:00:06.779342, arrival_time=2021-04-10 03:18:28.795665, cost_time=0:00:22.106511 2021-04-10 03:18:23,484 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.43ms, fps=1745 images/s, loss=1.0907, top1-acc=71.56%, top5-acc=91.12%, remaining_time=0:00:05.304240, arrival_time=2021-04-10 03:18:28.788439, cost_time=0:00:23.574387 2021-04-10 03:18:24,943 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=1.52ms, fps=1754 images/s, loss=1.0939, top1-acc=71.49%, top5-acc=91.05%, remaining_time=0:00:03.828734, arrival_time=2021-04-10 03:18:28.772640, cost_time=0:00:25.034089 2021-04-10 03:18:26,400 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=1.43ms, fps=1758 images/s, loss=1.0950, top1-acc=71.50%, top5-acc=91.02%, remaining_time=0:00:02.354704, arrival_time=2021-04-10 03:18:28.755032, cost_time=0:00:26.490471 2021-04-10 03:18:27,860 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=1.38ms, fps=1753 images/s, loss=1.0982, top1-acc=71.45%, top5-acc=90.98%, remaining_time=0:00:00.882666, arrival_time=2021-04-10 03:18:28.743478, cost_time=0:00:27.951005 2021-04-10 03:18:28,657 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=1.26ms, fps=1708 images/s, loss=1.0979, top1-acc=71.45%, top5-acc=90.98%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:28.657654, cost_time=0:00:28.747851 2021-04-10 03:18:29,270 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=0.24ms, fps=4188 images/s, loss=1.8472, top1-acc=57.19%, top5-acc=79.84%, remaining_time=0:00:01.833900, arrival_time=2021-04-10 03:18:31.104113, cost_time=0:00:00.611296 2021-04-10 03:18:29,756 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=2.03ms, fps=5274 images/s, loss=1.8543, top1-acc=57.01%, top5-acc=79.84%, remaining_time=0:00:01.097440, arrival_time=2021-04-10 03:18:30.853613, cost_time=0:00:01.097441 2021-04-10 03:18:30,242 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=1.58ms, fps=5271 images/s, loss=1.8488, top1-acc=57.08%, top5-acc=80.09%, remaining_time=0:00:00.527870, arrival_time=2021-04-10 03:18:30.770191, cost_time=0:00:01.583617 2021-04-10 03:18:30,679 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=0.09ms, fps=5314 images/s, loss=1.8996, top1-acc=56.62%, top5-acc=79.74%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:30.679232, cost_time=0:00:02.020553 2021-04-10 03:18:32,218 INFO : Epoch=0074 complete, best val top1-acc=59.32%, top5-acc=83.13% (epoch=72), remaining_time=1:07:53.058486, arrival_time=2021-04-10 04:26:25.277250, cost_time=0:39:52.113688 2021-04-10 03:18:32,219 INFO : Train start, epoch=0075, lr=0.069857 2021-04-10 03:18:33,886 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=1.58ms, fps=1536 images/s, loss=1.1258, top1-acc=71.48%, top5-acc=90.31%, remaining_time=0:00:30.992994, arrival_time=2021-04-10 03:19:04.879217, cost_time=0:00:01.666289 2021-04-10 03:18:35,343 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=1.36ms, fps=1757 images/s, loss=1.0905, top1-acc=71.87%, top5-acc=91.04%, remaining_time=0:00:27.487680, arrival_time=2021-04-10 03:19:02.831136, cost_time=0:00:03.123602 2021-04-10 03:18:36,810 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=1.37ms, fps=1746 images/s, loss=1.0616, top1-acc=72.64%, top5-acc=91.41%, remaining_time=0:00:25.398664, arrival_time=2021-04-10 03:19:02.208639, cost_time=0:00:04.590118 2021-04-10 03:18:38,275 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=1.40ms, fps=1748 images/s, loss=1.0703, top1-acc=72.33%, top5-acc=91.12%, remaining_time=0:00:23.615280, arrival_time=2021-04-10 03:19:01.890497, cost_time=0:00:06.055205 2021-04-10 03:18:39,749 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=1.56ms, fps=1738 images/s, loss=1.0702, top1-acc=72.30%, top5-acc=91.24%, remaining_time=0:00:21.985264, arrival_time=2021-04-10 03:19:01.734591, cost_time=0:00:07.529212 2021-04-10 03:18:41,223 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=1.61ms, fps=1738 images/s, loss=1.0683, top1-acc=72.30%, top5-acc=91.30%, remaining_time=0:00:20.407344, arrival_time=2021-04-10 03:19:01.630719, cost_time=0:00:09.003235 2021-04-10 03:18:42,689 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=1.42ms, fps=1747 images/s, loss=1.0673, top1-acc=72.34%, top5-acc=91.33%, remaining_time=0:00:18.845820, arrival_time=2021-04-10 03:19:01.535661, cost_time=0:00:10.469885 2021-04-10 03:18:44,152 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=1.46ms, fps=1752 images/s, loss=1.0728, top1-acc=72.20%, top5-acc=91.33%, remaining_time=0:00:17.301748, arrival_time=2021-04-10 03:19:01.453935, cost_time=0:00:11.932249 2021-04-10 03:18:45,614 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.59ms, fps=1752 images/s, loss=1.0716, top1-acc=72.27%, top5-acc=91.45%, remaining_time=0:00:15.775344, arrival_time=2021-04-10 03:19:01.389353, cost_time=0:00:13.394159 2021-04-10 03:18:47,083 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=2.00ms, fps=1743 images/s, loss=1.0717, top1-acc=72.23%, top5-acc=91.40%, remaining_time=0:00:14.268864, arrival_time=2021-04-10 03:19:01.352286, cost_time=0:00:14.863447 2021-04-10 03:18:48,544 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=1.69ms, fps=1753 images/s, loss=1.0801, top1-acc=72.01%, top5-acc=91.28%, remaining_time=0:00:12.762572, arrival_time=2021-04-10 03:19:01.306702, cost_time=0:00:16.324273 2021-04-10 03:18:50,006 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=1.63ms, fps=1751 images/s, loss=1.0794, top1-acc=72.00%, top5-acc=91.26%, remaining_time=0:00:11.264720, arrival_time=2021-04-10 03:19:01.271002, cost_time=0:00:17.786423 2021-04-10 03:18:51,463 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=1.57ms, fps=1758 images/s, loss=1.0809, top1-acc=71.98%, top5-acc=91.19%, remaining_time=0:00:09.769716, arrival_time=2021-04-10 03:19:01.232987, cost_time=0:00:19.243403 2021-04-10 03:18:52,930 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=2.02ms, fps=1745 images/s, loss=1.0779, top1-acc=72.01%, top5-acc=91.23%, remaining_time=0:00:08.284304, arrival_time=2021-04-10 03:19:01.214878, cost_time=0:00:20.710725 2021-04-10 03:18:54,397 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=1.39ms, fps=1746 images/s, loss=1.0799, top1-acc=71.91%, top5-acc=91.24%, remaining_time=0:00:06.801146, arrival_time=2021-04-10 03:19:01.198767, cost_time=0:00:22.177594 2021-04-10 03:18:55,866 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=1.58ms, fps=1743 images/s, loss=1.0843, top1-acc=71.84%, top5-acc=91.15%, remaining_time=0:00:05.320548, arrival_time=2021-04-10 03:19:01.187355, cost_time=0:00:23.646934 2021-04-10 03:18:57,333 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=1.58ms, fps=1746 images/s, loss=1.0852, top1-acc=71.81%, top5-acc=91.10%, remaining_time=0:00:03.840928, arrival_time=2021-04-10 03:19:01.174616, cost_time=0:00:25.113752 2021-04-10 03:18:58,802 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=1.70ms, fps=1744 images/s, loss=1.0885, top1-acc=71.75%, top5-acc=91.06%, remaining_time=0:00:02.362896, arrival_time=2021-04-10 03:19:01.165360, cost_time=0:00:26.582517 2021-04-10 03:19:00,263 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=1.50ms, fps=1753 images/s, loss=1.0906, top1-acc=71.65%, top5-acc=91.02%, remaining_time=0:00:00.885594, arrival_time=2021-04-10 03:19:01.149181, cost_time=0:00:28.043739 2021-04-10 03:19:01,064 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=1.88ms, fps=1699 images/s, loss=1.0956, top1-acc=71.55%, top5-acc=90.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:19:01.064405, cost_time=0:00:28.844496 2021-04-10 03:19:01,660 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=2.20ms, fps=4307 images/s, loss=1.9571, top1-acc=54.49%, top5-acc=78.52%, remaining_time=0:00:01.783020, arrival_time=2021-04-10 03:19:03.442943, cost_time=0:00:00.594341 2021-04-10 03:19:02,136 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=1.46ms, fps=5382 images/s, loss=1.9363, top1-acc=54.96%, top5-acc=79.20%, remaining_time=0:00:01.070480, arrival_time=2021-04-10 03:19:03.206520, cost_time=0:00:01.070481 2021-04-10 03:19:02,616 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=1.45ms, fps=5339 images/s, loss=1.9294, top1-acc=55.14%, top5-acc=79.51%, remaining_time=0:00:00.516780, arrival_time=2021-04-10 03:19:03.132726, cost_time=0:00:01.550335 2021-04-10 03:19:03,051 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=0.08ms, fps=5333 images/s, loss=1.9315, top1-acc=55.11%, top5-acc=79.13%, remaining_time=0:00:00, arrival_time=2021-04-10 03:19:03.051444, cost_time=0:00:01.985911 2021-04-10 03:19:04,135 INFO : Epoch=0075 complete, best val top1-acc=59.32%, top5-acc=83.13% (epoch=72), remaining_time=1:07:20.050125, arrival_time=2021-04-10 04:26:24.185227, cost_time=0:40:24.030039 2021-04-10 03:19:04,136 INFO : Train start, epoch=0076, lr=0.069134 2021-04-10 03:19:05,805 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=1.63ms, fps=1534 images/s, loss=1.0741, top1-acc=72.42%, top5-acc=91.52%, remaining_time=0:00:31.038378, arrival_time=2021-04-10 03:19:36.843345, cost_time=0:00:01.668731 2021-04-10 03:19:07,264 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=1.79ms, fps=1754 images/s, loss=1.0468, top1-acc=72.75%, top5-acc=91.95%, remaining_time=0:00:27.531504, arrival_time=2021-04-10 03:19:34.796330, cost_time=0:00:03.128585 2021-04-10 03:19:08,721 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=1.46ms, fps=1758 images/s, loss=1.0529, top1-acc=72.66%, top5-acc=91.73%, remaining_time=0:00:25.372768, arrival_time=2021-04-10 03:19:34.094382, cost_time=0:00:04.585444 2021-04-10 03:19:10,179 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=1.48ms, fps=1757 images/s, loss=1.0510, top1-acc=72.56%, top5-acc=91.73%, remaining_time=0:00:23.568012, arrival_time=2021-04-10 03:19:33.747258, cost_time=0:00:06.043084 2021-04-10 03:19:11,640 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=1.57ms, fps=1753 images/s, loss=1.0671, top1-acc=72.31%, top5-acc=91.38%, remaining_time=0:00:21.911388, arrival_time=2021-04-10 03:19:33.551624, cost_time=0:00:07.503881 2021-04-10 03:19:13,102 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=1.45ms, fps=1752 images/s, loss=1.0604, top1-acc=72.52%, top5-acc=91.46%, remaining_time=0:00:20.322480, arrival_time=2021-04-10 03:19:33.424462, cost_time=0:00:08.965775 2021-04-10 03:19:14,569 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=1.54ms, fps=1745 images/s, loss=1.0555, top1-acc=72.53%, top5-acc=91.48%, remaining_time=0:00:18.780678, arrival_time=2021-04-10 03:19:33.350525, cost_time=0:00:10.433689 2021-04-10 03:19:16,030 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.54ms, fps=1754 images/s, loss=1.0566, top1-acc=72.43%, top5-acc=91.41%, remaining_time=0:00:17.246068, arrival_time=2021-04-10 03:19:33.276100, cost_time=0:00:11.893877 2021-04-10 03:19:17,501 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=1.86ms, fps=1740 images/s, loss=1.0592, top1-acc=72.51%, top5-acc=91.39%, remaining_time=0:00:15.741636, arrival_time=2021-04-10 03:19:33.243475, cost_time=0:00:13.365557 2021-04-10 03:19:18,977 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=4.60ms, fps=1736 images/s, loss=1.0559, top1-acc=72.63%, top5-acc=91.39%, remaining_time=0:00:14.247168, arrival_time=2021-04-10 03:19:33.224163, cost_time=0:00:14.840752 2021-04-10 03:19:20,452 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=1.53ms, fps=1736 images/s, loss=1.0598, top1-acc=72.52%, top5-acc=91.36%, remaining_time=0:00:12.756036, arrival_time=2021-04-10 03:19:33.208106, cost_time=0:00:16.315815 2021-04-10 03:19:21,927 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.93ms, fps=1737 images/s, loss=1.0638, top1-acc=72.41%, top5-acc=91.30%, remaining_time=0:00:11.267380, arrival_time=2021-04-10 03:19:33.194354, cost_time=0:00:17.790645 2021-04-10 03:19:23,390 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=1.99ms, fps=1750 images/s, loss=1.0667, top1-acc=72.34%, top5-acc=91.26%, remaining_time=0:00:09.775392, arrival_time=2021-04-10 03:19:33.166244, cost_time=0:00:19.254563 2021-04-10 03:19:24,856 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=2.04ms, fps=1748 images/s, loss=1.0691, top1-acc=72.27%, top5-acc=91.27%, remaining_time=0:00:08.287944, arrival_time=2021-04-10 03:19:33.143938, cost_time=0:00:20.719803 2021-04-10 03:19:26,319 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=2.24ms, fps=1750 images/s, loss=1.0714, top1-acc=72.19%, top5-acc=91.29%, remaining_time=0:00:06.802802, arrival_time=2021-04-10 03:19:33.122102, cost_time=0:00:22.183076 2021-04-10 03:19:27,779 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=1.46ms, fps=1754 images/s, loss=1.0739, top1-acc=72.12%, top5-acc=91.24%, remaining_time=0:00:05.319648, arrival_time=2021-04-10 03:19:33.098839, cost_time=0:00:23.642952 2021-04-10 03:19:29,241 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=1.93ms, fps=1751 images/s, loss=1.0758, top1-acc=72.09%, top5-acc=91.24%, remaining_time=0:00:03.839680, arrival_time=2021-04-10 03:19:33.081505, cost_time=0:00:25.105668 2021-04-10 03:19:30,700 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=1.66ms, fps=1755 images/s, loss=1.0747, top1-acc=72.19%, top5-acc=91.22%, remaining_time=0:00:02.361312, arrival_time=2021-04-10 03:19:33.062240, cost_time=0:00:26.564779 2021-04-10 03:19:32,162 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.64ms, fps=1752 images/s, loss=1.0758, top1-acc=72.16%, top5-acc=91.18%, remaining_time=0:00:00.885042, arrival_time=2021-04-10 03:19:33.047495, cost_time=0:00:28.026292 2021-04-10 03:19:32,954 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=1.27ms, fps=1718 images/s, loss=1.0786, top1-acc=72.11%, top5-acc=91.15%, remaining_time=0:00:00, arrival_time=2021-04-10 03:19:32.954329, cost_time=0:00:28.818172 2021-04-10 03:19:33,516 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=1.59ms, fps=4561 images/s, loss=1.8551, top1-acc=58.24%, top5-acc=80.23%, remaining_time=0:00:01.683660, arrival_time=2021-04-10 03:19:35.200406, cost_time=0:00:00.561217 2021-04-10 03:19:33,997 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=1.43ms, fps=5334 images/s, loss=1.8978, top1-acc=56.97%, top5-acc=79.49%, remaining_time=0:00:01.041580, arrival_time=2021-04-10 03:19:35.038632, cost_time=0:00:01.041586 2021-04-10 03:19:34,478 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=1.85ms, fps=5326 images/s, loss=1.9171, top1-acc=56.59%, top5-acc=79.66%, remaining_time=0:00:00.507520, arrival_time=2021-04-10 03:19:34.985572, cost_time=0:00:01.522567 2021-04-10 03:19:34,916 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=0.09ms, fps=5293 images/s, loss=1.8856, top1-acc=56.71%, top5-acc=79.77%, remaining_time=0:00:00, arrival_time=2021-04-10 03:19:34.916800, cost_time=0:00:01.961369 2021-04-10 03:19:36,097 INFO : Epoch=0076 complete, best val top1-acc=59.32%, top5-acc=83.13% (epoch=72), remaining_time=1:06:47.145188, arrival_time=2021-04-10 04:26:23.242466, cost_time=0:40:55.992243 2021-04-10 03:19:36,097 INFO : Train start, epoch=0077, lr=0.068406 2021-04-10 03:19:37,716 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=0.26ms, fps=1582 images/s, loss=1.0538, top1-acc=72.77%, top5-acc=91.56%, remaining_time=0:00:30.101310, arrival_time=2021-04-10 03:20:07.817715, cost_time=0:00:01.618349 2021-04-10 03:19:39,181 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=1.90ms, fps=1748 images/s, loss=1.0773, top1-acc=72.19%, top5-acc=91.05%, remaining_time=0:00:27.136560, arrival_time=2021-04-10 03:20:06.318258, cost_time=0:00:03.083707 2021-04-10 03:19:40,642 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=1.43ms, fps=1753 images/s, loss=1.0616, top1-acc=72.88%, top5-acc=91.39%, remaining_time=0:00:25.148170, arrival_time=2021-04-10 03:20:05.791007, cost_time=0:00:04.544848 2021-04-10 03:19:42,105 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=1.53ms, fps=1751 images/s, loss=1.0478, top1-acc=73.12%, top5-acc=91.54%, remaining_time=0:00:23.429796, arrival_time=2021-04-10 03:20:05.535432, cost_time=0:00:06.007642 2021-04-10 03:19:43,567 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=1.34ms, fps=1752 images/s, loss=1.0490, top1-acc=72.82%, top5-acc=91.70%, remaining_time=0:00:21.809918, arrival_time=2021-04-10 03:20:05.377069, cost_time=0:00:07.469155 2021-04-10 03:19:45,037 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=1.85ms, fps=1742 images/s, loss=1.0518, top1-acc=72.66%, top5-acc=91.73%, remaining_time=0:00:20.262504, arrival_time=2021-04-10 03:20:05.299869, cost_time=0:00:08.939325 2021-04-10 03:19:46,498 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=1.35ms, fps=1753 images/s, loss=1.0488, top1-acc=72.83%, top5-acc=91.78%, remaining_time=0:00:18.721206, arrival_time=2021-04-10 03:20:05.220006, cost_time=0:00:10.400665 2021-04-10 03:19:47,958 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=1.52ms, fps=1755 images/s, loss=1.0518, top1-acc=72.71%, top5-acc=91.76%, remaining_time=0:00:17.196768, arrival_time=2021-04-10 03:20:05.154706, cost_time=0:00:11.859820 2021-04-10 03:19:49,418 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=1.95ms, fps=1754 images/s, loss=1.0601, top1-acc=72.67%, top5-acc=91.61%, remaining_time=0:00:15.688212, arrival_time=2021-04-10 03:20:05.106530, cost_time=0:00:13.320193 2021-04-10 03:19:50,889 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=1.71ms, fps=1740 images/s, loss=1.0689, top1-acc=72.53%, top5-acc=91.41%, remaining_time=0:00:14.200128, arrival_time=2021-04-10 03:20:05.089985, cost_time=0:00:14.791801 2021-04-10 03:19:52,356 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=1.59ms, fps=1746 images/s, loss=1.0633, top1-acc=72.61%, top5-acc=91.46%, remaining_time=0:00:12.711058, arrival_time=2021-04-10 03:20:05.067451, cost_time=0:00:16.258377 2021-04-10 03:19:53,811 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=1.45ms, fps=1760 images/s, loss=1.0648, top1-acc=72.52%, top5-acc=91.41%, remaining_time=0:00:11.218740, arrival_time=2021-04-10 03:20:05.030491, cost_time=0:00:17.713766 2021-04-10 03:19:55,277 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=2.33ms, fps=1747 images/s, loss=1.0679, top1-acc=72.36%, top5-acc=91.35%, remaining_time=0:00:09.737310, arrival_time=2021-04-10 03:20:05.015055, cost_time=0:00:19.179603 2021-04-10 03:19:56,748 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=1.73ms, fps=1742 images/s, loss=1.0701, top1-acc=72.35%, top5-acc=91.32%, remaining_time=0:00:08.260112, arrival_time=2021-04-10 03:20:05.008474, cost_time=0:00:20.650320 2021-04-10 03:19:58,215 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=1.66ms, fps=1746 images/s, loss=1.0718, top1-acc=72.28%, top5-acc=91.30%, remaining_time=0:00:06.782516, arrival_time=2021-04-10 03:20:04.997556, cost_time=0:00:22.116957 2021-04-10 03:19:59,675 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=1.40ms, fps=1754 images/s, loss=1.0747, top1-acc=72.15%, top5-acc=91.26%, remaining_time=0:00:05.304816, arrival_time=2021-04-10 03:20:04.979823, cost_time=0:00:23.576925 2021-04-10 03:20:01,140 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=1.61ms, fps=1748 images/s, loss=1.0808, top1-acc=72.03%, top5-acc=91.18%, remaining_time=0:00:03.829982, arrival_time=2021-04-10 03:20:04.970162, cost_time=0:00:25.042155 2021-04-10 03:20:02,602 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.65ms, fps=1751 images/s, loss=1.0859, top1-acc=71.93%, top5-acc=91.11%, remaining_time=0:00:02.355968, arrival_time=2021-04-10 03:20:04.958594, cost_time=0:00:26.504560 2021-04-10 03:20:04,063 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=1.27ms, fps=1753 images/s, loss=1.0879, top1-acc=71.92%, top5-acc=91.06%, remaining_time=0:00:00.883128, arrival_time=2021-04-10 03:20:04.946866, cost_time=0:00:27.965736 2021-04-10 03:20:04,863 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=1.53ms, fps=1701 images/s, loss=1.0898, top1-acc=71.89%, top5-acc=91.04%, remaining_time=0:00:00, arrival_time=2021-04-10 03:20:04.863643, cost_time=0:00:28.765652 2021-04-10 03:20:05,454 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=1.48ms, fps=4339 images/s, loss=1.6598, top1-acc=59.41%, top5-acc=82.27%, remaining_time=0:00:01.769910, arrival_time=2021-04-10 03:20:07.224664, cost_time=0:00:00.589969 2021-04-10 03:20:05,934 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=1.38ms, fps=5342 images/s, loss=1.6931, top1-acc=59.30%, top5-acc=81.89%, remaining_time=0:00:01.069560, arrival_time=2021-04-10 03:20:07.003892, cost_time=0:00:01.069556 2021-04-10 03:20:06,414 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=1.45ms, fps=5340 images/s, loss=1.6903, top1-acc=58.93%, top5-acc=82.16%, remaining_time=0:00:00.516450, arrival_time=2021-04-10 03:20:06.930597, cost_time=0:00:01.549352 2021-04-10 03:20:06,850 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=0.08ms, fps=5324 images/s, loss=1.7044, top1-acc=58.30%, top5-acc=81.81%, remaining_time=0:00:00, arrival_time=2021-04-10 03:20:06.850216, cost_time=0:00:01.985458 2021-04-10 03:20:08,674 INFO : Epoch=0077 complete, best val top1-acc=59.32%, top5-acc=83.13% (epoch=72), remaining_time=1:06:15.247455, arrival_time=2021-04-10 04:26:23.922038, cost_time=0:41:28.569544 2021-04-10 03:20:08,675 INFO : Train start, epoch=0078, lr=0.067674 2021-04-10 03:20:10,329 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=1.47ms, fps=1548 images/s, loss=1.0971, top1-acc=71.52%, top5-acc=91.02%, remaining_time=0:00:30.759936, arrival_time=2021-04-10 03:20:41.089082, cost_time=0:00:01.653756 2021-04-10 03:20:11,794 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=2.08ms, fps=1748 images/s, loss=1.0678, top1-acc=72.34%, top5-acc=91.21%, remaining_time=0:00:27.449488, arrival_time=2021-04-10 03:20:39.244124, cost_time=0:00:03.119259 2021-04-10 03:20:13,255 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=1.43ms, fps=1754 images/s, loss=1.0499, top1-acc=72.59%, top5-acc=91.35%, remaining_time=0:00:25.341228, arrival_time=2021-04-10 03:20:38.596302, cost_time=0:00:04.579731 2021-04-10 03:20:14,720 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=1.56ms, fps=1748 images/s, loss=1.0351, top1-acc=72.84%, top5-acc=91.72%, remaining_time=0:00:23.573940, arrival_time=2021-04-10 03:20:38.293910, cost_time=0:00:06.044597 2021-04-10 03:20:16,192 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.91ms, fps=1739 images/s, loss=1.0312, top1-acc=72.78%, top5-acc=91.66%, remaining_time=0:00:21.950808, arrival_time=2021-04-10 03:20:38.143616, cost_time=0:00:07.517425 2021-04-10 03:20:17,656 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=1.61ms, fps=1749 images/s, loss=1.0309, top1-acc=72.75%, top5-acc=91.74%, remaining_time=0:00:20.357840, arrival_time=2021-04-10 03:20:38.014579, cost_time=0:00:08.981429 2021-04-10 03:20:19,115 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=1.44ms, fps=1755 images/s, loss=1.0381, top1-acc=72.61%, top5-acc=91.71%, remaining_time=0:00:18.792900, arrival_time=2021-04-10 03:20:37.908755, cost_time=0:00:10.440500 2021-04-10 03:20:20,580 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=1.55ms, fps=1748 images/s, loss=1.0369, top1-acc=72.78%, top5-acc=91.71%, remaining_time=0:00:17.263120, arrival_time=2021-04-10 03:20:37.843995, cost_time=0:00:11.905564 2021-04-10 03:20:22,038 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=2.05ms, fps=1758 images/s, loss=1.0435, top1-acc=72.78%, top5-acc=91.61%, remaining_time=0:00:15.738138, arrival_time=2021-04-10 03:20:37.776126, cost_time=0:00:13.362555 2021-04-10 03:20:23,509 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=2.04ms, fps=1740 images/s, loss=1.0393, top1-acc=72.91%, top5-acc=91.68%, remaining_time=0:00:14.240928, arrival_time=2021-04-10 03:20:37.750537, cost_time=0:00:14.834283 2021-04-10 03:20:24,975 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=1.92ms, fps=1746 images/s, loss=1.0393, top1-acc=73.00%, top5-acc=91.74%, remaining_time=0:00:12.744082, arrival_time=2021-04-10 03:20:37.720006, cost_time=0:00:16.300608 2021-04-10 03:20:26,441 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=1.37ms, fps=1747 images/s, loss=1.0431, top1-acc=72.91%, top5-acc=91.64%, remaining_time=0:00:11.252028, arrival_time=2021-04-10 03:20:37.693677, cost_time=0:00:17.766340 2021-04-10 03:20:27,900 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=1.32ms, fps=1755 images/s, loss=1.0431, top1-acc=72.96%, top5-acc=91.61%, remaining_time=0:00:09.760476, arrival_time=2021-04-10 03:20:37.660943, cost_time=0:00:19.225161 2021-04-10 03:20:29,357 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=1.39ms, fps=1758 images/s, loss=1.0483, top1-acc=72.80%, top5-acc=91.55%, remaining_time=0:00:08.272880, arrival_time=2021-04-10 03:20:37.630332, cost_time=0:00:20.682143 2021-04-10 03:20:30,831 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=1.57ms, fps=1737 images/s, loss=1.0497, top1-acc=72.77%, top5-acc=91.53%, remaining_time=0:00:06.794706, arrival_time=2021-04-10 03:20:37.626638, cost_time=0:00:22.156629 2021-04-10 03:20:32,305 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=1.54ms, fps=1738 images/s, loss=1.0478, top1-acc=72.78%, top5-acc=91.56%, remaining_time=0:00:05.316732, arrival_time=2021-04-10 03:20:37.621968, cost_time=0:00:23.629922 2021-04-10 03:20:33,777 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.57ms, fps=1739 images/s, loss=1.0519, top1-acc=72.68%, top5-acc=91.51%, remaining_time=0:00:03.839160, arrival_time=2021-04-10 03:20:37.616694, cost_time=0:00:25.102145 2021-04-10 03:20:35,273 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=1.96ms, fps=1712 images/s, loss=1.0560, top1-acc=72.55%, top5-acc=91.48%, remaining_time=0:00:02.364288, arrival_time=2021-04-10 03:20:37.637959, cost_time=0:00:26.598189 2021-04-10 03:20:36,748 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=1.75ms, fps=1736 images/s, loss=1.0594, top1-acc=72.51%, top5-acc=91.41%, remaining_time=0:00:00.886530, arrival_time=2021-04-10 03:20:37.635277, cost_time=0:00:28.073437 2021-04-10 03:20:37,542 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=1.23ms, fps=1714 images/s, loss=1.0635, top1-acc=72.46%, top5-acc=91.37%, remaining_time=0:00:00, arrival_time=2021-04-10 03:20:37.542725, cost_time=0:00:28.867422 2021-04-10 03:20:38,112 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=0.28ms, fps=4507 images/s, loss=1.9327, top1-acc=56.25%, top5-acc=78.44%, remaining_time=0:00:01.704000, arrival_time=2021-04-10 03:20:39.815999, cost_time=0:00:00.568000 2021-04-10 03:20:38,600 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=1.28ms, fps=5246 images/s, loss=1.9164, top1-acc=55.94%, top5-acc=78.73%, remaining_time=0:00:01.056580, arrival_time=2021-04-10 03:20:39.657079, cost_time=0:00:01.056578 2021-04-10 03:20:39,083 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=2.47ms, fps=5308 images/s, loss=1.9217, top1-acc=55.65%, top5-acc=78.87%, remaining_time=0:00:00.513050, arrival_time=2021-04-10 03:20:39.596273, cost_time=0:00:01.539156 2021-04-10 03:20:39,521 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=0.08ms, fps=5304 images/s, loss=1.9279, top1-acc=55.24%, top5-acc=78.85%, remaining_time=0:00:00, arrival_time=2021-04-10 03:20:39.521103, cost_time=0:00:01.977178 2021-04-10 03:20:40,521 INFO : Epoch=0078 complete, best val top1-acc=59.32%, top5-acc=83.13% (epoch=72), remaining_time=1:05:42.189904, arrival_time=2021-04-10 04:26:22.711472, cost_time=0:42:00.416527 2021-04-10 03:20:40,522 INFO : Train start, epoch=0079, lr=0.066937 2021-04-10 03:20:42,192 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=1.69ms, fps=1533 images/s, loss=1.1059, top1-acc=71.91%, top5-acc=90.59%, remaining_time=0:00:31.061256, arrival_time=2021-04-10 03:21:13.253533, cost_time=0:00:01.669958 2021-04-10 03:20:43,658 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=1.45ms, fps=1746 images/s, loss=1.0820, top1-acc=72.29%, top5-acc=91.07%, remaining_time=0:00:27.600320, arrival_time=2021-04-10 03:21:11.259182, cost_time=0:00:03.136407 2021-04-10 03:20:45,131 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=2.06ms, fps=1739 images/s, loss=1.0589, top1-acc=72.71%, top5-acc=91.42%, remaining_time=0:00:25.505568, arrival_time=2021-04-10 03:21:10.637341, cost_time=0:00:04.609445 2021-04-10 03:20:46,594 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=1.62ms, fps=1752 images/s, loss=1.0486, top1-acc=72.76%, top5-acc=91.66%, remaining_time=0:00:23.678616, arrival_time=2021-04-10 03:21:10.272616, cost_time=0:00:06.071455 2021-04-10 03:20:48,055 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=2.04ms, fps=1752 images/s, loss=1.0474, top1-acc=72.84%, top5-acc=91.59%, remaining_time=0:00:21.997236, arrival_time=2021-04-10 03:21:10.052925, cost_time=0:00:07.533313 2021-04-10 03:20:49,518 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=1.43ms, fps=1751 images/s, loss=1.0491, top1-acc=72.87%, top5-acc=91.59%, remaining_time=0:00:20.391840, arrival_time=2021-04-10 03:21:09.910558, cost_time=0:00:08.996395 2021-04-10 03:20:50,978 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=1.59ms, fps=1755 images/s, loss=1.0536, top1-acc=72.77%, top5-acc=91.54%, remaining_time=0:00:18.820620, arrival_time=2021-04-10 03:21:09.798848, cost_time=0:00:10.455904 2021-04-10 03:20:52,435 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=1.95ms, fps=1757 images/s, loss=1.0591, top1-acc=72.65%, top5-acc=91.47%, remaining_time=0:00:17.274024, arrival_time=2021-04-10 03:21:09.709496, cost_time=0:00:11.913112 2021-04-10 03:20:53,903 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=1.67ms, fps=1747 images/s, loss=1.0600, top1-acc=72.62%, top5-acc=91.46%, remaining_time=0:00:15.759868, arrival_time=2021-04-10 03:21:09.663329, cost_time=0:00:13.381062 2021-04-10 03:20:55,372 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=1.70ms, fps=1743 images/s, loss=1.0595, top1-acc=72.55%, top5-acc=91.50%, remaining_time=0:00:14.256288, arrival_time=2021-04-10 03:21:09.628960, cost_time=0:00:14.850327 2021-04-10 03:20:56,837 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=1.93ms, fps=1748 images/s, loss=1.0590, top1-acc=72.55%, top5-acc=91.49%, remaining_time=0:00:12.755434, arrival_time=2021-04-10 03:21:09.592866, cost_time=0:00:16.315093 2021-04-10 03:20:58,296 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=1.52ms, fps=1755 images/s, loss=1.0563, top1-acc=72.62%, top5-acc=91.52%, remaining_time=0:00:11.256968, arrival_time=2021-04-10 03:21:09.553492, cost_time=0:00:17.774196 2021-04-10 03:20:59,762 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=1.88ms, fps=1747 images/s, loss=1.0569, top1-acc=72.63%, top5-acc=91.48%, remaining_time=0:00:09.768132, arrival_time=2021-04-10 03:21:09.530745, cost_time=0:00:19.240289 2021-04-10 03:21:01,223 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=1.46ms, fps=1753 images/s, loss=1.0575, top1-acc=72.66%, top5-acc=91.46%, remaining_time=0:00:08.280328, arrival_time=2021-04-10 03:21:09.503465, cost_time=0:00:20.700817 2021-04-10 03:21:02,691 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=1.69ms, fps=1744 images/s, loss=1.0565, top1-acc=72.71%, top5-acc=91.47%, remaining_time=0:00:06.798524, arrival_time=2021-04-10 03:21:09.489923, cost_time=0:00:22.169078 2021-04-10 03:21:04,163 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=1.43ms, fps=1740 images/s, loss=1.0575, top1-acc=72.69%, top5-acc=91.46%, remaining_time=0:00:05.319216, arrival_time=2021-04-10 03:21:09.482501, cost_time=0:00:23.640936 2021-04-10 03:21:05,625 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=2.29ms, fps=1751 images/s, loss=1.0578, top1-acc=72.70%, top5-acc=91.50%, remaining_time=0:00:03.839342, arrival_time=2021-04-10 03:21:09.465042, cost_time=0:00:25.103361 2021-04-10 03:21:07,096 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=1.61ms, fps=1741 images/s, loss=1.0572, top1-acc=72.68%, top5-acc=91.49%, remaining_time=0:00:02.362144, arrival_time=2021-04-10 03:21:09.458707, cost_time=0:00:26.574162 2021-04-10 03:21:08,559 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=1.55ms, fps=1751 images/s, loss=1.0620, top1-acc=72.57%, top5-acc=91.39%, remaining_time=0:00:00.885366, arrival_time=2021-04-10 03:21:09.444342, cost_time=0:00:28.036631 2021-04-10 03:21:09,355 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=1.30ms, fps=1709 images/s, loss=1.0618, top1-acc=72.58%, top5-acc=91.37%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:09.355504, cost_time=0:00:28.833185 2021-04-10 03:21:09,909 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=1.60ms, fps=4628 images/s, loss=1.6303, top1-acc=60.20%, top5-acc=83.55%, remaining_time=0:00:01.659450, arrival_time=2021-04-10 03:21:11.569243, cost_time=0:00:00.553147 2021-04-10 03:21:10,390 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=1.47ms, fps=5326 images/s, loss=1.6018, top1-acc=60.76%, top5-acc=83.96%, remaining_time=0:00:01.034120, arrival_time=2021-04-10 03:21:11.424897, cost_time=0:00:01.034120 2021-04-10 03:21:10,874 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=1.44ms, fps=5293 images/s, loss=1.6350, top1-acc=60.39%, top5-acc=83.50%, remaining_time=0:00:00.506040, arrival_time=2021-04-10 03:21:11.380812, cost_time=0:00:01.518121 2021-04-10 03:21:11,324 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=0.12ms, fps=5166 images/s, loss=1.6460, top1-acc=60.69%, top5-acc=83.70%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:11.324211, cost_time=0:00:01.967527 2021-04-10 03:21:13,567 INFO : Epoch=0079 complete, best val top1-acc=60.69%, top5-acc=83.70% (epoch=79), remaining_time=1:05:10.999147, arrival_time=2021-04-10 04:26:24.566417, cost_time=0:42:33.462226 2021-04-10 03:21:13,567 INFO : Train start, epoch=0080, lr=0.066196 2021-04-10 03:21:15,223 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=1.46ms, fps=1546 images/s, loss=1.0075, top1-acc=74.18%, top5-acc=91.76%, remaining_time=0:00:30.795276, arrival_time=2021-04-10 03:21:46.018922, cost_time=0:00:01.655665 2021-04-10 03:21:16,683 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=1.64ms, fps=1754 images/s, loss=1.0252, top1-acc=73.87%, top5-acc=91.58%, remaining_time=0:00:27.414464, arrival_time=2021-04-10 03:21:44.097720, cost_time=0:00:03.115275 2021-04-10 03:21:18,138 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=1.48ms, fps=1760 images/s, loss=1.0305, top1-acc=73.52%, top5-acc=91.78%, remaining_time=0:00:25.288108, arrival_time=2021-04-10 03:21:43.426296, cost_time=0:00:04.570142 2021-04-10 03:21:19,596 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=1.44ms, fps=1756 images/s, loss=1.0230, top1-acc=73.50%, top5-acc=91.97%, remaining_time=0:00:23.510136, arrival_time=2021-04-10 03:21:43.106367, cost_time=0:00:06.028254 2021-04-10 03:21:21,058 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=1.89ms, fps=1751 images/s, loss=1.0295, top1-acc=73.33%, top5-acc=91.89%, remaining_time=0:00:21.872698, arrival_time=2021-04-10 03:21:42.931365, cost_time=0:00:07.490637 2021-04-10 03:21:22,534 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=1.96ms, fps=1736 images/s, loss=1.0318, top1-acc=73.10%, top5-acc=91.91%, remaining_time=0:00:20.323160, arrival_time=2021-04-10 03:21:42.857217, cost_time=0:00:08.966074 2021-04-10 03:21:23,994 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=1.55ms, fps=1753 images/s, loss=1.0281, top1-acc=73.18%, top5-acc=91.94%, remaining_time=0:00:18.768330, arrival_time=2021-04-10 03:21:42.763144, cost_time=0:00:10.426840 2021-04-10 03:21:25,458 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=1.50ms, fps=1750 images/s, loss=1.0316, top1-acc=73.09%, top5-acc=91.91%, remaining_time=0:00:17.240964, arrival_time=2021-04-10 03:21:42.699296, cost_time=0:00:11.890348 2021-04-10 03:21:26,915 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=1.43ms, fps=1758 images/s, loss=1.0343, top1-acc=73.11%, top5-acc=91.79%, remaining_time=0:00:15.720224, arrival_time=2021-04-10 03:21:42.635613, cost_time=0:00:13.347358 2021-04-10 03:21:28,377 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=1.90ms, fps=1751 images/s, loss=1.0322, top1-acc=73.21%, top5-acc=91.76%, remaining_time=0:00:14.217408, arrival_time=2021-04-10 03:21:42.595160, cost_time=0:00:14.809768 2021-04-10 03:21:29,843 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=1.40ms, fps=1747 images/s, loss=1.0399, top1-acc=73.04%, top5-acc=91.64%, remaining_time=0:00:12.724216, arrival_time=2021-04-10 03:21:42.567430, cost_time=0:00:16.275132 2021-04-10 03:21:31,311 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=1.89ms, fps=1745 images/s, loss=1.0417, top1-acc=73.04%, top5-acc=91.59%, remaining_time=0:00:11.237132, arrival_time=2021-04-10 03:21:42.548076, cost_time=0:00:17.742805 2021-04-10 03:21:32,771 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.69ms, fps=1754 images/s, loss=1.0370, top1-acc=73.17%, top5-acc=91.63%, remaining_time=0:00:09.749124, arrival_time=2021-04-10 03:21:42.520107, cost_time=0:00:19.202840 2021-04-10 03:21:34,241 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=2.18ms, fps=1742 images/s, loss=1.0380, top1-acc=73.15%, top5-acc=91.63%, remaining_time=0:00:08.269296, arrival_time=2021-04-10 03:21:42.510582, cost_time=0:00:20.673286 2021-04-10 03:21:35,703 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=1.41ms, fps=1752 images/s, loss=1.0336, top1-acc=73.18%, top5-acc=91.68%, remaining_time=0:00:06.788128, arrival_time=2021-04-10 03:21:42.491434, cost_time=0:00:22.135265 2021-04-10 03:21:37,174 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=2.33ms, fps=1741 images/s, loss=1.0366, top1-acc=73.06%, top5-acc=91.61%, remaining_time=0:00:05.311332, arrival_time=2021-04-10 03:21:42.485398, cost_time=0:00:23.605931 2021-04-10 03:21:38,639 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=1.45ms, fps=1747 images/s, loss=1.0421, top1-acc=72.95%, top5-acc=91.53%, remaining_time=0:00:03.834506, arrival_time=2021-04-10 03:21:42.474322, cost_time=0:00:25.071839 2021-04-10 03:21:40,100 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=1.99ms, fps=1753 images/s, loss=1.0433, top1-acc=72.96%, top5-acc=91.52%, remaining_time=0:00:02.358480, arrival_time=2021-04-10 03:21:42.459321, cost_time=0:00:26.532864 2021-04-10 03:21:41,558 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=1.33ms, fps=1756 images/s, loss=1.0453, top1-acc=72.90%, top5-acc=91.53%, remaining_time=0:00:00.883920, arrival_time=2021-04-10 03:21:42.442660, cost_time=0:00:27.990752 2021-04-10 03:21:42,359 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=1.81ms, fps=1700 images/s, loss=1.0470, top1-acc=72.89%, top5-acc=91.50%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:42.359149, cost_time=0:00:28.791090 2021-04-10 03:21:42,916 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=2.17ms, fps=4604 images/s, loss=1.7969, top1-acc=57.93%, top5-acc=80.82%, remaining_time=0:00:01.668150, arrival_time=2021-04-10 03:21:44.584577, cost_time=0:00:00.556050 2021-04-10 03:21:43,395 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=1.47ms, fps=5351 images/s, loss=1.8015, top1-acc=57.97%, top5-acc=80.72%, remaining_time=0:00:01.035000, arrival_time=2021-04-10 03:21:44.430360, cost_time=0:00:01.035006 2021-04-10 03:21:43,877 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=1.36ms, fps=5319 images/s, loss=1.8229, top1-acc=57.66%, top5-acc=80.68%, remaining_time=0:00:00.505600, arrival_time=2021-04-10 03:21:44.382739, cost_time=0:00:01.516808 2021-04-10 03:21:44,313 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=0.09ms, fps=5323 images/s, loss=1.8208, top1-acc=58.05%, top5-acc=80.84%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:44.313326, cost_time=0:00:01.953024 2021-04-10 03:21:45,349 INFO : Epoch=0080 complete, best val top1-acc=60.69%, top5-acc=83.70% (epoch=79), remaining_time=1:04:37.866960, arrival_time=2021-04-10 04:26:23.216638, cost_time=0:43:05.244634 2021-04-10 03:21:45,350 INFO : Train start, epoch=0081, lr=0.065451 2021-04-10 03:21:47,001 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=1.38ms, fps=1550 images/s, loss=1.0809, top1-acc=71.99%, top5-acc=90.70%, remaining_time=0:00:30.713250, arrival_time=2021-04-10 03:22:17.714894, cost_time=0:00:01.651247 2021-04-10 03:21:48,466 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=2.06ms, fps=1748 images/s, loss=1.0333, top1-acc=73.57%, top5-acc=91.27%, remaining_time=0:00:27.421328, arrival_time=2021-04-10 03:22:15.887788, cost_time=0:00:03.116060 2021-04-10 03:21:49,937 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=1.83ms, fps=1741 images/s, loss=1.0376, top1-acc=73.63%, top5-acc=91.18%, remaining_time=0:00:25.378412, arrival_time=2021-04-10 03:22:15.315442, cost_time=0:00:04.586470 2021-04-10 03:21:51,402 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=1.49ms, fps=1747 images/s, loss=1.0428, top1-acc=73.16%, top5-acc=91.40%, remaining_time=0:00:23.603892, arrival_time=2021-04-10 03:22:15.006579, cost_time=0:00:06.052263 2021-04-10 03:21:52,867 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=1.86ms, fps=1749 images/s, loss=1.0353, top1-acc=73.21%, top5-acc=91.52%, remaining_time=0:00:21.948034, arrival_time=2021-04-10 03:22:14.815002, cost_time=0:00:07.516473 2021-04-10 03:21:54,326 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=1.38ms, fps=1755 images/s, loss=1.0319, top1-acc=73.33%, top5-acc=91.60%, remaining_time=0:00:20.344648, arrival_time=2021-04-10 03:22:14.670622, cost_time=0:00:08.975589 2021-04-10 03:21:55,793 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=1.50ms, fps=1745 images/s, loss=1.0275, top1-acc=73.57%, top5-acc=91.66%, remaining_time=0:00:18.796932, arrival_time=2021-04-10 03:22:14.590142, cost_time=0:00:10.442738 2021-04-10 03:21:57,254 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=1.54ms, fps=1752 images/s, loss=1.0274, top1-acc=73.48%, top5-acc=91.68%, remaining_time=0:00:17.261380, arrival_time=2021-04-10 03:22:14.516227, cost_time=0:00:11.904399 2021-04-10 03:21:58,715 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=1.39ms, fps=1753 images/s, loss=1.0286, top1-acc=73.37%, top5-acc=91.64%, remaining_time=0:00:15.741636, arrival_time=2021-04-10 03:22:14.457548, cost_time=0:00:13.365522 2021-04-10 03:22:00,178 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=2.12ms, fps=1751 images/s, loss=1.0278, top1-acc=73.28%, top5-acc=91.67%, remaining_time=0:00:14.234880, arrival_time=2021-04-10 03:22:14.413304, cost_time=0:00:14.828037 2021-04-10 03:22:01,643 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=2.16ms, fps=1749 images/s, loss=1.0251, top1-acc=73.43%, top5-acc=91.67%, remaining_time=0:00:12.737804, arrival_time=2021-04-10 03:22:14.380831, cost_time=0:00:16.292530 2021-04-10 03:22:03,108 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=2.64ms, fps=1748 images/s, loss=1.0250, top1-acc=73.37%, top5-acc=91.66%, remaining_time=0:00:11.246404, arrival_time=2021-04-10 03:22:14.354322, cost_time=0:00:17.757452 2021-04-10 03:22:04,565 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=1.33ms, fps=1757 images/s, loss=1.0247, top1-acc=73.38%, top5-acc=91.65%, remaining_time=0:00:09.755196, arrival_time=2021-04-10 03:22:14.320382, cost_time=0:00:19.214769 2021-04-10 03:22:06,026 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=2.92ms, fps=1753 images/s, loss=1.0257, top1-acc=73.32%, top5-acc=91.65%, remaining_time=0:00:08.270304, arrival_time=2021-04-10 03:22:14.296511, cost_time=0:00:20.675815 2021-04-10 03:22:07,488 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=1.43ms, fps=1751 images/s, loss=1.0234, top1-acc=73.36%, top5-acc=91.71%, remaining_time=0:00:06.789048, arrival_time=2021-04-10 03:22:14.277621, cost_time=0:00:22.138172 2021-04-10 03:22:08,948 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.90ms, fps=1754 images/s, loss=1.0261, top1-acc=73.31%, top5-acc=91.70%, remaining_time=0:00:05.309532, arrival_time=2021-04-10 03:22:14.257831, cost_time=0:00:23.597910 2021-04-10 03:22:10,410 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=1.53ms, fps=1751 images/s, loss=1.0283, top1-acc=73.26%, top5-acc=91.64%, remaining_time=0:00:03.832738, arrival_time=2021-04-10 03:22:14.243331, cost_time=0:00:25.060202 2021-04-10 03:22:11,872 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=1.49ms, fps=1751 images/s, loss=1.0288, top1-acc=73.26%, top5-acc=91.63%, remaining_time=0:00:02.357536, arrival_time=2021-04-10 03:22:14.230231, cost_time=0:00:26.522312 2021-04-10 03:22:13,329 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=1.35ms, fps=1758 images/s, loss=1.0323, top1-acc=73.22%, top5-acc=91.60%, remaining_time=0:00:00.883554, arrival_time=2021-04-10 03:22:14.213267, cost_time=0:00:27.979294 2021-04-10 03:22:14,125 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=1.34ms, fps=1711 images/s, loss=1.0325, top1-acc=73.24%, top5-acc=91.62%, remaining_time=0:00:00, arrival_time=2021-04-10 03:22:14.124974, cost_time=0:00:28.774571 2021-04-10 03:22:14,678 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=2.13ms, fps=4634 images/s, loss=1.7690, top1-acc=58.05%, top5-acc=82.03%, remaining_time=0:00:01.657320, arrival_time=2021-04-10 03:22:16.336085, cost_time=0:00:00.552441 2021-04-10 03:22:15,164 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=1.47ms, fps=5278 images/s, loss=1.7896, top1-acc=58.69%, top5-acc=82.17%, remaining_time=0:00:01.038620, arrival_time=2021-04-10 03:22:16.203338, cost_time=0:00:01.038625 2021-04-10 03:22:15,643 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=1.53ms, fps=5353 images/s, loss=1.8188, top1-acc=58.07%, top5-acc=81.56%, remaining_time=0:00:00.505710, arrival_time=2021-04-10 03:22:16.148997, cost_time=0:00:01.517130 2021-04-10 03:22:16,078 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=0.06ms, fps=5330 images/s, loss=1.8512, top1-acc=57.92%, top5-acc=81.54%, remaining_time=0:00:00, arrival_time=2021-04-10 03:22:16.078956, cost_time=0:00:01.952887 2021-04-10 03:22:17,382 INFO : Epoch=0081 complete, best val top1-acc=60.69%, top5-acc=83.70% (epoch=79), remaining_time=1:04:05.136092, arrival_time=2021-04-10 04:26:22.518656, cost_time=0:43:37.277503 2021-04-10 03:22:17,383 INFO : Train start, epoch=0082, lr=0.064702 2021-04-10 03:22:19,038 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=1.53ms, fps=1547 images/s, loss=1.0429, top1-acc=73.24%, top5-acc=91.09%, remaining_time=0:00:30.780582, arrival_time=2021-04-10 03:22:49.818917, cost_time=0:00:01.654867 2021-04-10 03:22:20,496 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=1.71ms, fps=1756 images/s, loss=1.0340, top1-acc=73.54%, top5-acc=91.41%, remaining_time=0:00:27.397040, arrival_time=2021-04-10 03:22:47.893763, cost_time=0:00:03.113299 2021-04-10 03:22:21,954 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=1.51ms, fps=1756 images/s, loss=1.0118, top1-acc=73.85%, top5-acc=91.64%, remaining_time=0:00:25.294416, arrival_time=2021-04-10 03:22:47.249159, cost_time=0:00:04.571278 2021-04-10 03:22:23,418 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=1.40ms, fps=1749 images/s, loss=1.0094, top1-acc=73.83%, top5-acc=91.87%, remaining_time=0:00:23.536968, arrival_time=2021-04-10 03:22:46.955545, cost_time=0:00:06.035128 2021-04-10 03:22:24,880 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=1.58ms, fps=1752 images/s, loss=1.0131, top1-acc=73.79%, top5-acc=91.72%, remaining_time=0:00:21.891240, arrival_time=2021-04-10 03:22:46.771699, cost_time=0:00:07.497008 2021-04-10 03:22:26,338 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=1.42ms, fps=1756 images/s, loss=1.0134, top1-acc=73.87%, top5-acc=91.73%, remaining_time=0:00:20.298136, arrival_time=2021-04-10 03:22:46.636622, cost_time=0:00:08.955040 2021-04-10 03:22:27,810 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=2.04ms, fps=1740 images/s, loss=1.0094, top1-acc=73.74%, top5-acc=91.84%, remaining_time=0:00:18.768078, arrival_time=2021-04-10 03:22:46.578236, cost_time=0:00:10.426717 2021-04-10 03:22:29,283 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=1.95ms, fps=1738 images/s, loss=1.0146, top1-acc=73.60%, top5-acc=91.79%, remaining_time=0:00:17.254652, arrival_time=2021-04-10 03:22:46.537882, cost_time=0:00:11.899784 2021-04-10 03:22:30,741 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=1.67ms, fps=1756 images/s, loss=1.0079, top1-acc=73.76%, top5-acc=91.95%, remaining_time=0:00:15.732838, arrival_time=2021-04-10 03:22:46.474354, cost_time=0:00:13.358066 2021-04-10 03:22:32,209 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=2.54ms, fps=1745 images/s, loss=1.0043, top1-acc=73.79%, top5-acc=92.05%, remaining_time=0:00:14.232768, arrival_time=2021-04-10 03:22:46.442013, cost_time=0:00:14.825758 2021-04-10 03:22:33,669 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=1.54ms, fps=1754 images/s, loss=1.0031, top1-acc=73.84%, top5-acc=92.00%, remaining_time=0:00:12.732386, arrival_time=2021-04-10 03:22:46.401572, cost_time=0:00:16.285634 2021-04-10 03:22:35,126 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=1.48ms, fps=1757 images/s, loss=1.0067, top1-acc=73.82%, top5-acc=92.00%, remaining_time=0:00:11.237436, arrival_time=2021-04-10 03:22:46.364190, cost_time=0:00:17.743299 2021-04-10 03:22:36,591 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=1.80ms, fps=1749 images/s, loss=1.0120, top1-acc=73.74%, top5-acc=91.98%, remaining_time=0:00:09.751632, arrival_time=2021-04-10 03:22:46.342817, cost_time=0:00:19.207752 2021-04-10 03:22:38,053 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=1.81ms, fps=1751 images/s, loss=1.0138, top1-acc=73.69%, top5-acc=91.94%, remaining_time=0:00:08.267896, arrival_time=2021-04-10 03:22:46.321097, cost_time=0:00:20.669768 2021-04-10 03:22:39,521 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.52ms, fps=1743 images/s, loss=1.0172, top1-acc=73.60%, top5-acc=91.89%, remaining_time=0:00:06.789140, arrival_time=2021-04-10 03:22:46.311065, cost_time=0:00:22.138479 2021-04-10 03:22:40,986 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=1.52ms, fps=1748 images/s, loss=1.0154, top1-acc=73.57%, top5-acc=91.93%, remaining_time=0:00:05.310792, arrival_time=2021-04-10 03:22:46.297720, cost_time=0:00:23.603490 2021-04-10 03:22:42,450 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=1.39ms, fps=1750 images/s, loss=1.0155, top1-acc=73.59%, top5-acc=91.91%, remaining_time=0:00:03.833752, arrival_time=2021-04-10 03:22:46.284112, cost_time=0:00:25.066902 2021-04-10 03:22:43,906 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=1.47ms, fps=1759 images/s, loss=1.0193, top1-acc=73.53%, top5-acc=91.85%, remaining_time=0:00:02.357568, arrival_time=2021-04-10 03:22:46.263616, cost_time=0:00:26.522606 2021-04-10 03:22:45,357 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=1.35ms, fps=1765 images/s, loss=1.0228, top1-acc=73.40%, top5-acc=91.81%, remaining_time=0:00:00.883374, arrival_time=2021-04-10 03:22:46.240346, cost_time=0:00:27.973426 2021-04-10 03:22:46,160 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=1.34ms, fps=1694 images/s, loss=1.0266, top1-acc=73.39%, top5-acc=91.80%, remaining_time=0:00:00, arrival_time=2021-04-10 03:22:46.160136, cost_time=0:00:28.776692 2021-04-10 03:22:46,714 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=2.67ms, fps=4629 images/s, loss=1.7734, top1-acc=58.36%, top5-acc=81.99%, remaining_time=0:00:01.659120, arrival_time=2021-04-10 03:22:48.373405, cost_time=0:00:00.553042 2021-04-10 03:22:47,193 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=1.65ms, fps=5348 images/s, loss=1.7772, top1-acc=58.05%, top5-acc=81.15%, remaining_time=0:00:01.032080, arrival_time=2021-04-10 03:22:48.225449, cost_time=0:00:01.032082 2021-04-10 03:22:47,678 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=1.43ms, fps=5287 images/s, loss=1.8176, top1-acc=57.16%, top5-acc=80.70%, remaining_time=0:00:00.505590, arrival_time=2021-04-10 03:22:48.183633, cost_time=0:00:01.516765 2021-04-10 03:22:48,119 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=0.08ms, fps=5264 images/s, loss=1.8146, top1-acc=57.79%, top5-acc=80.94%, remaining_time=0:00:00, arrival_time=2021-04-10 03:22:48.119166, cost_time=0:00:01.957944 2021-04-10 03:22:49,126 INFO : Epoch=0082 complete, best val top1-acc=60.69%, top5-acc=83.70% (epoch=79), remaining_time=1:03:32.006874, arrival_time=2021-04-10 04:26:21.133695, cost_time=0:44:09.021736 2021-04-10 03:22:49,127 INFO : Train start, epoch=0083, lr=0.063950 2021-04-10 03:22:50,737 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=0.51ms, fps=1590 images/s, loss=1.1421, top1-acc=70.27%, top5-acc=90.35%, remaining_time=0:00:29.942094, arrival_time=2021-04-10 03:23:20.679851, cost_time=0:00:01.609794 2021-04-10 03:22:52,197 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=1.44ms, fps=1754 images/s, loss=1.0693, top1-acc=72.42%, top5-acc=91.27%, remaining_time=0:00:27.014592, arrival_time=2021-04-10 03:23:19.212429, cost_time=0:00:03.069836 2021-04-10 03:22:53,655 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=1.36ms, fps=1758 images/s, loss=1.0433, top1-acc=73.06%, top5-acc=91.69%, remaining_time=0:00:25.049234, arrival_time=2021-04-10 03:23:18.704225, cost_time=0:00:04.526980 2021-04-10 03:22:55,124 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=1.43ms, fps=1742 images/s, loss=1.0300, top1-acc=73.31%, top5-acc=91.73%, remaining_time=0:00:23.387520, arrival_time=2021-04-10 03:23:18.512281, cost_time=0:00:05.996785 2021-04-10 03:22:56,583 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.50ms, fps=1756 images/s, loss=1.0043, top1-acc=73.84%, top5-acc=92.09%, remaining_time=0:00:21.768892, arrival_time=2021-04-10 03:23:18.351955, cost_time=0:00:07.455099 2021-04-10 03:22:58,040 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=1.64ms, fps=1757 images/s, loss=1.0050, top1-acc=73.89%, top5-acc=92.06%, remaining_time=0:00:20.201304, arrival_time=2021-04-10 03:23:18.241621, cost_time=0:00:08.912317 2021-04-10 03:22:59,504 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=1.39ms, fps=1749 images/s, loss=1.0101, top1-acc=73.78%, top5-acc=92.05%, remaining_time=0:00:18.677484, arrival_time=2021-04-10 03:23:18.181830, cost_time=0:00:10.376385 2021-04-10 03:23:00,968 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=1.68ms, fps=1749 images/s, loss=1.0139, top1-acc=73.58%, top5-acc=92.06%, remaining_time=0:00:17.168348, arrival_time=2021-04-10 03:23:18.136586, cost_time=0:00:11.840238 2021-04-10 03:23:02,434 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=1.40ms, fps=1747 images/s, loss=1.0192, top1-acc=73.45%, top5-acc=91.94%, remaining_time=0:00:15.671994, arrival_time=2021-04-10 03:23:18.106406, cost_time=0:00:13.306383 2021-04-10 03:23:03,912 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=1.53ms, fps=1733 images/s, loss=1.0120, top1-acc=73.62%, top5-acc=92.01%, remaining_time=0:00:14.192928, arrival_time=2021-04-10 03:23:18.105225, cost_time=0:00:14.784343 2021-04-10 03:23:05,376 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=1.33ms, fps=1749 images/s, loss=1.0169, top1-acc=73.52%, top5-acc=91.96%, remaining_time=0:00:12.703490, arrival_time=2021-04-10 03:23:18.080107, cost_time=0:00:16.248646 2021-04-10 03:23:06,867 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=1.40ms, fps=1718 images/s, loss=1.0242, top1-acc=73.34%, top5-acc=91.87%, remaining_time=0:00:11.234700, arrival_time=2021-04-10 03:23:18.101706, cost_time=0:00:17.739037 2021-04-10 03:23:08,332 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=1.45ms, fps=1747 images/s, loss=1.0271, top1-acc=73.29%, top5-acc=91.81%, remaining_time=0:00:09.749982, arrival_time=2021-04-10 03:23:18.082534, cost_time=0:00:19.204519 2021-04-10 03:23:09,796 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=1.41ms, fps=1750 images/s, loss=1.0303, top1-acc=73.17%, top5-acc=91.82%, remaining_time=0:00:08.267280, arrival_time=2021-04-10 03:23:18.063553, cost_time=0:00:20.668233 2021-04-10 03:23:11,255 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=1.45ms, fps=1756 images/s, loss=1.0311, top1-acc=73.11%, top5-acc=91.78%, remaining_time=0:00:06.785552, arrival_time=2021-04-10 03:23:18.040491, cost_time=0:00:22.126791 2021-04-10 03:23:12,723 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=1.63ms, fps=1744 images/s, loss=1.0354, top1-acc=73.01%, top5-acc=91.71%, remaining_time=0:00:05.309064, arrival_time=2021-04-10 03:23:18.032969, cost_time=0:00:23.595886 2021-04-10 03:23:14,182 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=1.71ms, fps=1756 images/s, loss=1.0371, top1-acc=72.98%, top5-acc=91.67%, remaining_time=0:00:03.831906, arrival_time=2021-04-10 03:23:18.014569, cost_time=0:00:25.054695 2021-04-10 03:23:15,647 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=1.53ms, fps=1749 images/s, loss=1.0355, top1-acc=73.02%, top5-acc=91.71%, remaining_time=0:00:02.357264, arrival_time=2021-04-10 03:23:18.004540, cost_time=0:00:26.519198 2021-04-10 03:23:17,109 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.25ms, fps=1752 images/s, loss=1.0367, top1-acc=73.03%, top5-acc=91.71%, remaining_time=0:00:00.883626, arrival_time=2021-04-10 03:23:17.993086, cost_time=0:00:27.981505 2021-04-10 03:23:17,902 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=1.31ms, fps=1716 images/s, loss=1.0404, top1-acc=72.98%, top5-acc=91.70%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:17.902626, cost_time=0:00:28.774665 2021-04-10 03:23:18,455 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=2.21ms, fps=4640 images/s, loss=1.7861, top1-acc=58.09%, top5-acc=81.64%, remaining_time=0:00:01.655130, arrival_time=2021-04-10 03:23:20.110662, cost_time=0:00:00.551713 2021-04-10 03:23:18,937 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=0.21ms, fps=5318 images/s, loss=1.7599, top1-acc=58.71%, top5-acc=82.07%, remaining_time=0:00:01.033460, arrival_time=2021-04-10 03:23:19.970746, cost_time=0:00:01.033462 2021-04-10 03:23:19,417 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=1.54ms, fps=5332 images/s, loss=1.7535, top1-acc=58.55%, top5-acc=82.15%, remaining_time=0:00:00.504640, arrival_time=2021-04-10 03:23:19.922386, cost_time=0:00:01.513914 2021-04-10 03:23:19,853 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=0.08ms, fps=5334 images/s, loss=1.7644, top1-acc=58.27%, top5-acc=82.07%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:19.853034, cost_time=0:00:01.949221 2021-04-10 03:23:20,952 INFO : Epoch=0083 complete, best val top1-acc=60.69%, top5-acc=83.70% (epoch=79), remaining_time=1:02:59.026407, arrival_time=2021-04-10 04:26:19.979250, cost_time=0:44:40.847805 2021-04-10 03:23:20,953 INFO : Train start, epoch=0084, lr=0.063194 2021-04-10 03:23:22,620 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=1.49ms, fps=1536 images/s, loss=1.0309, top1-acc=72.77%, top5-acc=92.15%, remaining_time=0:00:31.005642, arrival_time=2021-04-10 03:23:53.626163, cost_time=0:00:01.666967 2021-04-10 03:23:24,077 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=1.43ms, fps=1758 images/s, loss=1.0124, top1-acc=73.14%, top5-acc=92.30%, remaining_time=0:00:27.491200, arrival_time=2021-04-10 03:23:51.568755, cost_time=0:00:03.123999 2021-04-10 03:23:25,537 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=1.41ms, fps=1754 images/s, loss=1.0258, top1-acc=73.03%, top5-acc=92.03%, remaining_time=0:00:25.362974, arrival_time=2021-04-10 03:23:50.900262, cost_time=0:00:04.583660 2021-04-10 03:23:26,995 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=1.66ms, fps=1756 images/s, loss=1.0085, top1-acc=73.60%, top5-acc=92.31%, remaining_time=0:00:23.565204, arrival_time=2021-04-10 03:23:50.561090, cost_time=0:00:06.042342 2021-04-10 03:23:28,464 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=1.80ms, fps=1744 images/s, loss=1.0030, top1-acc=73.77%, top5-acc=92.41%, remaining_time=0:00:21.931390, arrival_time=2021-04-10 03:23:50.395717, cost_time=0:00:07.510774 2021-04-10 03:23:29,926 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=1.39ms, fps=1751 images/s, loss=1.0045, top1-acc=73.76%, top5-acc=92.36%, remaining_time=0:00:20.338528, arrival_time=2021-04-10 03:23:50.264940, cost_time=0:00:08.972867 2021-04-10 03:23:31,399 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=1.71ms, fps=1738 images/s, loss=1.0012, top1-acc=73.74%, top5-acc=92.33%, remaining_time=0:00:18.803106, arrival_time=2021-04-10 03:23:50.202856, cost_time=0:00:10.446189 2021-04-10 03:23:32,861 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.43ms, fps=1752 images/s, loss=0.9956, top1-acc=74.00%, top5-acc=92.40%, remaining_time=0:00:17.266484, arrival_time=2021-04-10 03:23:50.127934, cost_time=0:00:11.907896 2021-04-10 03:23:34,328 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.56ms, fps=1746 images/s, loss=0.9973, top1-acc=74.05%, top5-acc=92.30%, remaining_time=0:00:15.752342, arrival_time=2021-04-10 03:23:50.080507, cost_time=0:00:13.374615 2021-04-10 03:23:35,787 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.55ms, fps=1755 images/s, loss=1.0001, top1-acc=73.90%, top5-acc=92.34%, remaining_time=0:00:14.240256, arrival_time=2021-04-10 03:23:50.027399, cost_time=0:00:14.833599 2021-04-10 03:23:37,253 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=1.83ms, fps=1747 images/s, loss=1.0005, top1-acc=73.91%, top5-acc=92.31%, remaining_time=0:00:12.743308, arrival_time=2021-04-10 03:23:49.996558, cost_time=0:00:16.299536 2021-04-10 03:23:38,715 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=1.56ms, fps=1752 images/s, loss=1.0044, top1-acc=73.87%, top5-acc=92.20%, remaining_time=0:00:11.249064, arrival_time=2021-04-10 03:23:49.964338, cost_time=0:00:17.761736 2021-04-10 03:23:40,174 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=1.95ms, fps=1755 images/s, loss=1.0001, top1-acc=74.02%, top5-acc=92.19%, remaining_time=0:00:09.758232, arrival_time=2021-04-10 03:23:49.932572, cost_time=0:00:19.220766 2021-04-10 03:23:41,632 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=1.88ms, fps=1757 images/s, loss=1.0036, top1-acc=73.89%, top5-acc=92.16%, remaining_time=0:00:08.271424, arrival_time=2021-04-10 03:23:49.903590, cost_time=0:00:20.678582 2021-04-10 03:23:43,096 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=2.18ms, fps=1749 images/s, loss=1.0061, top1-acc=73.81%, top5-acc=92.11%, remaining_time=0:00:06.790428, arrival_time=2021-04-10 03:23:49.886734, cost_time=0:00:22.142688 2021-04-10 03:23:44,600 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=2.11ms, fps=1702 images/s, loss=1.0090, top1-acc=73.77%, top5-acc=92.06%, remaining_time=0:00:05.320620, arrival_time=2021-04-10 03:23:49.921459, cost_time=0:00:23.647249 2021-04-10 03:23:46,066 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=1.59ms, fps=1748 images/s, loss=1.0113, top1-acc=73.70%, top5-acc=92.00%, remaining_time=0:00:03.840772, arrival_time=2021-04-10 03:23:49.907047, cost_time=0:00:25.112732 2021-04-10 03:23:47,528 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=1.95ms, fps=1752 images/s, loss=1.0121, top1-acc=73.69%, top5-acc=91.99%, remaining_time=0:00:02.362176, arrival_time=2021-04-10 03:23:49.890292, cost_time=0:00:26.574494 2021-04-10 03:23:48,997 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=1.63ms, fps=1743 images/s, loss=1.0113, top1-acc=73.71%, top5-acc=91.99%, remaining_time=0:00:00.885594, arrival_time=2021-04-10 03:23:49.883006, cost_time=0:00:28.043758 2021-04-10 03:23:49,802 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=10.43ms, fps=1691 images/s, loss=1.0094, top1-acc=73.77%, top5-acc=92.03%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:49.802234, cost_time=0:00:28.848691 2021-04-10 03:23:50,377 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=1.35ms, fps=4462 images/s, loss=1.7884, top1-acc=58.44%, top5-acc=82.34%, remaining_time=0:00:01.721340, arrival_time=2021-04-10 03:23:52.098433, cost_time=0:00:00.573778 2021-04-10 03:23:50,859 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=1.84ms, fps=5317 images/s, loss=1.7712, top1-acc=59.69%, top5-acc=81.82%, remaining_time=0:00:01.055640, arrival_time=2021-04-10 03:23:51.914636, cost_time=0:00:01.055645 2021-04-10 03:23:51,341 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=1.98ms, fps=5316 images/s, loss=1.7348, top1-acc=60.12%, top5-acc=82.32%, remaining_time=0:00:00.512570, arrival_time=2021-04-10 03:23:51.853573, cost_time=0:00:01.537706 2021-04-10 03:23:51,780 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=0.08ms, fps=5285 images/s, loss=1.7487, top1-acc=60.19%, top5-acc=82.40%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:51.780352, cost_time=0:00:01.977019 2021-04-10 03:23:52,813 INFO : Epoch=0084 complete, best val top1-acc=60.69%, top5-acc=83.70% (epoch=79), remaining_time=1:02:26.121400, arrival_time=2021-04-10 04:26:18.935114, cost_time=0:45:12.708620 2021-04-10 03:23:52,814 INFO : Train start, epoch=0085, lr=0.062434 2021-04-10 03:23:54,467 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=1.40ms, fps=1549 images/s, loss=0.9968, top1-acc=74.02%, top5-acc=92.73%, remaining_time=0:00:30.744498, arrival_time=2021-04-10 03:24:25.212389, cost_time=0:00:01.652928 2021-04-10 03:23:55,948 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=2.50ms, fps=1730 images/s, loss=0.9581, top1-acc=75.29%, top5-acc=92.73%, remaining_time=0:00:27.571280, arrival_time=2021-04-10 03:24:23.519372, cost_time=0:00:03.133096 2021-04-10 03:23:57,415 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=1.53ms, fps=1745 images/s, loss=0.9540, top1-acc=75.46%, top5-acc=92.76%, remaining_time=0:00:25.456100, arrival_time=2021-04-10 03:24:22.871636, cost_time=0:00:04.600507 2021-04-10 03:23:58,877 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=1.58ms, fps=1752 images/s, loss=0.9386, top1-acc=75.78%, top5-acc=92.79%, remaining_time=0:00:23.643360, arrival_time=2021-04-10 03:24:22.520787, cost_time=0:00:06.062395 2021-04-10 03:24:00,340 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=1.48ms, fps=1751 images/s, loss=0.9327, top1-acc=75.72%, top5-acc=92.98%, remaining_time=0:00:21.973438, arrival_time=2021-04-10 03:24:22.313590, cost_time=0:00:07.525145 2021-04-10 03:24:01,812 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=2.78ms, fps=1740 images/s, loss=0.9368, top1-acc=75.55%, top5-acc=92.96%, remaining_time=0:00:20.394016, arrival_time=2021-04-10 03:24:22.206465, cost_time=0:00:08.997390 2021-04-10 03:24:03,281 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=1.79ms, fps=1743 images/s, loss=0.9410, top1-acc=75.49%, top5-acc=92.89%, remaining_time=0:00:18.839520, arrival_time=2021-04-10 03:24:22.120930, cost_time=0:00:10.466430 2021-04-10 03:24:04,745 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=1.87ms, fps=1749 images/s, loss=0.9464, top1-acc=75.40%, top5-acc=92.87%, remaining_time=0:00:17.299892, arrival_time=2021-04-10 03:24:22.045760, cost_time=0:00:11.930936 2021-04-10 03:24:06,207 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=1.34ms, fps=1752 images/s, loss=0.9518, top1-acc=75.23%, top5-acc=92.76%, remaining_time=0:00:15.773754, arrival_time=2021-04-10 03:24:21.981516, cost_time=0:00:13.392813 2021-04-10 03:24:07,662 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=1.61ms, fps=1760 images/s, loss=0.9648, top1-acc=74.98%, top5-acc=92.56%, remaining_time=0:00:14.253984, arrival_time=2021-04-10 03:24:21.916880, cost_time=0:00:14.847864 2021-04-10 03:24:09,127 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=1.96ms, fps=1749 images/s, loss=0.9678, top1-acc=74.86%, top5-acc=92.51%, remaining_time=0:00:12.753198, arrival_time=2021-04-10 03:24:21.880452, cost_time=0:00:16.312213 2021-04-10 03:24:10,586 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=2.29ms, fps=1755 images/s, loss=0.9673, top1-acc=74.84%, top5-acc=92.54%, remaining_time=0:00:11.255220, arrival_time=2021-04-10 03:24:21.841679, cost_time=0:00:17.771459 2021-04-10 03:24:12,045 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=1.44ms, fps=1755 images/s, loss=0.9719, top1-acc=74.74%, top5-acc=92.45%, remaining_time=0:00:09.763314, arrival_time=2021-04-10 03:24:21.809108, cost_time=0:00:19.230828 2021-04-10 03:24:13,505 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=1.55ms, fps=1755 images/s, loss=0.9727, top1-acc=74.72%, top5-acc=92.46%, remaining_time=0:00:08.276128, arrival_time=2021-04-10 03:24:21.781355, cost_time=0:00:20.690277 2021-04-10 03:24:14,965 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=2.17ms, fps=1754 images/s, loss=0.9708, top1-acc=74.83%, top5-acc=92.43%, remaining_time=0:00:06.792728, arrival_time=2021-04-10 03:24:21.757906, cost_time=0:00:22.150179 2021-04-10 03:24:16,432 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=1.31ms, fps=1745 images/s, loss=0.9722, top1-acc=74.83%, top5-acc=92.42%, remaining_time=0:00:05.313924, arrival_time=2021-04-10 03:24:21.746252, cost_time=0:00:23.617372 2021-04-10 03:24:17,889 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=1.33ms, fps=1758 images/s, loss=0.9763, top1-acc=74.69%, top5-acc=92.40%, remaining_time=0:00:03.834896, arrival_time=2021-04-10 03:24:21.724110, cost_time=0:00:25.074266 2021-04-10 03:24:19,357 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=1.41ms, fps=1744 images/s, loss=0.9795, top1-acc=74.59%, top5-acc=92.38%, remaining_time=0:00:02.359328, arrival_time=2021-04-10 03:24:21.716798, cost_time=0:00:26.542520 2021-04-10 03:24:20,829 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=1.70ms, fps=1740 images/s, loss=0.9818, top1-acc=74.54%, top5-acc=92.36%, remaining_time=0:00:00.884670, arrival_time=2021-04-10 03:24:21.714145, cost_time=0:00:28.014516 2021-04-10 03:24:21,623 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=1.65ms, fps=1714 images/s, loss=0.9837, top1-acc=74.52%, top5-acc=92.35%, remaining_time=0:00:00, arrival_time=2021-04-10 03:24:21.623627, cost_time=0:00:28.808598 2021-04-10 03:24:22,229 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=0.46ms, fps=4235 images/s, loss=1.6870, top1-acc=59.18%, top5-acc=82.81%, remaining_time=0:00:01.813380, arrival_time=2021-04-10 03:24:24.043259, cost_time=0:00:00.604461 2021-04-10 03:24:22,719 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=1.50ms, fps=5235 images/s, loss=1.7248, top1-acc=59.08%, top5-acc=82.46%, remaining_time=0:00:01.094160, arrival_time=2021-04-10 03:24:23.813685, cost_time=0:00:01.094164 2021-04-10 03:24:23,200 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=1.37ms, fps=5333 images/s, loss=1.7484, top1-acc=59.21%, top5-acc=81.78%, remaining_time=0:00:00.524940, arrival_time=2021-04-10 03:24:23.725094, cost_time=0:00:01.574827 2021-04-10 03:24:23,649 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=0.08ms, fps=5168 images/s, loss=1.7306, top1-acc=59.71%, top5-acc=82.14%, remaining_time=0:00:00, arrival_time=2021-04-10 03:24:23.649456, cost_time=0:00:02.024210 2021-04-10 03:24:24,667 INFO : Epoch=0085 complete, best val top1-acc=60.69%, top5-acc=83.70% (epoch=79), remaining_time=1:01:53.230745, arrival_time=2021-04-10 04:26:17.897740, cost_time=0:45:44.561884 2021-04-10 03:24:24,668 INFO : Train start, epoch=0086, lr=0.061672 2021-04-10 03:24:26,334 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=1.51ms, fps=1536 images/s, loss=0.9748, top1-acc=74.49%, top5-acc=92.15%, remaining_time=0:00:30.993552, arrival_time=2021-04-10 03:24:57.328384, cost_time=0:00:01.666323 2021-04-10 03:24:27,805 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=12.83ms, fps=1742 images/s, loss=0.9896, top1-acc=74.45%, top5-acc=92.11%, remaining_time=0:00:27.600848, arrival_time=2021-04-10 03:24:55.405841, cost_time=0:00:03.136461 2021-04-10 03:24:29,268 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=1.36ms, fps=1750 images/s, loss=0.9712, top1-acc=74.77%, top5-acc=92.28%, remaining_time=0:00:25.454938, arrival_time=2021-04-10 03:24:54.723760, cost_time=0:00:04.600288 2021-04-10 03:24:30,734 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=2.09ms, fps=1748 images/s, loss=0.9593, top1-acc=75.01%, top5-acc=92.34%, remaining_time=0:00:23.655216, arrival_time=2021-04-10 03:24:54.389222, cost_time=0:00:06.065433 2021-04-10 03:24:32,205 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=1.43ms, fps=1741 images/s, loss=0.9449, top1-acc=75.30%, top5-acc=92.48%, remaining_time=0:00:22.006434, arrival_time=2021-04-10 03:24:54.211502, cost_time=0:00:07.536457 2021-04-10 03:24:33,669 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.74ms, fps=1748 images/s, loss=0.9415, top1-acc=75.35%, top5-acc=92.54%, remaining_time=0:00:20.402856, arrival_time=2021-04-10 03:24:54.072633, cost_time=0:00:09.001285 2021-04-10 03:24:35,128 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=1.59ms, fps=1756 images/s, loss=0.9486, top1-acc=75.16%, top5-acc=92.51%, remaining_time=0:00:18.827172, arrival_time=2021-04-10 03:24:53.955373, cost_time=0:00:10.459562 2021-04-10 03:24:36,594 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=1.71ms, fps=1746 images/s, loss=0.9566, top1-acc=74.87%, top5-acc=92.48%, remaining_time=0:00:17.293164, arrival_time=2021-04-10 03:24:53.887997, cost_time=0:00:11.926317 2021-04-10 03:24:38,054 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=1.48ms, fps=1754 images/s, loss=0.9672, top1-acc=74.70%, top5-acc=92.33%, remaining_time=0:00:15.766122, arrival_time=2021-04-10 03:24:53.820935, cost_time=0:00:13.386339 2021-04-10 03:24:39,512 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=1.52ms, fps=1757 images/s, loss=0.9677, top1-acc=74.73%, top5-acc=92.33%, remaining_time=0:00:14.249952, arrival_time=2021-04-10 03:24:53.762177, cost_time=0:00:14.843747 2021-04-10 03:24:40,979 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.35ms, fps=1745 images/s, loss=0.9701, top1-acc=74.73%, top5-acc=92.28%, remaining_time=0:00:12.752596, arrival_time=2021-04-10 03:24:53.732543, cost_time=0:00:16.311478 2021-04-10 03:24:42,435 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=1.43ms, fps=1759 images/s, loss=0.9710, top1-acc=74.80%, top5-acc=92.29%, remaining_time=0:00:11.252408, arrival_time=2021-04-10 03:24:53.687988, cost_time=0:00:17.766992 2021-04-10 03:24:43,903 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=1.52ms, fps=1744 images/s, loss=0.9709, top1-acc=74.79%, top5-acc=92.33%, remaining_time=0:00:09.765690, arrival_time=2021-04-10 03:24:53.669552, cost_time=0:00:19.235404 2021-04-10 03:24:45,372 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=2.39ms, fps=1743 images/s, loss=0.9676, top1-acc=74.91%, top5-acc=92.35%, remaining_time=0:00:08.281728, arrival_time=2021-04-10 03:24:53.654523, cost_time=0:00:20.704250 2021-04-10 03:24:46,838 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=1.89ms, fps=1748 images/s, loss=0.9697, top1-acc=74.93%, top5-acc=92.33%, remaining_time=0:00:06.798846, arrival_time=2021-04-10 03:24:53.637549, cost_time=0:00:22.170177 2021-04-10 03:24:48,304 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=1.64ms, fps=1747 images/s, loss=0.9728, top1-acc=74.87%, top5-acc=92.28%, remaining_time=0:00:05.318172, arrival_time=2021-04-10 03:24:53.623099, cost_time=0:00:23.636389 2021-04-10 03:24:49,767 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=1.96ms, fps=1751 images/s, loss=0.9740, top1-acc=74.86%, top5-acc=92.27%, remaining_time=0:00:03.838640, arrival_time=2021-04-10 03:24:53.605936, cost_time=0:00:25.098813 2021-04-10 03:24:51,224 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=1.43ms, fps=1757 images/s, loss=0.9765, top1-acc=74.76%, top5-acc=92.27%, remaining_time=0:00:02.360560, arrival_time=2021-04-10 03:24:53.585413, cost_time=0:00:26.556323 2021-04-10 03:24:52,688 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=1.40ms, fps=1750 images/s, loss=0.9780, top1-acc=74.76%, top5-acc=92.24%, remaining_time=0:00:00.884844, arrival_time=2021-04-10 03:24:53.573437, cost_time=0:00:28.020099 2021-04-10 03:24:53,487 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=1.26ms, fps=1704 images/s, loss=0.9801, top1-acc=74.71%, top5-acc=92.23%, remaining_time=0:00:00, arrival_time=2021-04-10 03:24:53.487077, cost_time=0:00:28.818590 2021-04-10 03:24:54,077 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=0.31ms, fps=4347 images/s, loss=1.6680, top1-acc=60.62%, top5-acc=83.16%, remaining_time=0:00:01.766550, arrival_time=2021-04-10 03:24:55.843635, cost_time=0:00:00.588851 2021-04-10 03:24:54,558 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=1.79ms, fps=5325 images/s, loss=1.6871, top1-acc=59.92%, top5-acc=83.61%, remaining_time=0:00:01.069980, arrival_time=2021-04-10 03:24:55.628266, cost_time=0:00:01.069975 2021-04-10 03:24:55,038 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=1.35ms, fps=5340 images/s, loss=1.6816, top1-acc=59.66%, top5-acc=83.44%, remaining_time=0:00:00.516610, arrival_time=2021-04-10 03:24:55.554689, cost_time=0:00:01.549842 2021-04-10 03:24:55,472 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.08ms, fps=5342 images/s, loss=1.6970, top1-acc=59.66%, top5-acc=83.40%, remaining_time=0:00:00, arrival_time=2021-04-10 03:24:55.472736, cost_time=0:00:01.984533 2021-04-10 03:24:56,574 INFO : Epoch=0086 complete, best val top1-acc=60.69%, top5-acc=83.70% (epoch=79), remaining_time=1:01:20.436192, arrival_time=2021-04-10 04:26:17.010700, cost_time=0:46:16.469439 2021-04-10 03:24:56,575 INFO : Train start, epoch=0087, lr=0.060907 2021-04-10 03:24:58,244 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=1.45ms, fps=1534 images/s, loss=0.9300, top1-acc=76.45%, top5-acc=92.30%, remaining_time=0:00:31.036146, arrival_time=2021-04-10 03:25:29.280336, cost_time=0:00:01.668614 2021-04-10 03:24:59,714 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=1.52ms, fps=1742 images/s, loss=0.8954, top1-acc=76.54%, top5-acc=93.16%, remaining_time=0:00:27.617568, arrival_time=2021-04-10 03:25:27.331552, cost_time=0:00:03.138355 2021-04-10 03:25:01,197 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=1.43ms, fps=1726 images/s, loss=0.8915, top1-acc=76.64%, top5-acc=93.29%, remaining_time=0:00:25.573794, arrival_time=2021-04-10 03:25:26.771134, cost_time=0:00:04.621769 2021-04-10 03:25:02,661 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=1.40ms, fps=1749 images/s, loss=0.8925, top1-acc=76.43%, top5-acc=93.38%, remaining_time=0:00:23.735088, arrival_time=2021-04-10 03:25:26.396602, cost_time=0:00:06.085918 2021-04-10 03:25:04,115 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=1.39ms, fps=1761 images/s, loss=0.9034, top1-acc=76.20%, top5-acc=93.25%, remaining_time=0:00:22.016800, arrival_time=2021-04-10 03:25:26.132386, cost_time=0:00:07.540012 2021-04-10 03:25:05,572 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=1.39ms, fps=1758 images/s, loss=0.9126, top1-acc=76.05%, top5-acc=93.14%, remaining_time=0:00:20.392520, arrival_time=2021-04-10 03:25:25.964847, cost_time=0:00:08.996698 2021-04-10 03:25:07,027 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=1.39ms, fps=1760 images/s, loss=0.9196, top1-acc=76.01%, top5-acc=93.03%, remaining_time=0:00:18.812934, arrival_time=2021-04-10 03:25:25.840122, cost_time=0:00:10.451612 2021-04-10 03:25:08,488 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=1.42ms, fps=1752 images/s, loss=0.9280, top1-acc=75.75%, top5-acc=92.94%, remaining_time=0:00:17.274256, arrival_time=2021-04-10 03:25:25.763154, cost_time=0:00:11.913319 2021-04-10 03:25:09,954 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=1.54ms, fps=1748 images/s, loss=0.9355, top1-acc=75.63%, top5-acc=92.84%, remaining_time=0:00:15.756688, arrival_time=2021-04-10 03:25:25.710631, cost_time=0:00:13.378305 2021-04-10 03:25:11,419 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=1.41ms, fps=1748 images/s, loss=0.9387, top1-acc=75.52%, top5-acc=92.78%, remaining_time=0:00:14.249856, arrival_time=2021-04-10 03:25:25.669069, cost_time=0:00:14.843643 2021-04-10 03:25:12,878 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=1.85ms, fps=1755 images/s, loss=0.9458, top1-acc=75.26%, top5-acc=92.72%, remaining_time=0:00:12.746060, arrival_time=2021-04-10 03:25:25.624711, cost_time=0:00:16.303094 2021-04-10 03:25:14,341 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=1.64ms, fps=1751 images/s, loss=0.9501, top1-acc=75.20%, top5-acc=92.68%, remaining_time=0:00:11.251420, arrival_time=2021-04-10 03:25:25.592461, cost_time=0:00:17.765455 2021-04-10 03:25:15,799 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=1.50ms, fps=1755 images/s, loss=0.9542, top1-acc=75.11%, top5-acc=92.60%, remaining_time=0:00:09.759948, arrival_time=2021-04-10 03:25:25.559763, cost_time=0:00:19.224192 2021-04-10 03:25:17,264 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=1.43ms, fps=1749 images/s, loss=0.9580, top1-acc=74.93%, top5-acc=92.56%, remaining_time=0:00:08.275456, arrival_time=2021-04-10 03:25:25.539670, cost_time=0:00:20.688570 2021-04-10 03:25:18,730 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=1.41ms, fps=1746 images/s, loss=0.9602, top1-acc=74.90%, top5-acc=92.54%, remaining_time=0:00:06.794246, arrival_time=2021-04-10 03:25:25.525024, cost_time=0:00:22.155199 2021-04-10 03:25:20,191 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=1.50ms, fps=1753 images/s, loss=0.9624, top1-acc=74.87%, top5-acc=92.47%, remaining_time=0:00:05.313600, arrival_time=2021-04-10 03:25:25.505198, cost_time=0:00:23.616017 2021-04-10 03:25:21,655 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=1.43ms, fps=1749 images/s, loss=0.9623, top1-acc=74.89%, top5-acc=92.46%, remaining_time=0:00:03.835728, arrival_time=2021-04-10 03:25:25.491142, cost_time=0:00:25.079836 2021-04-10 03:25:23,115 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=1.56ms, fps=1754 images/s, loss=0.9625, top1-acc=74.88%, top5-acc=92.45%, remaining_time=0:00:02.359088, arrival_time=2021-04-10 03:25:25.474414, cost_time=0:00:26.539742 2021-04-10 03:25:24,589 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.88ms, fps=1738 images/s, loss=0.9673, top1-acc=74.77%, top5-acc=92.41%, remaining_time=0:00:00.884640, arrival_time=2021-04-10 03:25:25.473737, cost_time=0:00:28.013514 2021-04-10 03:25:25,386 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=1.76ms, fps=1707 images/s, loss=0.9696, top1-acc=74.77%, top5-acc=92.37%, remaining_time=0:00:00, arrival_time=2021-04-10 03:25:25.386342, cost_time=0:00:28.810704 2021-04-10 03:25:25,962 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=0.20ms, fps=4453 images/s, loss=1.7261, top1-acc=60.04%, top5-acc=83.16%, remaining_time=0:00:01.724520, arrival_time=2021-04-10 03:25:27.687310, cost_time=0:00:00.574845 2021-04-10 03:25:26,446 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=1.43ms, fps=5301 images/s, loss=1.7411, top1-acc=59.18%, top5-acc=82.81%, remaining_time=0:00:01.058120, arrival_time=2021-04-10 03:25:27.504232, cost_time=0:00:01.058127 2021-04-10 03:25:26,932 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=1.30ms, fps=5266 images/s, loss=1.7528, top1-acc=58.75%, top5-acc=82.37%, remaining_time=0:00:00.514920, arrival_time=2021-04-10 03:25:27.447596, cost_time=0:00:01.544756 2021-04-10 03:25:27,370 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=0.07ms, fps=5300 images/s, loss=1.7582, top1-acc=58.87%, top5-acc=82.50%, remaining_time=0:00:00, arrival_time=2021-04-10 03:25:27.370763, cost_time=0:00:01.982855 2021-04-10 03:25:28,345 INFO : Epoch=0087 complete, best val top1-acc=60.69%, top5-acc=83.70% (epoch=79), remaining_time=1:00:47.485190, arrival_time=2021-04-10 04:26:15.831085, cost_time=0:46:48.240811 2021-04-10 03:25:28,347 INFO : Train start, epoch=0088, lr=0.060139 2021-04-10 03:25:30,007 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=3.22ms, fps=1542 images/s, loss=0.8896, top1-acc=76.13%, top5-acc=93.67%, remaining_time=0:00:30.882138, arrival_time=2021-04-10 03:26:00.889570, cost_time=0:00:01.660331 2021-04-10 03:25:31,468 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=1.39ms, fps=1752 images/s, loss=0.9034, top1-acc=75.94%, top5-acc=93.65%, remaining_time=0:00:27.471840, arrival_time=2021-04-10 03:25:58.940746, cost_time=0:00:03.121803 2021-04-10 03:25:32,925 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.45ms, fps=1758 images/s, loss=0.9155, top1-acc=75.98%, top5-acc=93.53%, remaining_time=0:00:25.332264, arrival_time=2021-04-10 03:25:58.257482, cost_time=0:00:04.578107 2021-04-10 03:25:34,382 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=1.40ms, fps=1757 images/s, loss=0.9328, top1-acc=75.46%, top5-acc=93.42%, remaining_time=0:00:23.538528, arrival_time=2021-04-10 03:25:57.921204, cost_time=0:00:06.035521 2021-04-10 03:25:35,848 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=1.58ms, fps=1746 images/s, loss=0.9341, top1-acc=75.39%, top5-acc=93.43%, remaining_time=0:00:21.905256, arrival_time=2021-04-10 03:25:57.754182, cost_time=0:00:07.501816 2021-04-10 03:25:37,316 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=2.16ms, fps=1746 images/s, loss=0.9331, top1-acc=75.50%, top5-acc=93.29%, remaining_time=0:00:20.329280, arrival_time=2021-04-10 03:25:57.645277, cost_time=0:00:08.968813 2021-04-10 03:25:38,788 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=1.94ms, fps=1739 images/s, loss=0.9342, top1-acc=75.49%, top5-acc=93.18%, remaining_time=0:00:18.795042, arrival_time=2021-04-10 03:25:57.583805, cost_time=0:00:10.441657 2021-04-10 03:25:40,251 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=1.51ms, fps=1750 images/s, loss=0.9429, top1-acc=75.27%, top5-acc=92.99%, remaining_time=0:00:17.261728, arrival_time=2021-04-10 03:25:57.513508, cost_time=0:00:11.904675 2021-04-10 03:25:41,714 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=1.41ms, fps=1750 images/s, loss=0.9409, top1-acc=75.25%, top5-acc=92.99%, remaining_time=0:00:15.744286, arrival_time=2021-04-10 03:25:57.459176, cost_time=0:00:13.367782 2021-04-10 03:25:43,174 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=1.62ms, fps=1754 images/s, loss=0.9432, top1-acc=75.25%, top5-acc=92.95%, remaining_time=0:00:14.234304, arrival_time=2021-04-10 03:25:57.408934, cost_time=0:00:14.827407 2021-04-10 03:25:44,638 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=1.45ms, fps=1750 images/s, loss=0.9408, top1-acc=75.40%, top5-acc=92.90%, remaining_time=0:00:12.736944, arrival_time=2021-04-10 03:25:57.375463, cost_time=0:00:16.291414 2021-04-10 03:25:46,097 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=1.70ms, fps=1755 images/s, loss=0.9395, top1-acc=75.36%, top5-acc=92.89%, remaining_time=0:00:11.241768, arrival_time=2021-04-10 03:25:57.339137, cost_time=0:00:17.750172 2021-04-10 03:25:47,552 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=1.47ms, fps=1760 images/s, loss=0.9457, top1-acc=75.30%, top5-acc=92.78%, remaining_time=0:00:09.750312, arrival_time=2021-04-10 03:25:57.302566, cost_time=0:00:19.205149 2021-04-10 03:25:49,015 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=1.90ms, fps=1750 images/s, loss=0.9448, top1-acc=75.35%, top5-acc=92.77%, remaining_time=0:00:08.267224, arrival_time=2021-04-10 03:25:57.282477, cost_time=0:00:20.668087 2021-04-10 03:25:50,478 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=1.40ms, fps=1750 images/s, loss=0.9492, top1-acc=75.28%, top5-acc=92.74%, remaining_time=0:00:06.787070, arrival_time=2021-04-10 03:25:57.266005, cost_time=0:00:22.131819 2021-04-10 03:25:51,944 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=2.02ms, fps=1747 images/s, loss=0.9507, top1-acc=75.21%, top5-acc=92.70%, remaining_time=0:00:05.309388, arrival_time=2021-04-10 03:25:57.253842, cost_time=0:00:23.597346 2021-04-10 03:25:53,405 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.96ms, fps=1753 images/s, loss=0.9508, top1-acc=75.16%, top5-acc=92.69%, remaining_time=0:00:03.832426, arrival_time=2021-04-10 03:25:57.237687, cost_time=0:00:25.058155 2021-04-10 03:25:54,868 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=1.92ms, fps=1751 images/s, loss=0.9518, top1-acc=75.16%, top5-acc=92.66%, remaining_time=0:00:02.357408, arrival_time=2021-04-10 03:25:57.225452, cost_time=0:00:26.520864 2021-04-10 03:25:56,338 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=1.63ms, fps=1742 images/s, loss=0.9555, top1-acc=75.09%, top5-acc=92.62%, remaining_time=0:00:00.883932, arrival_time=2021-04-10 03:25:57.222211, cost_time=0:00:27.991153 2021-04-10 03:25:57,133 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=1.24ms, fps=1712 images/s, loss=0.9561, top1-acc=75.08%, top5-acc=92.62%, remaining_time=0:00:00, arrival_time=2021-04-10 03:25:57.133285, cost_time=0:00:28.786187 2021-04-10 03:25:57,717 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=0.22ms, fps=4390 images/s, loss=1.7344, top1-acc=60.00%, top5-acc=82.81%, remaining_time=0:00:01.749270, arrival_time=2021-04-10 03:25:59.466744, cost_time=0:00:00.583088 2021-04-10 03:25:58,200 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=1.28ms, fps=5305 images/s, loss=1.7530, top1-acc=59.77%, top5-acc=82.15%, remaining_time=0:00:01.066020, arrival_time=2021-04-10 03:25:59.266461, cost_time=0:00:01.066025 2021-04-10 03:25:58,686 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=1.80ms, fps=5270 images/s, loss=1.7494, top1-acc=60.52%, top5-acc=82.46%, remaining_time=0:00:00.517420, arrival_time=2021-04-10 03:25:59.204112, cost_time=0:00:01.552268 2021-04-10 03:25:59,123 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=0.07ms, fps=5317 images/s, loss=1.7507, top1-acc=60.39%, top5-acc=82.66%, remaining_time=0:00:00, arrival_time=2021-04-10 03:25:59.123464, cost_time=0:00:01.989097 2021-04-10 03:26:00,951 INFO : Epoch=0088 complete, best val top1-acc=60.69%, top5-acc=83.70% (epoch=79), remaining_time=1:00:15.622752, arrival_time=2021-04-10 04:26:16.574241, cost_time=0:47:20.846449 2021-04-10 03:26:00,952 INFO : Train start, epoch=0089, lr=0.059369 2021-04-10 03:26:02,672 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=0.28ms, fps=1488 images/s, loss=0.8813, top1-acc=77.23%, top5-acc=93.32%, remaining_time=0:00:32.003718, arrival_time=2021-04-10 03:26:34.676593, cost_time=0:00:01.720629 2021-04-10 03:26:04,148 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=1.47ms, fps=1735 images/s, loss=0.8630, top1-acc=78.24%, top5-acc=93.55%, remaining_time=0:00:28.129552, arrival_time=2021-04-10 03:26:32.278282, cost_time=0:00:03.196535 2021-04-10 03:26:05,605 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=1.46ms, fps=1758 images/s, loss=0.8748, top1-acc=77.55%, top5-acc=93.29%, remaining_time=0:00:25.748260, arrival_time=2021-04-10 03:26:31.353801, cost_time=0:00:04.653300 2021-04-10 03:26:07,070 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.51ms, fps=1749 images/s, loss=0.8902, top1-acc=77.16%, top5-acc=93.23%, remaining_time=0:00:23.860044, arrival_time=2021-04-10 03:26:30.930334, cost_time=0:00:06.117974 2021-04-10 03:26:08,531 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=1.79ms, fps=1753 images/s, loss=0.8970, top1-acc=76.98%, top5-acc=93.16%, remaining_time=0:00:22.129804, arrival_time=2021-04-10 03:26:30.660825, cost_time=0:00:07.578704 2021-04-10 03:26:09,998 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=1.84ms, fps=1746 images/s, loss=0.9120, top1-acc=76.65%, top5-acc=92.92%, remaining_time=0:00:20.504040, arrival_time=2021-04-10 03:26:30.502132, cost_time=0:00:09.045890 2021-04-10 03:26:11,461 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=1.90ms, fps=1750 images/s, loss=0.9132, top1-acc=76.65%, top5-acc=92.95%, remaining_time=0:00:18.916002, arrival_time=2021-04-10 03:26:30.377181, cost_time=0:00:10.508916 2021-04-10 03:26:12,924 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=1.45ms, fps=1750 images/s, loss=0.9117, top1-acc=76.68%, top5-acc=93.02%, remaining_time=0:00:17.359516, arrival_time=2021-04-10 03:26:30.283868, cost_time=0:00:11.972119 2021-04-10 03:26:14,382 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=1.89ms, fps=1756 images/s, loss=0.9085, top1-acc=76.69%, top5-acc=93.06%, remaining_time=0:00:15.818062, arrival_time=2021-04-10 03:26:30.200648, cost_time=0:00:13.430397 2021-04-10 03:26:15,859 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=1.44ms, fps=1733 images/s, loss=0.9129, top1-acc=76.48%, top5-acc=92.99%, remaining_time=0:00:14.311392, arrival_time=2021-04-10 03:26:30.171313, cost_time=0:00:14.907718 2021-04-10 03:26:17,328 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=1.38ms, fps=1744 images/s, loss=0.9176, top1-acc=76.35%, top5-acc=93.03%, remaining_time=0:00:12.802992, arrival_time=2021-04-10 03:26:30.131117, cost_time=0:00:16.375929 2021-04-10 03:26:18,791 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=1.52ms, fps=1750 images/s, loss=0.9246, top1-acc=76.13%, top5-acc=92.95%, remaining_time=0:00:11.298312, arrival_time=2021-04-10 03:26:30.090027, cost_time=0:00:17.839398 2021-04-10 03:26:20,249 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=1.62ms, fps=1757 images/s, loss=0.9291, top1-acc=75.99%, top5-acc=92.90%, remaining_time=0:00:09.797106, arrival_time=2021-04-10 03:26:30.046713, cost_time=0:00:19.297359 2021-04-10 03:26:21,721 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=1.42ms, fps=1740 images/s, loss=0.9333, top1-acc=75.86%, top5-acc=92.87%, remaining_time=0:00:08.307712, arrival_time=2021-04-10 03:26:30.029254, cost_time=0:00:20.769326 2021-04-10 03:26:23,182 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=1.43ms, fps=1752 images/s, loss=0.9398, top1-acc=75.69%, top5-acc=92.81%, remaining_time=0:00:06.817430, arrival_time=2021-04-10 03:26:30.000366, cost_time=0:00:22.230692 2021-04-10 03:26:24,657 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.52ms, fps=1737 images/s, loss=0.9460, top1-acc=75.58%, top5-acc=92.71%, remaining_time=0:00:05.333688, arrival_time=2021-04-10 03:26:29.991148, cost_time=0:00:23.705254 2021-04-10 03:26:26,127 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=9.49ms, fps=1743 images/s, loss=0.9490, top1-acc=75.53%, top5-acc=92.67%, remaining_time=0:00:03.850262, arrival_time=2021-04-10 03:26:29.977305, cost_time=0:00:25.174795 2021-04-10 03:26:27,592 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=1.67ms, fps=1747 images/s, loss=0.9492, top1-acc=75.52%, top5-acc=92.66%, remaining_time=0:00:02.368048, arrival_time=2021-04-10 03:26:29.960805, cost_time=0:00:26.640556 2021-04-10 03:26:29,052 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.43ms, fps=1754 images/s, loss=0.9528, top1-acc=75.41%, top5-acc=92.61%, remaining_time=0:00:00.887382, arrival_time=2021-04-10 03:26:29.940209, cost_time=0:00:28.100474 2021-04-10 03:26:29,848 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=1.44ms, fps=1711 images/s, loss=0.9558, top1-acc=75.36%, top5-acc=92.60%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:29.848427, cost_time=0:00:28.896120 2021-04-10 03:26:30,440 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=2.10ms, fps=4338 images/s, loss=1.8495, top1-acc=58.48%, top5-acc=81.13%, remaining_time=0:00:01.770360, arrival_time=2021-04-10 03:26:32.210311, cost_time=0:00:00.590124 2021-04-10 03:26:30,931 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=1.68ms, fps=5218 images/s, loss=1.8435, top1-acc=58.38%, top5-acc=81.25%, remaining_time=0:00:01.081260, arrival_time=2021-04-10 03:26:32.012348, cost_time=0:00:01.081261 2021-04-10 03:26:31,418 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=1.67ms, fps=5253 images/s, loss=1.8528, top1-acc=58.53%, top5-acc=80.92%, remaining_time=0:00:00.523020, arrival_time=2021-04-10 03:26:31.941882, cost_time=0:00:01.569075 2021-04-10 03:26:31,860 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.11ms, fps=5259 images/s, loss=1.8594, top1-acc=58.44%, top5-acc=80.63%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:31.860528, cost_time=0:00:02.010603 2021-04-10 03:26:32,985 INFO : Epoch=0089 complete, best val top1-acc=60.69%, top5-acc=83.70% (epoch=79), remaining_time=0:59:43.030161, arrival_time=2021-04-10 04:26:16.015278, cost_time=0:47:52.880077 2021-04-10 03:26:32,985 INFO : Train start, epoch=0090, lr=0.058596 2021-04-10 03:26:34,637 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=0.28ms, fps=1550 images/s, loss=0.9646, top1-acc=74.88%, top5-acc=92.66%, remaining_time=0:00:30.711204, arrival_time=2021-04-10 03:27:05.348183, cost_time=0:00:01.651142 2021-04-10 03:26:36,097 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=1.57ms, fps=1753 images/s, loss=0.9236, top1-acc=75.84%, top5-acc=93.20%, remaining_time=0:00:27.383488, arrival_time=2021-04-10 03:27:03.481078, cost_time=0:00:03.111754 2021-04-10 03:26:37,558 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=1.53ms, fps=1753 images/s, loss=0.9256, top1-acc=75.78%, top5-acc=92.97%, remaining_time=0:00:25.303546, arrival_time=2021-04-10 03:27:02.862301, cost_time=0:00:04.572925 2021-04-10 03:26:39,025 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=1.71ms, fps=1746 images/s, loss=0.9349, top1-acc=75.43%, top5-acc=92.95%, remaining_time=0:00:23.553348, arrival_time=2021-04-10 03:27:02.578596, cost_time=0:00:06.039335 2021-04-10 03:26:40,481 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=1.44ms, fps=1759 images/s, loss=0.9262, top1-acc=75.69%, top5-acc=93.09%, remaining_time=0:00:21.887444, arrival_time=2021-04-10 03:27:02.368994, cost_time=0:00:07.495705 2021-04-10 03:26:41,951 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=1.85ms, fps=1743 images/s, loss=0.9295, top1-acc=75.54%, top5-acc=93.06%, remaining_time=0:00:20.321256, arrival_time=2021-04-10 03:27:02.272505, cost_time=0:00:08.965263 2021-04-10 03:26:43,411 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=1.38ms, fps=1755 images/s, loss=0.9305, top1-acc=75.52%, top5-acc=93.09%, remaining_time=0:00:18.765180, arrival_time=2021-04-10 03:27:02.176113, cost_time=0:00:10.425071 2021-04-10 03:26:44,870 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=1.96ms, fps=1755 images/s, loss=0.9378, top1-acc=75.39%, top5-acc=93.07%, remaining_time=0:00:17.232148, arrival_time=2021-04-10 03:27:02.102258, cost_time=0:00:11.884218 2021-04-10 03:26:46,336 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=1.51ms, fps=1746 images/s, loss=0.9407, top1-acc=75.31%, top5-acc=92.99%, remaining_time=0:00:15.724676, arrival_time=2021-04-10 03:27:02.061612, cost_time=0:00:13.351100 2021-04-10 03:26:47,806 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=1.54ms, fps=1743 images/s, loss=0.9471, top1-acc=75.16%, top5-acc=92.90%, remaining_time=0:00:14.227392, arrival_time=2021-04-10 03:27:02.033451, cost_time=0:00:14.820186 2021-04-10 03:26:49,279 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=2.53ms, fps=1738 images/s, loss=0.9468, top1-acc=75.15%, top5-acc=92.86%, remaining_time=0:00:12.738664, arrival_time=2021-04-10 03:27:02.018226, cost_time=0:00:16.293602 2021-04-10 03:26:50,738 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=1.54ms, fps=1756 images/s, loss=0.9428, top1-acc=75.32%, top5-acc=92.88%, remaining_time=0:00:11.243060, arrival_time=2021-04-10 03:27:01.981122, cost_time=0:00:17.752229 2021-04-10 03:26:52,203 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=1.60ms, fps=1748 images/s, loss=0.9459, top1-acc=75.18%, top5-acc=92.83%, remaining_time=0:00:09.756582, arrival_time=2021-04-10 03:27:01.959959, cost_time=0:00:19.217539 2021-04-10 03:26:53,668 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=1.37ms, fps=1748 images/s, loss=0.9470, top1-acc=75.20%, top5-acc=92.81%, remaining_time=0:00:08.272936, arrival_time=2021-04-10 03:27:01.941158, cost_time=0:00:20.682394 2021-04-10 03:26:55,136 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=1.57ms, fps=1745 images/s, loss=0.9522, top1-acc=75.13%, top5-acc=92.74%, remaining_time=0:00:06.792728, arrival_time=2021-04-10 03:27:01.928815, cost_time=0:00:22.150221 2021-04-10 03:26:56,608 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=2.15ms, fps=1740 images/s, loss=0.9522, top1-acc=75.16%, top5-acc=92.76%, remaining_time=0:00:05.314932, arrival_time=2021-04-10 03:27:01.922902, cost_time=0:00:23.621976 2021-04-10 03:26:58,073 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=1.53ms, fps=1747 images/s, loss=0.9534, top1-acc=75.13%, top5-acc=92.74%, remaining_time=0:00:03.836950, arrival_time=2021-04-10 03:27:01.910572, cost_time=0:00:25.087715 2021-04-10 03:26:59,537 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=1.47ms, fps=1750 images/s, loss=0.9554, top1-acc=75.08%, top5-acc=92.73%, remaining_time=0:00:02.360112, arrival_time=2021-04-10 03:27:01.897286, cost_time=0:00:26.551255 2021-04-10 03:27:01,000 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.40ms, fps=1750 images/s, loss=0.9553, top1-acc=75.14%, top5-acc=92.73%, remaining_time=0:00:00.884664, arrival_time=2021-04-10 03:27:01.884903, cost_time=0:00:28.014405 2021-04-10 03:27:01,795 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=1.29ms, fps=1712 images/s, loss=0.9575, top1-acc=75.09%, top5-acc=92.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:27:01.795052, cost_time=0:00:28.809220 2021-04-10 03:27:02,350 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=0.40ms, fps=4619 images/s, loss=1.7266, top1-acc=61.13%, top5-acc=81.72%, remaining_time=0:00:01.662720, arrival_time=2021-04-10 03:27:04.013336, cost_time=0:00:00.554244 2021-04-10 03:27:02,836 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=1.94ms, fps=5278 images/s, loss=1.7221, top1-acc=60.49%, top5-acc=82.07%, remaining_time=0:00:01.040180, arrival_time=2021-04-10 03:27:03.876531, cost_time=0:00:01.040179 2021-04-10 03:27:03,317 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=1.34ms, fps=5329 images/s, loss=1.7605, top1-acc=59.74%, top5-acc=81.50%, remaining_time=0:00:00.506970, arrival_time=2021-04-10 03:27:03.824097, cost_time=0:00:01.520904 2021-04-10 03:27:03,755 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=0.10ms, fps=5294 images/s, loss=1.7813, top1-acc=59.44%, top5-acc=81.41%, remaining_time=0:00:00, arrival_time=2021-04-10 03:27:03.755760, cost_time=0:00:01.959622 2021-04-10 03:27:04,803 INFO : Epoch=0090 complete, best val top1-acc=60.69%, top5-acc=83.70% (epoch=79), remaining_time=0:59:10.187300, arrival_time=2021-04-10 04:26:14.991066, cost_time=0:48:24.698724 2021-04-10 03:27:04,804 INFO : Train start, epoch=0091, lr=0.057822 2021-04-10 03:27:06,455 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=1.60ms, fps=1551 images/s, loss=0.9679, top1-acc=75.90%, top5-acc=92.03%, remaining_time=0:00:30.703020, arrival_time=2021-04-10 03:27:37.158215, cost_time=0:00:01.650705 2021-04-10 03:27:07,911 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=1.43ms, fps=1758 images/s, loss=0.9353, top1-acc=76.02%, top5-acc=92.64%, remaining_time=0:00:27.343712, arrival_time=2021-04-10 03:27:35.255446, cost_time=0:00:03.107245 2021-04-10 03:27:09,377 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=1.79ms, fps=1747 images/s, loss=0.9077, top1-acc=76.43%, top5-acc=93.01%, remaining_time=0:00:25.304542, arrival_time=2021-04-10 03:27:34.682132, cost_time=0:00:04.573097 2021-04-10 03:27:10,838 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=1.64ms, fps=1753 images/s, loss=0.8995, top1-acc=76.54%, top5-acc=93.15%, remaining_time=0:00:23.533224, arrival_time=2021-04-10 03:27:34.371846, cost_time=0:00:06.034148 2021-04-10 03:27:12,299 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=1.92ms, fps=1753 images/s, loss=0.9000, top1-acc=76.45%, top5-acc=93.15%, remaining_time=0:00:21.885984, arrival_time=2021-04-10 03:27:34.185681, cost_time=0:00:07.495208 2021-04-10 03:27:13,764 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=2.07ms, fps=1749 images/s, loss=0.9038, top1-acc=76.26%, top5-acc=93.17%, remaining_time=0:00:20.308200, arrival_time=2021-04-10 03:27:34.072214, cost_time=0:00:08.959511 2021-04-10 03:27:15,230 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=1.59ms, fps=1747 images/s, loss=0.9038, top1-acc=76.32%, top5-acc=93.23%, remaining_time=0:00:18.765936, arrival_time=2021-04-10 03:27:33.996036, cost_time=0:00:10.425533 2021-04-10 03:27:16,695 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=1.39ms, fps=1747 images/s, loss=0.9076, top1-acc=76.27%, top5-acc=93.30%, remaining_time=0:00:17.242008, arrival_time=2021-04-10 03:27:33.937564, cost_time=0:00:11.891038 2021-04-10 03:27:18,153 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=1.43ms, fps=1756 images/s, loss=0.9145, top1-acc=76.09%, top5-acc=93.21%, remaining_time=0:00:15.722450, arrival_time=2021-04-10 03:27:33.876222, cost_time=0:00:13.349273 2021-04-10 03:27:19,615 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.43ms, fps=1752 images/s, loss=0.9097, top1-acc=76.22%, top5-acc=93.24%, remaining_time=0:00:14.218656, arrival_time=2021-04-10 03:27:33.834237, cost_time=0:00:14.811079 2021-04-10 03:27:21,085 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=2.05ms, fps=1742 images/s, loss=0.9074, top1-acc=76.17%, top5-acc=93.28%, remaining_time=0:00:12.728688, arrival_time=2021-04-10 03:27:33.814092, cost_time=0:00:16.280911 2021-04-10 03:27:22,546 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=1.47ms, fps=1752 images/s, loss=0.9091, top1-acc=76.13%, top5-acc=93.31%, remaining_time=0:00:11.236828, arrival_time=2021-04-10 03:27:33.783670, cost_time=0:00:17.742352 2021-04-10 03:27:24,010 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=1.53ms, fps=1750 images/s, loss=0.9107, top1-acc=76.10%, top5-acc=93.24%, remaining_time=0:00:09.750510, arrival_time=2021-04-10 03:27:33.760552, cost_time=0:00:19.205553 2021-04-10 03:27:25,469 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=1.45ms, fps=1755 images/s, loss=0.9153, top1-acc=76.07%, top5-acc=93.20%, remaining_time=0:00:08.265824, arrival_time=2021-04-10 03:27:33.734931, cost_time=0:00:20.664619 2021-04-10 03:27:26,926 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=1.56ms, fps=1758 images/s, loss=0.9158, top1-acc=76.04%, top5-acc=93.19%, remaining_time=0:00:06.783896, arrival_time=2021-04-10 03:27:33.709905, cost_time=0:00:22.121465 2021-04-10 03:27:28,394 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=2.23ms, fps=1744 images/s, loss=0.9203, top1-acc=75.90%, top5-acc=93.17%, remaining_time=0:00:05.307732, arrival_time=2021-04-10 03:27:33.702363, cost_time=0:00:23.589992 2021-04-10 03:27:29,864 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=2.00ms, fps=1743 images/s, loss=0.9233, top1-acc=75.82%, top5-acc=93.16%, remaining_time=0:00:03.832686, arrival_time=2021-04-10 03:27:33.697294, cost_time=0:00:25.059915 2021-04-10 03:27:31,333 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=1.70ms, fps=1744 images/s, loss=0.9222, top1-acc=75.79%, top5-acc=93.17%, remaining_time=0:00:02.358112, arrival_time=2021-04-10 03:27:33.691403, cost_time=0:00:26.528736 2021-04-10 03:27:32,802 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.32ms, fps=1744 images/s, loss=0.9230, top1-acc=75.81%, top5-acc=93.14%, remaining_time=0:00:00.884136, arrival_time=2021-04-10 03:27:33.686212, cost_time=0:00:27.997572 2021-04-10 03:27:33,602 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=1.31ms, fps=1699 images/s, loss=0.9278, top1-acc=75.73%, top5-acc=93.13%, remaining_time=0:00:00, arrival_time=2021-04-10 03:27:33.602807, cost_time=0:00:28.798261 2021-04-10 03:27:34,207 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=0.31ms, fps=4245 images/s, loss=1.7179, top1-acc=60.04%, top5-acc=83.44%, remaining_time=0:00:01.809090, arrival_time=2021-04-10 03:27:36.016059, cost_time=0:00:00.603029 2021-04-10 03:27:34,688 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=1.37ms, fps=5325 images/s, loss=1.7285, top1-acc=59.69%, top5-acc=82.77%, remaining_time=0:00:01.084260, arrival_time=2021-04-10 03:27:35.772426, cost_time=0:00:01.084262 2021-04-10 03:27:35,167 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=1.32ms, fps=5348 images/s, loss=1.7476, top1-acc=59.23%, top5-acc=82.90%, remaining_time=0:00:00.521100, arrival_time=2021-04-10 03:27:35.688308, cost_time=0:00:01.563301 2021-04-10 03:27:35,605 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=0.11ms, fps=5299 images/s, loss=1.7985, top1-acc=58.97%, top5-acc=82.63%, remaining_time=0:00:00, arrival_time=2021-04-10 03:27:35.605453, cost_time=0:00:02.001501 2021-04-10 03:27:36,651 INFO : Epoch=0091 complete, best val top1-acc=60.69%, top5-acc=83.70% (epoch=79), remaining_time=0:58:37.401878, arrival_time=2021-04-10 04:26:14.053412, cost_time=0:48:56.546500 2021-04-10 03:27:36,652 INFO : Train start, epoch=0092, lr=0.057045 2021-04-10 03:27:38,329 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=1.86ms, fps=1527 images/s, loss=0.9382, top1-acc=76.60%, top5-acc=92.30%, remaining_time=0:00:31.186434, arrival_time=2021-04-10 03:28:09.515479, cost_time=0:00:01.676687 2021-04-10 03:27:39,792 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=1.43ms, fps=1750 images/s, loss=0.9062, top1-acc=77.19%, top5-acc=92.87%, remaining_time=0:00:27.634992, arrival_time=2021-04-10 03:28:07.427629, cost_time=0:00:03.140334 2021-04-10 03:27:41,271 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=2.83ms, fps=1731 images/s, loss=0.8898, top1-acc=77.08%, top5-acc=93.23%, remaining_time=0:00:25.560016, arrival_time=2021-04-10 03:28:06.831703, cost_time=0:00:04.619285 2021-04-10 03:27:42,735 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=5.04ms, fps=1750 images/s, loss=0.8889, top1-acc=77.05%, top5-acc=93.41%, remaining_time=0:00:23.722452, arrival_time=2021-04-10 03:28:06.457424, cost_time=0:00:06.082682 2021-04-10 03:27:44,200 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=1.62ms, fps=1748 images/s, loss=0.9060, top1-acc=76.64%, top5-acc=93.20%, remaining_time=0:00:22.040160, arrival_time=2021-04-10 03:28:06.240519, cost_time=0:00:07.547993 2021-04-10 03:27:45,663 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=2.01ms, fps=1750 images/s, loss=0.9019, top1-acc=76.65%, top5-acc=93.24%, remaining_time=0:00:20.425296, arrival_time=2021-04-10 03:28:06.088726, cost_time=0:00:09.011146 2021-04-10 03:27:47,129 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=2.07ms, fps=1747 images/s, loss=0.9033, top1-acc=76.54%, top5-acc=93.21%, remaining_time=0:00:18.858294, arrival_time=2021-04-10 03:28:05.987497, cost_time=0:00:10.476840 2021-04-10 03:27:48,592 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=1.54ms, fps=1750 images/s, loss=0.9021, top1-acc=76.54%, top5-acc=93.24%, remaining_time=0:00:17.312884, arrival_time=2021-04-10 03:28:05.905120, cost_time=0:00:11.939954 2021-04-10 03:27:50,052 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.58ms, fps=1753 images/s, loss=0.8994, top1-acc=76.64%, top5-acc=93.22%, remaining_time=0:00:15.782658, arrival_time=2021-04-10 03:28:05.835279, cost_time=0:00:13.400339 2021-04-10 03:27:51,517 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=1.50ms, fps=1748 images/s, loss=0.9040, top1-acc=76.50%, top5-acc=93.23%, remaining_time=0:00:14.270880, arrival_time=2021-04-10 03:28:05.788707, cost_time=0:00:14.865466 2021-04-10 03:27:52,983 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=1.80ms, fps=1748 images/s, loss=0.9086, top1-acc=76.36%, top5-acc=93.12%, remaining_time=0:00:12.767904, arrival_time=2021-04-10 03:28:05.751268, cost_time=0:00:16.331015 2021-04-10 03:27:54,442 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=2.03ms, fps=1755 images/s, loss=0.9115, top1-acc=76.27%, top5-acc=93.10%, remaining_time=0:00:11.267380, arrival_time=2021-04-10 03:28:05.710277, cost_time=0:00:17.790590 2021-04-10 03:27:55,903 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=1.98ms, fps=1754 images/s, loss=0.9121, top1-acc=76.28%, top5-acc=93.08%, remaining_time=0:00:09.773544, arrival_time=2021-04-10 03:28:05.676788, cost_time=0:00:19.250970 2021-04-10 03:27:57,365 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=1.91ms, fps=1752 images/s, loss=0.9117, top1-acc=76.24%, top5-acc=93.10%, remaining_time=0:00:08.285144, arrival_time=2021-04-10 03:28:05.650316, cost_time=0:00:20.712827 2021-04-10 03:27:58,829 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=1.50ms, fps=1749 images/s, loss=0.9184, top1-acc=76.06%, top5-acc=93.02%, remaining_time=0:00:06.800870, arrival_time=2021-04-10 03:28:05.629879, cost_time=0:00:22.176728 2021-04-10 03:28:00,296 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.36ms, fps=1745 images/s, loss=0.9232, top1-acc=75.96%, top5-acc=92.99%, remaining_time=0:00:05.319936, arrival_time=2021-04-10 03:28:05.616409, cost_time=0:00:23.644191 2021-04-10 03:28:01,752 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=1.38ms, fps=1758 images/s, loss=0.9250, top1-acc=75.93%, top5-acc=92.94%, remaining_time=0:00:03.838900, arrival_time=2021-04-10 03:28:05.591679, cost_time=0:00:25.100493 2021-04-10 03:28:03,208 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=1.51ms, fps=1759 images/s, loss=0.9255, top1-acc=75.89%, top5-acc=92.99%, remaining_time=0:00:02.360528, arrival_time=2021-04-10 03:28:05.568752, cost_time=0:00:26.555932 2021-04-10 03:28:04,674 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.45ms, fps=1746 images/s, loss=0.9282, top1-acc=75.90%, top5-acc=92.94%, remaining_time=0:00:00.884916, arrival_time=2021-04-10 03:28:05.559606, cost_time=0:00:28.022415 2021-04-10 03:28:05,471 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=2.15ms, fps=1707 images/s, loss=0.9297, top1-acc=75.90%, top5-acc=92.92%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:05.471912, cost_time=0:00:28.819630 2021-04-10 03:28:06,066 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=0.35ms, fps=4313 images/s, loss=1.6982, top1-acc=60.51%, top5-acc=83.63%, remaining_time=0:00:01.780710, arrival_time=2021-04-10 03:28:07.847434, cost_time=0:00:00.593570 2021-04-10 03:28:06,544 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=1.37ms, fps=5365 images/s, loss=1.6651, top1-acc=61.41%, top5-acc=83.69%, remaining_time=0:00:01.071340, arrival_time=2021-04-10 03:28:07.615762, cost_time=0:00:01.071334 2021-04-10 03:28:07,021 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=1.45ms, fps=5374 images/s, loss=1.6809, top1-acc=60.87%, top5-acc=83.28%, remaining_time=0:00:00.516050, arrival_time=2021-04-10 03:28:07.537267, cost_time=0:00:01.548152 2021-04-10 03:28:07,457 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.07ms, fps=5319 images/s, loss=1.6859, top1-acc=61.22%, top5-acc=83.60%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:07.457669, cost_time=0:00:01.984633 2021-04-10 03:28:09,597 INFO : Epoch=0092 complete, best val top1-acc=61.22%, top5-acc=83.60% (epoch=92), remaining_time=0:58:05.925288, arrival_time=2021-04-10 04:26:15.522292, cost_time=0:49:29.491932 2021-04-10 03:28:09,598 INFO : Train start, epoch=0093, lr=0.056267 2021-04-10 03:28:11,256 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=1.95ms, fps=1544 images/s, loss=0.8703, top1-acc=75.98%, top5-acc=93.36%, remaining_time=0:00:30.830430, arrival_time=2021-04-10 03:28:42.086429, cost_time=0:00:01.657550 2021-04-10 03:28:12,723 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=1.52ms, fps=1746 images/s, loss=0.8885, top1-acc=76.31%, top5-acc=93.11%, remaining_time=0:00:27.498064, arrival_time=2021-04-10 03:28:40.221028, cost_time=0:00:03.124780 2021-04-10 03:28:14,186 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=1.95ms, fps=1750 images/s, loss=0.8762, top1-acc=76.85%, top5-acc=93.15%, remaining_time=0:00:25.388704, arrival_time=2021-04-10 03:28:39.575302, cost_time=0:00:04.588305 2021-04-10 03:28:15,653 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=1.42ms, fps=1745 images/s, loss=0.8677, top1-acc=77.01%, top5-acc=93.37%, remaining_time=0:00:23.616996, arrival_time=2021-04-10 03:28:39.270823, cost_time=0:00:06.055652 2021-04-10 03:28:17,120 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=1.53ms, fps=1747 images/s, loss=0.8833, top1-acc=76.80%, top5-acc=93.27%, remaining_time=0:00:21.963072, arrival_time=2021-04-10 03:28:39.082977, cost_time=0:00:07.521625 2021-04-10 03:28:18,581 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.44ms, fps=1753 images/s, loss=0.8885, top1-acc=76.78%, top5-acc=93.22%, remaining_time=0:00:20.361648, arrival_time=2021-04-10 03:28:38.942884, cost_time=0:00:08.983068 2021-04-10 03:28:20,042 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=1.67ms, fps=1753 images/s, loss=0.8877, top1-acc=76.93%, top5-acc=93.30%, remaining_time=0:00:18.798948, arrival_time=2021-04-10 03:28:38.840958, cost_time=0:00:10.443838 2021-04-10 03:28:21,505 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.45ms, fps=1751 images/s, loss=0.8868, top1-acc=76.90%, top5-acc=93.31%, remaining_time=0:00:17.265440, arrival_time=2021-04-10 03:28:38.770816, cost_time=0:00:11.907203 2021-04-10 03:28:22,964 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.45ms, fps=1755 images/s, loss=0.8824, top1-acc=77.04%, top5-acc=93.34%, remaining_time=0:00:15.742166, arrival_time=2021-04-10 03:28:38.706349, cost_time=0:00:13.366012 2021-04-10 03:28:24,419 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=1.59ms, fps=1759 images/s, loss=0.8789, top1-acc=77.03%, top5-acc=93.43%, remaining_time=0:00:14.228640, arrival_time=2021-04-10 03:28:38.648377, cost_time=0:00:14.821487 2021-04-10 03:28:25,884 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=1.67ms, fps=1749 images/s, loss=0.8842, top1-acc=76.94%, top5-acc=93.38%, remaining_time=0:00:12.732644, arrival_time=2021-04-10 03:28:38.616790, cost_time=0:00:16.285973 2021-04-10 03:28:27,343 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=1.47ms, fps=1755 images/s, loss=0.8878, top1-acc=76.85%, top5-acc=93.33%, remaining_time=0:00:11.238728, arrival_time=2021-04-10 03:28:38.582290, cost_time=0:00:17.745382 2021-04-10 03:28:28,808 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=1.91ms, fps=1748 images/s, loss=0.8917, top1-acc=76.78%, top5-acc=93.27%, remaining_time=0:00:09.752886, arrival_time=2021-04-10 03:28:38.561348, cost_time=0:00:19.210285 2021-04-10 03:28:30,280 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=2.82ms, fps=1739 images/s, loss=0.8930, top1-acc=76.76%, top5-acc=93.23%, remaining_time=0:00:08.272992, arrival_time=2021-04-10 03:28:38.553852, cost_time=0:00:20.682546 2021-04-10 03:28:31,770 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=1.43ms, fps=1720 images/s, loss=0.8946, top1-acc=76.70%, top5-acc=93.24%, remaining_time=0:00:06.799352, arrival_time=2021-04-10 03:28:38.569494, cost_time=0:00:22.171796 2021-04-10 03:28:33,233 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.58ms, fps=1751 images/s, loss=0.8983, top1-acc=76.68%, top5-acc=93.20%, remaining_time=0:00:05.317812, arrival_time=2021-04-10 03:28:38.550856, cost_time=0:00:23.634781 2021-04-10 03:28:34,691 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=1.56ms, fps=1757 images/s, loss=0.9052, top1-acc=76.57%, top5-acc=93.11%, remaining_time=0:00:03.837730, arrival_time=2021-04-10 03:28:38.528851, cost_time=0:00:25.092867 2021-04-10 03:28:36,152 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=1.82ms, fps=1752 images/s, loss=0.9071, top1-acc=76.46%, top5-acc=93.11%, remaining_time=0:00:02.360416, arrival_time=2021-04-10 03:28:38.513296, cost_time=0:00:26.554701 2021-04-10 03:28:37,617 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=1.77ms, fps=1748 images/s, loss=0.9072, top1-acc=76.42%, top5-acc=93.10%, remaining_time=0:00:00.884820, arrival_time=2021-04-10 03:28:38.502323, cost_time=0:00:28.019262 2021-04-10 03:28:38,409 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=1.33ms, fps=1718 images/s, loss=0.9078, top1-acc=76.42%, top5-acc=93.11%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:38.409581, cost_time=0:00:28.811332 2021-04-10 03:28:38,981 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=2.51ms, fps=4495 images/s, loss=1.7002, top1-acc=60.51%, top5-acc=83.01%, remaining_time=0:00:01.708620, arrival_time=2021-04-10 03:28:40.689545, cost_time=0:00:00.569545 2021-04-10 03:28:39,463 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=2.15ms, fps=5310 images/s, loss=1.7436, top1-acc=60.39%, top5-acc=82.34%, remaining_time=0:00:01.052220, arrival_time=2021-04-10 03:28:40.515746, cost_time=0:00:01.052219 2021-04-10 03:28:39,941 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=1.49ms, fps=5365 images/s, loss=1.7276, top1-acc=60.36%, top5-acc=82.32%, remaining_time=0:00:00.509900, arrival_time=2021-04-10 03:28:40.450911, cost_time=0:00:01.529705 2021-04-10 03:28:40,377 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=0.09ms, fps=5319 images/s, loss=1.7639, top1-acc=60.12%, top5-acc=82.28%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:40.377491, cost_time=0:00:01.966214 2021-04-10 03:28:41,497 INFO : Epoch=0093 complete, best val top1-acc=61.22%, top5-acc=83.60% (epoch=92), remaining_time=0:57:33.215280, arrival_time=2021-04-10 04:26:14.713073, cost_time=0:50:01.392753 2021-04-10 03:28:41,498 INFO : Train start, epoch=0094, lr=0.055487 2021-04-10 03:28:43,117 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=1.47ms, fps=1581 images/s, loss=0.8648, top1-acc=77.54%, top5-acc=93.48%, remaining_time=0:00:30.115818, arrival_time=2021-04-10 03:29:13.233477, cost_time=0:00:01.619126 2021-04-10 03:28:44,586 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=1.37ms, fps=1743 images/s, loss=0.8585, top1-acc=77.83%, top5-acc=93.81%, remaining_time=0:00:27.175632, arrival_time=2021-04-10 03:29:11.762309, cost_time=0:00:03.088141 2021-04-10 03:28:46,052 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=1.76ms, fps=1747 images/s, loss=0.8246, top1-acc=78.44%, top5-acc=94.32%, remaining_time=0:00:25.200626, arrival_time=2021-04-10 03:29:11.253560, cost_time=0:00:04.554337 2021-04-10 03:28:47,518 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=2.18ms, fps=1747 images/s, loss=0.8206, top1-acc=78.30%, top5-acc=94.45%, remaining_time=0:00:23.479092, arrival_time=2021-04-10 03:29:10.997964, cost_time=0:00:06.020280 2021-04-10 03:28:48,989 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=2.11ms, fps=1741 images/s, loss=0.8340, top1-acc=77.96%, top5-acc=94.24%, remaining_time=0:00:21.874596, arrival_time=2021-04-10 03:29:10.864430, cost_time=0:00:07.491284 2021-04-10 03:28:50,466 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=2.07ms, fps=1734 images/s, loss=0.8424, top1-acc=77.80%, top5-acc=94.06%, remaining_time=0:00:20.328192, arrival_time=2021-04-10 03:29:10.795021, cost_time=0:00:08.968303 2021-04-10 03:28:51,925 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=1.65ms, fps=1756 images/s, loss=0.8510, top1-acc=77.63%, top5-acc=93.96%, remaining_time=0:00:18.768582, arrival_time=2021-04-10 03:29:10.694079, cost_time=0:00:10.426965 2021-04-10 03:28:53,386 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=1.52ms, fps=1752 images/s, loss=0.8514, top1-acc=77.68%, top5-acc=93.91%, remaining_time=0:00:17.238064, arrival_time=2021-04-10 03:29:10.624953, cost_time=0:00:11.888308 2021-04-10 03:28:54,847 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=1.47ms, fps=1754 images/s, loss=0.8522, top1-acc=77.75%, top5-acc=93.91%, remaining_time=0:00:15.721920, arrival_time=2021-04-10 03:29:10.569227, cost_time=0:00:13.348772 2021-04-10 03:28:56,310 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=1.63ms, fps=1750 images/s, loss=0.8599, top1-acc=77.61%, top5-acc=93.86%, remaining_time=0:00:14.219136, arrival_time=2021-04-10 03:29:10.529299, cost_time=0:00:14.811637 2021-04-10 03:28:57,770 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=1.44ms, fps=1753 images/s, loss=0.8621, top1-acc=77.44%, top5-acc=93.89%, remaining_time=0:00:12.721894, arrival_time=2021-04-10 03:29:10.492635, cost_time=0:00:16.272213 2021-04-10 03:28:59,235 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=1.57ms, fps=1748 images/s, loss=0.8644, top1-acc=77.40%, top5-acc=93.83%, remaining_time=0:00:11.233636, arrival_time=2021-04-10 03:29:10.469438, cost_time=0:00:17.737271 2021-04-10 03:29:00,698 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=1.89ms, fps=1751 images/s, loss=0.8682, top1-acc=77.26%, top5-acc=93.77%, remaining_time=0:00:09.747606, arrival_time=2021-04-10 03:29:10.445931, cost_time=0:00:19.199790 2021-04-10 03:29:02,170 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=1.58ms, fps=1739 images/s, loss=0.8709, top1-acc=77.18%, top5-acc=93.75%, remaining_time=0:00:08.268792, arrival_time=2021-04-10 03:29:10.439262, cost_time=0:00:20.671938 2021-04-10 03:29:03,638 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=1.41ms, fps=1744 images/s, loss=0.8723, top1-acc=77.13%, top5-acc=93.71%, remaining_time=0:00:06.789600, arrival_time=2021-04-10 03:29:10.428239, cost_time=0:00:22.140033 2021-04-10 03:29:05,104 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=1.48ms, fps=1747 images/s, loss=0.8734, top1-acc=77.16%, top5-acc=93.69%, remaining_time=0:00:05.311332, arrival_time=2021-04-10 03:29:10.415813, cost_time=0:00:23.605927 2021-04-10 03:29:06,563 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=1.45ms, fps=1755 images/s, loss=0.8749, top1-acc=77.15%, top5-acc=93.63%, remaining_time=0:00:03.833544, arrival_time=2021-04-10 03:29:10.397476, cost_time=0:00:25.065395 2021-04-10 03:29:08,024 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=1.43ms, fps=1754 images/s, loss=0.8791, top1-acc=77.08%, top5-acc=93.56%, remaining_time=0:00:02.357808, arrival_time=2021-04-10 03:29:10.381850, cost_time=0:00:26.525426 2021-04-10 03:29:09,486 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.25ms, fps=1752 images/s, loss=0.8803, top1-acc=77.04%, top5-acc=93.55%, remaining_time=0:00:00.883818, arrival_time=2021-04-10 03:29:10.369983, cost_time=0:00:27.987638 2021-04-10 03:29:10,283 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=1.27ms, fps=1707 images/s, loss=0.8805, top1-acc=77.00%, top5-acc=93.54%, remaining_time=0:00:00, arrival_time=2021-04-10 03:29:10.283553, cost_time=0:00:28.784977 2021-04-10 03:29:10,849 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=0.44ms, fps=4533 images/s, loss=1.7721, top1-acc=59.77%, top5-acc=82.46%, remaining_time=0:00:01.694190, arrival_time=2021-04-10 03:29:12.544080, cost_time=0:00:00.564733 2021-04-10 03:29:11,332 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=1.87ms, fps=5313 images/s, loss=1.7543, top1-acc=60.29%, top5-acc=82.68%, remaining_time=0:00:01.046960, arrival_time=2021-04-10 03:29:12.379078, cost_time=0:00:01.046959 2021-04-10 03:29:11,814 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=2.18ms, fps=5314 images/s, loss=1.7394, top1-acc=60.69%, top5-acc=82.79%, remaining_time=0:00:00.509680, arrival_time=2021-04-10 03:29:12.323886, cost_time=0:00:01.529046 2021-04-10 03:29:12,253 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=0.08ms, fps=5288 images/s, loss=1.7335, top1-acc=60.56%, top5-acc=82.67%, remaining_time=0:00:00, arrival_time=2021-04-10 03:29:12.253238, cost_time=0:00:01.968106 2021-04-10 03:29:13,323 INFO : Epoch=0094 complete, best val top1-acc=61.22%, top5-acc=83.60% (epoch=92), remaining_time=0:57:00.437892, arrival_time=2021-04-10 04:26:13.761468, cost_time=0:50:33.218516 2021-04-10 03:29:13,324 INFO : Train start, epoch=0095, lr=0.054705 2021-04-10 03:29:14,971 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=0.26ms, fps=1555 images/s, loss=0.9482, top1-acc=75.78%, top5-acc=92.34%, remaining_time=0:00:30.623970, arrival_time=2021-04-10 03:29:45.595021, cost_time=0:00:01.646446 2021-04-10 03:29:16,432 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=1.56ms, fps=1752 images/s, loss=0.8959, top1-acc=76.82%, top5-acc=92.95%, remaining_time=0:00:27.347408, arrival_time=2021-04-10 03:29:43.779705, cost_time=0:00:03.107661 2021-04-10 03:29:17,887 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=1.68ms, fps=1759 images/s, loss=0.8811, top1-acc=77.10%, top5-acc=93.33%, remaining_time=0:00:25.249928, arrival_time=2021-04-10 03:29:43.137814, cost_time=0:00:04.563229 2021-04-10 03:29:19,349 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=1.41ms, fps=1753 images/s, loss=0.8669, top1-acc=77.38%, top5-acc=93.60%, remaining_time=0:00:23.495316, arrival_time=2021-04-10 03:29:42.844370, cost_time=0:00:06.024434 2021-04-10 03:29:20,804 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=1.38ms, fps=1759 images/s, loss=0.8725, top1-acc=77.19%, top5-acc=93.49%, remaining_time=0:00:21.841746, arrival_time=2021-04-10 03:29:42.646429, cost_time=0:00:07.480064 2021-04-10 03:29:22,274 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=2.66ms, fps=1742 images/s, loss=0.8740, top1-acc=77.12%, top5-acc=93.52%, remaining_time=0:00:20.286168, arrival_time=2021-04-10 03:29:42.560722, cost_time=0:00:08.949770 2021-04-10 03:29:23,740 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=1.47ms, fps=1747 images/s, loss=0.8680, top1-acc=77.10%, top5-acc=93.58%, remaining_time=0:00:18.749178, arrival_time=2021-04-10 03:29:42.490031, cost_time=0:00:10.416201 2021-04-10 03:29:25,209 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.46ms, fps=1744 images/s, loss=0.8667, top1-acc=77.17%, top5-acc=93.59%, remaining_time=0:00:17.232496, arrival_time=2021-04-10 03:29:42.441798, cost_time=0:00:11.884515 2021-04-10 03:29:26,678 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=1.93ms, fps=1744 images/s, loss=0.8707, top1-acc=77.13%, top5-acc=93.54%, remaining_time=0:00:15.727538, arrival_time=2021-04-10 03:29:42.405781, cost_time=0:00:13.353581 2021-04-10 03:29:28,147 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=2.12ms, fps=1743 images/s, loss=0.8694, top1-acc=77.21%, top5-acc=93.59%, remaining_time=0:00:14.229888, arrival_time=2021-04-10 03:29:42.377477, cost_time=0:00:14.822819 2021-04-10 03:29:29,620 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=1.50ms, fps=1739 images/s, loss=0.8744, top1-acc=77.06%, top5-acc=93.53%, remaining_time=0:00:12.740556, arrival_time=2021-04-10 03:29:42.361298, cost_time=0:00:16.296096 2021-04-10 03:29:31,083 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=1.90ms, fps=1751 images/s, loss=0.8752, top1-acc=77.09%, top5-acc=93.51%, remaining_time=0:00:11.247012, arrival_time=2021-04-10 03:29:42.330030, cost_time=0:00:17.758403 2021-04-10 03:29:32,542 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=1.36ms, fps=1755 images/s, loss=0.8750, top1-acc=77.06%, top5-acc=93.51%, remaining_time=0:00:09.756516, arrival_time=2021-04-10 03:29:42.298557, cost_time=0:00:19.217417 2021-04-10 03:29:33,999 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=1.48ms, fps=1757 images/s, loss=0.8810, top1-acc=76.95%, top5-acc=93.47%, remaining_time=0:00:08.270024, arrival_time=2021-04-10 03:29:42.269662, cost_time=0:00:20.675017 2021-04-10 03:29:35,464 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=1.54ms, fps=1748 images/s, loss=0.8821, top1-acc=76.90%, top5-acc=93.44%, remaining_time=0:00:06.789462, arrival_time=2021-04-10 03:29:42.253763, cost_time=0:00:22.139516 2021-04-10 03:29:36,923 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=1.42ms, fps=1755 images/s, loss=0.8823, top1-acc=76.92%, top5-acc=93.45%, remaining_time=0:00:05.309784, arrival_time=2021-04-10 03:29:42.233487, cost_time=0:00:23.599044 2021-04-10 03:29:38,388 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=1.53ms, fps=1749 images/s, loss=0.8846, top1-acc=76.84%, top5-acc=93.42%, remaining_time=0:00:03.833232, arrival_time=2021-04-10 03:29:42.221303, cost_time=0:00:25.063416 2021-04-10 03:29:39,848 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=1.89ms, fps=1753 images/s, loss=0.8866, top1-acc=76.75%, top5-acc=93.41%, remaining_time=0:00:02.357696, arrival_time=2021-04-10 03:29:42.206403, cost_time=0:00:26.524081 2021-04-10 03:29:41,317 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.25ms, fps=1744 images/s, loss=0.8898, top1-acc=76.69%, top5-acc=93.39%, remaining_time=0:00:00.883980, arrival_time=2021-04-10 03:29:42.201262, cost_time=0:00:27.992650 2021-04-10 03:29:42,114 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=1.31ms, fps=1708 images/s, loss=0.8926, top1-acc=76.61%, top5-acc=93.36%, remaining_time=0:00:00, arrival_time=2021-04-10 03:29:42.114160, cost_time=0:00:28.789529 2021-04-10 03:29:42,663 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=1.30ms, fps=4668 images/s, loss=1.7343, top1-acc=59.14%, top5-acc=83.16%, remaining_time=0:00:01.645080, arrival_time=2021-04-10 03:29:44.308748, cost_time=0:00:00.548364 2021-04-10 03:29:43,139 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=2.17ms, fps=5382 images/s, loss=1.7687, top1-acc=58.54%, top5-acc=82.64%, remaining_time=0:00:01.024340, arrival_time=2021-04-10 03:29:44.163970, cost_time=0:00:01.024336 2021-04-10 03:29:43,614 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=1.26ms, fps=5396 images/s, loss=1.7580, top1-acc=58.65%, top5-acc=83.03%, remaining_time=0:00:00.499680, arrival_time=2021-04-10 03:29:44.114029, cost_time=0:00:01.499044 2021-04-10 03:29:44,054 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=0.08ms, fps=5271 images/s, loss=1.7801, top1-acc=58.30%, top5-acc=82.58%, remaining_time=0:00:00, arrival_time=2021-04-10 03:29:44.054798, cost_time=0:00:01.939523 2021-04-10 03:29:45,139 INFO : Epoch=0095 complete, best val top1-acc=61.22%, top5-acc=83.60% (epoch=92), remaining_time=0:56:27.669390, arrival_time=2021-04-10 04:26:12.808673, cost_time=0:51:05.034240 2021-04-10 03:29:45,139 INFO : Train start, epoch=0096, lr=0.053923 2021-04-10 03:29:46,796 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=1.35ms, fps=1546 images/s, loss=0.8599, top1-acc=76.21%, top5-acc=94.22%, remaining_time=0:00:30.803832, arrival_time=2021-04-10 03:30:17.599942, cost_time=0:00:01.656117 2021-04-10 03:29:48,256 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=1.38ms, fps=1753 images/s, loss=0.8634, top1-acc=76.84%, top5-acc=93.69%, remaining_time=0:00:27.428192, arrival_time=2021-04-10 03:30:15.685057, cost_time=0:00:03.116838 2021-04-10 03:29:49,720 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=1.51ms, fps=1749 images/s, loss=0.8448, top1-acc=77.20%, top5-acc=94.01%, remaining_time=0:00:25.346540, arrival_time=2021-04-10 03:30:15.067327, cost_time=0:00:04.580701 2021-04-10 03:29:51,183 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=1.45ms, fps=1751 images/s, loss=0.8356, top1-acc=77.69%, top5-acc=93.94%, remaining_time=0:00:23.569728, arrival_time=2021-04-10 03:30:14.753333, cost_time=0:00:06.043524 2021-04-10 03:29:52,645 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.52ms, fps=1752 images/s, loss=0.8275, top1-acc=77.99%, top5-acc=94.05%, remaining_time=0:00:21.915038, arrival_time=2021-04-10 03:30:14.560190, cost_time=0:00:07.505141 2021-04-10 03:29:54,111 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=5.38ms, fps=1747 images/s, loss=0.8381, top1-acc=77.80%, top5-acc=93.84%, remaining_time=0:00:20.334040, arrival_time=2021-04-10 03:30:14.445111, cost_time=0:00:08.970913 2021-04-10 03:29:55,572 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=1.64ms, fps=1753 images/s, loss=0.8407, top1-acc=77.86%, top5-acc=93.82%, remaining_time=0:00:18.778284, arrival_time=2021-04-10 03:30:14.350711, cost_time=0:00:10.432360 2021-04-10 03:29:57,039 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=1.52ms, fps=1746 images/s, loss=0.8468, top1-acc=77.78%, top5-acc=93.69%, remaining_time=0:00:17.253956, arrival_time=2021-04-10 03:30:14.293248, cost_time=0:00:11.899292 2021-04-10 03:29:58,502 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.60ms, fps=1750 images/s, loss=0.8531, top1-acc=77.64%, top5-acc=93.71%, remaining_time=0:00:15.737714, arrival_time=2021-04-10 03:30:14.239982, cost_time=0:00:13.362217 2021-04-10 03:29:59,964 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=1.62ms, fps=1751 images/s, loss=0.8571, top1-acc=77.51%, top5-acc=93.69%, remaining_time=0:00:14.231808, arrival_time=2021-04-10 03:30:14.196586, cost_time=0:00:14.824786 2021-04-10 03:30:01,424 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=1.50ms, fps=1754 images/s, loss=0.8630, top1-acc=77.40%, top5-acc=93.68%, remaining_time=0:00:12.731526, arrival_time=2021-04-10 03:30:14.156118, cost_time=0:00:16.284505 2021-04-10 03:30:02,888 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=2.05ms, fps=1750 images/s, loss=0.8642, top1-acc=77.33%, top5-acc=93.70%, remaining_time=0:00:11.240476, arrival_time=2021-04-10 03:30:14.128638, cost_time=0:00:17.748151 2021-04-10 03:30:04,366 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=1.46ms, fps=1732 images/s, loss=0.8680, top1-acc=77.21%, top5-acc=93.69%, remaining_time=0:00:09.761268, arrival_time=2021-04-10 03:30:14.128028, cost_time=0:00:19.226748 2021-04-10 03:30:05,830 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=1.52ms, fps=1749 images/s, loss=0.8739, top1-acc=77.10%, top5-acc=93.64%, remaining_time=0:00:08.276296, arrival_time=2021-04-10 03:30:14.107019, cost_time=0:00:20.690727 2021-04-10 03:30:07,296 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=2.13ms, fps=1747 images/s, loss=0.8751, top1-acc=77.06%, top5-acc=93.65%, remaining_time=0:00:06.794660, arrival_time=2021-04-10 03:30:14.091243, cost_time=0:00:22.156498 2021-04-10 03:30:08,768 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.87ms, fps=1740 images/s, loss=0.8782, top1-acc=77.03%, top5-acc=93.59%, remaining_time=0:00:05.316480, arrival_time=2021-04-10 03:30:14.085298, cost_time=0:00:23.628770 2021-04-10 03:30:10,232 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=1.45ms, fps=1750 images/s, loss=0.8783, top1-acc=76.97%, top5-acc=93.61%, remaining_time=0:00:03.837600, arrival_time=2021-04-10 03:30:14.069592, cost_time=0:00:25.092009 2021-04-10 03:30:11,694 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=1.48ms, fps=1751 images/s, loss=0.8795, top1-acc=76.94%, top5-acc=93.59%, remaining_time=0:00:02.360400, arrival_time=2021-04-10 03:30:14.054966, cost_time=0:00:26.554574 2021-04-10 03:30:13,160 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=1.27ms, fps=1747 images/s, loss=0.8827, top1-acc=76.87%, top5-acc=93.52%, remaining_time=0:00:00.884844, arrival_time=2021-04-10 03:30:14.044944, cost_time=0:00:28.020102 2021-04-10 03:30:13,954 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=1.29ms, fps=1713 images/s, loss=0.8845, top1-acc=76.83%, top5-acc=93.51%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:13.954356, cost_time=0:00:28.814330 2021-04-10 03:30:14,509 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=1.34ms, fps=4625 images/s, loss=1.8789, top1-acc=57.77%, top5-acc=81.29%, remaining_time=0:00:01.660620, arrival_time=2021-04-10 03:30:16.169750, cost_time=0:00:00.553538 2021-04-10 03:30:14,994 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=1.88ms, fps=5280 images/s, loss=1.8014, top1-acc=59.14%, top5-acc=82.48%, remaining_time=0:00:01.038780, arrival_time=2021-04-10 03:30:16.033103, cost_time=0:00:01.038782 2021-04-10 03:30:15,474 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=1.40ms, fps=5335 images/s, loss=1.8182, top1-acc=58.91%, top5-acc=82.14%, remaining_time=0:00:00.506330, arrival_time=2021-04-10 03:30:15.980858, cost_time=0:00:01.518986 2021-04-10 03:30:15,912 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=0.08ms, fps=5297 images/s, loss=1.8225, top1-acc=58.97%, top5-acc=82.05%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:15.912913, cost_time=0:00:01.957369 2021-04-10 03:30:17,147 INFO : Epoch=0096 complete, best val top1-acc=61.22%, top5-acc=83.60% (epoch=92), remaining_time=0:55:55.128712, arrival_time=2021-04-10 04:26:12.275675, cost_time=0:51:37.041926 2021-04-10 03:30:17,147 INFO : Train start, epoch=0097, lr=0.053140 2021-04-10 03:30:18,763 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=2.26ms, fps=1584 images/s, loss=0.8380, top1-acc=77.66%, top5-acc=93.59%, remaining_time=0:00:30.052020, arrival_time=2021-04-10 03:30:48.815466, cost_time=0:00:01.615704 2021-04-10 03:30:20,228 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=2.16ms, fps=1748 images/s, loss=0.8511, top1-acc=77.68%, top5-acc=93.83%, remaining_time=0:00:27.108224, arrival_time=2021-04-10 03:30:47.336396, cost_time=0:00:03.080483 2021-04-10 03:30:21,690 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=1.65ms, fps=1751 images/s, loss=0.8514, top1-acc=77.51%, top5-acc=93.82%, remaining_time=0:00:25.135222, arrival_time=2021-04-10 03:30:46.825471, cost_time=0:00:04.542511 2021-04-10 03:30:23,157 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=1.74ms, fps=1746 images/s, loss=0.8418, top1-acc=77.63%, top5-acc=93.84%, remaining_time=0:00:23.437284, arrival_time=2021-04-10 03:30:46.594597, cost_time=0:00:06.009558 2021-04-10 03:30:24,620 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=1.81ms, fps=1750 images/s, loss=0.8457, top1-acc=77.45%, top5-acc=93.97%, remaining_time=0:00:21.820722, arrival_time=2021-04-10 03:30:46.441260, cost_time=0:00:07.472828 2021-04-10 03:30:26,077 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=1.52ms, fps=1758 images/s, loss=0.8445, top1-acc=77.62%, top5-acc=93.90%, remaining_time=0:00:20.240200, arrival_time=2021-04-10 03:30:46.317354, cost_time=0:00:08.929471 2021-04-10 03:30:27,535 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=1.43ms, fps=1756 images/s, loss=0.8461, top1-acc=77.62%, top5-acc=94.00%, remaining_time=0:00:18.697392, arrival_time=2021-04-10 03:30:46.232533, cost_time=0:00:10.387451 2021-04-10 03:30:29,000 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.38ms, fps=1748 images/s, loss=0.8484, top1-acc=77.43%, top5-acc=93.97%, remaining_time=0:00:17.186096, arrival_time=2021-04-10 03:30:46.186262, cost_time=0:00:11.852491 2021-04-10 03:30:30,459 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=1.42ms, fps=1755 images/s, loss=0.8502, top1-acc=77.43%, top5-acc=93.95%, remaining_time=0:00:15.677930, arrival_time=2021-04-10 03:30:46.137098, cost_time=0:00:13.311473 2021-04-10 03:30:31,924 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=1.41ms, fps=1747 images/s, loss=0.8475, top1-acc=77.52%, top5-acc=94.00%, remaining_time=0:00:14.186112, arrival_time=2021-04-10 03:30:46.110984, cost_time=0:00:14.777206 2021-04-10 03:30:33,403 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=1.99ms, fps=1732 images/s, loss=0.8524, top1-acc=77.47%, top5-acc=93.88%, remaining_time=0:00:12.709080, arrival_time=2021-04-10 03:30:46.112525, cost_time=0:00:16.255746 2021-04-10 03:30:34,881 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=1.66ms, fps=1733 images/s, loss=0.8529, top1-acc=77.43%, top5-acc=93.82%, remaining_time=0:00:11.231128, arrival_time=2021-04-10 03:30:46.112180, cost_time=0:00:17.733367 2021-04-10 03:30:36,348 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.92ms, fps=1744 images/s, loss=0.8540, top1-acc=77.44%, top5-acc=93.83%, remaining_time=0:00:09.748332, arrival_time=2021-04-10 03:30:46.097280, cost_time=0:00:19.201260 2021-04-10 03:30:37,808 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=1.42ms, fps=1754 images/s, loss=0.8563, top1-acc=77.43%, top5-acc=93.82%, remaining_time=0:00:08.264368, arrival_time=2021-04-10 03:30:46.072934, cost_time=0:00:20.660873 2021-04-10 03:30:39,271 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=1.77ms, fps=1751 images/s, loss=0.8614, top1-acc=77.30%, top5-acc=93.74%, remaining_time=0:00:06.784586, arrival_time=2021-04-10 03:30:46.055923, cost_time=0:00:22.123645 2021-04-10 03:30:40,741 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=1.66ms, fps=1742 images/s, loss=0.8630, top1-acc=77.34%, top5-acc=93.74%, remaining_time=0:00:05.308596, arrival_time=2021-04-10 03:30:46.050074, cost_time=0:00:23.593780 2021-04-10 03:30:42,216 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=2.10ms, fps=1736 images/s, loss=0.8660, top1-acc=77.26%, top5-acc=93.72%, remaining_time=0:00:03.834090, arrival_time=2021-04-10 03:30:46.050845, cost_time=0:00:25.069036 2021-04-10 03:30:43,680 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=1.49ms, fps=1750 images/s, loss=0.8679, top1-acc=77.24%, top5-acc=93.70%, remaining_time=0:00:02.358432, arrival_time=2021-04-10 03:30:46.038415, cost_time=0:00:26.532316 2021-04-10 03:30:45,141 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.24ms, fps=1752 images/s, loss=0.8677, top1-acc=77.24%, top5-acc=93.69%, remaining_time=0:00:00.884028, arrival_time=2021-04-10 03:30:46.025899, cost_time=0:00:27.994194 2021-04-10 03:30:45,938 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=1.80ms, fps=1708 images/s, loss=0.8701, top1-acc=77.24%, top5-acc=93.67%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:45.938671, cost_time=0:00:28.790993 2021-04-10 03:30:46,533 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=1.36ms, fps=4318 images/s, loss=1.7872, top1-acc=59.61%, top5-acc=81.25%, remaining_time=0:00:01.778670, arrival_time=2021-04-10 03:30:48.311681, cost_time=0:00:00.592886 2021-04-10 03:30:47,008 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=1.45ms, fps=5390 images/s, loss=1.8132, top1-acc=59.55%, top5-acc=81.56%, remaining_time=0:00:01.068220, arrival_time=2021-04-10 03:30:48.076561, cost_time=0:00:01.068218 2021-04-10 03:30:47,488 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=2.08ms, fps=5339 images/s, loss=1.8214, top1-acc=59.51%, top5-acc=81.38%, remaining_time=0:00:00.516020, arrival_time=2021-04-10 03:30:48.004203, cost_time=0:00:01.548052 2021-04-10 03:30:47,930 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=0.08ms, fps=5252 images/s, loss=1.7954, top1-acc=59.47%, top5-acc=81.13%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:47.930312, cost_time=0:00:01.990143 2021-04-10 03:30:48,953 INFO : Epoch=0097 complete, best val top1-acc=61.22%, top5-acc=83.60% (epoch=92), remaining_time=0:55:22.385613, arrival_time=2021-04-10 04:26:11.339299, cost_time=0:52:08.848607 2021-04-10 03:30:48,954 INFO : Train start, epoch=0098, lr=0.052355 2021-04-10 03:30:50,623 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=1.36ms, fps=1534 images/s, loss=0.8207, top1-acc=78.40%, top5-acc=94.10%, remaining_time=0:00:31.032426, arrival_time=2021-04-10 03:31:21.655603, cost_time=0:00:01.668414 2021-04-10 03:30:52,090 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=1.40ms, fps=1752 images/s, loss=0.8372, top1-acc=78.09%, top5-acc=93.89%, remaining_time=0:00:27.594336, arrival_time=2021-04-10 03:31:19.684848, cost_time=0:00:03.135711 2021-04-10 03:30:53,555 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=2.12ms, fps=1748 images/s, loss=0.8152, top1-acc=78.67%, top5-acc=94.14%, remaining_time=0:00:25.456930, arrival_time=2021-04-10 03:31:19.012394, cost_time=0:00:04.600658 2021-04-10 03:30:55,023 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=2.00ms, fps=1745 images/s, loss=0.8167, top1-acc=78.50%, top5-acc=94.24%, remaining_time=0:00:23.666292, arrival_time=2021-04-10 03:31:18.689333, cost_time=0:00:06.068294 2021-04-10 03:30:56,485 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=1.63ms, fps=1751 images/s, loss=0.8167, top1-acc=78.40%, top5-acc=94.36%, remaining_time=0:00:21.990812, arrival_time=2021-04-10 03:31:18.476676, cost_time=0:00:07.531120 2021-04-10 03:30:57,955 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=1.87ms, fps=1743 images/s, loss=0.8187, top1-acc=78.40%, top5-acc=94.30%, remaining_time=0:00:20.400952, arrival_time=2021-04-10 03:31:18.356097, cost_time=0:00:09.000396 2021-04-10 03:30:59,415 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=1.51ms, fps=1753 images/s, loss=0.8209, top1-acc=78.35%, top5-acc=94.24%, remaining_time=0:00:18.830070, arrival_time=2021-04-10 03:31:18.245934, cost_time=0:00:10.461125 2021-04-10 03:31:00,890 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=2.55ms, fps=1737 images/s, loss=0.8204, top1-acc=78.34%, top5-acc=94.31%, remaining_time=0:00:17.306504, arrival_time=2021-04-10 03:31:18.196790, cost_time=0:00:11.935545 2021-04-10 03:31:02,358 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.49ms, fps=1744 images/s, loss=0.8288, top1-acc=78.16%, top5-acc=94.19%, remaining_time=0:00:15.786898, arrival_time=2021-04-10 03:31:18.145608, cost_time=0:00:13.403965 2021-04-10 03:31:03,831 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=1.48ms, fps=1739 images/s, loss=0.8388, top1-acc=77.91%, top5-acc=94.02%, remaining_time=0:00:14.281152, arrival_time=2021-04-10 03:31:18.112154, cost_time=0:00:14.876168 2021-04-10 03:31:05,303 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.80ms, fps=1740 images/s, loss=0.8381, top1-acc=77.97%, top5-acc=94.04%, remaining_time=0:00:12.781492, arrival_time=2021-04-10 03:31:18.084723, cost_time=0:00:16.348401 2021-04-10 03:31:06,769 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=1.55ms, fps=1747 images/s, loss=0.8353, top1-acc=78.03%, top5-acc=94.08%, remaining_time=0:00:11.282580, arrival_time=2021-04-10 03:31:18.051926, cost_time=0:00:17.814568 2021-04-10 03:31:08,233 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=1.76ms, fps=1749 images/s, loss=0.8383, top1-acc=77.95%, top5-acc=94.02%, remaining_time=0:00:09.787536, arrival_time=2021-04-10 03:31:18.020812, cost_time=0:00:19.278415 2021-04-10 03:31:09,699 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=2.08ms, fps=1747 images/s, loss=0.8458, top1-acc=77.75%, top5-acc=93.93%, remaining_time=0:00:08.297912, arrival_time=2021-04-10 03:31:17.997419, cost_time=0:00:20.744767 2021-04-10 03:31:11,170 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=1.59ms, fps=1741 images/s, loss=0.8517, top1-acc=77.59%, top5-acc=93.87%, remaining_time=0:00:06.812876, arrival_time=2021-04-10 03:31:17.983469, cost_time=0:00:22.215858 2021-04-10 03:31:12,633 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.84ms, fps=1751 images/s, loss=0.8540, top1-acc=77.52%, top5-acc=93.86%, remaining_time=0:00:05.327604, arrival_time=2021-04-10 03:31:17.960621, cost_time=0:00:23.678226 2021-04-10 03:31:14,114 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=16.90ms, fps=1729 images/s, loss=0.8567, top1-acc=77.52%, top5-acc=93.81%, remaining_time=0:00:03.847922, arrival_time=2021-04-10 03:31:17.962179, cost_time=0:00:25.159508 2021-04-10 03:31:15,585 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=1.99ms, fps=1740 images/s, loss=0.8592, top1-acc=77.48%, top5-acc=93.79%, remaining_time=0:00:02.367200, arrival_time=2021-04-10 03:31:17.953032, cost_time=0:00:26.630921 2021-04-10 03:31:17,056 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.42ms, fps=1741 images/s, loss=0.8612, top1-acc=77.43%, top5-acc=93.78%, remaining_time=0:00:00.887430, arrival_time=2021-04-10 03:31:17.944189, cost_time=0:00:28.102021 2021-04-10 03:31:17,849 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=1.32ms, fps=1716 images/s, loss=0.8633, top1-acc=77.38%, top5-acc=93.77%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:17.849524, cost_time=0:00:28.894754 2021-04-10 03:31:18,450 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=4.20ms, fps=4268 images/s, loss=1.8215, top1-acc=59.65%, top5-acc=81.52%, remaining_time=0:00:01.799160, arrival_time=2021-04-10 03:31:20.249517, cost_time=0:00:00.599724 2021-04-10 03:31:18,933 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=2.32ms, fps=5307 images/s, loss=1.8474, top1-acc=58.98%, top5-acc=81.62%, remaining_time=0:00:01.082480, arrival_time=2021-04-10 03:31:20.015632, cost_time=0:00:01.082478 2021-04-10 03:31:19,419 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=2.28ms, fps=5273 images/s, loss=1.8578, top1-acc=58.44%, top5-acc=81.28%, remaining_time=0:00:00.522830, arrival_time=2021-04-10 03:31:19.941965, cost_time=0:00:01.568501 2021-04-10 03:31:19,857 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=0.10ms, fps=5300 images/s, loss=1.8277, top1-acc=59.01%, top5-acc=81.31%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:19.857237, cost_time=0:00:02.006604 2021-04-10 03:31:20,956 INFO : Epoch=0098 complete, best val top1-acc=61.22%, top5-acc=83.60% (epoch=92), remaining_time=0:54:49.866078, arrival_time=2021-04-10 04:26:10.822898, cost_time=0:52:40.851752 2021-04-10 03:31:20,957 INFO : Train start, epoch=0099, lr=0.051571 2021-04-10 03:31:22,599 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=1.50ms, fps=1560 images/s, loss=0.8654, top1-acc=77.54%, top5-acc=93.28%, remaining_time=0:00:30.526878, arrival_time=2021-04-10 03:31:53.126015, cost_time=0:00:01.641231 2021-04-10 03:31:24,058 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=1.42ms, fps=1755 images/s, loss=0.8609, top1-acc=77.44%, top5-acc=93.75%, remaining_time=0:00:27.281232, arrival_time=2021-04-10 03:31:51.339284, cost_time=0:00:03.100138 2021-04-10 03:31:25,520 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=1.56ms, fps=1750 images/s, loss=0.8416, top1-acc=77.84%, top5-acc=93.96%, remaining_time=0:00:25.248766, arrival_time=2021-04-10 03:31:50.769718, cost_time=0:00:04.563038 2021-04-10 03:31:26,999 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=2.06ms, fps=1732 images/s, loss=0.8352, top1-acc=78.12%, top5-acc=94.07%, remaining_time=0:00:23.563332, arrival_time=2021-04-10 03:31:50.563217, cost_time=0:00:06.041867 2021-04-10 03:31:28,463 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=1.36ms, fps=1750 images/s, loss=0.8374, top1-acc=78.12%, top5-acc=94.04%, remaining_time=0:00:21.915038, arrival_time=2021-04-10 03:31:50.378114, cost_time=0:00:07.505146 2021-04-10 03:31:29,931 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=1.70ms, fps=1745 images/s, loss=0.8289, top1-acc=78.39%, top5-acc=94.11%, remaining_time=0:00:20.338936, arrival_time=2021-04-10 03:31:50.270007, cost_time=0:00:08.973068 2021-04-10 03:31:31,391 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=1.52ms, fps=1753 images/s, loss=0.8246, top1-acc=78.54%, top5-acc=94.10%, remaining_time=0:00:18.780804, arrival_time=2021-04-10 03:31:50.172531, cost_time=0:00:10.433808 2021-04-10 03:31:32,866 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=1.61ms, fps=1736 images/s, loss=0.8278, top1-acc=78.34%, top5-acc=94.09%, remaining_time=0:00:17.267528, arrival_time=2021-04-10 03:31:50.134235, cost_time=0:00:11.908600 2021-04-10 03:31:34,332 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=2.19ms, fps=1747 images/s, loss=0.8245, top1-acc=78.42%, top5-acc=94.15%, remaining_time=0:00:15.752448, arrival_time=2021-04-10 03:31:50.085156, cost_time=0:00:13.374746 2021-04-10 03:31:35,807 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=1.86ms, fps=1737 images/s, loss=0.8303, top1-acc=78.33%, top5-acc=94.12%, remaining_time=0:00:14.255424, arrival_time=2021-04-10 03:31:50.062721, cost_time=0:00:14.849364 2021-04-10 03:31:37,272 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=1.86ms, fps=1748 images/s, loss=0.8316, top1-acc=78.25%, top5-acc=94.10%, remaining_time=0:00:12.755004, arrival_time=2021-04-10 03:31:50.027418, cost_time=0:00:16.314500 2021-04-10 03:31:38,741 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.37ms, fps=1743 images/s, loss=0.8319, top1-acc=78.27%, top5-acc=94.09%, remaining_time=0:00:11.262820, arrival_time=2021-04-10 03:31:50.004153, cost_time=0:00:17.783365 2021-04-10 03:31:40,204 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=1.83ms, fps=1751 images/s, loss=0.8334, top1-acc=78.27%, top5-acc=94.07%, remaining_time=0:00:09.771102, arrival_time=2021-04-10 03:31:49.975287, cost_time=0:00:19.246076 2021-04-10 03:31:41,662 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=1.54ms, fps=1757 images/s, loss=0.8370, top1-acc=78.13%, top5-acc=94.03%, remaining_time=0:00:08.281672, arrival_time=2021-04-10 03:31:49.943738, cost_time=0:00:20.704158 2021-04-10 03:31:43,135 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=1.57ms, fps=1738 images/s, loss=0.8412, top1-acc=78.09%, top5-acc=93.98%, remaining_time=0:00:06.801146, arrival_time=2021-04-10 03:31:49.936742, cost_time=0:00:22.177605 2021-04-10 03:31:44,608 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=1.68ms, fps=1739 images/s, loss=0.8422, top1-acc=78.03%, top5-acc=94.00%, remaining_time=0:00:05.321304, arrival_time=2021-04-10 03:31:49.929505, cost_time=0:00:23.650289 2021-04-10 03:31:46,074 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=1.79ms, fps=1746 images/s, loss=0.8456, top1-acc=77.97%, top5-acc=93.95%, remaining_time=0:00:03.841422, arrival_time=2021-04-10 03:31:49.916333, cost_time=0:00:25.116928 2021-04-10 03:31:47,541 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=1.43ms, fps=1746 images/s, loss=0.8453, top1-acc=77.95%, top5-acc=93.98%, remaining_time=0:00:02.362976, arrival_time=2021-04-10 03:31:49.904377, cost_time=0:00:26.583419 2021-04-10 03:31:49,008 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=2.00ms, fps=1746 images/s, loss=0.8470, top1-acc=77.90%, top5-acc=93.92%, remaining_time=0:00:00.885798, arrival_time=2021-04-10 03:31:49.894015, cost_time=0:00:28.050301 2021-04-10 03:31:49,805 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=1.42ms, fps=1706 images/s, loss=0.8468, top1-acc=77.87%, top5-acc=93.92%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:49.805916, cost_time=0:00:28.847952 2021-04-10 03:31:50,360 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=2.15ms, fps=4627 images/s, loss=1.5285, top1-acc=63.71%, top5-acc=85.47%, remaining_time=0:00:01.659690, arrival_time=2021-04-10 03:31:52.020448, cost_time=0:00:00.553231 2021-04-10 03:31:50,870 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=2.67ms, fps=5033 images/s, loss=1.5457, top1-acc=63.20%, top5-acc=85.31%, remaining_time=0:00:01.062200, arrival_time=2021-04-10 03:31:51.932133, cost_time=0:00:01.062191 2021-04-10 03:31:51,361 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=0.22ms, fps=5214 images/s, loss=1.5662, top1-acc=63.01%, top5-acc=84.97%, remaining_time=0:00:00.517990, arrival_time=2021-04-10 03:31:51.879625, cost_time=0:00:01.553981 2021-04-10 03:31:51,800 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=0.09ms, fps=5300 images/s, loss=1.5728, top1-acc=62.92%, top5-acc=84.77%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:51.799992, cost_time=0:00:01.992477 2021-04-10 03:31:54,478 INFO : Epoch=0099 complete, best val top1-acc=62.92%, top5-acc=84.77% (epoch=99), remaining_time=0:54:18.906602, arrival_time=2021-04-10 04:26:13.385438, cost_time=0:53:14.373756 2021-04-10 03:31:54,479 INFO : Train start, epoch=0100, lr=0.050785 2021-04-10 03:31:56,123 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=1.57ms, fps=1558 images/s, loss=0.7838, top1-acc=80.23%, top5-acc=94.69%, remaining_time=0:00:30.565938, arrival_time=2021-04-10 03:32:26.689175, cost_time=0:00:01.643334 2021-04-10 03:31:57,592 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=1.55ms, fps=1743 images/s, loss=0.7740, top1-acc=79.86%, top5-acc=94.90%, remaining_time=0:00:27.393344, arrival_time=2021-04-10 03:32:24.986097, cost_time=0:00:03.112876 2021-04-10 03:31:59,066 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=1.40ms, fps=1737 images/s, loss=0.7775, top1-acc=79.66%, top5-acc=94.71%, remaining_time=0:00:25.381400, arrival_time=2021-04-10 03:32:24.448289, cost_time=0:00:04.587006 2021-04-10 03:32:00,536 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=1.73ms, fps=1743 images/s, loss=0.7913, top1-acc=79.49%, top5-acc=94.55%, remaining_time=0:00:23.618712, arrival_time=2021-04-10 03:32:24.154765, cost_time=0:00:06.056095 2021-04-10 03:32:02,000 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=1.56ms, fps=1749 images/s, loss=0.8046, top1-acc=79.02%, top5-acc=94.48%, remaining_time=0:00:21.960736, arrival_time=2021-04-10 03:32:23.961575, cost_time=0:00:07.520807 2021-04-10 03:32:03,475 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=1.44ms, fps=1737 images/s, loss=0.7961, top1-acc=79.30%, top5-acc=94.45%, remaining_time=0:00:20.388848, arrival_time=2021-04-10 03:32:23.863862, cost_time=0:00:08.995081 2021-04-10 03:32:04,945 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=1.85ms, fps=1742 images/s, loss=0.7945, top1-acc=79.47%, top5-acc=94.40%, remaining_time=0:00:18.837378, arrival_time=2021-04-10 03:32:23.782543, cost_time=0:00:10.465244 2021-04-10 03:32:06,415 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=1.43ms, fps=1743 images/s, loss=0.7932, top1-acc=79.38%, top5-acc=94.47%, remaining_time=0:00:17.305576, arrival_time=2021-04-10 03:32:23.720493, cost_time=0:00:11.934865 2021-04-10 03:32:07,881 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=1.60ms, fps=1747 images/s, loss=0.7941, top1-acc=79.40%, top5-acc=94.50%, remaining_time=0:00:15.783506, arrival_time=2021-04-10 03:32:23.664581, cost_time=0:00:13.401131 2021-04-10 03:32:09,345 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=2.21ms, fps=1749 images/s, loss=0.7949, top1-acc=79.31%, top5-acc=94.52%, remaining_time=0:00:14.271072, arrival_time=2021-04-10 03:32:23.616620, cost_time=0:00:14.865682 2021-04-10 03:32:10,820 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=1.54ms, fps=1737 images/s, loss=0.8001, top1-acc=79.15%, top5-acc=94.40%, remaining_time=0:00:12.775042, arrival_time=2021-04-10 03:32:23.595140, cost_time=0:00:16.340177 2021-04-10 03:32:12,285 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=1.86ms, fps=1748 images/s, loss=0.7992, top1-acc=79.17%, top5-acc=94.40%, remaining_time=0:00:11.276804, arrival_time=2021-04-10 03:32:23.562193, cost_time=0:00:17.805482 2021-04-10 03:32:13,752 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=5.97ms, fps=1746 images/s, loss=0.8067, top1-acc=78.99%, top5-acc=94.32%, remaining_time=0:00:09.784368, arrival_time=2021-04-10 03:32:23.536670, cost_time=0:00:19.272246 2021-04-10 03:32:15,229 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=2.05ms, fps=1734 images/s, loss=0.8097, top1-acc=78.91%, top5-acc=94.28%, remaining_time=0:00:08.299816, arrival_time=2021-04-10 03:32:23.529335, cost_time=0:00:20.749574 2021-04-10 03:32:16,716 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=1.83ms, fps=1723 images/s, loss=0.8121, top1-acc=78.84%, top5-acc=94.24%, remaining_time=0:00:06.819132, arrival_time=2021-04-10 03:32:23.535510, cost_time=0:00:22.236312 2021-04-10 03:32:18,190 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=1.67ms, fps=1738 images/s, loss=0.8171, top1-acc=78.73%, top5-acc=94.19%, remaining_time=0:00:05.334876, arrival_time=2021-04-10 03:32:23.525303, cost_time=0:00:23.710546 2021-04-10 03:32:19,667 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=2.26ms, fps=1734 images/s, loss=0.8202, top1-acc=78.58%, top5-acc=94.17%, remaining_time=0:00:03.852212, arrival_time=2021-04-10 03:32:23.519757, cost_time=0:00:25.187529 2021-04-10 03:32:21,137 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=1.56ms, fps=1743 images/s, loss=0.8209, top1-acc=78.56%, top5-acc=94.18%, remaining_time=0:00:02.369536, arrival_time=2021-04-10 03:32:23.506666, cost_time=0:00:26.657258 2021-04-10 03:32:22,617 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=1.32ms, fps=1730 images/s, loss=0.8237, top1-acc=78.46%, top5-acc=94.14%, remaining_time=0:00:00.888564, arrival_time=2021-04-10 03:32:23.506377, cost_time=0:00:28.137870 2021-04-10 03:32:23,422 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=1.47ms, fps=1692 images/s, loss=0.8253, top1-acc=78.43%, top5-acc=94.11%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:23.422291, cost_time=0:00:28.942319 2021-04-10 03:32:24,024 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=2.50ms, fps=4263 images/s, loss=1.7898, top1-acc=60.04%, top5-acc=82.62%, remaining_time=0:00:01.801440, arrival_time=2021-04-10 03:32:25.825514, cost_time=0:00:00.600477 2021-04-10 03:32:24,515 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=1.83ms, fps=5286 images/s, loss=1.7770, top1-acc=59.98%, top5-acc=82.68%, remaining_time=0:00:01.092120, arrival_time=2021-04-10 03:32:25.607860, cost_time=0:00:01.092119 2021-04-10 03:32:25,003 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=1.77ms, fps=5258 images/s, loss=1.7634, top1-acc=60.20%, top5-acc=82.79%, remaining_time=0:00:00.526500, arrival_time=2021-04-10 03:32:25.529621, cost_time=0:00:01.579494 2021-04-10 03:32:25,442 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=0.08ms, fps=5286 images/s, loss=1.7848, top1-acc=59.94%, top5-acc=82.51%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:25.442448, cost_time=0:00:02.018897 2021-04-10 03:32:26,467 INFO : Epoch=0100 complete, best val top1-acc=62.92%, top5-acc=84.77% (epoch=99), remaining_time=0:53:46.361900, arrival_time=2021-04-10 04:26:12.828887, cost_time=0:53:46.361914 2021-04-10 03:32:26,467 INFO : Train start, epoch=0101, lr=0.050000 2021-04-10 03:32:28,219 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=2.19ms, fps=1462 images/s, loss=0.7633, top1-acc=79.02%, top5-acc=94.80%, remaining_time=0:00:32.574738, arrival_time=2021-04-10 03:33:00.794118, cost_time=0:00:01.751328 2021-04-10 03:32:29,686 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=1.43ms, fps=1745 images/s, loss=0.7948, top1-acc=78.83%, top5-acc=94.30%, remaining_time=0:00:28.323328, arrival_time=2021-04-10 03:32:58.009994, cost_time=0:00:03.218568 2021-04-10 03:32:31,160 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=1.84ms, fps=1737 images/s, loss=0.7858, top1-acc=78.92%, top5-acc=94.37%, remaining_time=0:00:25.965554, arrival_time=2021-04-10 03:32:57.126246, cost_time=0:00:04.692574 2021-04-10 03:32:32,633 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=2.63ms, fps=1739 images/s, loss=0.7788, top1-acc=79.25%, top5-acc=94.47%, remaining_time=0:00:24.045684, arrival_time=2021-04-10 03:32:56.679384, cost_time=0:00:06.165572 2021-04-10 03:32:34,092 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=1.54ms, fps=1756 images/s, loss=0.7848, top1-acc=79.45%, top5-acc=94.41%, remaining_time=0:00:22.263102, arrival_time=2021-04-10 03:32:56.355580, cost_time=0:00:07.624347 2021-04-10 03:32:35,564 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=1.98ms, fps=1740 images/s, loss=0.7901, top1-acc=79.29%, top5-acc=94.41%, remaining_time=0:00:20.618280, arrival_time=2021-04-10 03:32:56.182673, cost_time=0:00:09.096299 2021-04-10 03:32:37,038 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=1.55ms, fps=1738 images/s, loss=0.7978, top1-acc=79.11%, top5-acc=94.30%, remaining_time=0:00:19.026126, arrival_time=2021-04-10 03:32:56.064293, cost_time=0:00:10.570073 2021-04-10 03:32:38,496 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=2.09ms, fps=1756 images/s, loss=0.8083, top1-acc=78.86%, top5-acc=94.23%, remaining_time=0:00:17.441412, arrival_time=2021-04-10 03:32:55.938033, cost_time=0:00:12.028545 2021-04-10 03:32:39,965 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.63ms, fps=1744 images/s, loss=0.8096, top1-acc=78.81%, top5-acc=94.24%, remaining_time=0:00:15.896396, arrival_time=2021-04-10 03:32:55.861498, cost_time=0:00:13.496918 2021-04-10 03:32:41,440 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=1.57ms, fps=1736 images/s, loss=0.8069, top1-acc=78.95%, top5-acc=94.24%, remaining_time=0:00:14.373792, arrival_time=2021-04-10 03:32:55.814557, cost_time=0:00:14.972682 2021-04-10 03:32:42,910 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=1.88ms, fps=1743 images/s, loss=0.8090, top1-acc=78.92%, top5-acc=94.19%, remaining_time=0:00:12.854850, arrival_time=2021-04-10 03:32:55.765283, cost_time=0:00:16.442251 2021-04-10 03:32:44,379 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=2.31ms, fps=1744 images/s, loss=0.8123, top1-acc=78.84%, top5-acc=94.18%, remaining_time=0:00:11.343532, arrival_time=2021-04-10 03:32:55.722569, cost_time=0:00:17.910823 2021-04-10 03:32:45,846 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.84ms, fps=1746 images/s, loss=0.8109, top1-acc=78.89%, top5-acc=94.17%, remaining_time=0:00:09.838092, arrival_time=2021-04-10 03:32:55.684217, cost_time=0:00:19.378043 2021-04-10 03:32:47,321 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=1.53ms, fps=1736 images/s, loss=0.8174, top1-acc=78.74%, top5-acc=94.14%, remaining_time=0:00:08.341256, arrival_time=2021-04-10 03:32:55.662410, cost_time=0:00:20.853100 2021-04-10 03:32:48,802 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=2.41ms, fps=1729 images/s, loss=0.8201, top1-acc=78.62%, top5-acc=94.12%, remaining_time=0:00:06.849032, arrival_time=2021-04-10 03:32:55.651026, cost_time=0:00:22.333857 2021-04-10 03:32:50,268 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=1.42ms, fps=1746 images/s, loss=0.8225, top1-acc=78.60%, top5-acc=94.08%, remaining_time=0:00:05.355144, arrival_time=2021-04-10 03:32:55.623859, cost_time=0:00:23.800602 2021-04-10 03:32:51,733 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.49ms, fps=1749 images/s, loss=0.8234, top1-acc=78.62%, top5-acc=94.07%, remaining_time=0:00:03.864094, arrival_time=2021-04-10 03:32:55.597418, cost_time=0:00:25.265262 2021-04-10 03:32:53,205 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=1.36ms, fps=1740 images/s, loss=0.8224, top1-acc=78.58%, top5-acc=94.08%, remaining_time=0:00:02.376624, arrival_time=2021-04-10 03:32:55.581730, cost_time=0:00:26.737044 2021-04-10 03:32:54,667 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.34ms, fps=1752 images/s, loss=0.8233, top1-acc=78.53%, top5-acc=94.11%, remaining_time=0:00:00.890496, arrival_time=2021-04-10 03:32:55.557568, cost_time=0:00:28.198972 2021-04-10 03:32:55,468 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=1.62ms, fps=1698 images/s, loss=0.8236, top1-acc=78.49%, top5-acc=94.11%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:55.468600, cost_time=0:00:29.000432 2021-04-10 03:32:56,064 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=0.31ms, fps=4314 images/s, loss=1.5875, top1-acc=62.97%, top5-acc=85.12%, remaining_time=0:00:01.780380, arrival_time=2021-04-10 03:32:57.844330, cost_time=0:00:00.593458 2021-04-10 03:32:56,545 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=1.35ms, fps=5317 images/s, loss=1.5792, top1-acc=62.85%, top5-acc=85.04%, remaining_time=0:00:01.075440, arrival_time=2021-04-10 03:32:57.621338, cost_time=0:00:01.075443 2021-04-10 03:32:57,025 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=1.35ms, fps=5339 images/s, loss=1.5846, top1-acc=62.70%, top5-acc=84.80%, remaining_time=0:00:00.518420, arrival_time=2021-04-10 03:32:57.544152, cost_time=0:00:01.555273 2021-04-10 03:32:57,469 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=0.11ms, fps=5235 images/s, loss=1.5691, top1-acc=62.44%, top5-acc=84.76%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:57.469243, cost_time=0:00:01.998778 2021-04-10 03:32:58,550 INFO : Epoch=0101 complete, best val top1-acc=62.92%, top5-acc=84.77% (epoch=99), remaining_time=0:53:13.921962, arrival_time=2021-04-10 04:26:12.472714, cost_time=0:54:18.445675 2021-04-10 03:32:58,551 INFO : Train start, epoch=0102, lr=0.049215 2021-04-10 03:33:00,225 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=0.50ms, fps=1530 images/s, loss=0.7904, top1-acc=78.98%, top5-acc=94.69%, remaining_time=0:00:31.127844, arrival_time=2021-04-10 03:33:31.353226, cost_time=0:00:01.673538 2021-04-10 03:33:01,692 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=1.67ms, fps=1746 images/s, loss=0.7958, top1-acc=78.87%, top5-acc=94.43%, remaining_time=0:00:27.633760, arrival_time=2021-04-10 03:33:29.325796, cost_time=0:00:03.140194 2021-04-10 03:33:03,153 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=1.78ms, fps=1752 images/s, loss=0.8000, top1-acc=78.88%, top5-acc=94.52%, remaining_time=0:00:25.464400, arrival_time=2021-04-10 03:33:28.618225, cost_time=0:00:04.601986 2021-04-10 03:33:04,621 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=1.34ms, fps=1745 images/s, loss=0.7921, top1-acc=79.14%, top5-acc=94.71%, remaining_time=0:00:23.670348, arrival_time=2021-04-10 03:33:28.291488, cost_time=0:00:06.069301 2021-04-10 03:33:06,081 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=1.93ms, fps=1753 images/s, loss=0.7903, top1-acc=79.32%, top5-acc=94.66%, remaining_time=0:00:21.987308, arrival_time=2021-04-10 03:33:28.069067, cost_time=0:00:07.529877 2021-04-10 03:33:07,546 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=2.48ms, fps=1749 images/s, loss=0.7782, top1-acc=79.50%, top5-acc=94.84%, remaining_time=0:00:20.387488, arrival_time=2021-04-10 03:33:27.933977, cost_time=0:00:08.994486 2021-04-10 03:33:09,010 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=1.66ms, fps=1750 images/s, loss=0.7709, top1-acc=79.67%, top5-acc=94.85%, remaining_time=0:00:18.824904, arrival_time=2021-04-10 03:33:27.835069, cost_time=0:00:10.458265 2021-04-10 03:33:10,486 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=1.44ms, fps=1735 images/s, loss=0.7659, top1-acc=79.75%, top5-acc=94.91%, remaining_time=0:00:17.304416, arrival_time=2021-04-10 03:33:27.790440, cost_time=0:00:11.934093 2021-04-10 03:33:11,945 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=1.40ms, fps=1755 images/s, loss=0.7646, top1-acc=79.84%, top5-acc=94.93%, remaining_time=0:00:15.774602, arrival_time=2021-04-10 03:33:27.720064, cost_time=0:00:13.393552 2021-04-10 03:33:13,416 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=2.02ms, fps=1741 images/s, loss=0.7674, top1-acc=79.86%, top5-acc=94.84%, remaining_time=0:00:14.270016, arrival_time=2021-04-10 03:33:27.686545, cost_time=0:00:14.864619 2021-04-10 03:33:14,891 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=2.23ms, fps=1737 images/s, loss=0.7697, top1-acc=79.77%, top5-acc=94.80%, remaining_time=0:00:12.774612, arrival_time=2021-04-10 03:33:27.666075, cost_time=0:00:16.339608 2021-04-10 03:33:16,362 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=1.75ms, fps=1741 images/s, loss=0.7780, top1-acc=79.52%, top5-acc=94.71%, remaining_time=0:00:11.279844, arrival_time=2021-04-10 03:33:27.642055, cost_time=0:00:17.810261 2021-04-10 03:33:17,824 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=1.44ms, fps=1751 images/s, loss=0.7792, top1-acc=79.49%, top5-acc=94.65%, remaining_time=0:00:09.784566, arrival_time=2021-04-10 03:33:27.609114, cost_time=0:00:19.272693 2021-04-10 03:33:19,292 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=1.44ms, fps=1744 images/s, loss=0.7812, top1-acc=79.42%, top5-acc=94.65%, remaining_time=0:00:08.296232, arrival_time=2021-04-10 03:33:27.588730, cost_time=0:00:20.740605 2021-04-10 03:33:20,762 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.91ms, fps=1743 images/s, loss=0.7835, top1-acc=79.37%, top5-acc=94.61%, remaining_time=0:00:06.811128, arrival_time=2021-04-10 03:33:27.573128, cost_time=0:00:22.210158 2021-04-10 03:33:22,231 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=1.57ms, fps=1743 images/s, loss=0.7880, top1-acc=79.31%, top5-acc=94.56%, remaining_time=0:00:05.327784, arrival_time=2021-04-10 03:33:27.558797, cost_time=0:00:23.679034 2021-04-10 03:33:23,714 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.54ms, fps=1726 images/s, loss=0.7914, top1-acc=79.24%, top5-acc=94.53%, remaining_time=0:00:03.848416, arrival_time=2021-04-10 03:33:27.563159, cost_time=0:00:25.162804 2021-04-10 03:33:25,181 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.37ms, fps=1747 images/s, loss=0.7942, top1-acc=79.16%, top5-acc=94.49%, remaining_time=0:00:02.367024, arrival_time=2021-04-10 03:33:27.547980, cost_time=0:00:26.629099 2021-04-10 03:33:26,645 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.25ms, fps=1748 images/s, loss=0.7984, top1-acc=79.06%, top5-acc=94.44%, remaining_time=0:00:00.887172, arrival_time=2021-04-10 03:33:27.532833, cost_time=0:00:28.093833 2021-04-10 03:33:27,442 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=1.40ms, fps=1708 images/s, loss=0.8006, top1-acc=78.99%, top5-acc=94.43%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:27.442414, cost_time=0:00:28.890583 2021-04-10 03:33:27,997 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=3.39ms, fps=4619 images/s, loss=1.7595, top1-acc=59.65%, top5-acc=82.93%, remaining_time=0:00:01.662720, arrival_time=2021-04-10 03:33:29.660541, cost_time=0:00:00.554236 2021-04-10 03:33:28,482 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=2.23ms, fps=5286 images/s, loss=1.6980, top1-acc=61.04%, top5-acc=83.48%, remaining_time=0:00:01.039060, arrival_time=2021-04-10 03:33:29.521687, cost_time=0:00:01.039061 2021-04-10 03:33:28,974 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=2.11ms, fps=5208 images/s, loss=1.6839, top1-acc=61.30%, top5-acc=83.48%, remaining_time=0:00:00.510420, arrival_time=2021-04-10 03:33:29.485259, cost_time=0:00:01.531259 2021-04-10 03:33:29,417 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=0.09ms, fps=5244 images/s, loss=1.6834, top1-acc=61.21%, top5-acc=83.37%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:29.417686, cost_time=0:00:01.974172 2021-04-10 03:33:31,002 INFO : Epoch=0102 complete, best val top1-acc=62.92%, top5-acc=84.77% (epoch=99), remaining_time=0:52:41.842208, arrival_time=2021-04-10 04:26:12.844251, cost_time=0:54:50.896991 2021-04-10 03:33:31,002 INFO : Train start, epoch=0103, lr=0.048429 2021-04-10 03:33:32,659 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=0.52ms, fps=1545 images/s, loss=0.8306, top1-acc=77.97%, top5-acc=94.02%, remaining_time=0:00:30.812016, arrival_time=2021-04-10 03:34:03.471375, cost_time=0:00:01.656560 2021-04-10 03:33:34,127 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=1.52ms, fps=1745 images/s, loss=0.8191, top1-acc=78.52%, top5-acc=94.08%, remaining_time=0:00:27.493312, arrival_time=2021-04-10 03:34:01.620382, cost_time=0:00:03.124235 2021-04-10 03:33:35,588 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=1.92ms, fps=1753 images/s, loss=0.7879, top1-acc=79.53%, top5-acc=94.51%, remaining_time=0:00:25.372602, arrival_time=2021-04-10 03:34:00.960830, cost_time=0:00:04.585423 2021-04-10 03:33:37,056 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=1.43ms, fps=1744 images/s, loss=0.7893, top1-acc=79.19%, top5-acc=94.50%, remaining_time=0:00:23.609508, arrival_time=2021-04-10 03:34:00.666140, cost_time=0:00:06.053718 2021-04-10 03:33:38,530 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=1.94ms, fps=1738 images/s, loss=0.7823, top1-acc=79.38%, top5-acc=94.55%, remaining_time=0:00:21.980738, arrival_time=2021-04-10 03:34:00.511327, cost_time=0:00:07.527631 2021-04-10 03:33:40,002 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=2.19ms, fps=1741 images/s, loss=0.7756, top1-acc=79.45%, top5-acc=94.62%, remaining_time=0:00:20.397552, arrival_time=2021-04-10 03:34:00.399491, cost_time=0:00:08.998944 2021-04-10 03:33:41,474 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=1.97ms, fps=1740 images/s, loss=0.7806, top1-acc=79.53%, top5-acc=94.60%, remaining_time=0:00:18.848718, arrival_time=2021-04-10 03:34:00.323021, cost_time=0:00:10.471477 2021-04-10 03:33:42,944 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=1.87ms, fps=1742 images/s, loss=0.7830, top1-acc=79.49%, top5-acc=94.62%, remaining_time=0:00:17.315552, arrival_time=2021-04-10 03:34:00.260102, cost_time=0:00:11.941743 2021-04-10 03:33:44,412 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=2.21ms, fps=1744 images/s, loss=0.7854, top1-acc=79.40%, top5-acc=94.58%, remaining_time=0:00:15.793788, arrival_time=2021-04-10 03:34:00.206499, cost_time=0:00:13.409804 2021-04-10 03:33:45,885 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.91ms, fps=1738 images/s, loss=0.7835, top1-acc=79.50%, top5-acc=94.63%, remaining_time=0:00:14.287680, arrival_time=2021-04-10 03:34:00.173598, cost_time=0:00:14.883046 2021-04-10 03:33:47,352 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=1.67ms, fps=1747 images/s, loss=0.7846, top1-acc=79.50%, top5-acc=94.58%, remaining_time=0:00:12.782180, arrival_time=2021-04-10 03:34:00.134301, cost_time=0:00:16.349268 2021-04-10 03:33:48,820 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=1.49ms, fps=1744 images/s, loss=0.7864, top1-acc=79.44%, top5-acc=94.54%, remaining_time=0:00:11.284556, arrival_time=2021-04-10 03:34:00.105137, cost_time=0:00:17.817710 2021-04-10 03:33:50,284 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=2.30ms, fps=1750 images/s, loss=0.7883, top1-acc=79.41%, top5-acc=94.51%, remaining_time=0:00:09.788922, arrival_time=2021-04-10 03:34:00.072988, cost_time=0:00:19.281180 2021-04-10 03:33:51,751 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.63ms, fps=1745 images/s, loss=0.7890, top1-acc=79.37%, top5-acc=94.49%, remaining_time=0:00:08.299536, arrival_time=2021-04-10 03:34:00.051194, cost_time=0:00:20.748784 2021-04-10 03:33:53,224 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=3.76ms, fps=1739 images/s, loss=0.7897, top1-acc=79.37%, top5-acc=94.49%, remaining_time=0:00:06.814532, arrival_time=2021-04-10 03:34:00.038637, cost_time=0:00:22.221299 2021-04-10 03:33:54,698 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=2.01ms, fps=1738 images/s, loss=0.7918, top1-acc=79.28%, top5-acc=94.46%, remaining_time=0:00:05.331384, arrival_time=2021-04-10 03:34:00.029308, cost_time=0:00:23.695035 2021-04-10 03:33:56,172 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=1.71ms, fps=1738 images/s, loss=0.7905, top1-acc=79.29%, top5-acc=94.51%, remaining_time=0:00:03.849352, arrival_time=2021-04-10 03:34:00.021264, cost_time=0:00:25.168877 2021-04-10 03:33:57,649 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=1.47ms, fps=1734 images/s, loss=0.7933, top1-acc=79.22%, top5-acc=94.46%, remaining_time=0:00:02.368576, arrival_time=2021-04-10 03:34:00.018031, cost_time=0:00:26.646557 2021-04-10 03:33:59,118 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=2.09ms, fps=1744 images/s, loss=0.7950, top1-acc=79.12%, top5-acc=94.47%, remaining_time=0:00:00.887844, arrival_time=2021-04-10 03:34:00.005842, cost_time=0:00:28.115040 2021-04-10 03:33:59,919 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=1.38ms, fps=1699 images/s, loss=0.7962, top1-acc=79.08%, top5-acc=94.46%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:59.919047, cost_time=0:00:28.916222 2021-04-10 03:34:00,525 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=1.91ms, fps=4229 images/s, loss=1.6591, top1-acc=62.23%, top5-acc=83.20%, remaining_time=0:00:01.815810, arrival_time=2021-04-10 03:34:02.341347, cost_time=0:00:00.605270 2021-04-10 03:34:01,007 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=1.82ms, fps=5315 images/s, loss=1.6609, top1-acc=62.64%, top5-acc=83.46%, remaining_time=0:00:01.087400, arrival_time=2021-04-10 03:34:02.095021, cost_time=0:00:01.087395 2021-04-10 03:34:01,490 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=1.43ms, fps=5301 images/s, loss=1.6639, top1-acc=62.55%, top5-acc=83.37%, remaining_time=0:00:00.523560, arrival_time=2021-04-10 03:34:02.014494, cost_time=0:00:01.570685 2021-04-10 03:34:01,928 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=0.08ms, fps=5303 images/s, loss=1.6785, top1-acc=62.66%, top5-acc=83.54%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:01.928847, cost_time=0:00:02.008656 2021-04-10 03:34:03,198 INFO : Epoch=0103 complete, best val top1-acc=62.92%, top5-acc=84.77% (epoch=99), remaining_time=0:52:09.515462, arrival_time=2021-04-10 04:26:12.714227, cost_time=0:55:23.093704 2021-04-10 03:34:03,199 INFO : Train start, epoch=0104, lr=0.047645 2021-04-10 03:34:04,844 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=0.27ms, fps=1557 images/s, loss=0.7470, top1-acc=80.47%, top5-acc=95.47%, remaining_time=0:00:30.584352, arrival_time=2021-04-10 03:34:35.428545, cost_time=0:00:01.644323 2021-04-10 03:34:06,314 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=2.00ms, fps=1742 images/s, loss=0.7404, top1-acc=80.47%, top5-acc=95.47%, remaining_time=0:00:27.403728, arrival_time=2021-04-10 03:34:33.717672, cost_time=0:00:03.114060 2021-04-10 03:34:07,786 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=1.55ms, fps=1740 images/s, loss=0.7401, top1-acc=80.59%, top5-acc=95.38%, remaining_time=0:00:25.376918, arrival_time=2021-04-10 03:34:33.162937, cost_time=0:00:04.586177 2021-04-10 03:34:09,251 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=1.88ms, fps=1748 images/s, loss=0.7403, top1-acc=80.49%, top5-acc=95.26%, remaining_time=0:00:23.600304, arrival_time=2021-04-10 03:34:32.851503, cost_time=0:00:06.051344 2021-04-10 03:34:10,714 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=1.45ms, fps=1750 images/s, loss=0.7465, top1-acc=80.37%, top5-acc=95.15%, remaining_time=0:00:21.943654, arrival_time=2021-04-10 03:34:32.658467, cost_time=0:00:07.514964 2021-04-10 03:34:12,184 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=1.63ms, fps=1742 images/s, loss=0.7502, top1-acc=80.36%, top5-acc=95.10%, remaining_time=0:00:20.366272, arrival_time=2021-04-10 03:34:32.551215, cost_time=0:00:08.985095 2021-04-10 03:34:13,652 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=2.06ms, fps=1746 images/s, loss=0.7521, top1-acc=80.33%, top5-acc=95.02%, remaining_time=0:00:18.815328, arrival_time=2021-04-10 03:34:32.468112, cost_time=0:00:10.452938 2021-04-10 03:34:15,127 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=1.40ms, fps=1737 images/s, loss=0.7557, top1-acc=80.16%, top5-acc=95.00%, remaining_time=0:00:17.294672, arrival_time=2021-04-10 03:34:32.422071, cost_time=0:00:11.927399 2021-04-10 03:34:16,595 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=1.45ms, fps=1745 images/s, loss=0.7581, top1-acc=80.03%, top5-acc=94.96%, remaining_time=0:00:15.776934, arrival_time=2021-04-10 03:34:32.372287, cost_time=0:00:13.395513 2021-04-10 03:34:18,054 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=1.87ms, fps=1755 images/s, loss=0.7652, top1-acc=79.90%, top5-acc=94.86%, remaining_time=0:00:14.260032, arrival_time=2021-04-10 03:34:32.314172, cost_time=0:00:14.854237 2021-04-10 03:34:19,522 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=1.57ms, fps=1744 images/s, loss=0.7754, top1-acc=79.64%, top5-acc=94.77%, remaining_time=0:00:12.761626, arrival_time=2021-04-10 03:34:32.284501, cost_time=0:00:16.323008 2021-04-10 03:34:20,992 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=1.46ms, fps=1742 images/s, loss=0.7786, top1-acc=79.61%, top5-acc=94.77%, remaining_time=0:00:11.268900, arrival_time=2021-04-10 03:34:32.261697, cost_time=0:00:17.792953 2021-04-10 03:34:22,474 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=1.56ms, fps=1728 images/s, loss=0.7784, top1-acc=79.64%, top5-acc=94.76%, remaining_time=0:00:09.785688, arrival_time=2021-04-10 03:34:32.260413, cost_time=0:00:19.274883 2021-04-10 03:34:23,952 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.41ms, fps=1733 images/s, loss=0.7781, top1-acc=79.62%, top5-acc=94.79%, remaining_time=0:00:08.300880, arrival_time=2021-04-10 03:34:32.252917, cost_time=0:00:20.752185 2021-04-10 03:34:25,433 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=1.97ms, fps=1729 images/s, loss=0.7796, top1-acc=79.54%, top5-acc=94.75%, remaining_time=0:00:06.818258, arrival_time=2021-04-10 03:34:32.251491, cost_time=0:00:22.233380 2021-04-10 03:34:26,904 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=1.48ms, fps=1741 images/s, loss=0.7812, top1-acc=79.57%, top5-acc=94.71%, remaining_time=0:00:05.333436, arrival_time=2021-04-10 03:34:32.237584, cost_time=0:00:23.704214 2021-04-10 03:34:28,372 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=1.79ms, fps=1745 images/s, loss=0.7845, top1-acc=79.43%, top5-acc=94.64%, remaining_time=0:00:03.849846, arrival_time=2021-04-10 03:34:32.221798, cost_time=0:00:25.172032 2021-04-10 03:34:29,846 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=2.10ms, fps=1737 images/s, loss=0.7852, top1-acc=79.41%, top5-acc=94.61%, remaining_time=0:00:02.368560, arrival_time=2021-04-10 03:34:32.214717, cost_time=0:00:26.646264 2021-04-10 03:34:31,316 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=1.58ms, fps=1742 images/s, loss=0.7860, top1-acc=79.40%, top5-acc=94.61%, remaining_time=0:00:00.887886, arrival_time=2021-04-10 03:34:32.204123, cost_time=0:00:28.116298 2021-04-10 03:34:32,110 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=1.24ms, fps=1713 images/s, loss=0.7906, top1-acc=79.33%, top5-acc=94.58%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:32.110843, cost_time=0:00:28.911008 2021-04-10 03:34:32,684 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=0.43ms, fps=4468 images/s, loss=1.5235, top1-acc=63.79%, top5-acc=84.73%, remaining_time=0:00:01.718640, arrival_time=2021-04-10 03:34:34.403536, cost_time=0:00:00.572885 2021-04-10 03:34:33,175 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=1.77ms, fps=5219 images/s, loss=1.5911, top1-acc=63.12%, top5-acc=84.04%, remaining_time=0:00:01.063960, arrival_time=2021-04-10 03:34:34.239863, cost_time=0:00:01.063951 2021-04-10 03:34:33,660 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=1.48ms, fps=5287 images/s, loss=1.5972, top1-acc=62.84%, top5-acc=84.11%, remaining_time=0:00:00.516170, arrival_time=2021-04-10 03:34:34.176630, cost_time=0:00:01.548512 2021-04-10 03:34:34,095 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=0.06ms, fps=5337 images/s, loss=1.6016, top1-acc=62.87%, top5-acc=84.15%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:34.095462, cost_time=0:00:01.983549 2021-04-10 03:34:35,165 INFO : Epoch=0104 complete, best val top1-acc=62.92%, top5-acc=84.77% (epoch=99), remaining_time=0:51:36.979200, arrival_time=2021-04-10 04:26:12.145061, cost_time=0:55:55.060816 2021-04-10 03:34:35,166 INFO : Train start, epoch=0105, lr=0.046860 2021-04-10 03:34:36,847 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=1.84ms, fps=1523 images/s, loss=0.7690, top1-acc=78.98%, top5-acc=94.69%, remaining_time=0:00:31.263066, arrival_time=2021-04-10 03:35:08.110466, cost_time=0:00:01.680807 2021-04-10 03:34:38,312 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=2.19ms, fps=1747 images/s, loss=0.7332, top1-acc=79.94%, top5-acc=95.08%, remaining_time=0:00:27.687088, arrival_time=2021-04-10 03:35:05.999932, cost_time=0:00:03.146252 2021-04-10 03:34:39,773 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=1.43ms, fps=1754 images/s, loss=0.7424, top1-acc=80.22%, top5-acc=94.96%, remaining_time=0:00:25.488304, arrival_time=2021-04-10 03:35:05.261278, cost_time=0:00:04.606318 2021-04-10 03:34:41,234 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=1.46ms, fps=1752 images/s, loss=0.7545, top1-acc=80.02%, top5-acc=94.87%, remaining_time=0:00:23.665824, arrival_time=2021-04-10 03:35:04.900600, cost_time=0:00:06.068176 2021-04-10 03:34:42,695 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=1.67ms, fps=1754 images/s, loss=0.7472, top1-acc=80.37%, top5-acc=94.91%, remaining_time=0:00:21.983074, arrival_time=2021-04-10 03:35:04.678152, cost_time=0:00:07.528467 2021-04-10 03:34:44,161 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=1.43ms, fps=1746 images/s, loss=0.7473, top1-acc=80.44%, top5-acc=94.84%, remaining_time=0:00:20.388440, arrival_time=2021-04-10 03:35:04.549987, cost_time=0:00:08.994878 2021-04-10 03:34:45,642 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=1.54ms, fps=1730 images/s, loss=0.7506, top1-acc=80.37%, top5-acc=94.77%, remaining_time=0:00:18.855648, arrival_time=2021-04-10 03:35:04.497689, cost_time=0:00:10.475340 2021-04-10 03:34:47,108 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=1.91ms, fps=1747 images/s, loss=0.7486, top1-acc=80.36%, top5-acc=94.79%, remaining_time=0:00:17.315436, arrival_time=2021-04-10 03:35:04.423778, cost_time=0:00:11.941681 2021-04-10 03:34:48,570 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=1.72ms, fps=1752 images/s, loss=0.7525, top1-acc=80.20%, top5-acc=94.76%, remaining_time=0:00:15.786474, arrival_time=2021-04-10 03:35:04.356705, cost_time=0:00:13.403580 2021-04-10 03:34:50,044 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.97ms, fps=1737 images/s, loss=0.7518, top1-acc=80.24%, top5-acc=94.78%, remaining_time=0:00:14.283072, arrival_time=2021-04-10 03:35:04.327929, cost_time=0:00:14.878245 2021-04-10 03:34:51,513 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=1.66ms, fps=1744 images/s, loss=0.7545, top1-acc=80.11%, top5-acc=94.79%, remaining_time=0:00:12.779858, arrival_time=2021-04-10 03:35:04.292825, cost_time=0:00:16.346345 2021-04-10 03:34:52,985 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=2.01ms, fps=1739 images/s, loss=0.7574, top1-acc=80.10%, top5-acc=94.78%, remaining_time=0:00:11.285088, arrival_time=2021-04-10 03:35:04.270276, cost_time=0:00:17.818592 2021-04-10 03:34:54,456 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=2.00ms, fps=1741 images/s, loss=0.7567, top1-acc=80.15%, top5-acc=94.81%, remaining_time=0:00:09.793146, arrival_time=2021-04-10 03:35:04.249285, cost_time=0:00:19.289495 2021-04-10 03:34:55,920 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.71ms, fps=1749 images/s, loss=0.7591, top1-acc=80.14%, top5-acc=94.78%, remaining_time=0:00:08.301664, arrival_time=2021-04-10 03:35:04.222469, cost_time=0:00:20.754169 2021-04-10 03:34:57,402 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=1.83ms, fps=1729 images/s, loss=0.7616, top1-acc=80.05%, top5-acc=94.75%, remaining_time=0:00:06.818902, arrival_time=2021-04-10 03:35:04.221188, cost_time=0:00:22.235557 2021-04-10 03:34:58,866 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=1.42ms, fps=1750 images/s, loss=0.7628, top1-acc=80.01%, top5-acc=94.73%, remaining_time=0:00:05.332356, arrival_time=2021-04-10 03:35:04.198368, cost_time=0:00:23.699388 2021-04-10 03:35:00,331 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=1.48ms, fps=1748 images/s, loss=0.7651, top1-acc=79.98%, top5-acc=94.72%, remaining_time=0:00:03.848676, arrival_time=2021-04-10 03:35:04.179776, cost_time=0:00:25.164498 2021-04-10 03:35:01,802 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.65ms, fps=1740 images/s, loss=0.7648, top1-acc=79.97%, top5-acc=94.71%, remaining_time=0:00:02.367648, arrival_time=2021-04-10 03:35:04.170321, cost_time=0:00:26.636008 2021-04-10 03:35:03,273 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.23ms, fps=1741 images/s, loss=0.7672, top1-acc=79.91%, top5-acc=94.69%, remaining_time=0:00:00.887580, arrival_time=2021-04-10 03:35:04.160885, cost_time=0:00:28.106704 2021-04-10 03:35:04,067 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=1.38ms, fps=1714 images/s, loss=0.7699, top1-acc=79.86%, top5-acc=94.68%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:04.067052, cost_time=0:00:28.900391 2021-04-10 03:35:04,659 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=0.30ms, fps=4336 images/s, loss=1.7763, top1-acc=60.82%, top5-acc=81.48%, remaining_time=0:00:01.771170, arrival_time=2021-04-10 03:35:06.430321, cost_time=0:00:00.590390 2021-04-10 03:35:05,139 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=1.86ms, fps=5334 images/s, loss=1.7737, top1-acc=60.41%, top5-acc=81.93%, remaining_time=0:00:01.070700, arrival_time=2021-04-10 03:35:06.210153, cost_time=0:00:01.070694 2021-04-10 03:35:05,618 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=1.35ms, fps=5346 images/s, loss=1.7658, top1-acc=60.53%, top5-acc=82.12%, remaining_time=0:00:00.516670, arrival_time=2021-04-10 03:35:06.135449, cost_time=0:00:01.550024 2021-04-10 03:35:06,054 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.08ms, fps=5324 images/s, loss=1.7770, top1-acc=60.61%, top5-acc=82.20%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:06.054918, cost_time=0:00:01.986132 2021-04-10 03:35:07,096 INFO : Epoch=0105 complete, best val top1-acc=62.92%, top5-acc=84.77% (epoch=99), remaining_time=0:51:04.421175, arrival_time=2021-04-10 04:26:11.518065, cost_time=0:56:26.991813 2021-04-10 03:35:07,097 INFO : Train start, epoch=0106, lr=0.046077 2021-04-10 03:35:08,749 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=1.84ms, fps=1550 images/s, loss=0.7731, top1-acc=78.67%, top5-acc=94.77%, remaining_time=0:00:30.717528, arrival_time=2021-04-10 03:35:39.467064, cost_time=0:00:01.651482 2021-04-10 03:35:10,220 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=2.52ms, fps=1740 images/s, loss=0.7672, top1-acc=79.16%, top5-acc=94.61%, remaining_time=0:00:27.479760, arrival_time=2021-04-10 03:35:37.700610, cost_time=0:00:03.122703 2021-04-10 03:35:11,689 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=1.46ms, fps=1744 images/s, loss=0.7774, top1-acc=79.31%, top5-acc=94.32%, remaining_time=0:00:25.404806, arrival_time=2021-04-10 03:35:37.094101, cost_time=0:00:04.591223 2021-04-10 03:35:13,149 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=2.04ms, fps=1754 images/s, loss=0.7618, top1-acc=79.81%, top5-acc=94.49%, remaining_time=0:00:23.598432, arrival_time=2021-04-10 03:35:36.747448, cost_time=0:00:06.050872 2021-04-10 03:35:14,617 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=1.51ms, fps=1744 images/s, loss=0.7534, top1-acc=79.96%, top5-acc=94.59%, remaining_time=0:00:21.956210, arrival_time=2021-04-10 03:35:36.573648, cost_time=0:00:07.519242 2021-04-10 03:35:16,170 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=1.47ms, fps=1649 images/s, loss=0.7450, top1-acc=80.32%, top5-acc=94.61%, remaining_time=0:00:20.563608, arrival_time=2021-04-10 03:35:36.733967, cost_time=0:00:09.072172 2021-04-10 03:35:17,635 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=1.69ms, fps=1748 images/s, loss=0.7444, top1-acc=80.33%, top5-acc=94.72%, remaining_time=0:00:18.967788, arrival_time=2021-04-10 03:35:36.603503, cost_time=0:00:10.537634 2021-04-10 03:35:19,107 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=1.85ms, fps=1740 images/s, loss=0.7462, top1-acc=80.47%, top5-acc=94.64%, remaining_time=0:00:17.413108, arrival_time=2021-04-10 03:35:36.520353, cost_time=0:00:12.009024 2021-04-10 03:35:20,568 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.52ms, fps=1754 images/s, loss=0.7459, top1-acc=80.44%, top5-acc=94.67%, remaining_time=0:00:15.864278, arrival_time=2021-04-10 03:35:36.432188, cost_time=0:00:13.469684 2021-04-10 03:35:22,033 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=1.50ms, fps=1748 images/s, loss=0.7484, top1-acc=80.41%, top5-acc=94.62%, remaining_time=0:00:14.337600, arrival_time=2021-04-10 03:35:36.370838, cost_time=0:00:14.935004 2021-04-10 03:35:23,496 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=1.42ms, fps=1750 images/s, loss=0.7521, top1-acc=80.30%, top5-acc=94.58%, remaining_time=0:00:12.820708, arrival_time=2021-04-10 03:35:36.317492, cost_time=0:00:16.398609 2021-04-10 03:35:24,956 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.48ms, fps=1755 images/s, loss=0.7531, top1-acc=80.29%, top5-acc=94.57%, remaining_time=0:00:11.310092, arrival_time=2021-04-10 03:35:36.266147, cost_time=0:00:17.857985 2021-04-10 03:35:26,422 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=2.01ms, fps=1747 images/s, loss=0.7534, top1-acc=80.31%, top5-acc=94.62%, remaining_time=0:00:09.810636, arrival_time=2021-04-10 03:35:36.232831, cost_time=0:00:19.324032 2021-04-10 03:35:27,887 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=1.53ms, fps=1748 images/s, loss=0.7588, top1-acc=80.23%, top5-acc=94.55%, remaining_time=0:00:08.315664, arrival_time=2021-04-10 03:35:36.202878, cost_time=0:00:20.789149 2021-04-10 03:35:29,353 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=1.91ms, fps=1747 images/s, loss=0.7598, top1-acc=80.18%, top5-acc=94.55%, remaining_time=0:00:06.824836, arrival_time=2021-04-10 03:35:36.177930, cost_time=0:00:22.254872 2021-04-10 03:35:30,819 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=1.51ms, fps=1746 images/s, loss=0.7625, top1-acc=80.08%, top5-acc=94.53%, remaining_time=0:00:05.337396, arrival_time=2021-04-10 03:35:36.157292, cost_time=0:00:23.721801 2021-04-10 03:35:32,283 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=1.36ms, fps=1750 images/s, loss=0.7664, top1-acc=79.90%, top5-acc=94.51%, remaining_time=0:00:03.851796, arrival_time=2021-04-10 03:35:36.134812, cost_time=0:00:25.184809 2021-04-10 03:35:33,747 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=2.00ms, fps=1749 images/s, loss=0.7726, top1-acc=79.76%, top5-acc=94.44%, remaining_time=0:00:02.368816, arrival_time=2021-04-10 03:35:36.116112, cost_time=0:00:26.649168 2021-04-10 03:35:35,204 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.91ms, fps=1757 images/s, loss=0.7723, top1-acc=79.76%, top5-acc=94.46%, remaining_time=0:00:00.887580, arrival_time=2021-04-10 03:35:36.092369, cost_time=0:00:28.106729 2021-04-10 03:35:35,996 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=1.26ms, fps=1718 images/s, loss=0.7735, top1-acc=79.75%, top5-acc=94.48%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:35.996688, cost_time=0:00:28.898629 2021-04-10 03:35:36,600 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=0.32ms, fps=4276 images/s, loss=1.7671, top1-acc=61.29%, top5-acc=83.52%, remaining_time=0:00:01.796070, arrival_time=2021-04-10 03:35:38.396171, cost_time=0:00:00.598691 2021-04-10 03:35:37,087 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=2.51ms, fps=5261 images/s, loss=1.7714, top1-acc=60.51%, top5-acc=83.93%, remaining_time=0:00:01.089460, arrival_time=2021-04-10 03:35:38.176812, cost_time=0:00:01.089462 2021-04-10 03:35:37,569 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=1.42ms, fps=5317 images/s, loss=1.7622, top1-acc=60.92%, top5-acc=83.89%, remaining_time=0:00:00.523840, arrival_time=2021-04-10 03:35:38.093180, cost_time=0:00:01.571512 2021-04-10 03:35:38,005 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=0.09ms, fps=5323 images/s, loss=1.7617, top1-acc=61.10%, top5-acc=83.91%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:38.005526, cost_time=0:00:02.007731 2021-04-10 03:35:39,052 INFO : Epoch=0106 complete, best val top1-acc=62.92%, top5-acc=84.77% (epoch=99), remaining_time=0:50:31.896304, arrival_time=2021-04-10 04:26:10.948260, cost_time=0:56:58.946873 2021-04-10 03:35:39,052 INFO : Train start, epoch=0107, lr=0.045295 2021-04-10 03:35:40,722 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=1.47ms, fps=1533 images/s, loss=0.7278, top1-acc=80.98%, top5-acc=94.92%, remaining_time=0:00:31.059210, arrival_time=2021-04-10 03:36:11.782103, cost_time=0:00:01.669846 2021-04-10 03:35:42,177 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=1.49ms, fps=1761 images/s, loss=0.6966, top1-acc=81.45%, top5-acc=95.51%, remaining_time=0:00:27.494192, arrival_time=2021-04-10 03:36:09.671567, cost_time=0:00:03.124339 2021-04-10 03:35:43,638 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=1.51ms, fps=1753 images/s, loss=0.7098, top1-acc=81.25%, top5-acc=95.34%, remaining_time=0:00:25.370776, arrival_time=2021-04-10 03:36:09.008910, cost_time=0:00:04.585083 2021-04-10 03:35:45,099 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=1.50ms, fps=1753 images/s, loss=0.7146, top1-acc=81.24%, top5-acc=95.34%, remaining_time=0:00:23.578464, arrival_time=2021-04-10 03:36:08.677373, cost_time=0:00:06.045780 2021-04-10 03:35:46,571 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=1.67ms, fps=1740 images/s, loss=0.7142, top1-acc=81.27%, top5-acc=95.31%, remaining_time=0:00:21.954458, arrival_time=2021-04-10 03:36:08.526245, cost_time=0:00:07.518655 2021-04-10 03:35:48,036 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=1.82ms, fps=1749 images/s, loss=0.7151, top1-acc=81.22%, top5-acc=95.32%, remaining_time=0:00:20.361784, arrival_time=2021-04-10 03:36:08.398094, cost_time=0:00:08.983144 2021-04-10 03:35:49,502 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=2.18ms, fps=1747 images/s, loss=0.7209, top1-acc=81.08%, top5-acc=95.30%, remaining_time=0:00:18.809028, arrival_time=2021-04-10 03:36:08.311518, cost_time=0:00:10.449446 2021-04-10 03:35:50,972 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=1.45ms, fps=1742 images/s, loss=0.7236, top1-acc=81.01%, top5-acc=95.22%, remaining_time=0:00:17.283304, arrival_time=2021-04-10 03:36:08.255952, cost_time=0:00:11.919497 2021-04-10 03:35:52,437 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.47ms, fps=1749 images/s, loss=0.7333, top1-acc=80.76%, top5-acc=95.11%, remaining_time=0:00:15.763578, arrival_time=2021-04-10 03:36:08.200860, cost_time=0:00:13.384205 2021-04-10 03:35:53,906 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=1.51ms, fps=1744 images/s, loss=0.7357, top1-acc=80.78%, top5-acc=95.06%, remaining_time=0:00:14.258880, arrival_time=2021-04-10 03:36:08.165021, cost_time=0:00:14.852958 2021-04-10 03:35:55,373 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=1.77ms, fps=1746 images/s, loss=0.7411, top1-acc=80.60%, top5-acc=95.00%, remaining_time=0:00:12.759476, arrival_time=2021-04-10 03:36:08.132761, cost_time=0:00:16.320238 2021-04-10 03:35:56,831 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=2.30ms, fps=1756 images/s, loss=0.7430, top1-acc=80.53%, top5-acc=95.03%, remaining_time=0:00:11.259704, arrival_time=2021-04-10 03:36:08.091314, cost_time=0:00:17.778523 2021-04-10 03:35:58,291 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=1.34ms, fps=1754 images/s, loss=0.7413, top1-acc=80.61%, top5-acc=95.02%, remaining_time=0:00:09.767274, arrival_time=2021-04-10 03:36:08.058957, cost_time=0:00:19.238583 2021-04-10 03:35:59,772 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=1.93ms, fps=1730 images/s, loss=0.7436, top1-acc=80.55%, top5-acc=95.00%, remaining_time=0:00:08.287720, arrival_time=2021-04-10 03:36:08.060288, cost_time=0:00:20.719330 2021-04-10 03:36:01,330 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=1.85ms, fps=1644 images/s, loss=0.7459, top1-acc=80.50%, top5-acc=94.99%, remaining_time=0:00:06.831828, arrival_time=2021-04-10 03:36:08.162616, cost_time=0:00:22.277660 2021-04-10 03:36:02,905 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.44ms, fps=1626 images/s, loss=0.7444, top1-acc=80.53%, top5-acc=95.03%, remaining_time=0:00:05.366772, arrival_time=2021-04-10 03:36:08.272066, cost_time=0:00:23.852243 2021-04-10 03:36:04,359 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=1.34ms, fps=1762 images/s, loss=0.7469, top1-acc=80.48%, top5-acc=95.00%, remaining_time=0:00:03.870308, arrival_time=2021-04-10 03:36:08.229313, cost_time=0:00:25.305810 2021-04-10 03:36:05,816 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=1.68ms, fps=1758 images/s, loss=0.7473, top1-acc=80.48%, top5-acc=94.99%, remaining_time=0:00:02.378928, arrival_time=2021-04-10 03:36:08.195021, cost_time=0:00:26.763027 2021-04-10 03:36:07,271 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.42ms, fps=1760 images/s, loss=0.7492, top1-acc=80.42%, top5-acc=94.98%, remaining_time=0:00:00.891102, arrival_time=2021-04-10 03:36:08.162402, cost_time=0:00:28.218265 2021-04-10 03:36:08,061 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=1.35ms, fps=1721 images/s, loss=0.7514, top1-acc=80.37%, top5-acc=94.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:36:08.061935, cost_time=0:00:29.008896 2021-04-10 03:36:08,633 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=2.54ms, fps=4487 images/s, loss=1.5921, top1-acc=62.58%, top5-acc=84.53%, remaining_time=0:00:01.711530, arrival_time=2021-04-10 03:36:10.345039, cost_time=0:00:00.570514 2021-04-10 03:36:09,107 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=1.26ms, fps=5405 images/s, loss=1.6320, top1-acc=61.91%, top5-acc=84.80%, remaining_time=0:00:01.044520, arrival_time=2021-04-10 03:36:10.152036, cost_time=0:00:01.044522 2021-04-10 03:36:09,584 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=1.34ms, fps=5368 images/s, loss=1.6550, top1-acc=61.59%, top5-acc=84.37%, remaining_time=0:00:00.507260, arrival_time=2021-04-10 03:36:10.092045, cost_time=0:00:01.521778 2021-04-10 03:36:10,020 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=0.07ms, fps=5331 images/s, loss=1.6466, top1-acc=61.51%, top5-acc=84.33%, remaining_time=0:00:00, arrival_time=2021-04-10 03:36:10.020296, cost_time=0:00:01.957297 2021-04-10 03:36:11,132 INFO : Epoch=0107 complete, best val top1-acc=62.92%, top5-acc=84.77% (epoch=99), remaining_time=0:49:59.491428, arrival_time=2021-04-10 04:26:10.624315, cost_time=0:57:31.027816 2021-04-10 03:36:11,133 INFO : Train start, epoch=0108, lr=0.044513 2021-04-10 03:36:12,750 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=0.27ms, fps=1584 images/s, loss=0.7144, top1-acc=80.35%, top5-acc=95.27%, remaining_time=0:00:30.058902, arrival_time=2021-04-10 03:36:42.808891, cost_time=0:00:01.616066 2021-04-10 03:36:14,203 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=1.58ms, fps=1761 images/s, loss=0.6953, top1-acc=81.41%, top5-acc=95.61%, remaining_time=0:00:27.015824, arrival_time=2021-04-10 03:36:41.219727, cost_time=0:00:03.069981 2021-04-10 03:36:15,657 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=1.43ms, fps=1762 images/s, loss=0.7264, top1-acc=80.81%, top5-acc=95.17%, remaining_time=0:00:25.028816, arrival_time=2021-04-10 03:36:40.686025, cost_time=0:00:04.523276 2021-04-10 03:36:17,112 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=1.54ms, fps=1760 images/s, loss=0.7225, top1-acc=81.01%, top5-acc=95.16%, remaining_time=0:00:23.315448, arrival_time=2021-04-10 03:36:40.427772, cost_time=0:00:05.978329 2021-04-10 03:36:18,570 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=1.37ms, fps=1756 images/s, loss=0.7076, top1-acc=81.23%, top5-acc=95.36%, remaining_time=0:00:21.714434, arrival_time=2021-04-10 03:36:40.284856, cost_time=0:00:07.436466 2021-04-10 03:36:20,026 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=1.35ms, fps=1759 images/s, loss=0.7128, top1-acc=81.17%, top5-acc=95.27%, remaining_time=0:00:20.155608, arrival_time=2021-04-10 03:36:40.181739, cost_time=0:00:08.892194 2021-04-10 03:36:21,482 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=1.50ms, fps=1759 images/s, loss=0.7167, top1-acc=81.17%, top5-acc=95.25%, remaining_time=0:00:18.626580, arrival_time=2021-04-10 03:36:40.108639, cost_time=0:00:10.348128 2021-04-10 03:36:22,933 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=1.31ms, fps=1764 images/s, loss=0.7159, top1-acc=81.25%, top5-acc=95.19%, remaining_time=0:00:17.109652, arrival_time=2021-04-10 03:36:40.043327, cost_time=0:00:11.799744 2021-04-10 03:36:24,389 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=1.42ms, fps=1760 images/s, loss=0.7175, top1-acc=81.27%, top5-acc=95.17%, remaining_time=0:00:15.611468, arrival_time=2021-04-10 03:36:40.000436, cost_time=0:00:13.255046 2021-04-10 03:36:25,855 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=1.44ms, fps=1746 images/s, loss=0.7169, top1-acc=81.27%, top5-acc=95.20%, remaining_time=0:00:14.133120, arrival_time=2021-04-10 03:36:39.989039, cost_time=0:00:14.721997 2021-04-10 03:36:27,311 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=1.35ms, fps=1759 images/s, loss=0.7232, top1-acc=81.08%, top5-acc=95.16%, remaining_time=0:00:12.648106, arrival_time=2021-04-10 03:36:39.959820, cost_time=0:00:16.177787 2021-04-10 03:36:28,767 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=1.75ms, fps=1759 images/s, loss=0.7245, top1-acc=80.96%, top5-acc=95.17%, remaining_time=0:00:11.167972, arrival_time=2021-04-10 03:36:39.935487, cost_time=0:00:17.633589 2021-04-10 03:36:30,223 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=1.55ms, fps=1759 images/s, loss=0.7253, top1-acc=80.93%, top5-acc=95.15%, remaining_time=0:00:09.691374, arrival_time=2021-04-10 03:36:39.914443, cost_time=0:00:19.089067 2021-04-10 03:36:31,678 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.34ms, fps=1760 images/s, loss=0.7283, top1-acc=80.84%, top5-acc=95.12%, remaining_time=0:00:08.217664, arrival_time=2021-04-10 03:36:39.895777, cost_time=0:00:20.544168 2021-04-10 03:36:33,134 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=1.36ms, fps=1759 images/s, loss=0.7322, top1-acc=80.70%, top5-acc=95.09%, remaining_time=0:00:06.746682, arrival_time=2021-04-10 03:36:39.880655, cost_time=0:00:22.000048 2021-04-10 03:36:34,593 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=1.50ms, fps=1754 images/s, loss=0.7298, top1-acc=80.72%, top5-acc=95.13%, remaining_time=0:00:05.278392, arrival_time=2021-04-10 03:36:39.871899, cost_time=0:00:23.459573 2021-04-10 03:36:36,053 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=1.58ms, fps=1754 images/s, loss=0.7345, top1-acc=80.68%, top5-acc=95.06%, remaining_time=0:00:03.811210, arrival_time=2021-04-10 03:36:39.864566, cost_time=0:00:24.919415 2021-04-10 03:36:37,513 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=1.43ms, fps=1754 images/s, loss=0.7388, top1-acc=80.60%, top5-acc=95.02%, remaining_time=0:00:02.344816, arrival_time=2021-04-10 03:36:39.857914, cost_time=0:00:26.379176 2021-04-10 03:36:38,967 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=1.43ms, fps=1760 images/s, loss=0.7397, top1-acc=80.58%, top5-acc=95.00%, remaining_time=0:00:00.878970, arrival_time=2021-04-10 03:36:39.846920, cost_time=0:00:27.834033 2021-04-10 03:36:39,765 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=1.86ms, fps=1707 images/s, loss=0.7402, top1-acc=80.55%, top5-acc=94.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:36:39.765039, cost_time=0:00:28.631060 2021-04-10 03:36:40,321 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=2.13ms, fps=4608 images/s, loss=1.7603, top1-acc=61.09%, top5-acc=82.54%, remaining_time=0:00:01.666530, arrival_time=2021-04-10 03:36:41.988244, cost_time=0:00:00.555511 2021-04-10 03:36:40,797 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=1.36ms, fps=5384 images/s, loss=1.7556, top1-acc=61.39%, top5-acc=83.11%, remaining_time=0:00:01.031320, arrival_time=2021-04-10 03:36:41.828840, cost_time=0:00:01.031310 2021-04-10 03:36:41,274 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=1.45ms, fps=5372 images/s, loss=1.7298, top1-acc=61.52%, top5-acc=83.58%, remaining_time=0:00:00.502740, arrival_time=2021-04-10 03:36:41.777194, cost_time=0:00:01.508234 2021-04-10 03:36:41,708 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=0.08ms, fps=5345 images/s, loss=1.7014, top1-acc=61.39%, top5-acc=83.67%, remaining_time=0:00:00, arrival_time=2021-04-10 03:36:41.708826, cost_time=0:00:01.942644 2021-04-10 03:36:42,789 INFO : Epoch=0108 complete, best val top1-acc=62.92%, top5-acc=84.77% (epoch=99), remaining_time=0:49:26.731176, arrival_time=2021-04-10 04:26:09.520641, cost_time=0:58:02.684426 2021-04-10 03:36:42,790 INFO : Train start, epoch=0109, lr=0.043733 2021-04-10 03:36:44,440 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=1.52ms, fps=1551 images/s, loss=0.6968, top1-acc=81.80%, top5-acc=95.51%, remaining_time=0:00:30.691674, arrival_time=2021-04-10 03:37:15.131927, cost_time=0:00:01.650094 2021-04-10 03:36:45,898 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=1.51ms, fps=1756 images/s, loss=0.6836, top1-acc=82.13%, top5-acc=95.45%, remaining_time=0:00:27.357088, arrival_time=2021-04-10 03:37:13.256004, cost_time=0:00:03.108754 2021-04-10 03:36:47,357 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=1.43ms, fps=1756 images/s, loss=0.6963, top1-acc=81.82%, top5-acc=95.47%, remaining_time=0:00:25.270844, arrival_time=2021-04-10 03:37:12.628038, cost_time=0:00:04.567029 2021-04-10 03:36:48,814 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=1.54ms, fps=1757 images/s, loss=0.6975, top1-acc=81.69%, top5-acc=95.67%, remaining_time=0:00:23.495160, arrival_time=2021-04-10 03:37:12.309699, cost_time=0:00:06.024388 2021-04-10 03:36:50,275 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=1.47ms, fps=1753 images/s, loss=0.6959, top1-acc=81.62%, top5-acc=95.74%, remaining_time=0:00:21.857076, arrival_time=2021-04-10 03:37:12.132517, cost_time=0:00:07.485277 2021-04-10 03:36:51,732 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=1.47ms, fps=1758 images/s, loss=0.6945, top1-acc=81.63%, top5-acc=95.74%, remaining_time=0:00:20.269032, arrival_time=2021-04-10 03:37:12.001401, cost_time=0:00:08.942208 2021-04-10 03:36:53,187 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=1.36ms, fps=1759 images/s, loss=0.7034, top1-acc=81.40%, top5-acc=95.66%, remaining_time=0:00:18.715788, arrival_time=2021-04-10 03:37:11.903615, cost_time=0:00:10.397629 2021-04-10 03:36:54,652 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=1.44ms, fps=1748 images/s, loss=0.7065, top1-acc=81.16%, top5-acc=95.63%, remaining_time=0:00:17.200364, arrival_time=2021-04-10 03:37:11.852878, cost_time=0:00:11.862338 2021-04-10 03:36:56,113 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=1.48ms, fps=1753 images/s, loss=0.7103, top1-acc=81.05%, top5-acc=95.56%, remaining_time=0:00:15.691604, arrival_time=2021-04-10 03:37:11.804848, cost_time=0:00:13.323081 2021-04-10 03:36:57,571 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=1.37ms, fps=1757 images/s, loss=0.7147, top1-acc=80.98%, top5-acc=95.42%, remaining_time=0:00:14.189760, arrival_time=2021-04-10 03:37:11.760881, cost_time=0:00:14.780960 2021-04-10 03:36:59,031 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=1.44ms, fps=1753 images/s, loss=0.7126, top1-acc=81.13%, top5-acc=95.38%, remaining_time=0:00:12.697986, arrival_time=2021-04-10 03:37:11.729716, cost_time=0:00:16.241568 2021-04-10 03:37:00,598 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=2.34ms, fps=1634 images/s, loss=0.7135, top1-acc=81.08%, top5-acc=95.38%, remaining_time=0:00:11.278552, arrival_time=2021-04-10 03:37:11.876986, cost_time=0:00:17.808271 2021-04-10 03:37:02,056 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=1.62ms, fps=1757 images/s, loss=0.7178, top1-acc=80.96%, top5-acc=95.30%, remaining_time=0:00:09.781134, arrival_time=2021-04-10 03:37:11.837128, cost_time=0:00:19.265841 2021-04-10 03:37:03,524 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=1.52ms, fps=1744 images/s, loss=0.7216, top1-acc=80.84%, top5-acc=95.28%, remaining_time=0:00:08.293656, arrival_time=2021-04-10 03:37:11.818110, cost_time=0:00:20.734205 2021-04-10 03:37:04,985 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=1.69ms, fps=1753 images/s, loss=0.7187, top1-acc=80.87%, top5-acc=95.33%, remaining_time=0:00:06.806482, arrival_time=2021-04-10 03:37:11.791788, cost_time=0:00:22.195063 2021-04-10 03:37:06,445 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=1.38ms, fps=1754 images/s, loss=0.7216, top1-acc=80.83%, top5-acc=95.27%, remaining_time=0:00:05.322348, arrival_time=2021-04-10 03:37:11.767431, cost_time=0:00:23.654909 2021-04-10 03:37:07,911 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=1.45ms, fps=1747 images/s, loss=0.7246, top1-acc=80.69%, top5-acc=95.25%, remaining_time=0:00:03.842072, arrival_time=2021-04-10 03:37:11.753541, cost_time=0:00:25.121240 2021-04-10 03:37:09,365 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.39ms, fps=1761 images/s, loss=0.7277, top1-acc=80.63%, top5-acc=95.21%, remaining_time=0:00:02.362272, arrival_time=2021-04-10 03:37:11.728033, cost_time=0:00:26.575577 2021-04-10 03:37:10,822 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.26ms, fps=1758 images/s, loss=0.7298, top1-acc=80.58%, top5-acc=95.20%, remaining_time=0:00:00.885234, arrival_time=2021-04-10 03:37:11.707856, cost_time=0:00:28.032467 2021-04-10 03:37:11,614 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=1.23ms, fps=1718 images/s, loss=0.7317, top1-acc=80.57%, top5-acc=95.16%, remaining_time=0:00:00, arrival_time=2021-04-10 03:37:11.614778, cost_time=0:00:28.824616 2021-04-10 03:37:12,210 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=2.52ms, fps=4303 images/s, loss=1.5447, top1-acc=64.73%, top5-acc=85.12%, remaining_time=0:00:01.784760, arrival_time=2021-04-10 03:37:13.995643, cost_time=0:00:00.594920 2021-04-10 03:37:12,685 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=1.38ms, fps=5401 images/s, loss=1.6029, top1-acc=63.26%, top5-acc=84.94%, remaining_time=0:00:01.069240, arrival_time=2021-04-10 03:37:13.754448, cost_time=0:00:01.069236 2021-04-10 03:37:13,164 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=1.35ms, fps=5351 images/s, loss=1.6297, top1-acc=62.66%, top5-acc=84.37%, remaining_time=0:00:00.516000, arrival_time=2021-04-10 03:37:13.679991, cost_time=0:00:01.548009 2021-04-10 03:37:13,607 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=0.07ms, fps=5239 images/s, loss=1.6284, top1-acc=62.90%, top5-acc=84.41%, remaining_time=0:00:00, arrival_time=2021-04-10 03:37:13.607254, cost_time=0:00:01.991230 2021-04-10 03:37:15,290 INFO : Epoch=0109 complete, best val top1-acc=62.92%, top5-acc=84.77% (epoch=99), remaining_time=0:48:54.696401, arrival_time=2021-04-10 04:26:09.987252, cost_time=0:58:35.185801 2021-04-10 03:37:15,291 INFO : Train start, epoch=0110, lr=0.042955 2021-04-10 03:37:16,936 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=1.45ms, fps=1557 images/s, loss=0.7317, top1-acc=80.74%, top5-acc=95.08%, remaining_time=0:00:30.590676, arrival_time=2021-04-10 03:37:47.527083, cost_time=0:00:01.644657 2021-04-10 03:37:18,385 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=1.57ms, fps=1767 images/s, loss=0.6832, top1-acc=82.07%, top5-acc=95.53%, remaining_time=0:00:27.228432, arrival_time=2021-04-10 03:37:45.614324, cost_time=0:00:03.094145 2021-04-10 03:37:19,845 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=1.61ms, fps=1754 images/s, loss=0.6927, top1-acc=81.69%, top5-acc=95.48%, remaining_time=0:00:25.197306, arrival_time=2021-04-10 03:37:45.042769, cost_time=0:00:04.553718 2021-04-10 03:37:21,305 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=1.67ms, fps=1754 images/s, loss=0.6831, top1-acc=81.96%, top5-acc=95.56%, remaining_time=0:00:23.453820, arrival_time=2021-04-10 03:37:44.759451, cost_time=0:00:06.013782 2021-04-10 03:37:22,763 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=1.54ms, fps=1757 images/s, loss=0.6819, top1-acc=81.95%, top5-acc=95.69%, remaining_time=0:00:21.817802, arrival_time=2021-04-10 03:37:44.581510, cost_time=0:00:07.471871 2021-04-10 03:37:24,219 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=1.39ms, fps=1759 images/s, loss=0.6888, top1-acc=81.84%, top5-acc=95.66%, remaining_time=0:00:20.236528, arrival_time=2021-04-10 03:37:44.456151, cost_time=0:00:08.927859 2021-04-10 03:37:25,673 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=1.60ms, fps=1762 images/s, loss=0.6894, top1-acc=81.79%, top5-acc=95.64%, remaining_time=0:00:18.686682, arrival_time=2021-04-10 03:37:44.360114, cost_time=0:00:10.381520 2021-04-10 03:37:27,127 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.60ms, fps=1761 images/s, loss=0.6900, top1-acc=81.70%, top5-acc=95.61%, remaining_time=0:00:17.162200, arrival_time=2021-04-10 03:37:44.289951, cost_time=0:00:11.835974 2021-04-10 03:37:28,588 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=1.45ms, fps=1753 images/s, loss=0.6934, top1-acc=81.72%, top5-acc=95.52%, remaining_time=0:00:15.660970, arrival_time=2021-04-10 03:37:44.249771, cost_time=0:00:13.297054 2021-04-10 03:37:30,042 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.36ms, fps=1762 images/s, loss=0.6922, top1-acc=81.76%, top5-acc=95.50%, remaining_time=0:00:14.160576, arrival_time=2021-04-10 03:37:44.202960, cost_time=0:00:14.750642 2021-04-10 03:37:31,495 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=1.36ms, fps=1762 images/s, loss=0.6916, top1-acc=81.72%, top5-acc=95.51%, remaining_time=0:00:12.668746, arrival_time=2021-04-10 03:37:44.164655, cost_time=0:00:16.204166 2021-04-10 03:37:32,956 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=1.56ms, fps=1753 images/s, loss=0.6923, top1-acc=81.74%, top5-acc=95.50%, remaining_time=0:00:11.187580, arrival_time=2021-04-10 03:37:44.143990, cost_time=0:00:17.664557 2021-04-10 03:37:34,417 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=1.42ms, fps=1753 images/s, loss=0.6949, top1-acc=81.68%, top5-acc=95.51%, remaining_time=0:00:09.709722, arrival_time=2021-04-10 03:37:44.126719, cost_time=0:00:19.125223 2021-04-10 03:37:35,877 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=1.72ms, fps=1753 images/s, loss=0.6942, top1-acc=81.67%, top5-acc=95.52%, remaining_time=0:00:08.234464, arrival_time=2021-04-10 03:37:44.112377, cost_time=0:00:20.586163 2021-04-10 03:37:37,342 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=1.46ms, fps=1749 images/s, loss=0.6952, top1-acc=81.62%, top5-acc=95.53%, remaining_time=0:00:06.762092, arrival_time=2021-04-10 03:37:44.104094, cost_time=0:00:22.050239 2021-04-10 03:37:38,813 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.62ms, fps=1741 images/s, loss=0.7016, top1-acc=81.56%, top5-acc=95.45%, remaining_time=0:00:05.292288, arrival_time=2021-04-10 03:37:44.105374, cost_time=0:00:23.521298 2021-04-10 03:37:40,274 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=1.36ms, fps=1752 images/s, loss=0.7018, top1-acc=81.55%, top5-acc=95.44%, remaining_time=0:00:03.820908, arrival_time=2021-04-10 03:37:44.095516, cost_time=0:00:24.982863 2021-04-10 03:37:41,728 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=1.51ms, fps=1761 images/s, loss=0.7052, top1-acc=81.46%, top5-acc=95.41%, remaining_time=0:00:02.349952, arrival_time=2021-04-10 03:37:44.078603, cost_time=0:00:26.436920 2021-04-10 03:37:43,184 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.27ms, fps=1759 images/s, loss=0.7063, top1-acc=81.41%, top5-acc=95.41%, remaining_time=0:00:00.880812, arrival_time=2021-04-10 03:37:44.065026, cost_time=0:00:27.892469 2021-04-10 03:37:43,976 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=1.62ms, fps=1718 images/s, loss=0.7066, top1-acc=81.37%, top5-acc=95.43%, remaining_time=0:00:00, arrival_time=2021-04-10 03:37:43.976485, cost_time=0:00:28.684728 2021-04-10 03:37:44,530 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=0.20ms, fps=4632 images/s, loss=1.7053, top1-acc=62.89%, top5-acc=84.22%, remaining_time=0:00:01.657860, arrival_time=2021-04-10 03:37:46.188104, cost_time=0:00:00.552618 2021-04-10 03:37:45,008 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=1.67ms, fps=5359 images/s, loss=1.6919, top1-acc=63.03%, top5-acc=83.96%, remaining_time=0:00:01.030720, arrival_time=2021-04-10 03:37:46.039066, cost_time=0:00:01.030718 2021-04-10 03:37:45,488 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=1.91ms, fps=5337 images/s, loss=1.7040, top1-acc=62.42%, top5-acc=83.82%, remaining_time=0:00:00.503570, arrival_time=2021-04-10 03:37:45.991943, cost_time=0:00:01.510707 2021-04-10 03:37:45,923 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=0.08ms, fps=5340 images/s, loss=1.6838, top1-acc=62.38%, top5-acc=83.79%, remaining_time=0:00:00, arrival_time=2021-04-10 03:37:45.923265, cost_time=0:00:01.945673 2021-04-10 03:37:47,065 INFO : Epoch=0110 complete, best val top1-acc=62.92%, top5-acc=84.77% (epoch=99), remaining_time=0:48:22.058280, arrival_time=2021-04-10 04:26:09.123501, cost_time=0:59:06.960139 2021-04-10 03:37:47,066 INFO : Train start, epoch=0111, lr=0.042178 2021-04-10 03:37:48,714 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=2.42ms, fps=1553 images/s, loss=0.6438, top1-acc=83.48%, top5-acc=95.90%, remaining_time=0:00:30.652242, arrival_time=2021-04-10 03:38:19.366643, cost_time=0:00:01.647967 2021-04-10 03:37:50,171 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=1.51ms, fps=1757 images/s, loss=0.6687, top1-acc=82.70%, top5-acc=95.72%, remaining_time=0:00:27.326640, arrival_time=2021-04-10 03:38:17.498340, cost_time=0:00:03.105293 2021-04-10 03:37:51,629 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=1.44ms, fps=1757 images/s, loss=0.6676, top1-acc=82.54%, top5-acc=95.82%, remaining_time=0:00:25.246940, arrival_time=2021-04-10 03:38:16.876053, cost_time=0:00:04.562710 2021-04-10 03:37:53,084 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=1.59ms, fps=1760 images/s, loss=0.6667, top1-acc=82.64%, top5-acc=95.92%, remaining_time=0:00:23.469264, arrival_time=2021-04-10 03:38:16.553434, cost_time=0:00:06.017750 2021-04-10 03:37:54,539 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=1.42ms, fps=1760 images/s, loss=0.6760, top1-acc=82.36%, top5-acc=95.82%, remaining_time=0:00:21.819554, arrival_time=2021-04-10 03:38:16.358463, cost_time=0:00:07.472428 2021-04-10 03:37:55,991 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=1.44ms, fps=1763 images/s, loss=0.6699, top1-acc=82.40%, top5-acc=95.86%, remaining_time=0:00:20.231224, arrival_time=2021-04-10 03:38:16.223154, cost_time=0:00:08.925528 2021-04-10 03:37:57,446 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=1.40ms, fps=1760 images/s, loss=0.6669, top1-acc=82.35%, top5-acc=95.89%, remaining_time=0:00:18.684540, arrival_time=2021-04-10 03:38:16.131337, cost_time=0:00:10.380312 2021-04-10 03:37:58,903 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=1.36ms, fps=1758 images/s, loss=0.6675, top1-acc=82.38%, top5-acc=95.86%, remaining_time=0:00:17.164288, arrival_time=2021-04-10 03:38:16.068169, cost_time=0:00:11.837443 2021-04-10 03:38:00,366 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=2.01ms, fps=1751 images/s, loss=0.6772, top1-acc=82.18%, top5-acc=95.72%, remaining_time=0:00:15.664044, arrival_time=2021-04-10 03:38:16.030102, cost_time=0:00:13.299656 2021-04-10 03:38:01,822 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=1.30ms, fps=1758 images/s, loss=0.6860, top1-acc=81.96%, top5-acc=95.61%, remaining_time=0:00:14.165856, arrival_time=2021-04-10 03:38:15.988348, cost_time=0:00:14.756090 2021-04-10 03:38:03,284 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=1.42ms, fps=1752 images/s, loss=0.6863, top1-acc=82.00%, top5-acc=95.59%, remaining_time=0:00:12.679410, arrival_time=2021-04-10 03:38:15.963677, cost_time=0:00:16.217804 2021-04-10 03:38:04,739 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=1.33ms, fps=1760 images/s, loss=0.6893, top1-acc=81.89%, top5-acc=95.54%, remaining_time=0:00:11.192596, arrival_time=2021-04-10 03:38:15.931591, cost_time=0:00:17.672576 2021-04-10 03:38:06,195 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=1.78ms, fps=1758 images/s, loss=0.6921, top1-acc=81.87%, top5-acc=95.54%, remaining_time=0:00:09.711834, arrival_time=2021-04-10 03:38:15.907634, cost_time=0:00:19.129387 2021-04-10 03:38:07,650 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=1.40ms, fps=1760 images/s, loss=0.6929, top1-acc=81.85%, top5-acc=95.56%, remaining_time=0:00:08.233792, arrival_time=2021-04-10 03:38:15.884743, cost_time=0:00:20.584544 2021-04-10 03:38:09,107 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=1.53ms, fps=1758 images/s, loss=0.6940, top1-acc=81.85%, top5-acc=95.53%, remaining_time=0:00:06.759240, arrival_time=2021-04-10 03:38:15.866690, cost_time=0:00:22.041037 2021-04-10 03:38:10,559 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=1.39ms, fps=1763 images/s, loss=0.6931, top1-acc=81.84%, top5-acc=95.54%, remaining_time=0:00:05.285952, arrival_time=2021-04-10 03:38:15.845496, cost_time=0:00:23.493148 2021-04-10 03:38:12,015 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=1.73ms, fps=1759 images/s, loss=0.6927, top1-acc=81.86%, top5-acc=95.53%, remaining_time=0:00:03.815682, arrival_time=2021-04-10 03:38:15.830822, cost_time=0:00:24.948698 2021-04-10 03:38:13,469 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=1.43ms, fps=1760 images/s, loss=0.6959, top1-acc=81.76%, top5-acc=95.51%, remaining_time=0:00:02.346976, arrival_time=2021-04-10 03:38:15.816823, cost_time=0:00:26.403454 2021-04-10 03:38:14,922 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.23ms, fps=1763 images/s, loss=0.6996, top1-acc=81.68%, top5-acc=95.49%, remaining_time=0:00:00.879648, arrival_time=2021-04-10 03:38:15.801609, cost_time=0:00:27.855556 2021-04-10 03:38:15,718 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=2.23ms, fps=1709 images/s, loss=0.7001, top1-acc=81.66%, top5-acc=95.48%, remaining_time=0:00:00, arrival_time=2021-04-10 03:38:15.718356, cost_time=0:00:28.651693 2021-04-10 03:38:16,301 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=1.71ms, fps=4407 images/s, loss=1.7108, top1-acc=62.85%, top5-acc=84.34%, remaining_time=0:00:01.742460, arrival_time=2021-04-10 03:38:18.043783, cost_time=0:00:00.580819 2021-04-10 03:38:16,790 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=1.77ms, fps=5244 images/s, loss=1.6120, top1-acc=64.69%, top5-acc=84.84%, remaining_time=0:00:01.069580, arrival_time=2021-04-10 03:38:17.859588, cost_time=0:00:01.069580 2021-04-10 03:38:17,267 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=1.37ms, fps=5362 images/s, loss=1.6130, top1-acc=64.27%, top5-acc=84.80%, remaining_time=0:00:00.515790, arrival_time=2021-04-10 03:38:17.783568, cost_time=0:00:01.547375 2021-04-10 03:38:17,711 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=0.09ms, fps=5239 images/s, loss=1.5708, top1-acc=64.33%, top5-acc=85.02%, remaining_time=0:00:00, arrival_time=2021-04-10 03:38:17.710980, cost_time=0:00:01.990559 2021-04-10 03:38:19,854 INFO : Epoch=0111 complete, best val top1-acc=64.33%, top5-acc=85.02% (epoch=111), remaining_time=0:47:50.249822, arrival_time=2021-04-10 04:26:10.104670, cost_time=0:59:39.749801 2021-04-10 03:38:19,855 INFO : Train start, epoch=0112, lr=0.041404 2021-04-10 03:38:21,469 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=0.29ms, fps=1587 images/s, loss=0.6997, top1-acc=81.45%, top5-acc=95.70%, remaining_time=0:00:30.012960, arrival_time=2021-04-10 03:38:51.482157, cost_time=0:00:01.613596 2021-04-10 03:38:22,923 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=1.37ms, fps=1761 images/s, loss=0.6699, top1-acc=82.15%, top5-acc=95.90%, remaining_time=0:00:26.994176, arrival_time=2021-04-10 03:38:49.917304, cost_time=0:00:03.067530 2021-04-10 03:38:24,383 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=1.55ms, fps=1754 images/s, loss=0.6760, top1-acc=82.36%, top5-acc=95.56%, remaining_time=0:00:25.052222, arrival_time=2021-04-10 03:38:49.435381, cost_time=0:00:04.527502 2021-04-10 03:38:25,849 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=6.55ms, fps=1747 images/s, loss=0.6677, top1-acc=82.44%, top5-acc=95.66%, remaining_time=0:00:23.375508, arrival_time=2021-04-10 03:38:49.224909, cost_time=0:00:05.993721 2021-04-10 03:38:27,307 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=1.66ms, fps=1757 images/s, loss=0.6631, top1-acc=82.54%, top5-acc=95.79%, remaining_time=0:00:21.758234, arrival_time=2021-04-10 03:38:49.065371, cost_time=0:00:07.451461 2021-04-10 03:38:28,767 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=1.50ms, fps=1754 images/s, loss=0.6642, top1-acc=82.53%, top5-acc=95.79%, remaining_time=0:00:20.199400, arrival_time=2021-04-10 03:38:48.966546, cost_time=0:00:08.911528 2021-04-10 03:38:30,227 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=1.45ms, fps=1754 images/s, loss=0.6639, top1-acc=82.54%, top5-acc=95.83%, remaining_time=0:00:18.668538, arrival_time=2021-04-10 03:38:48.895701, cost_time=0:00:10.371382 2021-04-10 03:38:31,681 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=1.52ms, fps=1761 images/s, loss=0.6675, top1-acc=82.47%, top5-acc=95.79%, remaining_time=0:00:17.147468, arrival_time=2021-04-10 03:38:48.828929, cost_time=0:00:11.825850 2021-04-10 03:38:33,142 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=1.42ms, fps=1752 images/s, loss=0.6678, top1-acc=82.39%, top5-acc=95.81%, remaining_time=0:00:15.649522, arrival_time=2021-04-10 03:38:48.792458, cost_time=0:00:13.287327 2021-04-10 03:38:34,606 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=1.67ms, fps=1749 images/s, loss=0.6666, top1-acc=82.34%, top5-acc=95.85%, remaining_time=0:00:14.161056, arrival_time=2021-04-10 03:38:48.767877, cost_time=0:00:14.751129 2021-04-10 03:38:36,066 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=4.87ms, fps=1755 images/s, loss=0.6694, top1-acc=82.25%, top5-acc=95.81%, remaining_time=0:00:12.673734, arrival_time=2021-04-10 03:38:48.739972, cost_time=0:00:16.210542 2021-04-10 03:38:37,521 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=1.51ms, fps=1760 images/s, loss=0.6710, top1-acc=82.23%, top5-acc=95.79%, remaining_time=0:00:11.188492, arrival_time=2021-04-10 03:38:48.710225, cost_time=0:00:17.666078 2021-04-10 03:38:38,979 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=1.88ms, fps=1757 images/s, loss=0.6748, top1-acc=82.08%, top5-acc=95.74%, remaining_time=0:00:09.708798, arrival_time=2021-04-10 03:38:48.687786, cost_time=0:00:19.123381 2021-04-10 03:38:40,435 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=1.55ms, fps=1758 images/s, loss=0.6774, top1-acc=82.03%, top5-acc=95.73%, remaining_time=0:00:08.231944, arrival_time=2021-04-10 03:38:48.667515, cost_time=0:00:20.579892 2021-04-10 03:38:41,895 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=1.58ms, fps=1754 images/s, loss=0.6766, top1-acc=82.05%, top5-acc=95.73%, remaining_time=0:00:06.759010, arrival_time=2021-04-10 03:38:48.654924, cost_time=0:00:22.040295 2021-04-10 03:38:43,359 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=1.87ms, fps=1749 images/s, loss=0.6786, top1-acc=82.01%, top5-acc=95.70%, remaining_time=0:00:05.288436, arrival_time=2021-04-10 03:38:48.648202, cost_time=0:00:23.504156 2021-04-10 03:38:44,815 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=1.62ms, fps=1760 images/s, loss=0.6812, top1-acc=81.98%, top5-acc=95.68%, remaining_time=0:00:03.817320, arrival_time=2021-04-10 03:38:48.632298, cost_time=0:00:24.959377 2021-04-10 03:38:46,273 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=1.57ms, fps=1756 images/s, loss=0.6837, top1-acc=81.92%, top5-acc=95.65%, remaining_time=0:00:02.348224, arrival_time=2021-04-10 03:38:48.621343, cost_time=0:00:26.417448 2021-04-10 03:38:47,731 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=1.31ms, fps=1757 images/s, loss=0.6877, top1-acc=81.85%, top5-acc=95.59%, remaining_time=0:00:00.880272, arrival_time=2021-04-10 03:38:48.611255, cost_time=0:00:27.875356 2021-04-10 03:38:48,523 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=1.82ms, fps=1717 images/s, loss=0.6907, top1-acc=81.79%, top5-acc=95.58%, remaining_time=0:00:00, arrival_time=2021-04-10 03:38:48.523625, cost_time=0:00:28.668018 2021-04-10 03:38:49,090 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=0.21ms, fps=4527 images/s, loss=1.7827, top1-acc=60.90%, top5-acc=82.07%, remaining_time=0:00:01.696560, arrival_time=2021-04-10 03:38:50.786861, cost_time=0:00:00.565519 2021-04-10 03:38:49,568 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=1.34ms, fps=5363 images/s, loss=1.7299, top1-acc=61.56%, top5-acc=83.46%, remaining_time=0:00:01.043220, arrival_time=2021-04-10 03:38:50.611198, cost_time=0:00:01.043215 2021-04-10 03:38:50,043 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=1.38ms, fps=5390 images/s, loss=1.7362, top1-acc=61.43%, top5-acc=83.63%, remaining_time=0:00:00.506150, arrival_time=2021-04-10 03:38:50.549380, cost_time=0:00:01.518450 2021-04-10 03:38:50,479 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=0.09ms, fps=5324 images/s, loss=1.7423, top1-acc=61.21%, top5-acc=83.52%, remaining_time=0:00:00, arrival_time=2021-04-10 03:38:50.479324, cost_time=0:00:01.954574 2021-04-10 03:38:51,534 INFO : Epoch=0112 complete, best val top1-acc=64.33%, top5-acc=85.02% (epoch=111), remaining_time=0:47:17.551992, arrival_time=2021-04-10 04:26:09.086846, cost_time=1:00:11.429814 2021-04-10 03:38:51,535 INFO : Train start, epoch=0113, lr=0.040631 2021-04-10 03:38:53,190 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=1.50ms, fps=1546 images/s, loss=0.7356, top1-acc=80.98%, top5-acc=95.31%, remaining_time=0:00:30.790068, arrival_time=2021-04-10 03:39:23.980984, cost_time=0:00:01.655385 2021-04-10 03:38:54,649 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=1.46ms, fps=1755 images/s, loss=0.7160, top1-acc=81.07%, top5-acc=95.45%, remaining_time=0:00:27.406016, arrival_time=2021-04-10 03:39:22.055873, cost_time=0:00:03.114311 2021-04-10 03:38:56,109 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=1.65ms, fps=1754 images/s, loss=0.7064, top1-acc=81.42%, top5-acc=95.47%, remaining_time=0:00:25.310684, arrival_time=2021-04-10 03:39:21.420444, cost_time=0:00:04.574209 2021-04-10 03:38:57,568 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=1.35ms, fps=1755 images/s, loss=0.7018, top1-acc=81.46%, top5-acc=95.43%, remaining_time=0:00:23.528856, arrival_time=2021-04-10 03:39:21.097542, cost_time=0:00:06.033047 2021-04-10 03:38:59,029 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=1.64ms, fps=1754 images/s, loss=0.6948, top1-acc=81.52%, top5-acc=95.55%, remaining_time=0:00:21.881166, arrival_time=2021-04-10 03:39:20.910333, cost_time=0:00:07.493536 2021-04-10 03:39:00,485 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.61ms, fps=1759 images/s, loss=0.6908, top1-acc=81.60%, top5-acc=95.57%, remaining_time=0:00:20.285488, arrival_time=2021-04-10 03:39:20.770562, cost_time=0:00:08.949506 2021-04-10 03:39:01,944 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=1.47ms, fps=1755 images/s, loss=0.6791, top1-acc=81.90%, top5-acc=95.65%, remaining_time=0:00:18.735570, arrival_time=2021-04-10 03:39:20.679941, cost_time=0:00:10.408625 2021-04-10 03:39:03,403 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=1.38ms, fps=1755 images/s, loss=0.6820, top1-acc=81.87%, top5-acc=95.64%, remaining_time=0:00:17.208368, arrival_time=2021-04-10 03:39:20.611771, cost_time=0:00:11.867824 2021-04-10 03:39:04,859 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.54ms, fps=1758 images/s, loss=0.6870, top1-acc=81.76%, top5-acc=95.62%, remaining_time=0:00:15.692982, arrival_time=2021-04-10 03:39:20.552841, cost_time=0:00:13.324270 2021-04-10 03:39:06,317 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=1.35ms, fps=1756 images/s, loss=0.6862, top1-acc=81.84%, top5-acc=95.59%, remaining_time=0:00:14.191008, arrival_time=2021-04-10 03:39:20.508841, cost_time=0:00:14.782289 2021-04-10 03:39:07,774 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=1.60ms, fps=1758 images/s, loss=0.6812, top1-acc=82.06%, top5-acc=95.62%, remaining_time=0:00:12.696094, arrival_time=2021-04-10 03:39:20.470889, cost_time=0:00:16.239237 2021-04-10 03:39:09,241 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=2.18ms, fps=1746 images/s, loss=0.6806, top1-acc=82.01%, top5-acc=95.64%, remaining_time=0:00:11.213876, arrival_time=2021-04-10 03:39:20.455672, cost_time=0:00:17.706144 2021-04-10 03:39:10,702 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=1.84ms, fps=1753 images/s, loss=0.6800, top1-acc=82.00%, top5-acc=95.67%, remaining_time=0:00:09.730908, arrival_time=2021-04-10 03:39:20.433482, cost_time=0:00:19.166955 2021-04-10 03:39:12,153 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=1.50ms, fps=1765 images/s, loss=0.6814, top1-acc=81.98%, top5-acc=95.66%, remaining_time=0:00:08.247232, arrival_time=2021-04-10 03:39:20.400909, cost_time=0:00:20.618098 2021-04-10 03:39:13,612 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=1.42ms, fps=1756 images/s, loss=0.6854, top1-acc=81.83%, top5-acc=95.64%, remaining_time=0:00:06.770234, arrival_time=2021-04-10 03:39:20.382649, cost_time=0:00:22.076866 2021-04-10 03:39:15,076 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=1.67ms, fps=1749 images/s, loss=0.6866, top1-acc=81.82%, top5-acc=95.62%, remaining_time=0:00:05.296716, arrival_time=2021-04-10 03:39:20.373474, cost_time=0:00:23.541038 2021-04-10 03:39:16,535 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=1.40ms, fps=1756 images/s, loss=0.6912, top1-acc=81.73%, top5-acc=95.57%, remaining_time=0:00:03.823534, arrival_time=2021-04-10 03:39:20.359184, cost_time=0:00:25.000088 2021-04-10 03:39:17,992 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=1.42ms, fps=1757 images/s, loss=0.6938, top1-acc=81.67%, top5-acc=95.57%, remaining_time=0:00:02.351760, arrival_time=2021-04-10 03:39:20.344617, cost_time=0:00:26.457255 2021-04-10 03:39:19,447 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.25ms, fps=1760 images/s, loss=0.6932, top1-acc=81.71%, top5-acc=95.59%, remaining_time=0:00:00.881442, arrival_time=2021-04-10 03:39:20.329311, cost_time=0:00:27.912318 2021-04-10 03:39:20,241 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=1.61ms, fps=1714 images/s, loss=0.6963, top1-acc=81.69%, top5-acc=95.57%, remaining_time=0:00:00, arrival_time=2021-04-10 03:39:20.241699, cost_time=0:00:28.706145 2021-04-10 03:39:20,795 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=1.56ms, fps=4636 images/s, loss=1.7528, top1-acc=61.64%, top5-acc=83.16%, remaining_time=0:00:01.656450, arrival_time=2021-04-10 03:39:22.451554, cost_time=0:00:00.552149 2021-04-10 03:39:21,271 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=1.36ms, fps=5382 images/s, loss=1.7824, top1-acc=61.45%, top5-acc=83.26%, remaining_time=0:00:01.028300, arrival_time=2021-04-10 03:39:22.299541, cost_time=0:00:01.028298 2021-04-10 03:39:21,750 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=1.73ms, fps=5350 images/s, loss=1.8062, top1-acc=61.15%, top5-acc=83.19%, remaining_time=0:00:00.502430, arrival_time=2021-04-10 03:39:22.252632, cost_time=0:00:01.507288 2021-04-10 03:39:22,185 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.12ms, fps=5340 images/s, loss=1.8391, top1-acc=60.51%, top5-acc=82.98%, remaining_time=0:00:00, arrival_time=2021-04-10 03:39:22.185085, cost_time=0:00:01.942157 2021-04-10 03:39:23,188 INFO : Epoch=0113 complete, best val top1-acc=64.33%, top5-acc=85.02% (epoch=111), remaining_time=0:46:44.852073, arrival_time=2021-04-10 04:26:08.040901, cost_time=1:00:43.083783 2021-04-10 03:39:23,189 INFO : Train start, epoch=0114, lr=0.039861 2021-04-10 03:39:24,759 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=1.42ms, fps=1630 images/s, loss=0.7016, top1-acc=80.98%, top5-acc=95.55%, remaining_time=0:00:29.209068, arrival_time=2021-04-10 03:39:53.969015, cost_time=0:00:01.570384 2021-04-10 03:39:26,214 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=1.50ms, fps=1761 images/s, loss=0.6873, top1-acc=81.70%, top5-acc=95.72%, remaining_time=0:00:26.619120, arrival_time=2021-04-10 03:39:52.833564, cost_time=0:00:03.024891 2021-04-10 03:39:27,666 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=1.38ms, fps=1763 images/s, loss=0.6842, top1-acc=81.73%, top5-acc=95.70%, remaining_time=0:00:24.773508, arrival_time=2021-04-10 03:39:52.440214, cost_time=0:00:04.477147 2021-04-10 03:39:29,125 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=1.59ms, fps=1755 images/s, loss=0.6711, top1-acc=82.19%, top5-acc=95.80%, remaining_time=0:00:23.150556, arrival_time=2021-04-10 03:39:52.276154, cost_time=0:00:05.936024 2021-04-10 03:39:30,583 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=1.55ms, fps=1757 images/s, loss=0.6560, top1-acc=82.55%, top5-acc=95.95%, remaining_time=0:00:21.589750, arrival_time=2021-04-10 03:39:52.173043, cost_time=0:00:07.393746 2021-04-10 03:39:32,040 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=1.33ms, fps=1758 images/s, loss=0.6527, top1-acc=82.64%, top5-acc=96.03%, remaining_time=0:00:20.060952, arrival_time=2021-04-10 03:39:52.100934, cost_time=0:00:08.850426 2021-04-10 03:39:33,501 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=1.48ms, fps=1752 images/s, loss=0.6555, top1-acc=82.45%, top5-acc=96.06%, remaining_time=0:00:18.561060, arrival_time=2021-04-10 03:39:52.062301, cost_time=0:00:10.311674 2021-04-10 03:39:34,962 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=1.74ms, fps=1752 images/s, loss=0.6558, top1-acc=82.42%, top5-acc=96.06%, remaining_time=0:00:17.071024, arrival_time=2021-04-10 03:39:52.033705, cost_time=0:00:11.773122 2021-04-10 03:39:36,418 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=1.35ms, fps=1760 images/s, loss=0.6578, top1-acc=82.36%, top5-acc=96.02%, remaining_time=0:00:15.580198, arrival_time=2021-04-10 03:39:51.998262, cost_time=0:00:13.228474 2021-04-10 03:39:37,887 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=1.96ms, fps=1743 images/s, loss=0.6651, top1-acc=82.24%, top5-acc=95.90%, remaining_time=0:00:14.109600, arrival_time=2021-04-10 03:39:51.996690, cost_time=0:00:14.697541 2021-04-10 03:39:39,339 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=1.41ms, fps=1763 images/s, loss=0.6674, top1-acc=82.18%, top5-acc=95.89%, remaining_time=0:00:12.626090, arrival_time=2021-04-10 03:39:51.965255, cost_time=0:00:16.149601 2021-04-10 03:39:40,786 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=1.32ms, fps=1769 images/s, loss=0.6663, top1-acc=82.21%, top5-acc=95.83%, remaining_time=0:00:11.144868, arrival_time=2021-04-10 03:39:51.931595, cost_time=0:00:17.597125 2021-04-10 03:39:42,246 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.52ms, fps=1754 images/s, loss=0.6665, top1-acc=82.20%, top5-acc=95.86%, remaining_time=0:00:09.675204, arrival_time=2021-04-10 03:39:51.922005, cost_time=0:00:19.057174 2021-04-10 03:39:43,710 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=1.88ms, fps=1749 images/s, loss=0.6686, top1-acc=82.20%, top5-acc=95.83%, remaining_time=0:00:08.208480, arrival_time=2021-04-10 03:39:51.919224, cost_time=0:00:20.521155 2021-04-10 03:39:45,173 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=1.63ms, fps=1751 images/s, loss=0.6741, top1-acc=82.08%, top5-acc=95.74%, remaining_time=0:00:06.741714, arrival_time=2021-04-10 03:39:51.915181, cost_time=0:00:21.983891 2021-04-10 03:39:46,637 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=1.43ms, fps=1749 images/s, loss=0.6755, top1-acc=82.10%, top5-acc=95.71%, remaining_time=0:00:05.275872, arrival_time=2021-04-10 03:39:51.913743, cost_time=0:00:23.448304 2021-04-10 03:39:48,099 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=1.51ms, fps=1752 images/s, loss=0.6753, top1-acc=82.10%, top5-acc=95.69%, remaining_time=0:00:03.809780, arrival_time=2021-04-10 03:39:51.909422, cost_time=0:00:24.910073 2021-04-10 03:39:49,553 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=1.36ms, fps=1762 images/s, loss=0.6787, top1-acc=82.01%, top5-acc=95.64%, remaining_time=0:00:02.343424, arrival_time=2021-04-10 03:39:51.896547, cost_time=0:00:26.363562 2021-04-10 03:39:51,014 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.81ms, fps=1752 images/s, loss=0.6813, top1-acc=81.96%, top5-acc=95.62%, remaining_time=0:00:00.878676, arrival_time=2021-04-10 03:39:51.893012, cost_time=0:00:27.824725 2021-04-10 03:39:51,811 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=1.34ms, fps=1707 images/s, loss=0.6832, top1-acc=81.95%, top5-acc=95.61%, remaining_time=0:00:00, arrival_time=2021-04-10 03:39:51.811675, cost_time=0:00:28.622115 2021-04-10 03:39:52,368 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=1.90ms, fps=4603 images/s, loss=1.7583, top1-acc=61.48%, top5-acc=83.16%, remaining_time=0:00:01.668390, arrival_time=2021-04-10 03:39:54.037311, cost_time=0:00:00.556127 2021-04-10 03:39:52,849 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=1.89ms, fps=5337 images/s, loss=1.7384, top1-acc=61.43%, top5-acc=83.46%, remaining_time=0:00:01.036200, arrival_time=2021-04-10 03:39:53.885181, cost_time=0:00:01.036194 2021-04-10 03:39:53,328 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=1.43ms, fps=5348 images/s, loss=1.7245, top1-acc=61.76%, top5-acc=83.45%, remaining_time=0:00:00.505070, arrival_time=2021-04-10 03:39:53.833229, cost_time=0:00:01.515206 2021-04-10 03:39:53,767 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=0.08ms, fps=5291 images/s, loss=1.7287, top1-acc=61.97%, top5-acc=83.61%, remaining_time=0:00:00, arrival_time=2021-04-10 03:39:53.767095, cost_time=0:00:01.954308 2021-04-10 03:39:54,855 INFO : Epoch=0114 complete, best val top1-acc=64.33%, top5-acc=85.02% (epoch=111), remaining_time=0:46:12.180072, arrival_time=2021-04-10 04:26:07.035495, cost_time=1:01:14.750373 2021-04-10 03:39:54,856 INFO : Train start, epoch=0115, lr=0.039093 2021-04-10 03:39:56,468 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=1.61ms, fps=1588 images/s, loss=0.6560, top1-acc=82.81%, top5-acc=96.17%, remaining_time=0:00:29.990454, arrival_time=2021-04-10 03:40:26.459028, cost_time=0:00:01.612387 2021-04-10 03:39:57,924 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=1.37ms, fps=1759 images/s, loss=0.6672, top1-acc=82.01%, top5-acc=95.98%, remaining_time=0:00:27.001744, arrival_time=2021-04-10 03:40:24.926309, cost_time=0:00:03.068377 2021-04-10 03:39:59,381 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=1.44ms, fps=1758 images/s, loss=0.6715, top1-acc=81.94%, top5-acc=95.91%, remaining_time=0:00:25.038610, arrival_time=2021-04-10 03:40:24.419828, cost_time=0:00:04.525038 2021-04-10 03:40:00,836 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=2.02ms, fps=1760 images/s, loss=0.6592, top1-acc=82.47%, top5-acc=95.90%, remaining_time=0:00:23.322312, arrival_time=2021-04-10 03:40:24.158653, cost_time=0:00:05.980079 2021-04-10 03:40:02,293 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=1.43ms, fps=1758 images/s, loss=0.6503, top1-acc=82.56%, top5-acc=96.05%, remaining_time=0:00:21.715748, arrival_time=2021-04-10 03:40:24.008846, cost_time=0:00:07.436911 2021-04-10 03:40:03,755 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=1.45ms, fps=1751 images/s, loss=0.6520, top1-acc=82.56%, top5-acc=95.95%, remaining_time=0:00:20.171112, arrival_time=2021-04-10 03:40:23.926570, cost_time=0:00:08.899022 2021-04-10 03:40:05,214 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=2.00ms, fps=1756 images/s, loss=0.6575, top1-acc=82.47%, top5-acc=95.81%, remaining_time=0:00:18.644094, arrival_time=2021-04-10 03:40:23.858145, cost_time=0:00:10.357808 2021-04-10 03:40:06,671 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=1.50ms, fps=1757 images/s, loss=0.6517, top1-acc=82.57%, top5-acc=95.86%, remaining_time=0:00:17.132272, arrival_time=2021-04-10 03:40:23.803755, cost_time=0:00:11.815322 2021-04-10 03:40:08,131 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.43ms, fps=1754 images/s, loss=0.6502, top1-acc=82.57%, top5-acc=95.90%, remaining_time=0:00:15.635106, arrival_time=2021-04-10 03:40:23.766341, cost_time=0:00:13.275073 2021-04-10 03:40:09,598 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=1.86ms, fps=1746 images/s, loss=0.6478, top1-acc=82.60%, top5-acc=95.99%, remaining_time=0:00:14.152128, arrival_time=2021-04-10 03:40:23.750094, cost_time=0:00:14.741799 2021-04-10 03:40:11,061 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=1.66ms, fps=1749 images/s, loss=0.6517, top1-acc=82.56%, top5-acc=95.94%, remaining_time=0:00:12.669864, arrival_time=2021-04-10 03:40:23.731704, cost_time=0:00:16.205591 2021-04-10 03:40:12,520 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=1.44ms, fps=1756 images/s, loss=0.6525, top1-acc=82.57%, top5-acc=95.90%, remaining_time=0:00:11.187428, arrival_time=2021-04-10 03:40:23.707963, cost_time=0:00:17.664323 2021-04-10 03:40:13,979 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=1.59ms, fps=1756 images/s, loss=0.6502, top1-acc=82.64%, top5-acc=95.93%, remaining_time=0:00:09.708600, arrival_time=2021-04-10 03:40:23.687772, cost_time=0:00:19.122992 2021-04-10 03:40:15,440 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=1.46ms, fps=1753 images/s, loss=0.6486, top1-acc=82.70%, top5-acc=95.93%, remaining_time=0:00:08.233568, arrival_time=2021-04-10 03:40:23.673704, cost_time=0:00:20.583967 2021-04-10 03:40:16,895 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=1.45ms, fps=1760 images/s, loss=0.6469, top1-acc=82.77%, top5-acc=95.94%, remaining_time=0:00:06.758642, arrival_time=2021-04-10 03:40:23.653879, cost_time=0:00:22.039063 2021-04-10 03:40:18,352 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=1.43ms, fps=1758 images/s, loss=0.6470, top1-acc=82.77%, top5-acc=95.90%, remaining_time=0:00:05.286600, arrival_time=2021-04-10 03:40:23.638724, cost_time=0:00:23.495957 2021-04-10 03:40:19,813 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=1.45ms, fps=1753 images/s, loss=0.6492, top1-acc=82.76%, top5-acc=95.88%, remaining_time=0:00:03.816930, arrival_time=2021-04-10 03:40:23.629902, cost_time=0:00:24.956795 2021-04-10 03:40:21,267 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=1.39ms, fps=1761 images/s, loss=0.6519, top1-acc=82.69%, top5-acc=95.86%, remaining_time=0:00:02.347632, arrival_time=2021-04-10 03:40:23.614649, cost_time=0:00:26.410785 2021-04-10 03:40:22,721 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=1.22ms, fps=1761 images/s, loss=0.6552, top1-acc=82.60%, top5-acc=95.87%, remaining_time=0:00:00.879954, arrival_time=2021-04-10 03:40:23.601327, cost_time=0:00:27.865212 2021-04-10 03:40:23,515 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=1.26ms, fps=1715 images/s, loss=0.6563, top1-acc=82.59%, top5-acc=95.85%, remaining_time=0:00:00, arrival_time=2021-04-10 03:40:23.514951, cost_time=0:00:28.658649 2021-04-10 03:40:24,068 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=0.20ms, fps=4635 images/s, loss=1.5851, top1-acc=64.80%, top5-acc=84.92%, remaining_time=0:00:01.656810, arrival_time=2021-04-10 03:40:25.725624, cost_time=0:00:00.552266 2021-04-10 03:40:24,553 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=1.50ms, fps=5284 images/s, loss=1.6050, top1-acc=63.83%, top5-acc=85.20%, remaining_time=0:00:01.037120, arrival_time=2021-04-10 03:40:25.590772, cost_time=0:00:01.037117 2021-04-10 03:40:25,033 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=2.27ms, fps=5344 images/s, loss=1.6163, top1-acc=63.41%, top5-acc=85.25%, remaining_time=0:00:00.505480, arrival_time=2021-04-10 03:40:25.538539, cost_time=0:00:01.516435 2021-04-10 03:40:25,469 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.08ms, fps=5326 images/s, loss=1.6436, top1-acc=63.43%, top5-acc=85.02%, remaining_time=0:00:00, arrival_time=2021-04-10 03:40:25.469240, cost_time=0:00:01.952727 2021-04-10 03:40:26,479 INFO : Epoch=0115 complete, best val top1-acc=64.33%, top5-acc=85.02% (epoch=111), remaining_time=0:45:39.494410, arrival_time=2021-04-10 04:26:05.974251, cost_time=1:01:46.374757 2021-04-10 03:40:26,480 INFO : Train start, epoch=0116, lr=0.038328 2021-04-10 03:40:28,112 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=1.56ms, fps=1569 images/s, loss=0.6124, top1-acc=83.83%, top5-acc=96.37%, remaining_time=0:00:30.342738, arrival_time=2021-04-10 03:40:58.455055, cost_time=0:00:01.631328 2021-04-10 03:40:29,570 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=1.37ms, fps=1756 images/s, loss=0.6239, top1-acc=83.36%, top5-acc=96.37%, remaining_time=0:00:27.190944, arrival_time=2021-04-10 03:40:56.761811, cost_time=0:00:03.089887 2021-04-10 03:40:31,029 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=1.39ms, fps=1756 images/s, loss=0.6315, top1-acc=83.14%, top5-acc=96.32%, remaining_time=0:00:25.166098, arrival_time=2021-04-10 03:40:56.195172, cost_time=0:00:04.548086 2021-04-10 03:40:32,485 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=1.38ms, fps=1758 images/s, loss=0.6257, top1-acc=83.31%, top5-acc=96.23%, remaining_time=0:00:23.418564, arrival_time=2021-04-10 03:40:55.904314, cost_time=0:00:06.004766 2021-04-10 03:40:33,951 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=1.57ms, fps=1747 images/s, loss=0.6152, top1-acc=83.66%, top5-acc=96.30%, remaining_time=0:00:21.815174, arrival_time=2021-04-10 03:40:55.767104, cost_time=0:00:07.470949 2021-04-10 03:40:35,413 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=1.41ms, fps=1753 images/s, loss=0.6065, top1-acc=83.91%, top5-acc=96.41%, remaining_time=0:00:20.245912, arrival_time=2021-04-10 03:40:55.659026, cost_time=0:00:08.932040 2021-04-10 03:40:36,870 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=1.43ms, fps=1758 images/s, loss=0.6077, top1-acc=83.88%, top5-acc=96.44%, remaining_time=0:00:18.700038, arrival_time=2021-04-10 03:40:55.570037, cost_time=0:00:10.388938 2021-04-10 03:40:38,334 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=1.60ms, fps=1749 images/s, loss=0.6205, top1-acc=83.52%, top5-acc=96.34%, remaining_time=0:00:17.187720, arrival_time=2021-04-10 03:40:55.522397, cost_time=0:00:11.853573 2021-04-10 03:40:39,790 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=1.43ms, fps=1759 images/s, loss=0.6283, top1-acc=83.28%, top5-acc=96.27%, remaining_time=0:00:15.675598, arrival_time=2021-04-10 03:40:55.466077, cost_time=0:00:13.309492 2021-04-10 03:40:41,246 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.99ms, fps=1758 images/s, loss=0.6299, top1-acc=83.22%, top5-acc=96.24%, remaining_time=0:00:14.175072, arrival_time=2021-04-10 03:40:55.421922, cost_time=0:00:14.765721 2021-04-10 03:40:42,710 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=1.46ms, fps=1750 images/s, loss=0.6336, top1-acc=83.17%, top5-acc=96.20%, remaining_time=0:00:12.688182, arrival_time=2021-04-10 03:40:55.398207, cost_time=0:00:16.229019 2021-04-10 03:40:44,165 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=1.36ms, fps=1760 images/s, loss=0.6412, top1-acc=83.03%, top5-acc=96.12%, remaining_time=0:00:11.199968, arrival_time=2021-04-10 03:40:55.365150, cost_time=0:00:17.684200 2021-04-10 03:40:45,625 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=1.80ms, fps=1754 images/s, loss=0.6420, top1-acc=82.97%, top5-acc=96.10%, remaining_time=0:00:09.719358, arrival_time=2021-04-10 03:40:55.344500, cost_time=0:00:19.144168 2021-04-10 03:40:47,089 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=1.43ms, fps=1748 images/s, loss=0.6418, top1-acc=82.97%, top5-acc=96.14%, remaining_time=0:00:08.243536, arrival_time=2021-04-10 03:40:55.333367, cost_time=0:00:20.608857 2021-04-10 03:40:48,553 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=1.36ms, fps=1750 images/s, loss=0.6445, top1-acc=82.91%, top5-acc=96.10%, remaining_time=0:00:06.768854, arrival_time=2021-04-10 03:40:55.322296, cost_time=0:00:22.072392 2021-04-10 03:40:50,008 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=1.45ms, fps=1761 images/s, loss=0.6486, top1-acc=82.79%, top5-acc=96.05%, remaining_time=0:00:05.293584, arrival_time=2021-04-10 03:40:55.301679, cost_time=0:00:23.527083 2021-04-10 03:40:51,469 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=1.57ms, fps=1753 images/s, loss=0.6505, top1-acc=82.77%, top5-acc=96.01%, remaining_time=0:00:03.821714, arrival_time=2021-04-10 03:40:55.290883, cost_time=0:00:24.988186 2021-04-10 03:40:52,926 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=1.40ms, fps=1757 images/s, loss=0.6529, top1-acc=82.73%, top5-acc=95.98%, remaining_time=0:00:02.350704, arrival_time=2021-04-10 03:40:55.277129, cost_time=0:00:26.445423 2021-04-10 03:40:54,385 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.42ms, fps=1755 images/s, loss=0.6521, top1-acc=82.82%, top5-acc=95.98%, remaining_time=0:00:00.881208, arrival_time=2021-04-10 03:40:55.267133, cost_time=0:00:27.904942 2021-04-10 03:40:55,177 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=1.43ms, fps=1720 images/s, loss=0.6529, top1-acc=82.81%, top5-acc=95.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:40:55.177252, cost_time=0:00:28.696275 2021-04-10 03:40:55,730 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=0.21ms, fps=4638 images/s, loss=1.6886, top1-acc=63.71%, top5-acc=83.44%, remaining_time=0:00:01.655760, arrival_time=2021-04-10 03:40:57.385948, cost_time=0:00:00.551923 2021-04-10 03:40:56,208 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=2.59ms, fps=5352 images/s, loss=1.7059, top1-acc=62.56%, top5-acc=83.85%, remaining_time=0:00:01.030560, arrival_time=2021-04-10 03:40:57.239400, cost_time=0:00:01.030563 2021-04-10 03:40:56,684 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=1.42ms, fps=5387 images/s, loss=1.6877, top1-acc=62.68%, top5-acc=84.05%, remaining_time=0:00:00.502060, arrival_time=2021-04-10 03:40:57.186487, cost_time=0:00:01.506166 2021-04-10 03:40:57,119 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=0.08ms, fps=5340 images/s, loss=1.6796, top1-acc=62.77%, top5-acc=84.03%, remaining_time=0:00:00, arrival_time=2021-04-10 03:40:57.119156, cost_time=0:00:01.940913 2021-04-10 03:40:58,248 INFO : Epoch=0116 complete, best val top1-acc=64.33%, top5-acc=85.02% (epoch=111), remaining_time=0:45:06.931164, arrival_time=2021-04-10 04:26:05.179297, cost_time=1:02:18.143091 2021-04-10 03:40:58,248 INFO : Train start, epoch=0117, lr=0.037566 2021-04-10 03:40:59,895 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=1.35ms, fps=1555 images/s, loss=0.6109, top1-acc=83.48%, top5-acc=96.45%, remaining_time=0:00:30.622482, arrival_time=2021-04-10 03:41:30.517791, cost_time=0:00:01.646370 2021-04-10 03:41:01,362 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=2.24ms, fps=1746 images/s, loss=0.5687, top1-acc=84.90%, top5-acc=96.74%, remaining_time=0:00:27.395632, arrival_time=2021-04-10 03:41:28.757652, cost_time=0:00:03.113148 2021-04-10 03:41:02,815 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=1.41ms, fps=1762 images/s, loss=0.5677, top1-acc=84.91%, top5-acc=96.77%, remaining_time=0:00:25.267026, arrival_time=2021-04-10 03:41:28.082221, cost_time=0:00:04.566335 2021-04-10 03:41:04,266 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=1.41ms, fps=1764 images/s, loss=0.5786, top1-acc=84.42%, top5-acc=96.80%, remaining_time=0:00:23.469420, arrival_time=2021-04-10 03:41:27.736085, cost_time=0:00:06.017806 2021-04-10 03:41:05,721 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=1.57ms, fps=1760 images/s, loss=0.5814, top1-acc=84.28%, top5-acc=96.84%, remaining_time=0:00:21.819408, arrival_time=2021-04-10 03:41:27.540687, cost_time=0:00:07.472417 2021-04-10 03:41:07,176 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=1.69ms, fps=1760 images/s, loss=0.5899, top1-acc=84.16%, top5-acc=96.73%, remaining_time=0:00:20.234896, arrival_time=2021-04-10 03:41:27.410903, cost_time=0:00:08.927141 2021-04-10 03:41:08,630 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.55ms, fps=1760 images/s, loss=0.5977, top1-acc=83.91%, top5-acc=96.58%, remaining_time=0:00:18.687438, arrival_time=2021-04-10 03:41:27.318280, cost_time=0:00:10.381911 2021-04-10 03:41:10,087 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.41ms, fps=1758 images/s, loss=0.6003, top1-acc=83.89%, top5-acc=96.59%, remaining_time=0:00:17.166260, arrival_time=2021-04-10 03:41:27.253950, cost_time=0:00:11.838782 2021-04-10 03:41:11,549 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=1.47ms, fps=1752 images/s, loss=0.6029, top1-acc=83.84%, top5-acc=96.62%, remaining_time=0:00:15.665422, arrival_time=2021-04-10 03:41:27.215092, cost_time=0:00:13.300816 2021-04-10 03:41:13,011 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=1.62ms, fps=1752 images/s, loss=0.6079, top1-acc=83.79%, top5-acc=96.57%, remaining_time=0:00:14.172192, arrival_time=2021-04-10 03:41:27.183741, cost_time=0:00:14.762685 2021-04-10 03:41:14,469 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.38ms, fps=1756 images/s, loss=0.6136, top1-acc=83.63%, top5-acc=96.46%, remaining_time=0:00:12.681646, arrival_time=2021-04-10 03:41:27.151279, cost_time=0:00:16.220757 2021-04-10 03:41:15,923 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=1.34ms, fps=1761 images/s, loss=0.6118, top1-acc=83.57%, top5-acc=96.47%, remaining_time=0:00:11.193964, arrival_time=2021-04-10 03:41:27.117540, cost_time=0:00:17.674719 2021-04-10 03:41:17,384 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=1.40ms, fps=1753 images/s, loss=0.6129, top1-acc=83.56%, top5-acc=96.46%, remaining_time=0:00:09.714672, arrival_time=2021-04-10 03:41:27.098649, cost_time=0:00:19.134977 2021-04-10 03:41:18,838 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=1.55ms, fps=1760 images/s, loss=0.6161, top1-acc=83.52%, top5-acc=96.42%, remaining_time=0:00:08.236032, arrival_time=2021-04-10 03:41:27.074980, cost_time=0:00:20.590088 2021-04-10 03:41:20,293 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=1.47ms, fps=1761 images/s, loss=0.6174, top1-acc=83.48%, top5-acc=96.43%, remaining_time=0:00:06.760298, arrival_time=2021-04-10 03:41:27.053532, cost_time=0:00:22.044376 2021-04-10 03:41:21,751 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=1.42ms, fps=1756 images/s, loss=0.6210, top1-acc=83.39%, top5-acc=96.39%, remaining_time=0:00:05.288148, arrival_time=2021-04-10 03:41:27.039948, cost_time=0:00:23.502940 2021-04-10 03:41:23,203 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=1.36ms, fps=1764 images/s, loss=0.6214, top1-acc=83.38%, top5-acc=96.37%, remaining_time=0:00:03.816566, arrival_time=2021-04-10 03:41:27.019882, cost_time=0:00:24.954447 2021-04-10 03:41:24,664 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=1.44ms, fps=1752 images/s, loss=0.6234, top1-acc=83.30%, top5-acc=96.35%, remaining_time=0:00:02.348096, arrival_time=2021-04-10 03:41:27.012988, cost_time=0:00:26.416030 2021-04-10 03:41:26,124 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=1.40ms, fps=1755 images/s, loss=0.6264, top1-acc=83.23%, top5-acc=96.30%, remaining_time=0:00:00.880266, arrival_time=2021-04-10 03:41:27.004255, cost_time=0:00:27.875074 2021-04-10 03:41:26,918 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=1.16ms, fps=1713 images/s, loss=0.6331, top1-acc=83.16%, top5-acc=96.24%, remaining_time=0:00:00, arrival_time=2021-04-10 03:41:26.918346, cost_time=0:00:28.669503 2021-04-10 03:41:27,466 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=1.25ms, fps=4677 images/s, loss=1.6993, top1-acc=62.89%, top5-acc=83.87%, remaining_time=0:00:01.642170, arrival_time=2021-04-10 03:41:29.108847, cost_time=0:00:00.547389 2021-04-10 03:41:27,953 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=1.63ms, fps=5265 images/s, loss=1.6762, top1-acc=62.93%, top5-acc=84.32%, remaining_time=0:00:01.033900, arrival_time=2021-04-10 03:41:28.987161, cost_time=0:00:01.033905 2021-04-10 03:41:28,431 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=1.37ms, fps=5362 images/s, loss=1.6804, top1-acc=62.64%, top5-acc=84.52%, remaining_time=0:00:00.503950, arrival_time=2021-04-10 03:41:28.935090, cost_time=0:00:01.511843 2021-04-10 03:41:28,865 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.07ms, fps=5344 images/s, loss=1.6443, top1-acc=63.20%, top5-acc=84.70%, remaining_time=0:00:00, arrival_time=2021-04-10 03:41:28.865537, cost_time=0:00:01.946269 2021-04-10 03:41:30,581 INFO : Epoch=0117 complete, best val top1-acc=64.33%, top5-acc=85.02% (epoch=111), remaining_time=0:44:34.782485, arrival_time=2021-04-10 04:26:05.364030, cost_time=1:02:50.476498 2021-04-10 03:41:30,582 INFO : Train start, epoch=0118, lr=0.036806 2021-04-10 03:41:32,223 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=0.28ms, fps=1560 images/s, loss=0.6449, top1-acc=82.70%, top5-acc=95.90%, remaining_time=0:00:30.523716, arrival_time=2021-04-10 03:42:02.747189, cost_time=0:00:01.641055 2021-04-10 03:41:33,684 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=1.56ms, fps=1753 images/s, loss=0.6405, top1-acc=83.01%, top5-acc=95.96%, remaining_time=0:00:27.294080, arrival_time=2021-04-10 03:42:00.978115, cost_time=0:00:03.101604 2021-04-10 03:41:35,142 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=1.58ms, fps=1756 images/s, loss=0.6273, top1-acc=83.24%, top5-acc=96.26%, remaining_time=0:00:25.232996, arrival_time=2021-04-10 03:42:00.375598, cost_time=0:00:04.560172 2021-04-10 03:41:36,600 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=1.58ms, fps=1756 images/s, loss=0.6100, top1-acc=83.76%, top5-acc=96.40%, remaining_time=0:00:23.470512, arrival_time=2021-04-10 03:42:00.071130, cost_time=0:00:06.018091 2021-04-10 03:41:38,060 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=1.66ms, fps=1755 images/s, loss=0.6068, top1-acc=83.91%, top5-acc=96.35%, remaining_time=0:00:21.834446, arrival_time=2021-04-10 03:41:59.894524, cost_time=0:00:07.477567 2021-04-10 03:41:39,515 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=1.42ms, fps=1759 images/s, loss=0.6118, top1-acc=83.90%, top5-acc=96.29%, remaining_time=0:00:20.249176, arrival_time=2021-04-10 03:41:59.765047, cost_time=0:00:08.933452 2021-04-10 03:41:40,976 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=2.16ms, fps=1753 images/s, loss=0.6151, top1-acc=83.86%, top5-acc=96.24%, remaining_time=0:00:18.709866, arrival_time=2021-04-10 03:41:59.686705, cost_time=0:00:10.394345 2021-04-10 03:41:42,434 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=1.50ms, fps=1757 images/s, loss=0.6195, top1-acc=83.74%, top5-acc=96.17%, remaining_time=0:00:17.185516, arrival_time=2021-04-10 03:41:59.620034, cost_time=0:00:11.852084 2021-04-10 03:41:43,890 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=1.45ms, fps=1759 images/s, loss=0.6191, top1-acc=83.72%, top5-acc=96.18%, remaining_time=0:00:15.673690, arrival_time=2021-04-10 03:41:59.563963, cost_time=0:00:13.307806 2021-04-10 03:41:45,347 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=1.49ms, fps=1758 images/s, loss=0.6211, top1-acc=83.68%, top5-acc=96.20%, remaining_time=0:00:14.174304, arrival_time=2021-04-10 03:41:59.521672, cost_time=0:00:14.764943 2021-04-10 03:41:46,803 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=1.41ms, fps=1759 images/s, loss=0.6178, top1-acc=83.76%, top5-acc=96.26%, remaining_time=0:00:12.681818, arrival_time=2021-04-10 03:41:59.485315, cost_time=0:00:16.220946 2021-04-10 03:41:48,265 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=1.92ms, fps=1752 images/s, loss=0.6177, top1-acc=83.77%, top5-acc=96.29%, remaining_time=0:00:11.199056, arrival_time=2021-04-10 03:41:59.464269, cost_time=0:00:17.682681 2021-04-10 03:41:49,722 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.36ms, fps=1757 images/s, loss=0.6216, top1-acc=83.58%, top5-acc=96.24%, remaining_time=0:00:09.717444, arrival_time=2021-04-10 03:41:59.440316, cost_time=0:00:19.140437 2021-04-10 03:41:51,175 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=1.57ms, fps=1763 images/s, loss=0.6229, top1-acc=83.54%, top5-acc=96.22%, remaining_time=0:00:08.237208, arrival_time=2021-04-10 03:41:59.412684, cost_time=0:00:20.593018 2021-04-10 03:41:52,634 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=1.52ms, fps=1755 images/s, loss=0.6276, top1-acc=83.40%, top5-acc=96.16%, remaining_time=0:00:06.762552, arrival_time=2021-04-10 03:41:59.396847, cost_time=0:00:22.051866 2021-04-10 03:41:54,096 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=2.15ms, fps=1751 images/s, loss=0.6317, top1-acc=83.31%, top5-acc=96.09%, remaining_time=0:00:05.290632, arrival_time=2021-04-10 03:41:59.386966, cost_time=0:00:23.513916 2021-04-10 03:41:55,552 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.41ms, fps=1758 images/s, loss=0.6329, top1-acc=83.25%, top5-acc=96.10%, remaining_time=0:00:03.818984, arrival_time=2021-04-10 03:41:59.371770, cost_time=0:00:24.970360 2021-04-10 03:41:57,009 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=1.32ms, fps=1758 images/s, loss=0.6336, top1-acc=83.26%, top5-acc=96.09%, remaining_time=0:00:02.349056, arrival_time=2021-04-10 03:41:59.358323, cost_time=0:00:26.426845 2021-04-10 03:41:58,465 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.39ms, fps=1759 images/s, loss=0.6342, top1-acc=83.23%, top5-acc=96.10%, remaining_time=0:00:00.880500, arrival_time=2021-04-10 03:41:59.345463, cost_time=0:00:27.882501 2021-04-10 03:41:59,259 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=1.66ms, fps=1712 images/s, loss=0.6336, top1-acc=83.24%, top5-acc=96.09%, remaining_time=0:00:00, arrival_time=2021-04-10 03:41:59.259836, cost_time=0:00:28.677416 2021-04-10 03:41:59,840 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=0.30ms, fps=4423 images/s, loss=1.6760, top1-acc=62.27%, top5-acc=84.84%, remaining_time=0:00:01.736040, arrival_time=2021-04-10 03:42:01.575956, cost_time=0:00:00.578685 2021-04-10 03:42:00,318 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=1.56ms, fps=5354 images/s, loss=1.6717, top1-acc=62.66%, top5-acc=84.69%, remaining_time=0:00:01.057680, arrival_time=2021-04-10 03:42:01.376330, cost_time=0:00:01.057678 2021-04-10 03:42:00,795 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=1.50ms, fps=5370 images/s, loss=1.6756, top1-acc=62.58%, top5-acc=84.65%, remaining_time=0:00:00.511580, arrival_time=2021-04-10 03:42:01.307346, cost_time=0:00:01.534750 2021-04-10 03:42:01,246 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=0.09ms, fps=5154 images/s, loss=1.6578, top1-acc=63.02%, top5-acc=84.85%, remaining_time=0:00:00, arrival_time=2021-04-10 03:42:01.246361, cost_time=0:00:01.985404 2021-04-10 03:42:02,306 INFO : Epoch=0118 complete, best val top1-acc=64.33%, top5-acc=85.02% (epoch=111), remaining_time=0:44:02.207526, arrival_time=2021-04-10 04:26:04.513640, cost_time=1:03:22.201066 2021-04-10 03:42:02,306 INFO : Train start, epoch=0119, lr=0.036050 2021-04-10 03:42:03,938 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=1.55ms, fps=1569 images/s, loss=0.5965, top1-acc=84.22%, top5-acc=96.25%, remaining_time=0:00:30.338832, arrival_time=2021-04-10 03:42:34.276914, cost_time=0:00:01.631121 2021-04-10 03:42:05,393 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=1.37ms, fps=1760 images/s, loss=0.5795, top1-acc=84.77%, top5-acc=96.56%, remaining_time=0:00:27.158736, arrival_time=2021-04-10 03:42:32.551901, cost_time=0:00:03.086223 2021-04-10 03:42:06,845 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=1.53ms, fps=1763 images/s, loss=0.5843, top1-acc=84.78%, top5-acc=96.38%, remaining_time=0:00:25.115634, arrival_time=2021-04-10 03:42:31.961561, cost_time=0:00:04.538968 2021-04-10 03:42:08,299 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=1.35ms, fps=1762 images/s, loss=0.5792, top1-acc=84.79%, top5-acc=96.52%, remaining_time=0:00:23.369736, arrival_time=2021-04-10 03:42:31.668916, cost_time=0:00:05.992245 2021-04-10 03:42:09,761 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=1.89ms, fps=1751 images/s, loss=0.5781, top1-acc=84.73%, top5-acc=96.60%, remaining_time=0:00:21.766702, arrival_time=2021-04-10 03:42:31.528014, cost_time=0:00:07.454351 2021-04-10 03:42:11,212 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=1.34ms, fps=1764 images/s, loss=0.5838, top1-acc=84.58%, top5-acc=96.55%, remaining_time=0:00:20.186072, arrival_time=2021-04-10 03:42:31.398678, cost_time=0:00:08.905637 2021-04-10 03:42:12,668 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=1.61ms, fps=1759 images/s, loss=0.5765, top1-acc=84.79%, top5-acc=96.67%, remaining_time=0:00:18.650520, arrival_time=2021-04-10 03:42:31.318887, cost_time=0:00:10.361410 2021-04-10 03:42:14,125 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=1.54ms, fps=1757 images/s, loss=0.5766, top1-acc=84.80%, top5-acc=96.67%, remaining_time=0:00:17.137376, arrival_time=2021-04-10 03:42:31.263217, cost_time=0:00:11.818887 2021-04-10 03:42:15,582 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=1.48ms, fps=1758 images/s, loss=0.5773, top1-acc=84.78%, top5-acc=96.67%, remaining_time=0:00:15.636060, arrival_time=2021-04-10 03:42:31.218915, cost_time=0:00:13.275903 2021-04-10 03:42:17,044 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=1.37ms, fps=1753 images/s, loss=0.5771, top1-acc=84.69%, top5-acc=96.66%, remaining_time=0:00:14.147616, arrival_time=2021-04-10 03:42:31.191649, cost_time=0:00:14.737074 2021-04-10 03:42:18,503 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=1.43ms, fps=1755 images/s, loss=0.5764, top1-acc=84.73%, top5-acc=96.64%, remaining_time=0:00:12.662554, arrival_time=2021-04-10 03:42:31.165803, cost_time=0:00:16.196286 2021-04-10 03:42:19,963 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=1.35ms, fps=1753 images/s, loss=0.5767, top1-acc=84.73%, top5-acc=96.62%, remaining_time=0:00:11.182716, arrival_time=2021-04-10 03:42:31.146562, cost_time=0:00:17.656893 2021-04-10 03:42:21,428 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=1.43ms, fps=1749 images/s, loss=0.5791, top1-acc=84.69%, top5-acc=96.61%, remaining_time=0:00:09.707742, arrival_time=2021-04-10 03:42:31.135939, cost_time=0:00:19.121258 2021-04-10 03:42:22,893 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=2.04ms, fps=1748 images/s, loss=0.5805, top1-acc=84.67%, top5-acc=96.59%, remaining_time=0:00:08.234408, arrival_time=2021-04-10 03:42:31.127400, cost_time=0:00:20.586030 2021-04-10 03:42:24,354 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=1.46ms, fps=1752 images/s, loss=0.5845, top1-acc=84.54%, top5-acc=96.54%, remaining_time=0:00:06.761218, arrival_time=2021-04-10 03:42:31.115735, cost_time=0:00:22.047519 2021-04-10 03:42:25,813 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=1.70ms, fps=1756 images/s, loss=0.5855, top1-acc=84.50%, top5-acc=96.52%, remaining_time=0:00:05.288904, arrival_time=2021-04-10 03:42:31.102038, cost_time=0:00:23.506184 2021-04-10 03:42:27,271 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=1.48ms, fps=1757 images/s, loss=0.5872, top1-acc=84.40%, top5-acc=96.51%, remaining_time=0:00:03.818022, arrival_time=2021-04-10 03:42:31.088993, cost_time=0:00:24.964020 2021-04-10 03:42:28,731 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=1.58ms, fps=1754 images/s, loss=0.5897, top1-acc=84.32%, top5-acc=96.50%, remaining_time=0:00:02.348832, arrival_time=2021-04-10 03:42:31.080133, cost_time=0:00:26.424351 2021-04-10 03:42:30,193 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.29ms, fps=1751 images/s, loss=0.5923, top1-acc=84.30%, top5-acc=96.47%, remaining_time=0:00:00.880638, arrival_time=2021-04-10 03:42:31.074470, cost_time=0:00:27.886871 2021-04-10 03:42:30,987 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=1.25ms, fps=1716 images/s, loss=0.5946, top1-acc=84.30%, top5-acc=96.45%, remaining_time=0:00:00, arrival_time=2021-04-10 03:42:30.986984, cost_time=0:00:28.679981 2021-04-10 03:42:31,560 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=0.20ms, fps=4479 images/s, loss=1.6243, top1-acc=64.30%, top5-acc=85.04%, remaining_time=0:00:01.714740, arrival_time=2021-04-10 03:42:33.274867, cost_time=0:00:00.571581 2021-04-10 03:42:32,040 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=1.44ms, fps=5336 images/s, loss=1.6461, top1-acc=64.18%, top5-acc=84.73%, remaining_time=0:00:01.051640, arrival_time=2021-04-10 03:42:33.091826, cost_time=0:00:01.051646 2021-04-10 03:42:32,516 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=1.42ms, fps=5383 images/s, loss=1.6375, top1-acc=64.09%, top5-acc=84.67%, remaining_time=0:00:00.509190, arrival_time=2021-04-10 03:42:33.025292, cost_time=0:00:01.527563 2021-04-10 03:42:32,950 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=0.07ms, fps=5349 images/s, loss=1.6156, top1-acc=64.14%, top5-acc=84.91%, remaining_time=0:00:00, arrival_time=2021-04-10 03:42:32.950117, cost_time=0:00:01.961602 2021-04-10 03:42:34,009 INFO : Epoch=0119 complete, best val top1-acc=64.33%, top5-acc=85.02% (epoch=111), remaining_time=0:43:29.632566, arrival_time=2021-04-10 04:26:03.642267, cost_time=1:03:53.904658 2021-04-10 03:42:34,010 INFO : Train start, epoch=0120, lr=0.035298 2021-04-10 03:42:35,646 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=0.35ms, fps=1565 images/s, loss=0.5772, top1-acc=84.88%, top5-acc=96.95%, remaining_time=0:00:30.418626, arrival_time=2021-04-10 03:43:06.064829, cost_time=0:00:01.635411 2021-04-10 03:42:37,104 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=1.36ms, fps=1756 images/s, loss=0.5631, top1-acc=84.86%, top5-acc=97.19%, remaining_time=0:00:27.225968, arrival_time=2021-04-10 03:43:04.330570, cost_time=0:00:03.093861 2021-04-10 03:42:38,556 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=1.40ms, fps=1764 images/s, loss=0.5713, top1-acc=84.83%, top5-acc=97.01%, remaining_time=0:00:25.152320, arrival_time=2021-04-10 03:43:03.708680, cost_time=0:00:04.545608 2021-04-10 03:42:40,015 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=1.44ms, fps=1755 images/s, loss=0.5757, top1-acc=84.69%, top5-acc=96.80%, remaining_time=0:00:23.419032, arrival_time=2021-04-10 03:43:03.434666, cost_time=0:00:06.004887 2021-04-10 03:42:41,480 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=1.43ms, fps=1748 images/s, loss=0.5777, top1-acc=84.70%, top5-acc=96.73%, remaining_time=0:00:21.812838, arrival_time=2021-04-10 03:43:03.293688, cost_time=0:00:07.470126 2021-04-10 03:42:42,932 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=1.41ms, fps=1764 images/s, loss=0.5734, top1-acc=84.65%, top5-acc=96.82%, remaining_time=0:00:20.223200, arrival_time=2021-04-10 03:43:03.155957, cost_time=0:00:08.922023 2021-04-10 03:42:44,389 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=1.57ms, fps=1757 images/s, loss=0.5783, top1-acc=84.59%, top5-acc=96.77%, remaining_time=0:00:18.682398, arrival_time=2021-04-10 03:43:03.072206, cost_time=0:00:10.379091 2021-04-10 03:42:45,843 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=1.35ms, fps=1762 images/s, loss=0.5769, top1-acc=84.70%, top5-acc=96.75%, remaining_time=0:00:17.157212, arrival_time=2021-04-10 03:43:03.000527, cost_time=0:00:11.832591 2021-04-10 03:42:47,299 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=1.68ms, fps=1759 images/s, loss=0.5804, top1-acc=84.69%, top5-acc=96.66%, remaining_time=0:00:15.650900, arrival_time=2021-04-10 03:43:02.950100, cost_time=0:00:13.288474 2021-04-10 03:42:48,760 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=1.37ms, fps=1753 images/s, loss=0.5790, top1-acc=84.74%, top5-acc=96.63%, remaining_time=0:00:14.159616, arrival_time=2021-04-10 03:43:02.919885, cost_time=0:00:14.749554 2021-04-10 03:42:50,219 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=1.58ms, fps=1755 images/s, loss=0.5811, top1-acc=84.68%, top5-acc=96.63%, remaining_time=0:00:12.672186, arrival_time=2021-04-10 03:43:02.891523, cost_time=0:00:16.208607 2021-04-10 03:42:51,674 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=1.53ms, fps=1760 images/s, loss=0.5841, top1-acc=84.56%, top5-acc=96.64%, remaining_time=0:00:11.187124, arrival_time=2021-04-10 03:43:02.861769, cost_time=0:00:17.663919 2021-04-10 03:42:53,134 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=1.69ms, fps=1754 images/s, loss=0.5871, top1-acc=84.47%, top5-acc=96.61%, remaining_time=0:00:09.708996, arrival_time=2021-04-10 03:43:02.843534, cost_time=0:00:19.123809 2021-04-10 03:42:54,591 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=1.63ms, fps=1758 images/s, loss=0.5895, top1-acc=84.40%, top5-acc=96.58%, remaining_time=0:00:08.232280, arrival_time=2021-04-10 03:43:02.823750, cost_time=0:00:20.580694 2021-04-10 03:42:56,048 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.37ms, fps=1758 images/s, loss=0.5929, top1-acc=84.31%, top5-acc=96.53%, remaining_time=0:00:06.758228, arrival_time=2021-04-10 03:43:02.806663, cost_time=0:00:22.037709 2021-04-10 03:42:57,503 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=1.34ms, fps=1760 images/s, loss=0.5958, top1-acc=84.25%, top5-acc=96.48%, remaining_time=0:00:05.285808, arrival_time=2021-04-10 03:43:02.789046, cost_time=0:00:23.492519 2021-04-10 03:42:58,957 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.34ms, fps=1761 images/s, loss=0.5959, top1-acc=84.22%, top5-acc=96.49%, remaining_time=0:00:03.815422, arrival_time=2021-04-10 03:43:02.773169, cost_time=0:00:24.947025 2021-04-10 03:43:00,412 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=1.36ms, fps=1761 images/s, loss=0.5963, top1-acc=84.15%, top5-acc=96.50%, remaining_time=0:00:02.346784, arrival_time=2021-04-10 03:43:02.758866, cost_time=0:00:26.401356 2021-04-10 03:43:01,866 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=1.35ms, fps=1761 images/s, loss=0.5995, top1-acc=84.01%, top5-acc=96.48%, remaining_time=0:00:00.879660, arrival_time=2021-04-10 03:43:02.746269, cost_time=0:00:27.855891 2021-04-10 03:43:02,657 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=1.22ms, fps=1720 images/s, loss=0.6016, top1-acc=83.99%, top5-acc=96.47%, remaining_time=0:00:00, arrival_time=2021-04-10 03:43:02.657742, cost_time=0:00:28.647042 2021-04-10 03:43:03,222 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=0.20ms, fps=4539 images/s, loss=1.6259, top1-acc=64.80%, top5-acc=84.45%, remaining_time=0:00:01.691880, arrival_time=2021-04-10 03:43:04.914497, cost_time=0:00:00.563958 2021-04-10 03:43:03,704 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=1.50ms, fps=5315 images/s, loss=1.6671, top1-acc=63.67%, top5-acc=84.43%, remaining_time=0:00:01.045940, arrival_time=2021-04-10 03:43:04.750544, cost_time=0:00:01.045946 2021-04-10 03:43:04,180 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=1.31ms, fps=5385 images/s, loss=1.6488, top1-acc=64.13%, top5-acc=84.79%, remaining_time=0:00:00.507230, arrival_time=2021-04-10 03:43:04.687546, cost_time=0:00:01.521676 2021-04-10 03:43:04,615 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=0.08ms, fps=5339 images/s, loss=1.6709, top1-acc=63.67%, top5-acc=84.65%, remaining_time=0:00:00, arrival_time=2021-04-10 03:43:04.615197, cost_time=0:00:01.956584 2021-04-10 03:43:05,686 INFO : Epoch=0120 complete, best val top1-acc=64.33%, top5-acc=85.02% (epoch=111), remaining_time=0:42:57.054320, arrival_time=2021-04-10 04:26:02.740787, cost_time=1:04:25.581430 2021-04-10 03:43:05,687 INFO : Train start, epoch=0121, lr=0.034549 2021-04-10 03:43:07,303 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=1.35ms, fps=1584 images/s, loss=0.5823, top1-acc=84.80%, top5-acc=96.68%, remaining_time=0:00:30.056298, arrival_time=2021-04-10 03:43:37.359383, cost_time=0:00:01.615928 2021-04-10 03:43:08,756 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=1.36ms, fps=1762 images/s, loss=0.5753, top1-acc=84.69%, top5-acc=96.78%, remaining_time=0:00:27.005616, arrival_time=2021-04-10 03:43:35.761605, cost_time=0:00:03.068814 2021-04-10 03:43:10,207 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=1.41ms, fps=1765 images/s, loss=0.5735, top1-acc=84.61%, top5-acc=96.81%, remaining_time=0:00:25.009560, arrival_time=2021-04-10 03:43:35.216609, cost_time=0:00:04.519815 2021-04-10 03:43:11,661 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=1.48ms, fps=1760 images/s, loss=0.5663, top1-acc=84.82%, top5-acc=96.86%, remaining_time=0:00:23.301408, arrival_time=2021-04-10 03:43:34.963311, cost_time=0:00:05.974734 2021-04-10 03:43:13,117 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=1.66ms, fps=1760 images/s, loss=0.5769, top1-acc=84.68%, top5-acc=96.82%, remaining_time=0:00:21.695016, arrival_time=2021-04-10 03:43:34.812008, cost_time=0:00:07.429815 2021-04-10 03:43:14,572 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=1.37ms, fps=1760 images/s, loss=0.5711, top1-acc=84.77%, top5-acc=96.89%, remaining_time=0:00:20.139016, arrival_time=2021-04-10 03:43:34.711073, cost_time=0:00:08.884889 2021-04-10 03:43:16,030 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=1.41ms, fps=1756 images/s, loss=0.5712, top1-acc=84.72%, top5-acc=96.93%, remaining_time=0:00:18.617382, arrival_time=2021-04-10 03:43:34.647517, cost_time=0:00:10.342969 2021-04-10 03:43:17,492 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=1.35ms, fps=1751 images/s, loss=0.5697, top1-acc=84.73%, top5-acc=96.88%, remaining_time=0:00:17.117424, arrival_time=2021-04-10 03:43:34.609958, cost_time=0:00:11.805119 2021-04-10 03:43:18,959 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=1.54ms, fps=1746 images/s, loss=0.5753, top1-acc=84.69%, top5-acc=96.84%, remaining_time=0:00:15.631714, arrival_time=2021-04-10 03:43:34.591052, cost_time=0:00:13.272168 2021-04-10 03:43:20,412 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=1.42ms, fps=1762 images/s, loss=0.5741, top1-acc=84.71%, top5-acc=96.85%, remaining_time=0:00:14.136672, arrival_time=2021-04-10 03:43:34.549498, cost_time=0:00:14.725658 2021-04-10 03:43:21,870 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.51ms, fps=1757 images/s, loss=0.5707, top1-acc=84.77%, top5-acc=96.83%, remaining_time=0:00:12.652320, arrival_time=2021-04-10 03:43:34.522689, cost_time=0:00:16.183205 2021-04-10 03:43:23,325 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=1.34ms, fps=1760 images/s, loss=0.5704, top1-acc=84.78%, top5-acc=96.82%, remaining_time=0:00:11.171012, arrival_time=2021-04-10 03:43:34.496633, cost_time=0:00:17.638428 2021-04-10 03:43:24,800 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=3.69ms, fps=1736 images/s, loss=0.5723, top1-acc=84.74%, top5-acc=96.80%, remaining_time=0:00:09.703650, arrival_time=2021-04-10 03:43:34.504050, cost_time=0:00:19.113187 2021-04-10 03:43:26,271 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=1.44ms, fps=1741 images/s, loss=0.5702, top1-acc=84.80%, top5-acc=96.81%, remaining_time=0:00:08.233624, arrival_time=2021-04-10 03:43:34.504856, cost_time=0:00:20.584051 2021-04-10 03:43:27,730 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=1.47ms, fps=1755 images/s, loss=0.5675, top1-acc=84.82%, top5-acc=96.83%, remaining_time=0:00:06.759838, arrival_time=2021-04-10 03:43:34.490053, cost_time=0:00:22.042876 2021-04-10 03:43:29,191 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=1.46ms, fps=1752 images/s, loss=0.5682, top1-acc=84.77%, top5-acc=96.81%, remaining_time=0:00:05.288544, arrival_time=2021-04-10 03:43:34.480394, cost_time=0:00:23.504592 2021-04-10 03:43:30,664 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=1.45ms, fps=1739 images/s, loss=0.5694, top1-acc=84.76%, top5-acc=96.80%, remaining_time=0:00:03.820076, arrival_time=2021-04-10 03:43:34.484823, cost_time=0:00:24.977475 2021-04-10 03:43:32,119 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.43ms, fps=1761 images/s, loss=0.5707, top1-acc=84.72%, top5-acc=96.80%, remaining_time=0:00:02.349520, arrival_time=2021-04-10 03:43:34.468794, cost_time=0:00:26.432107 2021-04-10 03:43:33,575 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.44ms, fps=1759 images/s, loss=0.5720, top1-acc=84.69%, top5-acc=96.79%, remaining_time=0:00:00.880668, arrival_time=2021-04-10 03:43:34.455748, cost_time=0:00:27.887832 2021-04-10 03:43:34,368 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=1.37ms, fps=1715 images/s, loss=0.5742, top1-acc=84.66%, top5-acc=96.75%, remaining_time=0:00:00, arrival_time=2021-04-10 03:43:34.368557, cost_time=0:00:28.681368 2021-04-10 03:43:34,951 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=0.21ms, fps=4398 images/s, loss=1.5934, top1-acc=64.96%, top5-acc=86.21%, remaining_time=0:00:01.746120, arrival_time=2021-04-10 03:43:36.697825, cost_time=0:00:00.582038 2021-04-10 03:43:35,428 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=1.34ms, fps=5379 images/s, loss=1.6007, top1-acc=64.71%, top5-acc=85.70%, remaining_time=0:00:01.058360, arrival_time=2021-04-10 03:43:36.486392, cost_time=0:00:01.058357 2021-04-10 03:43:35,903 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=1.46ms, fps=5385 images/s, loss=1.5885, top1-acc=64.93%, top5-acc=85.57%, remaining_time=0:00:00.511360, arrival_time=2021-04-10 03:43:36.415101, cost_time=0:00:01.534068 2021-04-10 03:43:36,337 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=0.07ms, fps=5347 images/s, loss=1.6178, top1-acc=64.93%, top5-acc=85.51%, remaining_time=0:00:00, arrival_time=2021-04-10 03:43:36.337950, cost_time=0:00:01.968310 2021-04-10 03:43:38,355 INFO : Epoch=0121 complete, best val top1-acc=64.93%, top5-acc=85.51% (epoch=121), remaining_time=0:42:25.138892, arrival_time=2021-04-10 04:26:03.494670, cost_time=1:04:58.250726 2021-04-10 03:43:38,356 INFO : Train start, epoch=0122, lr=0.033804 2021-04-10 03:43:39,982 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=0.26ms, fps=1574 images/s, loss=0.4934, top1-acc=86.72%, top5-acc=97.46%, remaining_time=0:00:30.244530, arrival_time=2021-04-10 03:44:10.227060, cost_time=0:00:01.626051 2021-04-10 03:43:41,434 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=1.47ms, fps=1764 images/s, loss=0.4932, top1-acc=86.76%, top5-acc=97.23%, remaining_time=0:00:27.085344, arrival_time=2021-04-10 03:44:08.519697, cost_time=0:00:03.077877 2021-04-10 03:43:42,892 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=2.02ms, fps=1756 images/s, loss=0.5016, top1-acc=86.52%, top5-acc=97.21%, remaining_time=0:00:25.100528, arrival_time=2021-04-10 03:44:07.993244, cost_time=0:00:04.536225 2021-04-10 03:43:44,353 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=1.42ms, fps=1754 images/s, loss=0.5129, top1-acc=86.25%, top5-acc=97.07%, remaining_time=0:00:23.386428, arrival_time=2021-04-10 03:44:07.739426, cost_time=0:00:05.996520 2021-04-10 03:43:45,805 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=1.45ms, fps=1763 images/s, loss=0.5219, top1-acc=85.84%, top5-acc=97.09%, remaining_time=0:00:21.751226, arrival_time=2021-04-10 03:44:07.556765, cost_time=0:00:07.449046 2021-04-10 03:43:47,262 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=1.45ms, fps=1758 images/s, loss=0.5251, top1-acc=85.72%, top5-acc=97.01%, remaining_time=0:00:20.186344, arrival_time=2021-04-10 03:44:07.448637, cost_time=0:00:08.905742 2021-04-10 03:43:48,719 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=1.56ms, fps=1757 images/s, loss=0.5288, top1-acc=85.65%, top5-acc=96.99%, remaining_time=0:00:18.653292, arrival_time=2021-04-10 03:44:07.372758, cost_time=0:00:10.362953 2021-04-10 03:43:50,176 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=1.35ms, fps=1758 images/s, loss=0.5312, top1-acc=85.66%, top5-acc=97.04%, remaining_time=0:00:17.138768, arrival_time=2021-04-10 03:44:07.315087, cost_time=0:00:11.819823 2021-04-10 03:43:51,628 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=1.31ms, fps=1763 images/s, loss=0.5289, top1-acc=85.74%, top5-acc=97.05%, remaining_time=0:00:15.631502, arrival_time=2021-04-10 03:44:07.259997, cost_time=0:00:13.272000 2021-04-10 03:43:53,077 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=1.41ms, fps=1767 images/s, loss=0.5289, top1-acc=85.73%, top5-acc=97.05%, remaining_time=0:00:14.132160, arrival_time=2021-04-10 03:44:07.209616, cost_time=0:00:14.720973 2021-04-10 03:43:54,542 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=1.57ms, fps=1748 images/s, loss=0.5332, top1-acc=85.64%, top5-acc=97.00%, remaining_time=0:00:12.654642, arrival_time=2021-04-10 03:44:07.197330, cost_time=0:00:16.186150 2021-04-10 03:43:56,000 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=1.41ms, fps=1757 images/s, loss=0.5362, top1-acc=85.52%, top5-acc=96.99%, remaining_time=0:00:11.174356, arrival_time=2021-04-10 03:44:07.174527, cost_time=0:00:17.643690 2021-04-10 03:43:57,455 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=1.35ms, fps=1760 images/s, loss=0.5394, top1-acc=85.46%, top5-acc=96.97%, remaining_time=0:00:09.696324, arrival_time=2021-04-10 03:44:07.151681, cost_time=0:00:19.098867 2021-04-10 03:43:58,915 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=1.40ms, fps=1754 images/s, loss=0.5453, top1-acc=85.30%, top5-acc=96.89%, remaining_time=0:00:08.223656, arrival_time=2021-04-10 03:44:07.139223, cost_time=0:00:20.559071 2021-04-10 03:44:00,374 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=1.89ms, fps=1756 images/s, loss=0.5470, top1-acc=85.26%, top5-acc=96.89%, remaining_time=0:00:06.752110, arrival_time=2021-04-10 03:44:07.126432, cost_time=0:00:22.017768 2021-04-10 03:44:01,830 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=1.41ms, fps=1758 images/s, loss=0.5492, top1-acc=85.25%, top5-acc=96.90%, remaining_time=0:00:05.281668, arrival_time=2021-04-10 03:44:07.112301, cost_time=0:00:23.474125 2021-04-10 03:44:03,288 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=1.66ms, fps=1757 images/s, loss=0.5505, top1-acc=85.21%, top5-acc=96.88%, remaining_time=0:00:03.813082, arrival_time=2021-04-10 03:44:07.101256, cost_time=0:00:24.931683 2021-04-10 03:44:04,743 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=1.66ms, fps=1759 images/s, loss=0.5542, top1-acc=85.12%, top5-acc=96.84%, remaining_time=0:00:02.345552, arrival_time=2021-04-10 03:44:07.089474, cost_time=0:00:26.387371 2021-04-10 03:44:06,204 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=1.53ms, fps=1753 images/s, loss=0.5573, top1-acc=85.07%, top5-acc=96.81%, remaining_time=0:00:00.879414, arrival_time=2021-04-10 03:44:07.084096, cost_time=0:00:27.848192 2021-04-10 03:44:06,996 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=1.26ms, fps=1719 images/s, loss=0.5581, top1-acc=85.06%, top5-acc=96.81%, remaining_time=0:00:00, arrival_time=2021-04-10 03:44:06.996465, cost_time=0:00:28.639986 2021-04-10 03:44:07,591 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=1.31ms, fps=4307 images/s, loss=1.8479, top1-acc=60.62%, top5-acc=82.73%, remaining_time=0:00:01.783170, arrival_time=2021-04-10 03:44:09.375114, cost_time=0:00:00.594387 2021-04-10 03:44:08,068 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=1.47ms, fps=5372 images/s, loss=1.8140, top1-acc=61.04%, top5-acc=83.54%, remaining_time=0:00:01.071260, arrival_time=2021-04-10 03:44:09.140065, cost_time=0:00:01.071251 2021-04-10 03:44:08,545 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=1.29ms, fps=5373 images/s, loss=1.8051, top1-acc=61.32%, top5-acc=83.85%, remaining_time=0:00:00.516030, arrival_time=2021-04-10 03:44:09.061660, cost_time=0:00:01.548086 2021-04-10 03:44:08,980 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=0.08ms, fps=5343 images/s, loss=1.8033, top1-acc=60.98%, top5-acc=83.83%, remaining_time=0:00:00, arrival_time=2021-04-10 03:44:08.980192, cost_time=0:00:01.982670 2021-04-10 03:44:09,985 INFO : Epoch=0122 complete, best val top1-acc=64.93%, top5-acc=85.51% (epoch=121), remaining_time=0:41:52.546764, arrival_time=2021-04-10 04:26:02.532607, cost_time=1:05:29.880802 2021-04-10 03:44:09,986 INFO : Train start, epoch=0123, lr=0.033063 2021-04-10 03:44:11,624 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=0.28ms, fps=1563 images/s, loss=0.5354, top1-acc=85.78%, top5-acc=97.11%, remaining_time=0:00:30.467730, arrival_time=2021-04-10 03:44:42.092325, cost_time=0:00:01.638052 2021-04-10 03:44:13,075 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=1.39ms, fps=1765 images/s, loss=0.5614, top1-acc=85.14%, top5-acc=97.07%, remaining_time=0:00:27.184960, arrival_time=2021-04-10 03:44:40.260716, cost_time=0:00:03.089192 2021-04-10 03:44:14,530 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=1.33ms, fps=1760 images/s, loss=0.5465, top1-acc=85.30%, top5-acc=97.20%, remaining_time=0:00:25.143024, arrival_time=2021-04-10 03:44:39.673488, cost_time=0:00:04.543924 2021-04-10 03:44:15,989 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=1.35ms, fps=1756 images/s, loss=0.5352, top1-acc=85.50%, top5-acc=97.24%, remaining_time=0:00:23.409672, arrival_time=2021-04-10 03:44:39.398773, cost_time=0:00:06.002477 2021-04-10 03:44:17,441 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=1.59ms, fps=1763 images/s, loss=0.5382, top1-acc=85.53%, top5-acc=97.05%, remaining_time=0:00:21.768016, arrival_time=2021-04-10 03:44:39.209438, cost_time=0:00:07.454807 2021-04-10 03:44:18,897 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=1.91ms, fps=1759 images/s, loss=0.5337, top1-acc=85.62%, top5-acc=97.12%, remaining_time=0:00:20.197360, arrival_time=2021-04-10 03:44:39.094532, cost_time=0:00:08.910629 2021-04-10 03:44:20,349 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=1.47ms, fps=1763 images/s, loss=0.5384, top1-acc=85.57%, top5-acc=97.04%, remaining_time=0:00:18.653040, arrival_time=2021-04-10 03:44:39.002561, cost_time=0:00:10.362820 2021-04-10 03:44:21,809 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.89ms, fps=1754 images/s, loss=0.5386, top1-acc=85.55%, top5-acc=97.03%, remaining_time=0:00:17.143060, arrival_time=2021-04-10 03:44:38.952383, cost_time=0:00:11.822761 2021-04-10 03:44:23,265 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=1.44ms, fps=1759 images/s, loss=0.5345, top1-acc=85.63%, top5-acc=97.10%, remaining_time=0:00:15.639452, arrival_time=2021-04-10 03:44:38.904779, cost_time=0:00:13.278795 2021-04-10 03:44:24,720 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=1.37ms, fps=1760 images/s, loss=0.5373, top1-acc=85.58%, top5-acc=97.07%, remaining_time=0:00:14.144256, arrival_time=2021-04-10 03:44:38.864433, cost_time=0:00:14.733642 2021-04-10 03:44:26,180 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=1.63ms, fps=1754 images/s, loss=0.5353, top1-acc=85.60%, top5-acc=97.06%, remaining_time=0:00:12.660576, arrival_time=2021-04-10 03:44:38.840964, cost_time=0:00:16.193770 2021-04-10 03:44:27,637 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.46ms, fps=1758 images/s, loss=0.5346, top1-acc=85.60%, top5-acc=97.06%, remaining_time=0:00:11.178764, arrival_time=2021-04-10 03:44:38.816084, cost_time=0:00:17.650687 2021-04-10 03:44:29,101 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=1.53ms, fps=1749 images/s, loss=0.5361, top1-acc=85.54%, top5-acc=97.05%, remaining_time=0:00:09.704706, arrival_time=2021-04-10 03:44:38.806555, cost_time=0:00:19.115301 2021-04-10 03:44:30,557 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=1.36ms, fps=1759 images/s, loss=0.5388, top1-acc=85.54%, top5-acc=97.03%, remaining_time=0:00:08.228360, arrival_time=2021-04-10 03:44:38.785745, cost_time=0:00:20.570858 2021-04-10 03:44:32,038 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=2.09ms, fps=1730 images/s, loss=0.5411, top1-acc=85.49%, top5-acc=96.99%, remaining_time=0:00:06.762460, arrival_time=2021-04-10 03:44:38.800719, cost_time=0:00:22.051498 2021-04-10 03:44:33,511 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=1.58ms, fps=1739 images/s, loss=0.5416, top1-acc=85.49%, top5-acc=96.99%, remaining_time=0:00:05.293080, arrival_time=2021-04-10 03:44:38.804543, cost_time=0:00:23.524730 2021-04-10 03:44:34,967 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=1.51ms, fps=1760 images/s, loss=0.5417, top1-acc=85.49%, top5-acc=96.98%, remaining_time=0:00:03.820544, arrival_time=2021-04-10 03:44:38.787528, cost_time=0:00:24.980395 2021-04-10 03:44:36,421 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=1.39ms, fps=1760 images/s, loss=0.5427, top1-acc=85.44%, top5-acc=96.97%, remaining_time=0:00:02.349792, arrival_time=2021-04-10 03:44:38.771557, cost_time=0:00:26.435136 2021-04-10 03:44:37,885 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.29ms, fps=1750 images/s, loss=0.5419, top1-acc=85.46%, top5-acc=96.97%, remaining_time=0:00:00.881004, arrival_time=2021-04-10 03:44:38.765998, cost_time=0:00:27.898470 2021-04-10 03:44:38,677 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=1.98ms, fps=1717 images/s, loss=0.5416, top1-acc=85.45%, top5-acc=96.96%, remaining_time=0:00:00, arrival_time=2021-04-10 03:44:38.677726, cost_time=0:00:28.691112 2021-04-10 03:44:39,261 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=0.20ms, fps=4400 images/s, loss=1.6006, top1-acc=66.09%, top5-acc=85.59%, remaining_time=0:00:01.745220, arrival_time=2021-04-10 03:44:41.006152, cost_time=0:00:00.581742 2021-04-10 03:44:39,738 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=1.43ms, fps=5365 images/s, loss=1.6506, top1-acc=65.20%, top5-acc=85.76%, remaining_time=0:00:01.059440, arrival_time=2021-04-10 03:44:40.798044, cost_time=0:00:01.059438 2021-04-10 03:44:40,217 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=1.78ms, fps=5349 images/s, loss=1.6618, top1-acc=64.91%, top5-acc=85.48%, remaining_time=0:00:00.512780, arrival_time=2021-04-10 03:44:40.730279, cost_time=0:00:01.538336 2021-04-10 03:44:40,654 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=0.11ms, fps=5314 images/s, loss=1.6993, top1-acc=64.61%, top5-acc=85.07%, remaining_time=0:00:00, arrival_time=2021-04-10 03:44:40.654502, cost_time=0:00:01.975220 2021-04-10 03:44:41,726 INFO : Epoch=0123 complete, best val top1-acc=64.93%, top5-acc=85.51% (epoch=121), remaining_time=0:41:20.039100, arrival_time=2021-04-10 04:26:01.765058, cost_time=1:06:01.620935 2021-04-10 03:44:41,726 INFO : Train start, epoch=0124, lr=0.032326 2021-04-10 03:44:43,348 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=0.27ms, fps=1579 images/s, loss=0.5066, top1-acc=86.41%, top5-acc=97.46%, remaining_time=0:00:30.162318, arrival_time=2021-04-10 03:45:13.510597, cost_time=0:00:01.621626 2021-04-10 03:44:44,806 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=1.39ms, fps=1757 images/s, loss=0.5104, top1-acc=86.02%, top5-acc=97.56%, remaining_time=0:00:27.098896, arrival_time=2021-04-10 03:45:11.904957, cost_time=0:00:03.079416 2021-04-10 03:44:46,261 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=1.45ms, fps=1759 images/s, loss=0.5028, top1-acc=86.32%, top5-acc=97.63%, remaining_time=0:00:25.094718, arrival_time=2021-04-10 03:45:11.356543, cost_time=0:00:04.535179 2021-04-10 03:44:47,716 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=1.75ms, fps=1760 images/s, loss=0.5104, top1-acc=86.28%, top5-acc=97.56%, remaining_time=0:00:23.361936, arrival_time=2021-04-10 03:45:11.078835, cost_time=0:00:05.990242 2021-04-10 03:44:49,167 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=1.39ms, fps=1766 images/s, loss=0.5222, top1-acc=86.00%, top5-acc=97.37%, remaining_time=0:00:21.725676, arrival_time=2021-04-10 03:45:10.892647, cost_time=0:00:07.440282 2021-04-10 03:44:50,624 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=1.34ms, fps=1757 images/s, loss=0.5205, top1-acc=86.02%, top5-acc=97.40%, remaining_time=0:00:20.168936, arrival_time=2021-04-10 03:45:10.793718, cost_time=0:00:08.898051 2021-04-10 03:44:52,081 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=1.34ms, fps=1759 images/s, loss=0.5137, top1-acc=86.09%, top5-acc=97.45%, remaining_time=0:00:18.637920, arrival_time=2021-04-10 03:45:10.719022, cost_time=0:00:10.354432 2021-04-10 03:44:53,537 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=1.51ms, fps=1758 images/s, loss=0.5162, top1-acc=86.07%, top5-acc=97.43%, remaining_time=0:00:17.125892, arrival_time=2021-04-10 03:45:10.663517, cost_time=0:00:11.810972 2021-04-10 03:44:54,986 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=1.44ms, fps=1767 images/s, loss=0.5174, top1-acc=86.11%, top5-acc=97.34%, remaining_time=0:00:15.617510, arrival_time=2021-04-10 03:45:10.604336, cost_time=0:00:13.260172 2021-04-10 03:44:56,441 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=1.35ms, fps=1761 images/s, loss=0.5151, top1-acc=86.18%, top5-acc=97.33%, remaining_time=0:00:14.125632, arrival_time=2021-04-10 03:45:10.566580, cost_time=0:00:14.714235 2021-04-10 03:44:57,894 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=1.42ms, fps=1762 images/s, loss=0.5117, top1-acc=86.28%, top5-acc=97.35%, remaining_time=0:00:12.640366, arrival_time=2021-04-10 03:45:10.534904, cost_time=0:00:16.167861 2021-04-10 03:44:59,347 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=1.41ms, fps=1763 images/s, loss=0.5146, top1-acc=86.17%, top5-acc=97.31%, remaining_time=0:00:11.159764, arrival_time=2021-04-10 03:45:10.507065, cost_time=0:00:17.620633 2021-04-10 03:45:00,804 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=1.40ms, fps=1758 images/s, loss=0.5195, top1-acc=86.05%, top5-acc=97.28%, remaining_time=0:00:09.685632, arrival_time=2021-04-10 03:45:10.490029, cost_time=0:00:19.077713 2021-04-10 03:45:02,260 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=1.42ms, fps=1759 images/s, loss=0.5224, top1-acc=85.98%, top5-acc=97.25%, remaining_time=0:00:08.213464, arrival_time=2021-04-10 03:45:10.473775, cost_time=0:00:20.533657 2021-04-10 03:45:03,718 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=1.38ms, fps=1756 images/s, loss=0.5259, top1-acc=85.88%, top5-acc=97.22%, remaining_time=0:00:06.744106, arrival_time=2021-04-10 03:45:10.462481, cost_time=0:00:21.991712 2021-04-10 03:45:05,178 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=1.48ms, fps=1754 images/s, loss=0.5254, top1-acc=85.88%, top5-acc=97.20%, remaining_time=0:00:05.276700, arrival_time=2021-04-10 03:45:10.455330, cost_time=0:00:23.451973 2021-04-10 03:45:06,641 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=1.56ms, fps=1751 images/s, loss=0.5262, top1-acc=85.87%, top5-acc=97.19%, remaining_time=0:00:03.810430, arrival_time=2021-04-10 03:45:10.451410, cost_time=0:00:24.914335 2021-04-10 03:45:08,094 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=1.34ms, fps=1761 images/s, loss=0.5258, top1-acc=85.88%, top5-acc=97.19%, remaining_time=0:00:02.343824, arrival_time=2021-04-10 03:45:10.438568, cost_time=0:00:26.368089 2021-04-10 03:45:09,562 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=1.70ms, fps=1745 images/s, loss=0.5312, top1-acc=85.76%, top5-acc=97.13%, remaining_time=0:00:00.879006, arrival_time=2021-04-10 03:45:10.440956, cost_time=0:00:27.835152 2021-04-10 03:45:10,362 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=1.54ms, fps=1700 images/s, loss=0.5340, top1-acc=85.71%, top5-acc=97.11%, remaining_time=0:00:00, arrival_time=2021-04-10 03:45:10.362715, cost_time=0:00:28.635935 2021-04-10 03:45:10,920 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=0.21ms, fps=4604 images/s, loss=1.5717, top1-acc=66.37%, top5-acc=86.52%, remaining_time=0:00:01.668240, arrival_time=2021-04-10 03:45:12.588358, cost_time=0:00:00.556076 2021-04-10 03:45:11,397 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=1.52ms, fps=5370 images/s, loss=1.6075, top1-acc=65.45%, top5-acc=85.90%, remaining_time=0:00:01.033180, arrival_time=2021-04-10 03:45:12.430392, cost_time=0:00:01.033177 2021-04-10 03:45:11,874 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=1.80ms, fps=5367 images/s, loss=1.6066, top1-acc=65.34%, top5-acc=85.52%, remaining_time=0:00:00.503500, arrival_time=2021-04-10 03:45:12.378031, cost_time=0:00:01.510496 2021-04-10 03:45:12,309 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=0.08ms, fps=5335 images/s, loss=1.6172, top1-acc=64.99%, top5-acc=85.35%, remaining_time=0:00:00, arrival_time=2021-04-10 03:45:12.309791, cost_time=0:00:01.945705 2021-04-10 03:45:14,341 INFO : Epoch=0124 complete, best val top1-acc=64.99%, top5-acc=85.35% (epoch=124), remaining_time=0:40:48.080384, arrival_time=2021-04-10 04:26:02.421893, cost_time=1:06:34.236453 2021-04-10 03:45:14,342 INFO : Train start, epoch=0125, lr=0.031594 2021-04-10 03:45:15,966 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=0.28ms, fps=1576 images/s, loss=0.5339, top1-acc=85.35%, top5-acc=96.95%, remaining_time=0:00:30.217374, arrival_time=2021-04-10 03:45:46.184287, cost_time=0:00:01.624591 2021-04-10 03:45:17,418 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=1.45ms, fps=1764 images/s, loss=0.5190, top1-acc=85.72%, top5-acc=97.23%, remaining_time=0:00:27.068096, arrival_time=2021-04-10 03:45:44.486328, cost_time=0:00:03.075916 2021-04-10 03:45:18,882 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=2.05ms, fps=1749 images/s, loss=0.5080, top1-acc=85.87%, top5-acc=97.37%, remaining_time=0:00:25.121610, arrival_time=2021-04-10 03:45:44.003977, cost_time=0:00:04.540051 2021-04-10 03:45:20,342 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=1.63ms, fps=1754 images/s, loss=0.5012, top1-acc=86.31%, top5-acc=97.45%, remaining_time=0:00:23.399532, arrival_time=2021-04-10 03:45:43.741889, cost_time=0:00:05.999884 2021-04-10 03:45:21,796 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=1.38ms, fps=1762 images/s, loss=0.4943, top1-acc=86.51%, top5-acc=97.45%, remaining_time=0:00:21.765534, arrival_time=2021-04-10 03:45:43.561801, cost_time=0:00:07.453931 2021-04-10 03:45:23,252 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=1.36ms, fps=1758 images/s, loss=0.4914, top1-acc=86.59%, top5-acc=97.42%, remaining_time=0:00:20.196816, arrival_time=2021-04-10 03:45:43.449581, cost_time=0:00:08.910364 2021-04-10 03:45:24,710 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=1.38ms, fps=1756 images/s, loss=0.4907, top1-acc=86.72%, top5-acc=97.38%, remaining_time=0:00:18.663372, arrival_time=2021-04-10 03:45:43.374239, cost_time=0:00:10.368549 2021-04-10 03:45:26,171 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=1.41ms, fps=1753 images/s, loss=0.4959, top1-acc=86.67%, top5-acc=97.31%, remaining_time=0:00:17.152108, arrival_time=2021-04-10 03:45:43.323524, cost_time=0:00:11.829011 2021-04-10 03:45:27,630 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=1.35ms, fps=1756 images/s, loss=0.4992, top1-acc=86.64%, top5-acc=97.30%, remaining_time=0:00:15.650158, arrival_time=2021-04-10 03:45:43.280312, cost_time=0:00:13.287829 2021-04-10 03:45:29,080 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.52ms, fps=1765 images/s, loss=0.4966, top1-acc=86.67%, top5-acc=97.31%, remaining_time=0:00:14.148960, arrival_time=2021-04-10 03:45:43.229755, cost_time=0:00:14.738478 2021-04-10 03:45:30,534 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=1.59ms, fps=1761 images/s, loss=0.4942, top1-acc=86.71%, top5-acc=97.35%, remaining_time=0:00:12.659630, arrival_time=2021-04-10 03:45:43.194466, cost_time=0:00:16.192513 2021-04-10 03:45:31,993 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=1.67ms, fps=1756 images/s, loss=0.4918, top1-acc=86.78%, top5-acc=97.38%, remaining_time=0:00:11.179068, arrival_time=2021-04-10 03:45:43.172666, cost_time=0:00:17.651207 2021-04-10 03:45:33,449 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=2.21ms, fps=1760 images/s, loss=0.4932, top1-acc=86.71%, top5-acc=97.38%, remaining_time=0:00:09.700284, arrival_time=2021-04-10 03:45:43.149337, cost_time=0:00:19.106668 2021-04-10 03:45:34,919 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=1.90ms, fps=1741 images/s, loss=0.4991, top1-acc=86.61%, top5-acc=97.33%, remaining_time=0:00:08.230936, arrival_time=2021-04-10 03:45:43.150669, cost_time=0:00:20.577402 2021-04-10 03:45:36,377 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=1.55ms, fps=1757 images/s, loss=0.5018, top1-acc=86.48%, top5-acc=97.33%, remaining_time=0:00:06.757308, arrival_time=2021-04-10 03:45:43.134544, cost_time=0:00:22.034753 2021-04-10 03:45:37,834 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.35ms, fps=1758 images/s, loss=0.4999, top1-acc=86.56%, top5-acc=97.35%, remaining_time=0:00:05.285736, arrival_time=2021-04-10 03:45:43.120214, cost_time=0:00:23.492080 2021-04-10 03:45:39,296 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=1.55ms, fps=1751 images/s, loss=0.5010, top1-acc=86.52%, top5-acc=97.34%, remaining_time=0:00:03.816592, arrival_time=2021-04-10 03:45:43.113489, cost_time=0:00:24.954579 2021-04-10 03:45:40,753 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=1.51ms, fps=1758 images/s, loss=0.5023, top1-acc=86.47%, top5-acc=97.34%, remaining_time=0:00:02.347664, arrival_time=2021-04-10 03:45:43.101287, cost_time=0:00:26.411213 2021-04-10 03:45:42,205 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.35ms, fps=1764 images/s, loss=0.5049, top1-acc=86.38%, top5-acc=97.33%, remaining_time=0:00:00.879882, arrival_time=2021-04-10 03:45:43.085122, cost_time=0:00:27.862914 2021-04-10 03:45:42,993 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=1.34ms, fps=1725 images/s, loss=0.5090, top1-acc=86.31%, top5-acc=97.31%, remaining_time=0:00:00, arrival_time=2021-04-10 03:45:42.993879, cost_time=0:00:28.651569 2021-04-10 03:45:43,585 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=0.30ms, fps=4335 images/s, loss=1.7623, top1-acc=63.01%, top5-acc=85.86%, remaining_time=0:00:01.771500, arrival_time=2021-04-10 03:45:45.356917, cost_time=0:00:00.590495 2021-04-10 03:45:44,061 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=1.40ms, fps=5378 images/s, loss=1.7413, top1-acc=63.40%, top5-acc=85.04%, remaining_time=0:00:01.066840, arrival_time=2021-04-10 03:45:45.128597, cost_time=0:00:01.066835 2021-04-10 03:45:44,539 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=1.52ms, fps=5368 images/s, loss=1.7361, top1-acc=63.71%, top5-acc=85.04%, remaining_time=0:00:00.514680, arrival_time=2021-04-10 03:45:45.053644, cost_time=0:00:01.544044 2021-04-10 03:45:44,974 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.06ms, fps=5333 images/s, loss=1.7505, top1-acc=63.57%, top5-acc=84.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:45:44.974320, cost_time=0:00:01.979426 2021-04-10 03:45:46,355 INFO : Epoch=0125 complete, best val top1-acc=64.99%, top5-acc=85.35% (epoch=124), remaining_time=0:40:15.750075, arrival_time=2021-04-10 04:26:02.105261, cost_time=1:07:06.250107 2021-04-10 03:45:46,356 INFO : Train start, epoch=0126, lr=0.030866 2021-04-10 03:45:48,001 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=1.90ms, fps=1556 images/s, loss=0.5257, top1-acc=86.02%, top5-acc=97.07%, remaining_time=0:00:30.593838, arrival_time=2021-04-10 03:46:18.594975, cost_time=0:00:01.644832 2021-04-10 03:45:49,460 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.52ms, fps=1755 images/s, loss=0.5241, top1-acc=86.15%, top5-acc=97.09%, remaining_time=0:00:27.318192, arrival_time=2021-04-10 03:46:16.778893, cost_time=0:00:03.104347 2021-04-10 03:45:50,914 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=1.45ms, fps=1762 images/s, loss=0.5154, top1-acc=86.47%, top5-acc=97.10%, remaining_time=0:00:25.219716, arrival_time=2021-04-10 03:46:16.133704, cost_time=0:00:04.557771 2021-04-10 03:45:52,370 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=1.93ms, fps=1759 images/s, loss=0.5129, top1-acc=86.54%, top5-acc=97.16%, remaining_time=0:00:23.453976, arrival_time=2021-04-10 03:46:15.824075, cost_time=0:00:06.013825 2021-04-10 03:45:53,823 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.92ms, fps=1762 images/s, loss=0.5117, top1-acc=86.56%, top5-acc=97.24%, remaining_time=0:00:21.803932, arrival_time=2021-04-10 03:46:15.627291, cost_time=0:00:07.467111 2021-04-10 03:45:55,278 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=1.46ms, fps=1760 images/s, loss=0.5109, top1-acc=86.52%, top5-acc=97.30%, remaining_time=0:00:20.224560, arrival_time=2021-04-10 03:46:15.503365, cost_time=0:00:08.922609 2021-04-10 03:45:56,731 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=1.52ms, fps=1763 images/s, loss=0.5067, top1-acc=86.57%, top5-acc=97.35%, remaining_time=0:00:18.675720, arrival_time=2021-04-10 03:46:15.407298, cost_time=0:00:10.375374 2021-04-10 03:45:58,184 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=1.59ms, fps=1763 images/s, loss=0.5038, top1-acc=86.59%, top5-acc=97.38%, remaining_time=0:00:17.150948, arrival_time=2021-04-10 03:46:15.335377, cost_time=0:00:11.828206 2021-04-10 03:45:59,641 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=1.51ms, fps=1757 images/s, loss=0.5019, top1-acc=86.63%, top5-acc=97.38%, remaining_time=0:00:15.647084, arrival_time=2021-04-10 03:46:15.288684, cost_time=0:00:13.285280 2021-04-10 03:46:01,106 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=2.32ms, fps=1749 images/s, loss=0.5061, top1-acc=86.62%, top5-acc=97.28%, remaining_time=0:00:14.159808, arrival_time=2021-04-10 03:46:15.265850, cost_time=0:00:14.749787 2021-04-10 03:46:02,572 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=1.49ms, fps=1747 images/s, loss=0.5085, top1-acc=86.49%, top5-acc=97.28%, remaining_time=0:00:12.678034, arrival_time=2021-04-10 03:46:15.250439, cost_time=0:00:16.216054 2021-04-10 03:46:04,029 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=1.99ms, fps=1759 images/s, loss=0.5093, top1-acc=86.47%, top5-acc=97.26%, remaining_time=0:00:11.192672, arrival_time=2021-04-10 03:46:15.221592, cost_time=0:00:17.672591 2021-04-10 03:46:05,486 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.40ms, fps=1757 images/s, loss=0.5096, top1-acc=86.44%, top5-acc=97.25%, remaining_time=0:00:09.712362, arrival_time=2021-04-10 03:46:15.198996, cost_time=0:00:19.130411 2021-04-10 03:46:06,943 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=1.41ms, fps=1758 images/s, loss=0.5119, top1-acc=86.42%, top5-acc=97.22%, remaining_time=0:00:08.234968, arrival_time=2021-04-10 03:46:15.178562, cost_time=0:00:20.587375 2021-04-10 03:46:08,398 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.37ms, fps=1761 images/s, loss=0.5150, top1-acc=86.34%, top5-acc=97.22%, remaining_time=0:00:06.759470, arrival_time=2021-04-10 03:46:15.157626, cost_time=0:00:22.041809 2021-04-10 03:46:09,857 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=1.42ms, fps=1755 images/s, loss=0.5142, top1-acc=86.38%, top5-acc=97.23%, remaining_time=0:00:05.287716, arrival_time=2021-04-10 03:46:15.144872, cost_time=0:00:23.500948 2021-04-10 03:46:11,309 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=1.62ms, fps=1763 images/s, loss=0.5161, top1-acc=86.32%, top5-acc=97.22%, remaining_time=0:00:03.816462, arrival_time=2021-04-10 03:46:15.126404, cost_time=0:00:24.953742 2021-04-10 03:46:12,761 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=1.49ms, fps=1765 images/s, loss=0.5191, top1-acc=86.22%, top5-acc=97.21%, remaining_time=0:00:02.347104, arrival_time=2021-04-10 03:46:15.108268, cost_time=0:00:26.404947 2021-04-10 03:46:14,219 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=1.24ms, fps=1755 images/s, loss=0.5166, top1-acc=86.30%, top5-acc=97.22%, remaining_time=0:00:00.879906, arrival_time=2021-04-10 03:46:15.099849, cost_time=0:00:27.863677 2021-04-10 03:46:15,014 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=1.26ms, fps=1713 images/s, loss=0.5175, top1-acc=86.29%, top5-acc=97.20%, remaining_time=0:00:00, arrival_time=2021-04-10 03:46:15.014143, cost_time=0:00:28.657906 2021-04-10 03:46:15,586 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=0.19ms, fps=4486 images/s, loss=1.6684, top1-acc=64.06%, top5-acc=84.84%, remaining_time=0:00:01.711980, arrival_time=2021-04-10 03:46:17.298016, cost_time=0:00:00.570660 2021-04-10 03:46:16,061 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=1.43ms, fps=5388 images/s, loss=1.7008, top1-acc=63.93%, top5-acc=84.65%, remaining_time=0:00:01.046120, arrival_time=2021-04-10 03:46:17.107630, cost_time=0:00:01.046127 2021-04-10 03:46:16,537 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=1.27ms, fps=5381 images/s, loss=1.6880, top1-acc=64.01%, top5-acc=84.74%, remaining_time=0:00:00.507410, arrival_time=2021-04-10 03:46:17.045022, cost_time=0:00:01.522218 2021-04-10 03:46:16,971 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.08ms, fps=5353 images/s, loss=1.6541, top1-acc=64.68%, top5-acc=85.26%, remaining_time=0:00:00, arrival_time=2021-04-10 03:46:16.971387, cost_time=0:00:01.956037 2021-04-10 03:46:18,004 INFO : Epoch=0126 complete, best val top1-acc=64.99%, top5-acc=85.35% (epoch=124), remaining_time=0:39:43.210848, arrival_time=2021-04-10 04:26:01.215513, cost_time=1:07:37.899580 2021-04-10 03:46:18,005 INFO : Train start, epoch=0127, lr=0.030143 2021-04-10 03:46:19,629 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=1.53ms, fps=1576 images/s, loss=0.5021, top1-acc=86.99%, top5-acc=97.34%, remaining_time=0:00:30.208074, arrival_time=2021-04-10 03:46:49.837542, cost_time=0:00:01.624091 2021-04-10 03:46:21,087 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=1.43ms, fps=1757 images/s, loss=0.5126, top1-acc=86.72%, top5-acc=97.19%, remaining_time=0:00:27.120016, arrival_time=2021-04-10 03:46:48.207229, cost_time=0:00:03.081829 2021-04-10 03:46:22,540 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=1.49ms, fps=1763 images/s, loss=0.5106, top1-acc=86.82%, top5-acc=97.15%, remaining_time=0:00:25.092228, arrival_time=2021-04-10 03:46:47.632323, cost_time=0:00:04.534732 2021-04-10 03:46:23,994 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=1.45ms, fps=1761 images/s, loss=0.4984, top1-acc=87.06%, top5-acc=97.21%, remaining_time=0:00:23.357412, arrival_time=2021-04-10 03:46:47.351877, cost_time=0:00:05.989083 2021-04-10 03:46:25,464 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=2.49ms, fps=1742 images/s, loss=0.4915, top1-acc=87.30%, top5-acc=97.29%, remaining_time=0:00:21.780134, arrival_time=2021-04-10 03:46:47.244473, cost_time=0:00:07.458939 2021-04-10 03:46:26,927 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=1.50ms, fps=1750 images/s, loss=0.4872, top1-acc=87.31%, top5-acc=97.35%, remaining_time=0:00:20.223608, arrival_time=2021-04-10 03:46:47.151261, cost_time=0:00:08.922195 2021-04-10 03:46:28,395 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=2.16ms, fps=1745 images/s, loss=0.4950, top1-acc=87.11%, top5-acc=97.32%, remaining_time=0:00:18.702306, arrival_time=2021-04-10 03:46:47.097910, cost_time=0:00:10.390142 2021-04-10 03:46:29,853 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=1.48ms, fps=1757 images/s, loss=0.4975, top1-acc=86.98%, top5-acc=97.29%, remaining_time=0:00:17.178904, arrival_time=2021-04-10 03:46:47.031888, cost_time=0:00:11.847553 2021-04-10 03:46:31,309 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=1.49ms, fps=1758 images/s, loss=0.4968, top1-acc=86.99%, top5-acc=97.34%, remaining_time=0:00:15.669450, arrival_time=2021-04-10 03:46:46.979180, cost_time=0:00:13.304281 2021-04-10 03:46:32,761 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=1.37ms, fps=1764 images/s, loss=0.4979, top1-acc=86.95%, top5-acc=97.35%, remaining_time=0:00:14.166144, arrival_time=2021-04-10 03:46:46.927919, cost_time=0:00:14.756388 2021-04-10 03:46:34,219 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.34ms, fps=1757 images/s, loss=0.4998, top1-acc=86.88%, top5-acc=97.32%, remaining_time=0:00:12.676142, arrival_time=2021-04-10 03:46:46.895220, cost_time=0:00:16.213703 2021-04-10 03:46:35,679 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=1.40ms, fps=1754 images/s, loss=0.5015, top1-acc=86.86%, top5-acc=97.28%, remaining_time=0:00:11.193280, arrival_time=2021-04-10 03:46:46.872280, cost_time=0:00:17.673622 2021-04-10 03:46:37,132 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=1.53ms, fps=1762 images/s, loss=0.5010, top1-acc=86.87%, top5-acc=97.27%, remaining_time=0:00:09.710712, arrival_time=2021-04-10 03:46:46.843364, cost_time=0:00:19.127118 2021-04-10 03:46:38,587 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=1.37ms, fps=1761 images/s, loss=0.4994, top1-acc=86.93%, top5-acc=97.28%, remaining_time=0:00:08.232672, arrival_time=2021-04-10 03:46:46.819773, cost_time=0:00:20.581683 2021-04-10 03:46:40,041 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=1.38ms, fps=1761 images/s, loss=0.5008, top1-acc=86.92%, top5-acc=97.27%, remaining_time=0:00:06.757768, arrival_time=2021-04-10 03:46:46.799340, cost_time=0:00:22.036197 2021-04-10 03:46:41,500 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=1.67ms, fps=1756 images/s, loss=0.5039, top1-acc=86.84%, top5-acc=97.22%, remaining_time=0:00:05.286276, arrival_time=2021-04-10 03:46:46.786280, cost_time=0:00:23.494630 2021-04-10 03:46:42,960 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=1.41ms, fps=1753 images/s, loss=0.5038, top1-acc=86.80%, top5-acc=97.23%, remaining_time=0:00:03.816722, arrival_time=2021-04-10 03:46:46.777642, cost_time=0:00:24.955545 2021-04-10 03:46:44,417 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=1.36ms, fps=1758 images/s, loss=0.5058, top1-acc=86.73%, top5-acc=97.24%, remaining_time=0:00:02.347728, arrival_time=2021-04-10 03:46:46.765064, cost_time=0:00:26.411966 2021-04-10 03:46:45,873 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=1.25ms, fps=1759 images/s, loss=0.5047, top1-acc=86.72%, top5-acc=97.25%, remaining_time=0:00:00.880044, arrival_time=2021-04-10 03:46:46.753569, cost_time=0:00:27.868143 2021-04-10 03:46:46,664 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=1.43ms, fps=1721 images/s, loss=0.5032, top1-acc=86.74%, top5-acc=97.26%, remaining_time=0:00:00, arrival_time=2021-04-10 03:46:46.664219, cost_time=0:00:28.658848 2021-04-10 03:46:47,240 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=2.33ms, fps=4448 images/s, loss=1.6258, top1-acc=65.27%, top5-acc=86.56%, remaining_time=0:00:01.726740, arrival_time=2021-04-10 03:46:48.967637, cost_time=0:00:00.575580 2021-04-10 03:46:47,718 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=1.38ms, fps=5366 images/s, loss=1.6558, top1-acc=64.94%, top5-acc=85.72%, remaining_time=0:00:01.053000, arrival_time=2021-04-10 03:46:48.771344, cost_time=0:00:01.053008 2021-04-10 03:46:48,196 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=1.42ms, fps=5354 images/s, loss=1.6407, top1-acc=65.09%, top5-acc=86.11%, remaining_time=0:00:00.510500, arrival_time=2021-04-10 03:46:48.707324, cost_time=0:00:01.531485 2021-04-10 03:46:48,633 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=0.09ms, fps=5315 images/s, loss=1.6352, top1-acc=65.21%, top5-acc=86.18%, remaining_time=0:00:00, arrival_time=2021-04-10 03:46:48.633673, cost_time=0:00:01.968373 2021-04-10 03:46:50,747 INFO : Epoch=0127 complete, best val top1-acc=65.21%, top5-acc=86.18% (epoch=127), remaining_time=0:39:11.314378, arrival_time=2021-04-10 04:26:02.062197, cost_time=1:08:10.642769 2021-04-10 03:46:50,748 INFO : Train start, epoch=0128, lr=0.029424 2021-04-10 03:46:52,361 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=1.72ms, fps=1587 images/s, loss=0.4568, top1-acc=87.81%, top5-acc=97.70%, remaining_time=0:00:29.994360, arrival_time=2021-04-10 03:47:22.355588, cost_time=0:00:01.612602 2021-04-10 03:46:53,816 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.63ms, fps=1760 images/s, loss=0.4616, top1-acc=87.58%, top5-acc=97.62%, remaining_time=0:00:26.996816, arrival_time=2021-04-10 03:47:20.813291, cost_time=0:00:03.067818 2021-04-10 03:46:55,277 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=1.33ms, fps=1753 images/s, loss=0.4709, top1-acc=87.37%, top5-acc=97.63%, remaining_time=0:00:25.059028, arrival_time=2021-04-10 03:47:20.336318, cost_time=0:00:04.528740 2021-04-10 03:46:56,734 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=1.78ms, fps=1757 images/s, loss=0.4613, top1-acc=87.59%, top5-acc=97.62%, remaining_time=0:00:23.345244, arrival_time=2021-04-10 03:47:20.079753, cost_time=0:00:05.985965 2021-04-10 03:46:58,196 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=2.17ms, fps=1752 images/s, loss=0.4674, top1-acc=87.35%, top5-acc=97.55%, remaining_time=0:00:21.747868, arrival_time=2021-04-10 03:47:19.944380, cost_time=0:00:07.447893 2021-04-10 03:46:59,658 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=1.71ms, fps=1752 images/s, loss=0.4778, top1-acc=87.12%, top5-acc=97.48%, remaining_time=0:00:20.196136, arrival_time=2021-04-10 03:47:19.854765, cost_time=0:00:08.910072 2021-04-10 03:47:01,114 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=1.54ms, fps=1759 images/s, loss=0.4748, top1-acc=87.11%, top5-acc=97.52%, remaining_time=0:00:18.658836, arrival_time=2021-04-10 03:47:19.773367, cost_time=0:00:10.365986 2021-04-10 03:47:02,569 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=1.31ms, fps=1760 images/s, loss=0.4760, top1-acc=87.16%, top5-acc=97.47%, remaining_time=0:00:17.140160, arrival_time=2021-04-10 03:47:19.709487, cost_time=0:00:11.820766 2021-04-10 03:47:04,040 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=1.75ms, fps=1741 images/s, loss=0.4766, top1-acc=87.20%, top5-acc=97.47%, remaining_time=0:00:15.655034, arrival_time=2021-04-10 03:47:19.695645, cost_time=0:00:13.291980 2021-04-10 03:47:05,497 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=1.35ms, fps=1757 images/s, loss=0.4752, top1-acc=87.24%, top5-acc=97.48%, remaining_time=0:00:14.159328, arrival_time=2021-04-10 03:47:19.657217, cost_time=0:00:14.749256 2021-04-10 03:47:06,953 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=1.66ms, fps=1760 images/s, loss=0.4793, top1-acc=87.12%, top5-acc=97.44%, remaining_time=0:00:12.669176, arrival_time=2021-04-10 03:47:19.622469, cost_time=0:00:16.204753 2021-04-10 03:47:08,407 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=2.00ms, fps=1761 images/s, loss=0.4824, top1-acc=87.04%, top5-acc=97.43%, remaining_time=0:00:11.183856, arrival_time=2021-04-10 03:47:19.591221, cost_time=0:00:17.658698 2021-04-10 03:47:09,878 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=5.17ms, fps=1741 images/s, loss=0.4825, top1-acc=86.97%, top5-acc=97.47%, remaining_time=0:00:09.712164, arrival_time=2021-04-10 03:47:19.590757, cost_time=0:00:19.129969 2021-04-10 03:47:11,332 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=1.64ms, fps=1761 images/s, loss=0.4808, top1-acc=87.03%, top5-acc=97.48%, remaining_time=0:00:08.233680, arrival_time=2021-04-10 03:47:19.566357, cost_time=0:00:20.584139 2021-04-10 03:47:12,791 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=1.91ms, fps=1755 images/s, loss=0.4841, top1-acc=86.94%, top5-acc=97.45%, remaining_time=0:00:06.759884, arrival_time=2021-04-10 03:47:19.551504, cost_time=0:00:22.043088 2021-04-10 03:47:14,245 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.31ms, fps=1761 images/s, loss=0.4842, top1-acc=86.93%, top5-acc=97.45%, remaining_time=0:00:05.286780, arrival_time=2021-04-10 03:47:19.532183, cost_time=0:00:23.496855 2021-04-10 03:47:15,699 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.42ms, fps=1761 images/s, loss=0.4857, top1-acc=86.89%, top5-acc=97.46%, remaining_time=0:00:03.816020, arrival_time=2021-04-10 03:47:19.515668, cost_time=0:00:24.950976 2021-04-10 03:47:17,152 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=1.88ms, fps=1762 images/s, loss=0.4871, top1-acc=86.85%, top5-acc=97.46%, remaining_time=0:00:02.347056, arrival_time=2021-04-10 03:47:19.499990, cost_time=0:00:26.404388 2021-04-10 03:47:18,607 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.24ms, fps=1760 images/s, loss=0.4888, top1-acc=86.82%, top5-acc=97.45%, remaining_time=0:00:00.879756, arrival_time=2021-04-10 03:47:19.487331, cost_time=0:00:27.859019 2021-04-10 03:47:19,397 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=1.23ms, fps=1722 images/s, loss=0.4908, top1-acc=86.80%, top5-acc=97.42%, remaining_time=0:00:00, arrival_time=2021-04-10 03:47:19.397878, cost_time=0:00:28.649339 2021-04-10 03:47:19,956 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=0.20ms, fps=4594 images/s, loss=1.7518, top1-acc=63.59%, top5-acc=84.45%, remaining_time=0:00:01.671750, arrival_time=2021-04-10 03:47:21.627965, cost_time=0:00:00.557250 2021-04-10 03:47:20,431 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=1.39ms, fps=5388 images/s, loss=1.7213, top1-acc=63.81%, top5-acc=84.61%, remaining_time=0:00:01.032780, arrival_time=2021-04-10 03:47:21.464530, cost_time=0:00:01.032773 2021-04-10 03:47:20,905 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=1.34ms, fps=5404 images/s, loss=1.7274, top1-acc=63.95%, top5-acc=84.64%, remaining_time=0:00:00.502290, arrival_time=2021-04-10 03:47:21.408134, cost_time=0:00:01.506875 2021-04-10 03:47:21,339 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=0.08ms, fps=5358 images/s, loss=1.7543, top1-acc=63.77%, top5-acc=84.48%, remaining_time=0:00:00, arrival_time=2021-04-10 03:47:21.339175, cost_time=0:00:01.940243 2021-04-10 03:47:22,375 INFO : Epoch=0128 complete, best val top1-acc=65.21%, top5-acc=86.18% (epoch=127), remaining_time=0:38:38.776848, arrival_time=2021-04-10 04:26:01.151909, cost_time=1:08:42.269985 2021-04-10 03:47:22,375 INFO : Train start, epoch=0129, lr=0.028711 2021-04-10 03:47:23,989 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=1.75ms, fps=1587 images/s, loss=0.5100, top1-acc=86.17%, top5-acc=97.62%, remaining_time=0:00:30.001800, arrival_time=2021-04-10 03:47:53.990872, cost_time=0:00:01.612997 2021-04-10 03:47:25,442 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=1.42ms, fps=1762 images/s, loss=0.4941, top1-acc=86.60%, top5-acc=97.58%, remaining_time=0:00:26.986432, arrival_time=2021-04-10 03:47:52.429147, cost_time=0:00:03.066634 2021-04-10 03:47:26,896 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=1.74ms, fps=1762 images/s, loss=0.4875, top1-acc=87.06%, top5-acc=97.55%, remaining_time=0:00:25.010722, arrival_time=2021-04-10 03:47:51.906797, cost_time=0:00:04.519996 2021-04-10 03:47:28,351 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.37ms, fps=1760 images/s, loss=0.4842, top1-acc=87.06%, top5-acc=97.51%, remaining_time=0:00:23.302344, arrival_time=2021-04-10 03:47:51.653377, cost_time=0:00:05.974959 2021-04-10 03:47:29,803 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=1.43ms, fps=1764 images/s, loss=0.4807, top1-acc=87.05%, top5-acc=97.52%, remaining_time=0:00:21.686986, arrival_time=2021-04-10 03:47:51.490086, cost_time=0:00:07.427028 2021-04-10 03:47:31,263 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=1.49ms, fps=1753 images/s, loss=0.4803, top1-acc=87.02%, top5-acc=97.51%, remaining_time=0:00:20.145136, arrival_time=2021-04-10 03:47:51.408820, cost_time=0:00:08.887541 2021-04-10 03:47:32,724 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=1.38ms, fps=1753 images/s, loss=0.4732, top1-acc=87.17%, top5-acc=97.58%, remaining_time=0:00:18.627336, arrival_time=2021-04-10 03:47:51.351953, cost_time=0:00:10.348503 2021-04-10 03:47:34,177 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=1.52ms, fps=1762 images/s, loss=0.4742, top1-acc=87.15%, top5-acc=97.58%, remaining_time=0:00:17.112668, arrival_time=2021-04-10 03:47:51.290589, cost_time=0:00:11.801845 2021-04-10 03:47:35,636 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.64ms, fps=1756 images/s, loss=0.4781, top1-acc=87.05%, top5-acc=97.53%, remaining_time=0:00:15.617298, arrival_time=2021-04-10 03:47:51.253362, cost_time=0:00:13.259983 2021-04-10 03:47:37,103 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=10.22ms, fps=1745 images/s, loss=0.4752, top1-acc=87.14%, top5-acc=97.59%, remaining_time=0:00:14.138208, arrival_time=2021-04-10 03:47:51.241621, cost_time=0:00:14.727286 2021-04-10 03:47:38,558 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.34ms, fps=1760 images/s, loss=0.4777, top1-acc=87.11%, top5-acc=97.57%, remaining_time=0:00:12.651976, arrival_time=2021-04-10 03:47:51.210883, cost_time=0:00:16.182803 2021-04-10 03:47:40,015 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.39ms, fps=1758 images/s, loss=0.4800, top1-acc=87.05%, top5-acc=97.56%, remaining_time=0:00:11.171772, arrival_time=2021-04-10 03:47:51.187541, cost_time=0:00:17.639689 2021-04-10 03:47:41,476 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=1.46ms, fps=1753 images/s, loss=0.4811, top1-acc=87.02%, top5-acc=97.58%, remaining_time=0:00:09.697314, arrival_time=2021-04-10 03:47:51.174103, cost_time=0:00:19.100708 2021-04-10 03:47:42,930 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=1.52ms, fps=1762 images/s, loss=0.4778, top1-acc=87.14%, top5-acc=97.61%, remaining_time=0:00:08.221640, arrival_time=2021-04-10 03:47:51.151850, cost_time=0:00:20.554124 2021-04-10 03:47:44,387 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=1.52ms, fps=1758 images/s, loss=0.4797, top1-acc=87.04%, top5-acc=97.60%, remaining_time=0:00:06.750086, arrival_time=2021-04-10 03:47:51.137268, cost_time=0:00:22.011102 2021-04-10 03:47:45,848 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=1.35ms, fps=1752 images/s, loss=0.4808, top1-acc=87.01%, top5-acc=97.59%, remaining_time=0:00:05.281344, arrival_time=2021-04-10 03:47:51.130120, cost_time=0:00:23.472687 2021-04-10 03:47:47,300 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=1.44ms, fps=1764 images/s, loss=0.4823, top1-acc=86.99%, top5-acc=97.56%, remaining_time=0:00:03.812016, arrival_time=2021-04-10 03:47:51.112756, cost_time=0:00:24.924652 2021-04-10 03:47:48,754 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=1.51ms, fps=1761 images/s, loss=0.4853, top1-acc=86.90%, top5-acc=97.54%, remaining_time=0:00:02.344768, arrival_time=2021-04-10 03:47:51.099475, cost_time=0:00:26.378637 2021-04-10 03:47:50,213 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.25ms, fps=1755 images/s, loss=0.4855, top1-acc=86.90%, top5-acc=97.53%, remaining_time=0:00:00.879078, arrival_time=2021-04-10 03:47:51.092547, cost_time=0:00:27.837378 2021-04-10 03:47:51,007 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=1.28ms, fps=1714 images/s, loss=0.4865, top1-acc=86.88%, top5-acc=97.54%, remaining_time=0:00:00, arrival_time=2021-04-10 03:47:51.007580, cost_time=0:00:28.631493 2021-04-10 03:47:51,579 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=2.30ms, fps=4487 images/s, loss=1.6533, top1-acc=65.47%, top5-acc=85.74%, remaining_time=0:00:01.711530, arrival_time=2021-04-10 03:47:53.290759, cost_time=0:00:00.570510 2021-04-10 03:47:52,052 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=1.40ms, fps=5415 images/s, loss=1.6699, top1-acc=65.27%, top5-acc=85.43%, remaining_time=0:00:01.043620, arrival_time=2021-04-10 03:47:53.095967, cost_time=0:00:01.043613 2021-04-10 03:47:52,530 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=1.67ms, fps=5354 images/s, loss=1.6889, top1-acc=64.77%, top5-acc=85.21%, remaining_time=0:00:00.507370, arrival_time=2021-04-10 03:47:53.038212, cost_time=0:00:01.522110 2021-04-10 03:47:52,965 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=0.08ms, fps=5341 images/s, loss=1.6673, top1-acc=65.01%, top5-acc=85.35%, remaining_time=0:00:00, arrival_time=2021-04-10 03:47:52.965524, cost_time=0:00:01.956821 2021-04-10 03:47:54,006 INFO : Epoch=0129 complete, best val top1-acc=65.21%, top5-acc=86.18% (epoch=127), remaining_time=0:38:06.255593, arrival_time=2021-04-10 04:26:00.261608, cost_time=1:09:13.900949 2021-04-10 03:47:54,006 INFO : Train start, epoch=0130, lr=0.028003 2021-04-10 03:47:55,617 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=1.59ms, fps=1590 images/s, loss=0.5268, top1-acc=85.90%, top5-acc=97.07%, remaining_time=0:00:29.946558, arrival_time=2021-04-10 03:48:25.563633, cost_time=0:00:01.610029 2021-04-10 03:47:57,073 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=1.63ms, fps=1758 images/s, loss=0.4662, top1-acc=87.27%, top5-acc=97.46%, remaining_time=0:00:26.987488, arrival_time=2021-04-10 03:48:24.061311, cost_time=0:00:03.066766 2021-04-10 03:47:58,526 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=1.49ms, fps=1762 images/s, loss=0.4451, top1-acc=87.85%, top5-acc=97.72%, remaining_time=0:00:25.009726, arrival_time=2021-04-10 03:48:23.536617, cost_time=0:00:04.519842 2021-04-10 03:47:59,979 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=1.58ms, fps=1763 images/s, loss=0.4523, top1-acc=87.77%, top5-acc=97.61%, remaining_time=0:00:23.293296, arrival_time=2021-04-10 03:48:23.273036, cost_time=0:00:05.972651 2021-04-10 03:48:01,435 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=1.42ms, fps=1759 images/s, loss=0.4464, top1-acc=87.95%, top5-acc=97.70%, remaining_time=0:00:21.690636, arrival_time=2021-04-10 03:48:23.125987, cost_time=0:00:07.428306 2021-04-10 03:48:02,888 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=1.86ms, fps=1762 images/s, loss=0.4560, top1-acc=87.73%, top5-acc=97.62%, remaining_time=0:00:20.131944, arrival_time=2021-04-10 03:48:23.020745, cost_time=0:00:08.881753 2021-04-10 03:48:04,342 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.48ms, fps=1762 images/s, loss=0.4602, top1-acc=87.65%, top5-acc=97.62%, remaining_time=0:00:18.603270, arrival_time=2021-04-10 03:48:22.945460, cost_time=0:00:10.335130 2021-04-10 03:48:05,799 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=1.56ms, fps=1757 images/s, loss=0.4593, top1-acc=87.66%, top5-acc=97.63%, remaining_time=0:00:17.098864, arrival_time=2021-04-10 03:48:22.898247, cost_time=0:00:11.792332 2021-04-10 03:48:07,267 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=1.61ms, fps=1744 images/s, loss=0.4560, top1-acc=87.70%, top5-acc=97.63%, remaining_time=0:00:15.618146, arrival_time=2021-04-10 03:48:22.885943, cost_time=0:00:13.260709 2021-04-10 03:48:08,724 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=1.41ms, fps=1758 images/s, loss=0.4562, top1-acc=87.71%, top5-acc=97.63%, remaining_time=0:00:14.128608, arrival_time=2021-04-10 03:48:22.852977, cost_time=0:00:14.717273 2021-04-10 03:48:10,192 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=1.65ms, fps=1745 images/s, loss=0.4585, top1-acc=87.63%, top5-acc=97.62%, remaining_time=0:00:12.653610, arrival_time=2021-04-10 03:48:22.845617, cost_time=0:00:16.184879 2021-04-10 03:48:11,655 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.45ms, fps=1750 images/s, loss=0.4628, top1-acc=87.52%, top5-acc=97.58%, remaining_time=0:00:11.177472, arrival_time=2021-04-10 03:48:22.833257, cost_time=0:00:17.648658 2021-04-10 03:48:13,112 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.56ms, fps=1758 images/s, loss=0.4646, top1-acc=87.46%, top5-acc=97.58%, remaining_time=0:00:09.699756, arrival_time=2021-04-10 03:48:22.812516, cost_time=0:00:19.105619 2021-04-10 03:48:14,569 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=1.44ms, fps=1758 images/s, loss=0.4644, top1-acc=87.48%, top5-acc=97.56%, remaining_time=0:00:08.225112, arrival_time=2021-04-10 03:48:22.794913, cost_time=0:00:20.562748 2021-04-10 03:48:16,028 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=1.53ms, fps=1756 images/s, loss=0.4653, top1-acc=87.47%, top5-acc=97.56%, remaining_time=0:00:06.753030, arrival_time=2021-04-10 03:48:22.780961, cost_time=0:00:22.020750 2021-04-10 03:48:17,489 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=1.57ms, fps=1752 images/s, loss=0.4621, top1-acc=87.50%, top5-acc=97.59%, remaining_time=0:00:05.283576, arrival_time=2021-04-10 03:48:22.773125, cost_time=0:00:23.482494 2021-04-10 03:48:18,946 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=1.52ms, fps=1758 images/s, loss=0.4627, top1-acc=87.48%, top5-acc=97.58%, remaining_time=0:00:03.814226, arrival_time=2021-04-10 03:48:22.760441, cost_time=0:00:24.939167 2021-04-10 03:48:20,397 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=1.50ms, fps=1764 images/s, loss=0.4651, top1-acc=87.37%, top5-acc=97.59%, remaining_time=0:00:02.345856, arrival_time=2021-04-10 03:48:22.743709, cost_time=0:00:26.390806 2021-04-10 03:48:21,852 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.71ms, fps=1761 images/s, loss=0.4668, top1-acc=87.30%, top5-acc=97.57%, remaining_time=0:00:00.879312, arrival_time=2021-04-10 03:48:22.731359, cost_time=0:00:27.844851 2021-04-10 03:48:22,646 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=1.62ms, fps=1713 images/s, loss=0.4674, top1-acc=87.32%, top5-acc=97.57%, remaining_time=0:00:00, arrival_time=2021-04-10 03:48:22.646633, cost_time=0:00:28.639593 2021-04-10 03:48:23,198 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=1.89ms, fps=4651 images/s, loss=1.5010, top1-acc=67.38%, top5-acc=87.38%, remaining_time=0:00:01.651260, arrival_time=2021-04-10 03:48:24.849411, cost_time=0:00:00.550420 2021-04-10 03:48:23,672 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=1.44ms, fps=5397 images/s, loss=1.5225, top1-acc=67.40%, top5-acc=87.13%, remaining_time=0:00:01.025240, arrival_time=2021-04-10 03:48:24.698179, cost_time=0:00:01.025232 2021-04-10 03:48:24,155 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=1.75ms, fps=5310 images/s, loss=1.5408, top1-acc=66.85%, top5-acc=86.97%, remaining_time=0:00:00.502560, arrival_time=2021-04-10 03:48:24.658007, cost_time=0:00:01.507695 2021-04-10 03:48:24,593 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.10ms, fps=5307 images/s, loss=1.5517, top1-acc=66.75%, top5-acc=86.93%, remaining_time=0:00:00, arrival_time=2021-04-10 03:48:24.593054, cost_time=0:00:01.945318 2021-04-10 03:48:26,733 INFO : Epoch=0130 complete, best val top1-acc=66.75%, top5-acc=86.93% (epoch=130), remaining_time=0:37:34.338450, arrival_time=2021-04-10 04:26:01.072024, cost_time=1:09:46.628488 2021-04-10 03:48:26,734 INFO : Train start, epoch=0131, lr=0.027300 2021-04-10 03:48:28,359 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=1.36ms, fps=1575 images/s, loss=0.3894, top1-acc=90.27%, top5-acc=98.24%, remaining_time=0:00:30.224814, arrival_time=2021-04-10 03:48:58.584579, cost_time=0:00:01.624988 2021-04-10 03:48:29,810 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=1.36ms, fps=1765 images/s, loss=0.4112, top1-acc=89.39%, top5-acc=98.07%, remaining_time=0:00:27.065104, arrival_time=2021-04-10 03:48:56.875460, cost_time=0:00:03.075571 2021-04-10 03:48:31,262 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=1.33ms, fps=1763 images/s, loss=0.4079, top1-acc=89.30%, top5-acc=98.11%, remaining_time=0:00:25.055044, arrival_time=2021-04-10 03:48:56.317872, cost_time=0:00:04.528035 2021-04-10 03:48:32,716 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=1.53ms, fps=1762 images/s, loss=0.4166, top1-acc=89.05%, top5-acc=98.03%, remaining_time=0:00:23.327772, arrival_time=2021-04-10 03:48:56.044041, cost_time=0:00:05.981486 2021-04-10 03:48:34,170 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=1.59ms, fps=1764 images/s, loss=0.4172, top1-acc=88.97%, top5-acc=98.04%, remaining_time=0:00:21.711952, arrival_time=2021-04-10 03:48:55.882351, cost_time=0:00:07.435615 2021-04-10 03:48:35,630 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=1.58ms, fps=1753 images/s, loss=0.4189, top1-acc=88.90%, top5-acc=98.03%, remaining_time=0:00:20.164312, arrival_time=2021-04-10 03:48:55.795156, cost_time=0:00:08.896048 2021-04-10 03:48:37,087 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=1.48ms, fps=1758 images/s, loss=0.4215, top1-acc=88.86%, top5-acc=98.00%, remaining_time=0:00:18.634644, arrival_time=2021-04-10 03:48:55.721995, cost_time=0:00:10.352547 2021-04-10 03:48:38,543 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=1.56ms, fps=1759 images/s, loss=0.4228, top1-acc=88.73%, top5-acc=97.98%, remaining_time=0:00:17.121832, arrival_time=2021-04-10 03:48:55.664872, cost_time=0:00:11.808179 2021-04-10 03:48:40,000 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=1.47ms, fps=1757 images/s, loss=0.4224, top1-acc=88.75%, top5-acc=98.00%, remaining_time=0:00:15.624506, arrival_time=2021-04-10 03:48:55.625392, cost_time=0:00:13.266076 2021-04-10 03:48:41,456 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=1.49ms, fps=1759 images/s, loss=0.4239, top1-acc=88.68%, top5-acc=97.99%, remaining_time=0:00:14.133120, arrival_time=2021-04-10 03:48:55.589921, cost_time=0:00:14.722009 2021-04-10 03:48:42,915 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.66ms, fps=1755 images/s, loss=0.4231, top1-acc=88.68%, top5-acc=97.98%, remaining_time=0:00:12.650514, arrival_time=2021-04-10 03:48:55.566224, cost_time=0:00:16.180918 2021-04-10 03:48:44,378 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=2.14ms, fps=1750 images/s, loss=0.4242, top1-acc=88.70%, top5-acc=98.00%, remaining_time=0:00:11.174508, arrival_time=2021-04-10 03:48:55.553381, cost_time=0:00:17.643997 2021-04-10 03:48:45,839 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=1.91ms, fps=1754 images/s, loss=0.4245, top1-acc=88.67%, top5-acc=98.01%, remaining_time=0:00:09.699162, arrival_time=2021-04-10 03:48:55.538475, cost_time=0:00:19.104397 2021-04-10 03:48:47,297 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=1.48ms, fps=1757 images/s, loss=0.4276, top1-acc=88.62%, top5-acc=97.99%, remaining_time=0:00:08.225000, arrival_time=2021-04-10 03:48:55.522340, cost_time=0:00:20.562543 2021-04-10 03:48:48,753 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=1.46ms, fps=1758 images/s, loss=0.4293, top1-acc=88.56%, top5-acc=97.98%, remaining_time=0:00:06.752524, arrival_time=2021-04-10 03:48:55.506396, cost_time=0:00:22.019087 2021-04-10 03:48:50,212 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=1.66ms, fps=1756 images/s, loss=0.4300, top1-acc=88.51%, top5-acc=97.96%, remaining_time=0:00:05.282424, arrival_time=2021-04-10 03:48:55.494862, cost_time=0:00:23.477520 2021-04-10 03:48:51,667 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=1.52ms, fps=1760 images/s, loss=0.4326, top1-acc=88.45%, top5-acc=97.93%, remaining_time=0:00:03.813264, arrival_time=2021-04-10 03:48:55.480867, cost_time=0:00:24.932809 2021-04-10 03:48:53,123 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=1.52ms, fps=1759 images/s, loss=0.4344, top1-acc=88.39%, top5-acc=97.92%, remaining_time=0:00:02.345680, arrival_time=2021-04-10 03:48:55.469399, cost_time=0:00:26.388935 2021-04-10 03:48:54,578 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=1.25ms, fps=1761 images/s, loss=0.4364, top1-acc=88.31%, top5-acc=97.91%, remaining_time=0:00:00.879264, arrival_time=2021-04-10 03:48:55.457436, cost_time=0:00:27.843385 2021-04-10 03:48:55,372 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=1.57ms, fps=1713 images/s, loss=0.4380, top1-acc=88.29%, top5-acc=97.89%, remaining_time=0:00:00, arrival_time=2021-04-10 03:48:55.372864, cost_time=0:00:28.637899 2021-04-10 03:48:55,955 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=0.30ms, fps=4403 images/s, loss=1.6029, top1-acc=67.81%, top5-acc=85.94%, remaining_time=0:00:01.744230, arrival_time=2021-04-10 03:48:57.700029, cost_time=0:00:00.581408 2021-04-10 03:48:56,430 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=1.61ms, fps=5400 images/s, loss=1.5128, top1-acc=68.07%, top5-acc=87.21%, remaining_time=0:00:01.055800, arrival_time=2021-04-10 03:48:57.486003, cost_time=0:00:01.055790 2021-04-10 03:48:56,907 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=1.30ms, fps=5369 images/s, loss=1.5247, top1-acc=67.51%, top5-acc=87.11%, remaining_time=0:00:00.511020, arrival_time=2021-04-10 03:48:57.418471, cost_time=0:00:01.533051 2021-04-10 03:48:57,340 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=0.06ms, fps=5360 images/s, loss=1.5440, top1-acc=67.25%, top5-acc=86.93%, remaining_time=0:00:00, arrival_time=2021-04-10 03:48:57.340582, cost_time=0:00:01.966203 2021-04-10 03:48:59,915 INFO : Epoch=0131 complete, best val top1-acc=67.25%, top5-acc=86.93% (epoch=131), remaining_time=0:37:02.648079, arrival_time=2021-04-10 04:26:02.563251, cost_time=1:10:19.810098 2021-04-10 03:48:59,915 INFO : Train start, epoch=0132, lr=0.026604 2021-04-10 03:49:01,578 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=1.47ms, fps=1540 images/s, loss=0.3859, top1-acc=89.22%, top5-acc=98.36%, remaining_time=0:00:30.920454, arrival_time=2021-04-10 03:49:32.498834, cost_time=0:00:01.662388 2021-04-10 03:49:03,039 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=1.48ms, fps=1753 images/s, loss=0.4171, top1-acc=88.77%, top5-acc=97.79%, remaining_time=0:00:27.484688, arrival_time=2021-04-10 03:49:30.524109, cost_time=0:00:03.123269 2021-04-10 03:49:04,496 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=1.74ms, fps=1759 images/s, loss=0.4064, top1-acc=89.05%, top5-acc=97.73%, remaining_time=0:00:25.342390, arrival_time=2021-04-10 03:49:29.838433, cost_time=0:00:04.579938 2021-04-10 03:49:05,951 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=1.47ms, fps=1760 images/s, loss=0.4121, top1-acc=88.96%, top5-acc=97.83%, remaining_time=0:00:23.536968, arrival_time=2021-04-10 03:49:29.488093, cost_time=0:00:06.035130 2021-04-10 03:49:07,414 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=1.45ms, fps=1750 images/s, loss=0.4163, top1-acc=88.92%, top5-acc=97.76%, remaining_time=0:00:21.894160, arrival_time=2021-04-10 03:49:29.308303, cost_time=0:00:07.497985 2021-04-10 03:49:08,871 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=1.66ms, fps=1757 images/s, loss=0.4186, top1-acc=88.85%, top5-acc=97.80%, remaining_time=0:00:20.299496, arrival_time=2021-04-10 03:49:29.171164, cost_time=0:00:08.955640 2021-04-10 03:49:10,325 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=1.61ms, fps=1762 images/s, loss=0.4189, top1-acc=88.77%, top5-acc=97.81%, remaining_time=0:00:18.736578, arrival_time=2021-04-10 03:49:29.061796, cost_time=0:00:10.409223 2021-04-10 03:49:11,784 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=1.47ms, fps=1755 images/s, loss=0.4220, top1-acc=88.69%, top5-acc=97.81%, remaining_time=0:00:17.208948, arrival_time=2021-04-10 03:49:28.993225, cost_time=0:00:11.868263 2021-04-10 03:49:13,243 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=1.42ms, fps=1755 images/s, loss=0.4209, top1-acc=88.72%, top5-acc=97.80%, remaining_time=0:00:15.696586, arrival_time=2021-04-10 03:49:28.939844, cost_time=0:00:13.327268 2021-04-10 03:49:14,707 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=1.42ms, fps=1749 images/s, loss=0.4280, top1-acc=88.54%, top5-acc=97.80%, remaining_time=0:00:14.199936, arrival_time=2021-04-10 03:49:28.907547, cost_time=0:00:14.791555 2021-04-10 03:49:16,166 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=1.39ms, fps=1755 images/s, loss=0.4286, top1-acc=88.51%, top5-acc=97.80%, remaining_time=0:00:12.704780, arrival_time=2021-04-10 03:49:28.871137, cost_time=0:00:16.250341 2021-04-10 03:49:17,625 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=2.09ms, fps=1755 images/s, loss=0.4299, top1-acc=88.43%, top5-acc=97.80%, remaining_time=0:00:11.215852, arrival_time=2021-04-10 03:49:28.841117, cost_time=0:00:17.709263 2021-04-10 03:49:19,083 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=1.37ms, fps=1756 images/s, loss=0.4353, top1-acc=88.33%, top5-acc=97.72%, remaining_time=0:00:09.731238, arrival_time=2021-04-10 03:49:28.814824, cost_time=0:00:19.167585 2021-04-10 03:49:20,541 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=1.34ms, fps=1756 images/s, loss=0.4356, top1-acc=88.29%, top5-acc=97.75%, remaining_time=0:00:08.250368, arrival_time=2021-04-10 03:49:28.792249, cost_time=0:00:20.625889 2021-04-10 03:49:21,998 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=1.43ms, fps=1758 images/s, loss=0.4347, top1-acc=88.25%, top5-acc=97.75%, remaining_time=0:00:06.772028, arrival_time=2021-04-10 03:49:28.770677, cost_time=0:00:22.082659 2021-04-10 03:49:23,461 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=1.44ms, fps=1750 images/s, loss=0.4366, top1-acc=88.19%, top5-acc=97.76%, remaining_time=0:00:05.297796, arrival_time=2021-04-10 03:49:28.759602, cost_time=0:00:23.545814 2021-04-10 03:49:24,922 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=1.33ms, fps=1754 images/s, loss=0.4357, top1-acc=88.23%, top5-acc=97.77%, remaining_time=0:00:03.824444, arrival_time=2021-04-10 03:49:28.746461, cost_time=0:00:25.006017 2021-04-10 03:49:26,379 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=1.43ms, fps=1757 images/s, loss=0.4394, top1-acc=88.18%, top5-acc=97.72%, remaining_time=0:00:02.352272, arrival_time=2021-04-10 03:49:28.731348, cost_time=0:00:26.463092 2021-04-10 03:49:27,843 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=4.66ms, fps=1749 images/s, loss=0.4409, top1-acc=88.12%, top5-acc=97.73%, remaining_time=0:00:00.881916, arrival_time=2021-04-10 03:49:28.725742, cost_time=0:00:27.927262 2021-04-10 03:49:28,640 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=1.50ms, fps=1709 images/s, loss=0.4415, top1-acc=88.12%, top5-acc=97.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:49:28.640642, cost_time=0:00:28.724629 2021-04-10 03:49:29,212 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=0.19ms, fps=4489 images/s, loss=1.7645, top1-acc=62.81%, top5-acc=84.18%, remaining_time=0:00:01.710810, arrival_time=2021-04-10 03:49:30.922975, cost_time=0:00:00.570270 2021-04-10 03:49:29,690 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=1.28ms, fps=5363 images/s, loss=1.6921, top1-acc=64.28%, top5-acc=84.86%, remaining_time=0:00:01.048160, arrival_time=2021-04-10 03:49:30.738165, cost_time=0:00:01.048164 2021-04-10 03:49:30,175 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=1.43ms, fps=5281 images/s, loss=1.6766, top1-acc=64.77%, top5-acc=84.86%, remaining_time=0:00:00.511080, arrival_time=2021-04-10 03:49:30.686255, cost_time=0:00:01.533231 2021-04-10 03:49:30,612 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=0.07ms, fps=5307 images/s, loss=1.7186, top1-acc=64.53%, top5-acc=84.81%, remaining_time=0:00:00, arrival_time=2021-04-10 03:49:30.612803, cost_time=0:00:01.970993 2021-04-10 03:49:31,726 INFO : Epoch=0132 complete, best val top1-acc=67.25%, top5-acc=86.93% (epoch=131), remaining_time=0:36:30.229408, arrival_time=2021-04-10 04:26:01.956258, cost_time=1:10:51.621805 2021-04-10 03:49:31,727 INFO : Train start, epoch=0133, lr=0.025912 2021-04-10 03:49:33,356 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=1.40ms, fps=1571 images/s, loss=0.3912, top1-acc=89.02%, top5-acc=98.32%, remaining_time=0:00:30.300888, arrival_time=2021-04-10 03:50:03.657674, cost_time=0:00:01.629083 2021-04-10 03:49:34,817 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=1.47ms, fps=1754 images/s, loss=0.3906, top1-acc=89.67%, top5-acc=98.20%, remaining_time=0:00:27.190240, arrival_time=2021-04-10 03:50:02.007786, cost_time=0:00:03.089802 2021-04-10 03:49:36,280 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=1.41ms, fps=1751 images/s, loss=0.3842, top1-acc=89.71%, top5-acc=98.36%, remaining_time=0:00:25.191994, arrival_time=2021-04-10 03:50:01.472373, cost_time=0:00:04.552777 2021-04-10 03:49:37,733 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=1.35ms, fps=1763 images/s, loss=0.3969, top1-acc=89.31%, top5-acc=98.23%, remaining_time=0:00:23.421684, arrival_time=2021-04-10 03:50:01.154846, cost_time=0:00:06.005575 2021-04-10 03:49:39,191 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=1.91ms, fps=1756 images/s, loss=0.4042, top1-acc=89.12%, top5-acc=98.13%, remaining_time=0:00:21.795172, arrival_time=2021-04-10 03:50:00.986945, cost_time=0:00:07.464119 2021-04-10 03:49:40,649 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=1.57ms, fps=1757 images/s, loss=0.4056, top1-acc=89.08%, top5-acc=98.14%, remaining_time=0:00:20.222928, arrival_time=2021-04-10 03:50:00.872421, cost_time=0:00:08.921906 2021-04-10 03:49:42,106 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=1.49ms, fps=1757 images/s, loss=0.4036, top1-acc=89.24%, top5-acc=98.12%, remaining_time=0:00:18.682272, arrival_time=2021-04-10 03:50:00.788888, cost_time=0:00:10.379038 2021-04-10 03:49:43,560 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=1.44ms, fps=1761 images/s, loss=0.4021, top1-acc=89.25%, top5-acc=98.13%, remaining_time=0:00:17.157676, arrival_time=2021-04-10 03:50:00.718141, cost_time=0:00:11.832880 2021-04-10 03:49:45,020 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=1.94ms, fps=1754 images/s, loss=0.4020, top1-acc=89.21%, top5-acc=98.18%, remaining_time=0:00:15.656412, arrival_time=2021-04-10 03:50:00.677252, cost_time=0:00:13.293188 2021-04-10 03:49:46,484 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.50ms, fps=1750 images/s, loss=0.4021, top1-acc=89.14%, top5-acc=98.18%, remaining_time=0:00:14.166432, arrival_time=2021-04-10 03:50:00.650696, cost_time=0:00:14.756682 2021-04-10 03:49:47,942 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=1.39ms, fps=1756 images/s, loss=0.4032, top1-acc=89.18%, top5-acc=98.17%, remaining_time=0:00:12.677432, arrival_time=2021-04-10 03:50:00.620348, cost_time=0:00:16.215340 2021-04-10 03:49:49,399 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=1.38ms, fps=1758 images/s, loss=0.4067, top1-acc=89.11%, top5-acc=98.11%, remaining_time=0:00:11.192368, arrival_time=2021-04-10 03:50:00.592083, cost_time=0:00:17.672125 2021-04-10 03:49:50,855 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=1.71ms, fps=1759 images/s, loss=0.4103, top1-acc=89.01%, top5-acc=98.08%, remaining_time=0:00:09.711042, arrival_time=2021-04-10 03:50:00.566486, cost_time=0:00:19.127839 2021-04-10 03:49:52,310 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=1.62ms, fps=1760 images/s, loss=0.4108, top1-acc=88.99%, top5-acc=98.07%, remaining_time=0:00:08.233120, arrival_time=2021-04-10 03:50:00.543492, cost_time=0:00:20.582789 2021-04-10 03:49:53,765 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=1.43ms, fps=1760 images/s, loss=0.4112, top1-acc=88.89%, top5-acc=98.06%, remaining_time=0:00:06.758228, arrival_time=2021-04-10 03:50:00.523546, cost_time=0:00:22.037749 2021-04-10 03:49:55,222 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=2.58ms, fps=1757 images/s, loss=0.4120, top1-acc=88.83%, top5-acc=98.04%, remaining_time=0:00:05.286384, arrival_time=2021-04-10 03:50:00.508964, cost_time=0:00:23.494997 2021-04-10 03:49:56,676 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.52ms, fps=1761 images/s, loss=0.4135, top1-acc=88.80%, top5-acc=98.02%, remaining_time=0:00:03.815708, arrival_time=2021-04-10 03:50:00.492124, cost_time=0:00:24.948840 2021-04-10 03:49:58,135 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=2.38ms, fps=1755 images/s, loss=0.4149, top1-acc=88.77%, top5-acc=98.01%, remaining_time=0:00:02.347376, arrival_time=2021-04-10 03:50:00.482933, cost_time=0:00:26.407984 2021-04-10 03:49:59,595 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=1.28ms, fps=1754 images/s, loss=0.4166, top1-acc=88.71%, top5-acc=97.99%, remaining_time=0:00:00.880026, arrival_time=2021-04-10 03:50:00.475203, cost_time=0:00:27.867538 2021-04-10 03:50:00,393 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=1.27ms, fps=1706 images/s, loss=0.4168, top1-acc=88.73%, top5-acc=97.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:50:00.393026, cost_time=0:00:28.665453 2021-04-10 03:50:00,959 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=0.47ms, fps=4526 images/s, loss=1.6187, top1-acc=66.45%, top5-acc=86.13%, remaining_time=0:00:01.696830, arrival_time=2021-04-10 03:50:02.656663, cost_time=0:00:00.565614 2021-04-10 03:50:01,436 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=1.47ms, fps=5372 images/s, loss=1.6565, top1-acc=65.31%, top5-acc=85.78%, remaining_time=0:00:01.042800, arrival_time=2021-04-10 03:50:02.479737, cost_time=0:00:01.042800 2021-04-10 03:50:01,913 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=1.25ms, fps=5379 images/s, loss=1.6372, top1-acc=65.68%, top5-acc=86.03%, remaining_time=0:00:00.506350, arrival_time=2021-04-10 03:50:02.419552, cost_time=0:00:01.519059 2021-04-10 03:50:02,348 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=0.07ms, fps=5330 images/s, loss=1.6510, top1-acc=65.56%, top5-acc=85.76%, remaining_time=0:00:00, arrival_time=2021-04-10 03:50:02.348766, cost_time=0:00:01.954650 2021-04-10 03:50:03,634 INFO : Epoch=0133 complete, best val top1-acc=67.25%, top5-acc=86.93% (epoch=131), remaining_time=0:35:57.868263, arrival_time=2021-04-10 04:26:01.502944, cost_time=1:11:23.529603 2021-04-10 03:50:03,635 INFO : Train start, epoch=0134, lr=0.025227 2021-04-10 03:50:05,277 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=1.55ms, fps=1560 images/s, loss=0.4108, top1-acc=89.26%, top5-acc=97.73%, remaining_time=0:00:30.530784, arrival_time=2021-04-10 03:50:35.808048, cost_time=0:00:01.641438 2021-04-10 03:50:06,733 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=1.95ms, fps=1759 images/s, loss=0.4170, top1-acc=88.85%, top5-acc=97.77%, remaining_time=0:00:27.259936, arrival_time=2021-04-10 03:50:33.993487, cost_time=0:00:03.097729 2021-04-10 03:50:08,195 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=1.42ms, fps=1752 images/s, loss=0.4158, top1-acc=88.82%, top5-acc=97.88%, remaining_time=0:00:25.229842, arrival_time=2021-04-10 03:50:33.425196, cost_time=0:00:04.559616 2021-04-10 03:50:09,651 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=1.80ms, fps=1759 images/s, loss=0.4028, top1-acc=89.17%, top5-acc=97.96%, remaining_time=0:00:23.460372, arrival_time=2021-04-10 03:50:33.111609, cost_time=0:00:06.015472 2021-04-10 03:50:11,114 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=1.36ms, fps=1750 images/s, loss=0.3950, top1-acc=89.22%, top5-acc=98.06%, remaining_time=0:00:21.837512, arrival_time=2021-04-10 03:50:32.951907, cost_time=0:00:07.478610 2021-04-10 03:50:12,568 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.51ms, fps=1761 images/s, loss=0.3890, top1-acc=89.45%, top5-acc=98.14%, remaining_time=0:00:20.247816, arrival_time=2021-04-10 03:50:32.816429, cost_time=0:00:08.932867 2021-04-10 03:50:14,022 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=1.39ms, fps=1762 images/s, loss=0.3932, top1-acc=89.29%, top5-acc=98.14%, remaining_time=0:00:18.695880, arrival_time=2021-04-10 03:50:32.718178, cost_time=0:00:10.386586 2021-04-10 03:50:15,476 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=1.37ms, fps=1761 images/s, loss=0.3883, top1-acc=89.40%, top5-acc=98.15%, remaining_time=0:00:17.169508, arrival_time=2021-04-10 03:50:32.646274, cost_time=0:00:11.841075 2021-04-10 03:50:16,931 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=1.45ms, fps=1760 images/s, loss=0.3873, top1-acc=89.44%, top5-acc=98.17%, remaining_time=0:00:15.659380, arrival_time=2021-04-10 03:50:32.590821, cost_time=0:00:13.295671 2021-04-10 03:50:18,387 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=1.98ms, fps=1759 images/s, loss=0.3883, top1-acc=89.45%, top5-acc=98.19%, remaining_time=0:00:14.161632, arrival_time=2021-04-10 03:50:32.549076, cost_time=0:00:14.751709 2021-04-10 03:50:19,844 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=1.41ms, fps=1758 images/s, loss=0.3907, top1-acc=89.38%, top5-acc=98.18%, remaining_time=0:00:12.672014, arrival_time=2021-04-10 03:50:32.516122, cost_time=0:00:16.208404 2021-04-10 03:50:21,298 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=1.47ms, fps=1761 images/s, loss=0.3957, top1-acc=89.25%, top5-acc=98.12%, remaining_time=0:00:11.186288, arrival_time=2021-04-10 03:50:32.484525, cost_time=0:00:17.662536 2021-04-10 03:50:22,753 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=1.45ms, fps=1760 images/s, loss=0.3963, top1-acc=89.26%, top5-acc=98.09%, remaining_time=0:00:09.705762, arrival_time=2021-04-10 03:50:32.458914, cost_time=0:00:19.117444 2021-04-10 03:50:24,212 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=1.46ms, fps=1755 images/s, loss=0.3968, top1-acc=89.24%, top5-acc=98.08%, remaining_time=0:00:08.230656, arrival_time=2021-04-10 03:50:32.443007, cost_time=0:00:20.576645 2021-04-10 03:50:25,663 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=1.41ms, fps=1764 images/s, loss=0.3978, top1-acc=89.25%, top5-acc=98.06%, remaining_time=0:00:06.755284, arrival_time=2021-04-10 03:50:32.419143, cost_time=0:00:22.028155 2021-04-10 03:50:27,120 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=1.36ms, fps=1758 images/s, loss=0.4012, top1-acc=89.16%, top5-acc=98.05%, remaining_time=0:00:05.284008, arrival_time=2021-04-10 03:50:32.404263, cost_time=0:00:23.484548 2021-04-10 03:50:28,575 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=1.40ms, fps=1760 images/s, loss=0.4012, top1-acc=89.18%, top5-acc=98.05%, remaining_time=0:00:03.814252, arrival_time=2021-04-10 03:50:32.389320, cost_time=0:00:24.939357 2021-04-10 03:50:30,030 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=1.42ms, fps=1760 images/s, loss=0.4007, top1-acc=89.13%, top5-acc=98.08%, remaining_time=0:00:02.346160, arrival_time=2021-04-10 03:50:32.376126, cost_time=0:00:26.394264 2021-04-10 03:50:31,492 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=1.72ms, fps=1751 images/s, loss=0.4018, top1-acc=89.08%, top5-acc=98.08%, remaining_time=0:00:00.879684, arrival_time=2021-04-10 03:50:32.372224, cost_time=0:00:27.856710 2021-04-10 03:50:32,285 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=1.43ms, fps=1716 images/s, loss=0.4035, top1-acc=89.05%, top5-acc=98.08%, remaining_time=0:00:00, arrival_time=2021-04-10 03:50:32.285815, cost_time=0:00:28.650111 2021-04-10 03:50:32,835 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=2.26ms, fps=4668 images/s, loss=1.7093, top1-acc=64.57%, top5-acc=85.04%, remaining_time=0:00:01.645320, arrival_time=2021-04-10 03:50:34.480654, cost_time=0:00:00.548442 2021-04-10 03:50:33,315 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=1.34ms, fps=5339 images/s, loss=1.7420, top1-acc=64.34%, top5-acc=84.57%, remaining_time=0:00:01.028360, arrival_time=2021-04-10 03:50:34.343606, cost_time=0:00:01.028365 2021-04-10 03:50:33,790 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=1.31ms, fps=5390 images/s, loss=1.6927, top1-acc=65.16%, top5-acc=85.34%, remaining_time=0:00:00.501230, arrival_time=2021-04-10 03:50:34.291800, cost_time=0:00:01.503694 2021-04-10 03:50:34,226 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=0.07ms, fps=5332 images/s, loss=1.6863, top1-acc=65.35%, top5-acc=85.44%, remaining_time=0:00:00, arrival_time=2021-04-10 03:50:34.225988, cost_time=0:00:01.939140 2021-04-10 03:50:35,247 INFO : Epoch=0134 complete, best val top1-acc=67.25%, top5-acc=86.93% (epoch=131), remaining_time=0:35:25.368564, arrival_time=2021-04-10 04:26:00.615847, cost_time=1:11:55.142205 2021-04-10 03:50:35,248 INFO : Train start, epoch=0135, lr=0.024548 2021-04-10 03:50:36,871 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=1.33ms, fps=1577 images/s, loss=0.3700, top1-acc=90.04%, top5-acc=98.48%, remaining_time=0:00:30.186312, arrival_time=2021-04-10 03:51:07.057558, cost_time=0:00:01.622915 2021-04-10 03:50:38,346 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=2.01ms, fps=1736 images/s, loss=0.4017, top1-acc=89.28%, top5-acc=98.30%, remaining_time=0:00:27.264864, arrival_time=2021-04-10 03:51:05.611466, cost_time=0:00:03.098285 2021-04-10 03:50:39,799 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=1.34ms, fps=1762 images/s, loss=0.4031, top1-acc=88.89%, top5-acc=98.28%, remaining_time=0:00:25.183860, arrival_time=2021-04-10 03:51:04.983473, cost_time=0:00:04.551300 2021-04-10 03:50:41,261 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=1.44ms, fps=1752 images/s, loss=0.3941, top1-acc=89.18%, top5-acc=98.33%, remaining_time=0:00:23.450076, arrival_time=2021-04-10 03:51:04.711301, cost_time=0:00:06.012825 2021-04-10 03:50:42,716 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=1.58ms, fps=1760 images/s, loss=0.3942, top1-acc=89.19%, top5-acc=98.33%, remaining_time=0:00:21.805684, arrival_time=2021-04-10 03:51:04.521766, cost_time=0:00:07.467690 2021-04-10 03:50:44,170 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=1.35ms, fps=1761 images/s, loss=0.3905, top1-acc=89.22%, top5-acc=98.39%, remaining_time=0:00:20.222520, arrival_time=2021-04-10 03:51:04.392514, cost_time=0:00:08.921677 2021-04-10 03:50:45,623 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=2.01ms, fps=1762 images/s, loss=0.3899, top1-acc=89.37%, top5-acc=98.36%, remaining_time=0:00:18.674460, arrival_time=2021-04-10 03:51:04.297518, cost_time=0:00:10.374681 2021-04-10 03:50:47,079 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.48ms, fps=1758 images/s, loss=0.3906, top1-acc=89.38%, top5-acc=98.33%, remaining_time=0:00:17.155472, arrival_time=2021-04-10 03:51:04.235202, cost_time=0:00:11.831380 2021-04-10 03:50:48,542 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=1.80ms, fps=1751 images/s, loss=0.3880, top1-acc=89.39%, top5-acc=98.38%, remaining_time=0:00:15.656942, arrival_time=2021-04-10 03:51:04.198922, cost_time=0:00:13.293647 2021-04-10 03:50:50,003 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=1.69ms, fps=1752 images/s, loss=0.3885, top1-acc=89.36%, top5-acc=98.36%, remaining_time=0:00:14.164800, arrival_time=2021-04-10 03:51:04.168214, cost_time=0:00:14.755047 2021-04-10 03:50:51,471 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=1.71ms, fps=1745 images/s, loss=0.3910, top1-acc=89.33%, top5-acc=98.33%, remaining_time=0:00:12.683194, arrival_time=2021-04-10 03:51:04.154286, cost_time=0:00:16.222704 2021-04-10 03:50:52,921 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=1.36ms, fps=1766 images/s, loss=0.3915, top1-acc=89.28%, top5-acc=98.32%, remaining_time=0:00:11.192672, arrival_time=2021-04-10 03:51:04.113871, cost_time=0:00:17.672629 2021-04-10 03:50:54,372 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=1.57ms, fps=1765 images/s, loss=0.3932, top1-acc=89.22%, top5-acc=98.31%, remaining_time=0:00:09.709062, arrival_time=2021-04-10 03:51:04.081373, cost_time=0:00:19.123964 2021-04-10 03:50:55,834 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=1.43ms, fps=1751 images/s, loss=0.3928, top1-acc=89.23%, top5-acc=98.29%, remaining_time=0:00:08.234464, arrival_time=2021-04-10 03:51:04.068988, cost_time=0:00:20.586199 2021-04-10 03:50:57,295 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=1.39ms, fps=1753 images/s, loss=0.3938, top1-acc=89.22%, top5-acc=98.28%, remaining_time=0:00:06.761126, arrival_time=2021-04-10 03:51:04.056735, cost_time=0:00:22.047201 2021-04-10 03:50:58,755 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=1.52ms, fps=1754 images/s, loss=0.3949, top1-acc=89.21%, top5-acc=98.26%, remaining_time=0:00:05.289120, arrival_time=2021-04-10 03:51:04.044646, cost_time=0:00:23.507194 2021-04-10 03:51:00,218 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=1.37ms, fps=1750 images/s, loss=0.3950, top1-acc=89.27%, top5-acc=98.23%, remaining_time=0:00:03.818984, arrival_time=2021-04-10 03:51:04.037560, cost_time=0:00:24.970251 2021-04-10 03:51:01,676 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=1.37ms, fps=1756 images/s, loss=0.3967, top1-acc=89.23%, top5-acc=98.22%, remaining_time=0:00:02.349200, arrival_time=2021-04-10 03:51:04.025979, cost_time=0:00:26.428457 2021-04-10 03:51:03,130 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=2.11ms, fps=1761 images/s, loss=0.3963, top1-acc=89.23%, top5-acc=98.24%, remaining_time=0:00:00.880500, arrival_time=2021-04-10 03:51:04.011422, cost_time=0:00:27.882548 2021-04-10 03:51:03,924 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=1.34ms, fps=1715 images/s, loss=0.3988, top1-acc=89.18%, top5-acc=98.23%, remaining_time=0:00:00, arrival_time=2021-04-10 03:51:03.924560, cost_time=0:00:28.675753 2021-04-10 03:51:04,513 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=0.20ms, fps=4358 images/s, loss=1.5557, top1-acc=68.16%, top5-acc=87.03%, remaining_time=0:00:01.762290, arrival_time=2021-04-10 03:51:06.275537, cost_time=0:00:00.587434 2021-04-10 03:51:04,989 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=1.35ms, fps=5383 images/s, loss=1.6213, top1-acc=66.89%, top5-acc=86.41%, remaining_time=0:00:01.063300, arrival_time=2021-04-10 03:51:06.052423, cost_time=0:00:01.063300 2021-04-10 03:51:05,468 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=1.24ms, fps=5344 images/s, loss=1.6159, top1-acc=66.82%, top5-acc=86.47%, remaining_time=0:00:00.514220, arrival_time=2021-04-10 03:51:05.982699, cost_time=0:00:01.542655 2021-04-10 03:51:05,903 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=0.08ms, fps=5343 images/s, loss=1.6109, top1-acc=66.84%, top5-acc=86.57%, remaining_time=0:00:00, arrival_time=2021-04-10 03:51:05.903020, cost_time=0:00:01.977220 2021-04-10 03:51:06,897 INFO : Epoch=0135 complete, best val top1-acc=67.25%, top5-acc=86.93% (epoch=131), remaining_time=0:34:52.900290, arrival_time=2021-04-10 04:25:59.798220, cost_time=1:12:26.792895 2021-04-10 03:51:06,898 INFO : Train start, epoch=0136, lr=0.023875 2021-04-10 03:51:08,505 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=1.63ms, fps=1594 images/s, loss=0.3828, top1-acc=89.53%, top5-acc=98.44%, remaining_time=0:00:29.879784, arrival_time=2021-04-10 03:51:38.384849, cost_time=0:00:01.606440 2021-04-10 03:51:09,959 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=1.33ms, fps=1760 images/s, loss=0.3520, top1-acc=90.33%, top5-acc=98.57%, remaining_time=0:00:26.938560, arrival_time=2021-04-10 03:51:36.898383, cost_time=0:00:03.061208 2021-04-10 03:51:11,417 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=1.59ms, fps=1757 images/s, loss=0.3491, top1-acc=90.47%, top5-acc=98.53%, remaining_time=0:00:25.002588, arrival_time=2021-04-10 03:51:36.419757, cost_time=0:00:04.518538 2021-04-10 03:51:12,871 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=1.62ms, fps=1761 images/s, loss=0.3440, top1-acc=90.63%, top5-acc=98.57%, remaining_time=0:00:23.293608, arrival_time=2021-04-10 03:51:36.164944, cost_time=0:00:05.972711 2021-04-10 03:51:14,325 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=1.52ms, fps=1761 images/s, loss=0.3466, top1-acc=90.59%, top5-acc=98.59%, remaining_time=0:00:21.686840, arrival_time=2021-04-10 03:51:36.012456, cost_time=0:00:07.426989 2021-04-10 03:51:15,784 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=1.91ms, fps=1755 images/s, loss=0.3549, top1-acc=90.37%, top5-acc=98.49%, remaining_time=0:00:20.141872, arrival_time=2021-04-10 03:51:35.926626, cost_time=0:00:08.886113 2021-04-10 03:51:17,246 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=1.52ms, fps=1752 images/s, loss=0.3622, top1-acc=90.26%, top5-acc=98.43%, remaining_time=0:00:18.626580, arrival_time=2021-04-10 03:51:35.873271, cost_time=0:00:10.348068 2021-04-10 03:51:18,703 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=1.41ms, fps=1758 images/s, loss=0.3673, top1-acc=90.12%, top5-acc=98.39%, remaining_time=0:00:17.116960, arrival_time=2021-04-10 03:51:35.820467, cost_time=0:00:11.804816 2021-04-10 03:51:20,158 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=1.42ms, fps=1760 images/s, loss=0.3713, top1-acc=89.97%, top5-acc=98.36%, remaining_time=0:00:15.616980, arrival_time=2021-04-10 03:51:35.775382, cost_time=0:00:13.259731 2021-04-10 03:51:21,614 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=2.04ms, fps=1759 images/s, loss=0.3732, top1-acc=89.95%, top5-acc=98.34%, remaining_time=0:00:14.127264, arrival_time=2021-04-10 03:51:35.741851, cost_time=0:00:14.715916 2021-04-10 03:51:23,078 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=1.48ms, fps=1750 images/s, loss=0.3700, top1-acc=90.04%, top5-acc=98.37%, remaining_time=0:00:12.649396, arrival_time=2021-04-10 03:51:35.727457, cost_time=0:00:16.179432 2021-04-10 03:51:24,543 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=1.56ms, fps=1747 images/s, loss=0.3722, top1-acc=89.95%, top5-acc=98.38%, remaining_time=0:00:11.175344, arrival_time=2021-04-10 03:51:35.719229, cost_time=0:00:17.645241 2021-04-10 03:51:26,000 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=1.43ms, fps=1758 images/s, loss=0.3728, top1-acc=89.92%, top5-acc=98.35%, remaining_time=0:00:09.697842, arrival_time=2021-04-10 03:51:35.698352, cost_time=0:00:19.101870 2021-04-10 03:51:27,458 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=1.39ms, fps=1756 images/s, loss=0.3747, top1-acc=89.94%, top5-acc=98.32%, remaining_time=0:00:08.224048, arrival_time=2021-04-10 03:51:35.682766, cost_time=0:00:20.560060 2021-04-10 03:51:28,919 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=1.42ms, fps=1753 images/s, loss=0.3770, top1-acc=89.84%, top5-acc=98.31%, remaining_time=0:00:06.753214, arrival_time=2021-04-10 03:51:35.673163, cost_time=0:00:22.021324 2021-04-10 03:51:30,373 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=1.40ms, fps=1762 images/s, loss=0.3799, top1-acc=89.78%, top5-acc=98.27%, remaining_time=0:00:05.281740, arrival_time=2021-04-10 03:51:35.654728, cost_time=0:00:23.474357 2021-04-10 03:51:31,828 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=1.80ms, fps=1760 images/s, loss=0.3806, top1-acc=89.75%, top5-acc=98.27%, remaining_time=0:00:03.812744, arrival_time=2021-04-10 03:51:35.640923, cost_time=0:00:24.929555 2021-04-10 03:51:33,285 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=1.43ms, fps=1757 images/s, loss=0.3809, top1-acc=89.75%, top5-acc=98.27%, remaining_time=0:00:02.345488, arrival_time=2021-04-10 03:51:35.630779, cost_time=0:00:26.386655 2021-04-10 03:51:34,741 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.37ms, fps=1759 images/s, loss=0.3835, top1-acc=89.69%, top5-acc=98.26%, remaining_time=0:00:00.879240, arrival_time=2021-04-10 03:51:35.620554, cost_time=0:00:27.842685 2021-04-10 03:51:35,535 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=1.26ms, fps=1712 images/s, loss=0.3848, top1-acc=89.67%, top5-acc=98.25%, remaining_time=0:00:00, arrival_time=2021-04-10 03:51:35.535951, cost_time=0:00:28.637320 2021-04-10 03:51:36,105 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=0.40ms, fps=4504 images/s, loss=1.7157, top1-acc=65.59%, top5-acc=86.09%, remaining_time=0:00:01.705140, arrival_time=2021-04-10 03:51:37.810583, cost_time=0:00:00.568375 2021-04-10 03:51:36,581 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=2.56ms, fps=5377 images/s, loss=1.6970, top1-acc=65.78%, top5-acc=85.82%, remaining_time=0:00:01.044840, arrival_time=2021-04-10 03:51:37.626743, cost_time=0:00:01.044836 2021-04-10 03:51:37,058 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=1.95ms, fps=5371 images/s, loss=1.6833, top1-acc=65.52%, top5-acc=85.89%, remaining_time=0:00:00.507260, arrival_time=2021-04-10 03:51:37.566113, cost_time=0:00:01.521784 2021-04-10 03:51:37,494 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=0.08ms, fps=5331 images/s, loss=1.6951, top1-acc=65.35%, top5-acc=85.62%, remaining_time=0:00:00, arrival_time=2021-04-10 03:51:37.494348, cost_time=0:00:01.957307 2021-04-10 03:51:38,529 INFO : Epoch=0136 complete, best val top1-acc=67.25%, top5-acc=86.93% (epoch=131), remaining_time=0:34:20.434944, arrival_time=2021-04-10 04:25:58.964203, cost_time=1:12:58.424225 2021-04-10 03:51:38,529 INFO : Train start, epoch=0137, lr=0.023209 2021-04-10 03:51:40,180 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=1.48ms, fps=1552 images/s, loss=0.4511, top1-acc=87.77%, top5-acc=97.46%, remaining_time=0:00:30.689256, arrival_time=2021-04-10 03:52:10.869267, cost_time=0:00:01.649956 2021-04-10 03:51:41,649 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=1.80ms, fps=1743 images/s, loss=0.4257, top1-acc=88.54%, top5-acc=97.66%, remaining_time=0:00:27.446672, arrival_time=2021-04-10 03:52:09.095706, cost_time=0:00:03.118934 2021-04-10 03:51:43,102 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=1.39ms, fps=1762 images/s, loss=0.4089, top1-acc=88.89%, top5-acc=97.89%, remaining_time=0:00:25.303546, arrival_time=2021-04-10 03:52:08.406433, cost_time=0:00:04.572921 2021-04-10 03:51:44,563 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=2.60ms, fps=1753 images/s, loss=0.3921, top1-acc=89.24%, top5-acc=98.03%, remaining_time=0:00:23.530260, arrival_time=2021-04-10 03:52:08.093752, cost_time=0:00:06.033400 2021-04-10 03:51:46,033 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=2.57ms, fps=1743 images/s, loss=0.3944, top1-acc=89.34%, top5-acc=98.01%, remaining_time=0:00:21.908760, arrival_time=2021-04-10 03:52:07.941835, cost_time=0:00:07.503023 2021-04-10 03:51:47,499 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=1.80ms, fps=1747 images/s, loss=0.4010, top1-acc=89.29%, top5-acc=97.97%, remaining_time=0:00:20.329960, arrival_time=2021-04-10 03:52:07.829095, cost_time=0:00:08.969077 2021-04-10 03:51:48,958 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=1.37ms, fps=1755 images/s, loss=0.3968, top1-acc=89.29%, top5-acc=98.01%, remaining_time=0:00:18.770472, arrival_time=2021-04-10 03:52:07.728602, cost_time=0:00:10.428049 2021-04-10 03:51:50,424 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=2.14ms, fps=1747 images/s, loss=0.3971, top1-acc=89.26%, top5-acc=98.04%, remaining_time=0:00:17.246532, arrival_time=2021-04-10 03:52:07.670693, cost_time=0:00:11.894184 2021-04-10 03:51:51,877 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=1.43ms, fps=1761 images/s, loss=0.3979, top1-acc=89.20%, top5-acc=98.12%, remaining_time=0:00:15.720966, arrival_time=2021-04-10 03:52:07.598889, cost_time=0:00:13.347953 2021-04-10 03:51:53,335 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=1.63ms, fps=1757 images/s, loss=0.3928, top1-acc=89.35%, top5-acc=98.17%, remaining_time=0:00:14.213088, arrival_time=2021-04-10 03:52:07.548437, cost_time=0:00:14.805316 2021-04-10 03:51:54,791 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=1.43ms, fps=1759 images/s, loss=0.3870, top1-acc=89.49%, top5-acc=98.21%, remaining_time=0:00:12.713638, arrival_time=2021-04-10 03:52:07.505259, cost_time=0:00:16.261591 2021-04-10 03:51:56,248 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=1.45ms, fps=1758 images/s, loss=0.3849, top1-acc=89.53%, top5-acc=98.26%, remaining_time=0:00:11.221400, arrival_time=2021-04-10 03:52:07.469395, cost_time=0:00:17.718028 2021-04-10 03:51:57,704 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=1.58ms, fps=1758 images/s, loss=0.3834, top1-acc=89.56%, top5-acc=98.27%, remaining_time=0:00:09.734670, arrival_time=2021-04-10 03:52:07.439029, cost_time=0:00:19.174396 2021-04-10 03:51:59,163 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=1.89ms, fps=1755 images/s, loss=0.3813, top1-acc=89.61%, top5-acc=98.26%, remaining_time=0:00:08.253392, arrival_time=2021-04-10 03:52:07.416922, cost_time=0:00:20.633429 2021-04-10 03:52:00,624 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=1.57ms, fps=1753 images/s, loss=0.3823, top1-acc=89.54%, top5-acc=98.25%, remaining_time=0:00:06.775662, arrival_time=2021-04-10 03:52:07.400139, cost_time=0:00:22.094493 2021-04-10 03:52:02,091 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=1.69ms, fps=1745 images/s, loss=0.3835, top1-acc=89.54%, top5-acc=98.23%, remaining_time=0:00:05.301360, arrival_time=2021-04-10 03:52:07.393094, cost_time=0:00:23.561670 2021-04-10 03:52:03,550 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=1.41ms, fps=1756 images/s, loss=0.3845, top1-acc=89.53%, top5-acc=98.22%, remaining_time=0:00:03.826654, arrival_time=2021-04-10 03:52:07.377025, cost_time=0:00:25.020407 2021-04-10 03:52:05,003 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=1.41ms, fps=1762 images/s, loss=0.3855, top1-acc=89.48%, top5-acc=98.23%, remaining_time=0:00:02.353184, arrival_time=2021-04-10 03:52:07.356597, cost_time=0:00:26.473381 2021-04-10 03:52:06,459 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.40ms, fps=1758 images/s, loss=0.3870, top1-acc=89.47%, top5-acc=98.24%, remaining_time=0:00:00.881988, arrival_time=2021-04-10 03:52:07.341688, cost_time=0:00:27.929704 2021-04-10 03:52:07,252 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=1.22ms, fps=1718 images/s, loss=0.3892, top1-acc=89.43%, top5-acc=98.23%, remaining_time=0:00:00, arrival_time=2021-04-10 03:52:07.252065, cost_time=0:00:28.722090 2021-04-10 03:52:07,840 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=0.22ms, fps=4357 images/s, loss=1.7454, top1-acc=65.08%, top5-acc=84.65%, remaining_time=0:00:01.762470, arrival_time=2021-04-10 03:52:09.603145, cost_time=0:00:00.587489 2021-04-10 03:52:08,318 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=1.62ms, fps=5364 images/s, loss=1.7634, top1-acc=64.71%, top5-acc=84.51%, remaining_time=0:00:01.065060, arrival_time=2021-04-10 03:52:09.383314, cost_time=0:00:01.065057 2021-04-10 03:52:08,796 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=1.59ms, fps=5358 images/s, loss=1.7306, top1-acc=65.12%, top5-acc=84.75%, remaining_time=0:00:00.514410, arrival_time=2021-04-10 03:52:09.310883, cost_time=0:00:01.543238 2021-04-10 03:52:09,234 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=0.09ms, fps=5306 images/s, loss=1.7038, top1-acc=65.48%, top5-acc=84.91%, remaining_time=0:00:00, arrival_time=2021-04-10 03:52:09.234059, cost_time=0:00:01.980901 2021-04-10 03:52:10,309 INFO : Epoch=0137 complete, best val top1-acc=67.25%, top5-acc=86.93% (epoch=131), remaining_time=0:33:48.050199, arrival_time=2021-04-10 04:25:58.359642, cost_time=1:13:30.204369 2021-04-10 03:52:10,310 INFO : Train start, epoch=0138, lr=0.022549 2021-04-10 03:52:11,952 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=0.40ms, fps=1559 images/s, loss=0.3426, top1-acc=90.47%, top5-acc=98.71%, remaining_time=0:00:30.541200, arrival_time=2021-04-10 03:52:42.493644, cost_time=0:00:01.641996 2021-04-10 03:52:13,411 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=1.55ms, fps=1756 images/s, loss=0.3536, top1-acc=90.37%, top5-acc=98.50%, remaining_time=0:00:27.284752, arrival_time=2021-04-10 03:52:40.695810, cost_time=0:00:03.100540 2021-04-10 03:52:14,869 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=1.51ms, fps=1756 images/s, loss=0.3521, top1-acc=90.34%, top5-acc=98.54%, remaining_time=0:00:25.224862, arrival_time=2021-04-10 03:52:40.094101, cost_time=0:00:04.558714 2021-04-10 03:52:16,323 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.41ms, fps=1762 images/s, loss=0.3594, top1-acc=90.15%, top5-acc=98.56%, remaining_time=0:00:23.448672, arrival_time=2021-04-10 03:52:39.771625, cost_time=0:00:06.012481 2021-04-10 03:52:17,772 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=1.35ms, fps=1767 images/s, loss=0.3582, top1-acc=90.08%, top5-acc=98.57%, remaining_time=0:00:21.788456, arrival_time=2021-04-10 03:52:39.560719, cost_time=0:00:07.461813 2021-04-10 03:52:19,232 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=1.58ms, fps=1753 images/s, loss=0.3538, top1-acc=90.27%, top5-acc=98.57%, remaining_time=0:00:20.224016, arrival_time=2021-04-10 03:52:39.456809, cost_time=0:00:08.922331 2021-04-10 03:52:20,688 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=1.43ms, fps=1759 images/s, loss=0.3501, top1-acc=90.44%, top5-acc=98.54%, remaining_time=0:00:18.679878, arrival_time=2021-04-10 03:52:39.368060, cost_time=0:00:10.377735 2021-04-10 03:52:22,146 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=1.53ms, fps=1755 images/s, loss=0.3549, top1-acc=90.31%, top5-acc=98.51%, remaining_time=0:00:17.162896, arrival_time=2021-04-10 03:52:39.309806, cost_time=0:00:11.836453 2021-04-10 03:52:23,599 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=1.62ms, fps=1762 images/s, loss=0.3572, top1-acc=90.30%, top5-acc=98.49%, remaining_time=0:00:15.651960, arrival_time=2021-04-10 03:52:39.251837, cost_time=0:00:13.289430 2021-04-10 03:52:25,063 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=1.93ms, fps=1749 images/s, loss=0.3613, top1-acc=90.21%, top5-acc=98.43%, remaining_time=0:00:14.163168, arrival_time=2021-04-10 03:52:39.226937, cost_time=0:00:14.753303 2021-04-10 03:52:26,523 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=1.32ms, fps=1754 images/s, loss=0.3633, top1-acc=90.13%, top5-acc=98.45%, remaining_time=0:00:12.675798, arrival_time=2021-04-10 03:52:39.199604, cost_time=0:00:16.213211 2021-04-10 03:52:27,990 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.43ms, fps=1746 images/s, loss=0.3617, top1-acc=90.12%, top5-acc=98.44%, remaining_time=0:00:11.197384, arrival_time=2021-04-10 03:52:39.188029, cost_time=0:00:17.680038 2021-04-10 03:52:29,449 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=1.69ms, fps=1756 images/s, loss=0.3606, top1-acc=90.13%, top5-acc=98.46%, remaining_time=0:00:09.716454, arrival_time=2021-04-10 03:52:39.165551, cost_time=0:00:19.138533 2021-04-10 03:52:30,910 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.96ms, fps=1753 images/s, loss=0.3619, top1-acc=90.12%, top5-acc=98.45%, remaining_time=0:00:08.239896, arrival_time=2021-04-10 03:52:39.150149, cost_time=0:00:20.599792 2021-04-10 03:52:32,365 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=1.43ms, fps=1760 images/s, loss=0.3640, top1-acc=90.07%, top5-acc=98.44%, remaining_time=0:00:06.763518, arrival_time=2021-04-10 03:52:39.129095, cost_time=0:00:22.054909 2021-04-10 03:52:33,821 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.40ms, fps=1760 images/s, loss=0.3657, top1-acc=90.03%, top5-acc=98.42%, remaining_time=0:00:05.289912, arrival_time=2021-04-10 03:52:39.111071, cost_time=0:00:23.510704 2021-04-10 03:52:35,273 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=1.63ms, fps=1763 images/s, loss=0.3659, top1-acc=90.06%, top5-acc=98.42%, remaining_time=0:00:03.817944, arrival_time=2021-04-10 03:52:39.091848, cost_time=0:00:24.963446 2021-04-10 03:52:36,726 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=1.55ms, fps=1762 images/s, loss=0.3664, top1-acc=90.03%, top5-acc=98.42%, remaining_time=0:00:02.348128, arrival_time=2021-04-10 03:52:39.075033, cost_time=0:00:26.416448 2021-04-10 03:52:38,182 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.33ms, fps=1759 images/s, loss=0.3691, top1-acc=89.99%, top5-acc=98.41%, remaining_time=0:00:00.880182, arrival_time=2021-04-10 03:52:39.063040, cost_time=0:00:27.872410 2021-04-10 03:52:38,978 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=1.56ms, fps=1711 images/s, loss=0.3700, top1-acc=90.00%, top5-acc=98.41%, remaining_time=0:00:00, arrival_time=2021-04-10 03:52:38.978203, cost_time=0:00:28.667625 2021-04-10 03:52:39,556 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=0.20ms, fps=4444 images/s, loss=1.7215, top1-acc=65.39%, top5-acc=84.80%, remaining_time=0:00:01.728330, arrival_time=2021-04-10 03:52:41.284358, cost_time=0:00:00.576107 2021-04-10 03:52:40,033 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=1.28ms, fps=5364 images/s, loss=1.7368, top1-acc=65.59%, top5-acc=84.39%, remaining_time=0:00:01.053860, arrival_time=2021-04-10 03:52:41.087603, cost_time=0:00:01.053868 2021-04-10 03:52:40,526 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=2.53ms, fps=5204 images/s, loss=1.7357, top1-acc=65.38%, top5-acc=84.67%, remaining_time=0:00:00.515350, arrival_time=2021-04-10 03:52:41.041505, cost_time=0:00:01.546053 2021-04-10 03:52:40,970 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=0.08ms, fps=5235 images/s, loss=1.7562, top1-acc=65.15%, top5-acc=84.61%, remaining_time=0:00:00, arrival_time=2021-04-10 03:52:40.969985, cost_time=0:00:01.990112 2021-04-10 03:52:41,987 INFO : Epoch=0138 complete, best val top1-acc=67.25%, top5-acc=86.93% (epoch=131), remaining_time=0:33:15.628472, arrival_time=2021-04-10 04:25:57.616245, cost_time=1:14:01.882699 2021-04-10 03:52:41,988 INFO : Train start, epoch=0139, lr=0.021896 2021-04-10 03:52:43,634 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=0.39ms, fps=1556 images/s, loss=0.3817, top1-acc=89.49%, top5-acc=98.63%, remaining_time=0:00:30.607416, arrival_time=2021-04-10 03:53:14.241909, cost_time=0:00:01.645559 2021-04-10 03:52:45,087 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=1.45ms, fps=1763 images/s, loss=0.3579, top1-acc=89.92%, top5-acc=98.75%, remaining_time=0:00:27.265920, arrival_time=2021-04-10 03:53:12.353178, cost_time=0:00:03.098401 2021-04-10 03:52:46,542 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=2.53ms, fps=1759 images/s, loss=0.3558, top1-acc=90.07%, top5-acc=98.63%, remaining_time=0:00:25.197638, arrival_time=2021-04-10 03:53:11.740400, cost_time=0:00:04.553798 2021-04-10 03:52:48,000 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=1.80ms, fps=1757 images/s, loss=0.3425, top1-acc=90.48%, top5-acc=98.70%, remaining_time=0:00:23.445708, arrival_time=2021-04-10 03:53:11.446309, cost_time=0:00:06.011709 2021-04-10 03:52:49,452 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=1.50ms, fps=1763 images/s, loss=0.3434, top1-acc=90.52%, top5-acc=98.64%, remaining_time=0:00:21.794734, arrival_time=2021-04-10 03:53:11.247520, cost_time=0:00:07.463937 2021-04-10 03:52:50,909 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.45ms, fps=1758 images/s, loss=0.3397, top1-acc=90.53%, top5-acc=98.65%, remaining_time=0:00:20.220072, arrival_time=2021-04-10 03:53:11.129523, cost_time=0:00:08.920600 2021-04-10 03:52:52,362 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=1.36ms, fps=1762 images/s, loss=0.3402, top1-acc=90.58%, top5-acc=98.64%, remaining_time=0:00:18.672570, arrival_time=2021-04-10 03:53:11.035063, cost_time=0:00:10.373642 2021-04-10 03:52:53,819 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=1.44ms, fps=1758 images/s, loss=0.3425, top1-acc=90.55%, top5-acc=98.63%, remaining_time=0:00:17.153384, arrival_time=2021-04-10 03:53:10.972315, cost_time=0:00:11.829940 2021-04-10 03:52:55,281 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=2.21ms, fps=1752 images/s, loss=0.3442, top1-acc=90.55%, top5-acc=98.61%, remaining_time=0:00:15.655140, arrival_time=2021-04-10 03:53:10.936126, cost_time=0:00:13.292109 2021-04-10 03:52:56,743 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=1.92ms, fps=1751 images/s, loss=0.3416, top1-acc=90.64%, top5-acc=98.62%, remaining_time=0:00:14.164608, arrival_time=2021-04-10 03:53:10.908368, cost_time=0:00:14.754819 2021-04-10 03:52:58,197 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=1.48ms, fps=1762 images/s, loss=0.3433, top1-acc=90.59%, top5-acc=98.59%, remaining_time=0:00:12.672358, arrival_time=2021-04-10 03:53:10.870084, cost_time=0:00:16.208873 2021-04-10 03:52:59,655 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=1.66ms, fps=1757 images/s, loss=0.3411, top1-acc=90.63%, top5-acc=98.61%, remaining_time=0:00:11.188796, arrival_time=2021-04-10 03:53:10.844261, cost_time=0:00:17.666539 2021-04-10 03:53:01,111 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=1.44ms, fps=1759 images/s, loss=0.3418, top1-acc=90.66%, top5-acc=98.65%, remaining_time=0:00:09.708534, arrival_time=2021-04-10 03:53:10.820202, cost_time=0:00:19.122808 2021-04-10 03:53:02,564 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=1.43ms, fps=1762 images/s, loss=0.3436, top1-acc=90.62%, top5-acc=98.61%, remaining_time=0:00:08.230320, arrival_time=2021-04-10 03:53:10.794951, cost_time=0:00:20.575765 2021-04-10 03:53:04,019 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=1.37ms, fps=1760 images/s, loss=0.3470, top1-acc=90.55%, top5-acc=98.56%, remaining_time=0:00:06.756020, arrival_time=2021-04-10 03:53:10.775386, cost_time=0:00:22.030525 2021-04-10 03:53:05,471 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=1.49ms, fps=1764 images/s, loss=0.3486, top1-acc=90.48%, top5-acc=98.56%, remaining_time=0:00:05.283504, arrival_time=2021-04-10 03:53:10.754759, cost_time=0:00:23.482252 2021-04-10 03:53:06,927 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=1.55ms, fps=1758 images/s, loss=0.3490, top1-acc=90.47%, top5-acc=98.55%, remaining_time=0:00:03.814200, arrival_time=2021-04-10 03:53:10.742066, cost_time=0:00:24.938932 2021-04-10 03:53:08,388 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=1.45ms, fps=1753 images/s, loss=0.3494, top1-acc=90.48%, top5-acc=98.57%, remaining_time=0:00:02.346640, arrival_time=2021-04-10 03:53:10.735152, cost_time=0:00:26.399636 2021-04-10 03:53:09,842 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=1.24ms, fps=1761 images/s, loss=0.3483, top1-acc=90.51%, top5-acc=98.57%, remaining_time=0:00:00.879600, arrival_time=2021-04-10 03:53:10.722470, cost_time=0:00:27.854034 2021-04-10 03:53:10,633 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=1.23ms, fps=1721 images/s, loss=0.3502, top1-acc=90.48%, top5-acc=98.56%, remaining_time=0:00:00, arrival_time=2021-04-10 03:53:10.633376, cost_time=0:00:28.644534 2021-04-10 03:53:11,182 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=0.20ms, fps=4670 images/s, loss=1.7113, top1-acc=65.70%, top5-acc=85.20%, remaining_time=0:00:01.644540, arrival_time=2021-04-10 03:53:12.827175, cost_time=0:00:00.548185 2021-04-10 03:53:11,657 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=1.29ms, fps=5390 images/s, loss=1.6745, top1-acc=66.25%, top5-acc=85.61%, remaining_time=0:00:01.023520, arrival_time=2021-04-10 03:53:12.681474, cost_time=0:00:01.023513 2021-04-10 03:53:12,133 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=1.26ms, fps=5386 images/s, loss=1.7003, top1-acc=65.92%, top5-acc=85.12%, remaining_time=0:00:00.499700, arrival_time=2021-04-10 03:53:12.633269, cost_time=0:00:01.499103 2021-04-10 03:53:12,568 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=0.10ms, fps=5340 images/s, loss=1.6976, top1-acc=66.14%, top5-acc=85.51%, remaining_time=0:00:00, arrival_time=2021-04-10 03:53:12.568333, cost_time=0:00:01.933900 2021-04-10 03:53:13,872 INFO : Epoch=0139 complete, best val top1-acc=67.25%, top5-acc=86.93% (epoch=131), remaining_time=0:32:43.307814, arrival_time=2021-04-10 04:25:57.179868, cost_time=1:14:33.766925 2021-04-10 03:53:13,873 INFO : Train start, epoch=0140, lr=0.021250 2021-04-10 03:53:15,507 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=0.27ms, fps=1567 images/s, loss=0.3302, top1-acc=91.45%, top5-acc=98.48%, remaining_time=0:00:30.393144, arrival_time=2021-04-10 03:53:45.900936, cost_time=0:00:01.634043 2021-04-10 03:53:16,971 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=1.40ms, fps=1750 images/s, loss=0.3210, top1-acc=91.09%, top5-acc=98.63%, remaining_time=0:00:27.257120, arrival_time=2021-04-10 03:53:44.228399, cost_time=0:00:03.097406 2021-04-10 03:53:18,443 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=1.72ms, fps=1740 images/s, loss=0.3082, top1-acc=91.59%, top5-acc=98.80%, remaining_time=0:00:25.283792, arrival_time=2021-04-10 03:53:43.726959, cost_time=0:00:04.569346 2021-04-10 03:53:19,898 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=1.90ms, fps=1760 images/s, loss=0.3029, top1-acc=91.55%, top5-acc=98.91%, remaining_time=0:00:23.495316, arrival_time=2021-04-10 03:53:43.393592, cost_time=0:00:06.024439 2021-04-10 03:53:21,367 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=1.56ms, fps=1754 images/s, loss=0.3040, top1-acc=91.48%, top5-acc=98.90%, remaining_time=0:00:21.882334, arrival_time=2021-04-10 03:53:43.250024, cost_time=0:00:07.493956 2021-04-10 03:53:22,820 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=1.37ms, fps=1762 images/s, loss=0.3121, top1-acc=91.27%, top5-acc=98.86%, remaining_time=0:00:20.279640, arrival_time=2021-04-10 03:53:43.100293, cost_time=0:00:08.946928 2021-04-10 03:53:24,282 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=1.51ms, fps=1752 images/s, loss=0.3119, top1-acc=91.35%, top5-acc=98.87%, remaining_time=0:00:18.735948, arrival_time=2021-04-10 03:53:43.018651, cost_time=0:00:10.408890 2021-04-10 03:53:25,745 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=1.58ms, fps=1750 images/s, loss=0.3184, top1-acc=91.23%, top5-acc=98.82%, remaining_time=0:00:17.214516, arrival_time=2021-04-10 03:53:42.960362, cost_time=0:00:11.872113 2021-04-10 03:53:27,199 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=1.48ms, fps=1762 images/s, loss=0.3260, top1-acc=91.00%, top5-acc=98.77%, remaining_time=0:00:15.694572, arrival_time=2021-04-10 03:53:42.893833, cost_time=0:00:13.325537 2021-04-10 03:53:28,653 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=1.38ms, fps=1761 images/s, loss=0.3332, top1-acc=90.87%, top5-acc=98.72%, remaining_time=0:00:14.188704, arrival_time=2021-04-10 03:53:42.842303, cost_time=0:00:14.779872 2021-04-10 03:53:30,109 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=1.42ms, fps=1759 images/s, loss=0.3354, top1-acc=90.75%, top5-acc=98.70%, remaining_time=0:00:12.693600, arrival_time=2021-04-10 03:53:42.803380, cost_time=0:00:16.236048 2021-04-10 03:53:31,561 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=1.62ms, fps=1764 images/s, loss=0.3380, top1-acc=90.67%, top5-acc=98.69%, remaining_time=0:00:11.202476, arrival_time=2021-04-10 03:53:42.764365, cost_time=0:00:17.688087 2021-04-10 03:53:33,016 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.39ms, fps=1761 images/s, loss=0.3409, top1-acc=90.57%, top5-acc=98.65%, remaining_time=0:00:09.718500, arrival_time=2021-04-10 03:53:42.734697, cost_time=0:00:19.142476 2021-04-10 03:53:34,476 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=1.57ms, fps=1754 images/s, loss=0.3400, top1-acc=90.56%, top5-acc=98.67%, remaining_time=0:00:08.241016, arrival_time=2021-04-10 03:53:42.717272, cost_time=0:00:20.602517 2021-04-10 03:53:35,934 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=1.40ms, fps=1756 images/s, loss=0.3403, top1-acc=90.59%, top5-acc=98.65%, remaining_time=0:00:06.765266, arrival_time=2021-04-10 03:53:42.699595, cost_time=0:00:22.060605 2021-04-10 03:53:37,390 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=1.76ms, fps=1759 images/s, loss=0.3407, top1-acc=90.60%, top5-acc=98.64%, remaining_time=0:00:05.291208, arrival_time=2021-04-10 03:53:42.681607, cost_time=0:00:23.516459 2021-04-10 03:53:38,851 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=2.07ms, fps=1753 images/s, loss=0.3410, top1-acc=90.61%, top5-acc=98.64%, remaining_time=0:00:03.820154, arrival_time=2021-04-10 03:53:42.671959, cost_time=0:00:24.978005 2021-04-10 03:53:40,309 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=1.35ms, fps=1757 images/s, loss=0.3436, top1-acc=90.57%, top5-acc=98.60%, remaining_time=0:00:02.349856, arrival_time=2021-04-10 03:53:42.659524, cost_time=0:00:26.435906 2021-04-10 03:53:41,768 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.46ms, fps=1755 images/s, loss=0.3460, top1-acc=90.48%, top5-acc=98.60%, remaining_time=0:00:00.880890, arrival_time=2021-04-10 03:53:42.649420, cost_time=0:00:27.894785 2021-04-10 03:53:42,565 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=1.28ms, fps=1707 images/s, loss=0.3488, top1-acc=90.49%, top5-acc=98.57%, remaining_time=0:00:00, arrival_time=2021-04-10 03:53:42.565494, cost_time=0:00:28.691688 2021-04-10 03:53:43,115 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=1.41ms, fps=4667 images/s, loss=1.7004, top1-acc=66.25%, top5-acc=86.29%, remaining_time=0:00:01.645650, arrival_time=2021-04-10 03:53:44.760937, cost_time=0:00:00.548551 2021-04-10 03:53:43,593 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=1.48ms, fps=5358 images/s, loss=1.7106, top1-acc=66.04%, top5-acc=85.51%, remaining_time=0:00:01.026680, arrival_time=2021-04-10 03:53:44.620114, cost_time=0:00:01.026689 2021-04-10 03:53:44,071 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=1.53ms, fps=5359 images/s, loss=1.6936, top1-acc=66.22%, top5-acc=85.65%, remaining_time=0:00:00.501580, arrival_time=2021-04-10 03:53:44.573040, cost_time=0:00:01.504737 2021-04-10 03:53:44,508 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=0.08ms, fps=5307 images/s, loss=1.6764, top1-acc=66.21%, top5-acc=85.61%, remaining_time=0:00:00, arrival_time=2021-04-10 03:53:44.508948, cost_time=0:00:01.942239 2021-04-10 03:53:45,513 INFO : Epoch=0140 complete, best val top1-acc=67.25%, top5-acc=86.93% (epoch=131), remaining_time=0:32:10.889340, arrival_time=2021-04-10 04:25:56.402795, cost_time=1:15:05.408409 2021-04-10 03:53:45,514 INFO : Train start, epoch=0141, lr=0.020611 2021-04-10 03:53:47,150 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=0.27ms, fps=1565 images/s, loss=0.3408, top1-acc=90.51%, top5-acc=98.55%, remaining_time=0:00:30.426624, arrival_time=2021-04-10 03:54:17.576625, cost_time=0:00:01.635844 2021-04-10 03:53:48,609 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=2.31ms, fps=1755 images/s, loss=0.3303, top1-acc=91.09%, top5-acc=98.61%, remaining_time=0:00:27.234592, arrival_time=2021-04-10 03:54:15.843590, cost_time=0:00:03.094833 2021-04-10 03:53:50,065 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=1.74ms, fps=1758 images/s, loss=0.3159, top1-acc=91.54%, top5-acc=98.70%, remaining_time=0:00:25.185188, arrival_time=2021-04-10 03:54:15.250993, cost_time=0:00:04.551552 2021-04-10 03:53:51,523 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=1.84ms, fps=1757 images/s, loss=0.3140, top1-acc=91.70%, top5-acc=98.72%, remaining_time=0:00:23.436660, arrival_time=2021-04-10 03:54:14.960297, cost_time=0:00:06.009389 2021-04-10 03:53:52,981 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=1.45ms, fps=1757 images/s, loss=0.3109, top1-acc=91.73%, top5-acc=98.77%, remaining_time=0:00:21.804662, arrival_time=2021-04-10 03:54:14.786215, cost_time=0:00:07.467336 2021-04-10 03:53:54,436 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=1.53ms, fps=1760 images/s, loss=0.3124, top1-acc=91.73%, top5-acc=98.76%, remaining_time=0:00:20.223880, arrival_time=2021-04-10 03:54:14.660519, cost_time=0:00:08.922309 2021-04-10 03:53:55,906 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=1.71ms, fps=1743 images/s, loss=0.3126, top1-acc=91.70%, top5-acc=98.78%, remaining_time=0:00:18.705834, arrival_time=2021-04-10 03:54:14.612185, cost_time=0:00:10.392164 2021-04-10 03:53:57,365 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.53ms, fps=1755 images/s, loss=0.3121, top1-acc=91.68%, top5-acc=98.77%, remaining_time=0:00:17.184472, arrival_time=2021-04-10 03:54:14.549978, cost_time=0:00:11.851341 2021-04-10 03:53:58,816 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=1.36ms, fps=1765 images/s, loss=0.3090, top1-acc=91.74%, top5-acc=98.80%, remaining_time=0:00:15.667118, arrival_time=2021-04-10 03:54:14.483518, cost_time=0:00:13.302230 2021-04-10 03:54:00,275 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=1.45ms, fps=1755 images/s, loss=0.3083, top1-acc=91.74%, top5-acc=98.78%, remaining_time=0:00:14.170848, arrival_time=2021-04-10 03:54:14.446308, cost_time=0:00:14.761297 2021-04-10 03:54:01,734 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=1.53ms, fps=1755 images/s, loss=0.3118, top1-acc=91.61%, top5-acc=98.75%, remaining_time=0:00:12.681130, arrival_time=2021-04-10 03:54:14.415423, cost_time=0:00:16.220072 2021-04-10 03:54:03,210 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=7.79ms, fps=1735 images/s, loss=0.3153, top1-acc=91.50%, top5-acc=98.73%, remaining_time=0:00:11.207796, arrival_time=2021-04-10 03:54:14.418463, cost_time=0:00:17.696480 2021-04-10 03:54:04,672 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=1.61ms, fps=1752 images/s, loss=0.3156, top1-acc=91.50%, top5-acc=98.75%, remaining_time=0:00:09.726618, arrival_time=2021-04-10 03:54:14.399416, cost_time=0:00:19.158544 2021-04-10 03:54:06,137 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=1.53ms, fps=1749 images/s, loss=0.3173, top1-acc=91.45%, top5-acc=98.73%, remaining_time=0:00:08.249024, arrival_time=2021-04-10 03:54:14.385944, cost_time=0:00:20.622593 2021-04-10 03:54:07,590 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=1.53ms, fps=1762 images/s, loss=0.3183, top1-acc=91.43%, top5-acc=98.71%, remaining_time=0:00:06.769912, arrival_time=2021-04-10 03:54:14.359964, cost_time=0:00:22.075864 2021-04-10 03:54:09,045 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=1.62ms, fps=1760 images/s, loss=0.3198, top1-acc=91.41%, top5-acc=98.70%, remaining_time=0:00:05.294484, arrival_time=2021-04-10 03:54:14.339692, cost_time=0:00:23.531051 2021-04-10 03:54:10,505 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=1.48ms, fps=1754 images/s, loss=0.3189, top1-acc=91.43%, top5-acc=98.70%, remaining_time=0:00:03.822208, arrival_time=2021-04-10 03:54:14.327859, cost_time=0:00:24.991389 2021-04-10 03:54:11,963 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=1.44ms, fps=1757 images/s, loss=0.3183, top1-acc=91.44%, top5-acc=98.72%, remaining_time=0:00:02.350992, arrival_time=2021-04-10 03:54:14.313964, cost_time=0:00:26.448716 2021-04-10 03:54:13,427 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=1.29ms, fps=1748 images/s, loss=0.3201, top1-acc=91.41%, top5-acc=98.71%, remaining_time=0:00:00.881478, arrival_time=2021-04-10 03:54:14.309146, cost_time=0:00:27.913495 2021-04-10 03:54:14,220 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=1.30ms, fps=1717 images/s, loss=0.3221, top1-acc=91.37%, top5-acc=98.70%, remaining_time=0:00:00, arrival_time=2021-04-10 03:54:14.220110, cost_time=0:00:28.705948 2021-04-10 03:54:14,816 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=0.36ms, fps=4300 images/s, loss=1.6964, top1-acc=67.34%, top5-acc=85.47%, remaining_time=0:00:01.786020, arrival_time=2021-04-10 03:54:16.602658, cost_time=0:00:00.595342 2021-04-10 03:54:15,291 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=0.29ms, fps=5401 images/s, loss=1.7163, top1-acc=66.68%, top5-acc=85.45%, remaining_time=0:00:01.069780, arrival_time=2021-04-10 03:54:16.360819, cost_time=0:00:01.069785 2021-04-10 03:54:15,769 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=1.70ms, fps=5354 images/s, loss=1.7197, top1-acc=66.32%, top5-acc=85.96%, remaining_time=0:00:00.516130, arrival_time=2021-04-10 03:54:16.285763, cost_time=0:00:01.548377 2021-04-10 03:54:16,206 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=0.08ms, fps=5312 images/s, loss=1.6971, top1-acc=66.23%, top5-acc=85.93%, remaining_time=0:00:00, arrival_time=2021-04-10 03:54:16.206822, cost_time=0:00:01.985627 2021-04-10 03:54:17,203 INFO : Epoch=0141 complete, best val top1-acc=67.25%, top5-acc=86.93% (epoch=131), remaining_time=0:31:38.502000, arrival_time=2021-04-10 04:25:55.704980, cost_time=1:15:37.097947 2021-04-10 03:54:17,203 INFO : Train start, epoch=0142, lr=0.019979 2021-04-10 03:54:18,830 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=1.51ms, fps=1573 images/s, loss=0.3139, top1-acc=91.84%, top5-acc=98.71%, remaining_time=0:00:30.264060, arrival_time=2021-04-10 03:54:49.094835, cost_time=0:00:01.627104 2021-04-10 03:54:20,287 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=2.17ms, fps=1758 images/s, loss=0.3193, top1-acc=91.80%, top5-acc=98.63%, remaining_time=0:00:27.139376, arrival_time=2021-04-10 03:54:47.427075, cost_time=0:00:03.084028 2021-04-10 03:54:21,745 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=1.34ms, fps=1757 images/s, loss=0.3217, top1-acc=91.60%, top5-acc=98.63%, remaining_time=0:00:25.129910, arrival_time=2021-04-10 03:54:46.875158, cost_time=0:00:04.541564 2021-04-10 03:54:23,198 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=1.53ms, fps=1762 images/s, loss=0.3330, top1-acc=91.24%, top5-acc=98.57%, remaining_time=0:00:23.380032, arrival_time=2021-04-10 03:54:46.578575, cost_time=0:00:05.994867 2021-04-10 03:54:24,653 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=1.34ms, fps=1760 images/s, loss=0.3281, top1-acc=91.32%, top5-acc=98.62%, remaining_time=0:00:21.753562, arrival_time=2021-04-10 03:54:46.407092, cost_time=0:00:07.449828 2021-04-10 03:54:26,106 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=1.32ms, fps=1762 images/s, loss=0.3280, top1-acc=91.35%, top5-acc=98.65%, remaining_time=0:00:20.179952, arrival_time=2021-04-10 03:54:46.286594, cost_time=0:00:08.902939 2021-04-10 03:54:27,562 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=1.43ms, fps=1759 images/s, loss=0.3225, top1-acc=91.45%, top5-acc=98.68%, remaining_time=0:00:18.645228, arrival_time=2021-04-10 03:54:46.207431, cost_time=0:00:10.358467 2021-04-10 03:54:29,022 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=1.48ms, fps=1754 images/s, loss=0.3236, top1-acc=91.45%, top5-acc=98.67%, remaining_time=0:00:17.136680, arrival_time=2021-04-10 03:54:46.158800, cost_time=0:00:11.818421 2021-04-10 03:54:30,480 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.49ms, fps=1756 images/s, loss=0.3209, top1-acc=91.46%, top5-acc=98.69%, remaining_time=0:00:15.636908, arrival_time=2021-04-10 03:54:46.117226, cost_time=0:00:13.276647 2021-04-10 03:54:31,940 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=1.99ms, fps=1754 images/s, loss=0.3218, top1-acc=91.39%, top5-acc=98.68%, remaining_time=0:00:14.147424, arrival_time=2021-04-10 03:54:46.088095, cost_time=0:00:14.736929 2021-04-10 03:54:33,407 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.69ms, fps=1746 images/s, loss=0.3206, top1-acc=91.43%, top5-acc=98.71%, remaining_time=0:00:12.668402, arrival_time=2021-04-10 03:54:46.075861, cost_time=0:00:16.203783 2021-04-10 03:54:34,868 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=1.35ms, fps=1753 images/s, loss=0.3197, top1-acc=91.45%, top5-acc=98.70%, remaining_time=0:00:11.187504, arrival_time=2021-04-10 03:54:46.055707, cost_time=0:00:17.664535 2021-04-10 03:54:36,322 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=1.52ms, fps=1761 images/s, loss=0.3215, top1-acc=91.41%, top5-acc=98.71%, remaining_time=0:00:09.706224, arrival_time=2021-04-10 03:54:46.028254, cost_time=0:00:19.118276 2021-04-10 03:54:37,780 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=1.37ms, fps=1757 images/s, loss=0.3223, top1-acc=91.41%, top5-acc=98.69%, remaining_time=0:00:08.230544, arrival_time=2021-04-10 03:54:46.010668, cost_time=0:00:20.576304 2021-04-10 03:54:39,240 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=1.54ms, fps=1754 images/s, loss=0.3224, top1-acc=91.38%, top5-acc=98.67%, remaining_time=0:00:06.757952, arrival_time=2021-04-10 03:54:45.998413, cost_time=0:00:22.036788 2021-04-10 03:54:40,702 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=1.46ms, fps=1752 images/s, loss=0.3207, top1-acc=91.42%, top5-acc=98.68%, remaining_time=0:00:05.287176, arrival_time=2021-04-10 03:54:45.989551, cost_time=0:00:23.498626 2021-04-10 03:54:42,165 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=1.65ms, fps=1750 images/s, loss=0.3199, top1-acc=91.40%, top5-acc=98.70%, remaining_time=0:00:03.817736, arrival_time=2021-04-10 03:54:45.983548, cost_time=0:00:24.962120 2021-04-10 03:54:43,627 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=1.50ms, fps=1751 images/s, loss=0.3168, top1-acc=91.45%, top5-acc=98.73%, remaining_time=0:00:02.348816, arrival_time=2021-04-10 03:54:45.976705, cost_time=0:00:26.424207 2021-04-10 03:54:45,090 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.26ms, fps=1751 images/s, loss=0.3165, top1-acc=91.45%, top5-acc=98.74%, remaining_time=0:00:00.880644, arrival_time=2021-04-10 03:54:45.971319, cost_time=0:00:27.887002 2021-04-10 03:54:45,882 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=1.35ms, fps=1719 images/s, loss=0.3164, top1-acc=91.44%, top5-acc=98.74%, remaining_time=0:00:00, arrival_time=2021-04-10 03:54:45.882162, cost_time=0:00:28.678497 2021-04-10 03:54:46,478 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=1.81ms, fps=4305 images/s, loss=1.7757, top1-acc=66.64%, top5-acc=85.86%, remaining_time=0:00:01.784070, arrival_time=2021-04-10 03:54:48.262010, cost_time=0:00:00.594686 2021-04-10 03:54:46,955 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=1.47ms, fps=5366 images/s, loss=1.7386, top1-acc=66.78%, top5-acc=85.96%, remaining_time=0:00:01.072200, arrival_time=2021-04-10 03:54:48.027684, cost_time=0:00:01.072202 2021-04-10 03:54:47,433 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=1.59ms, fps=5358 images/s, loss=1.7339, top1-acc=67.01%, top5-acc=86.34%, remaining_time=0:00:00.516820, arrival_time=2021-04-10 03:54:47.950492, cost_time=0:00:01.550446 2021-04-10 03:54:47,870 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.08ms, fps=5321 images/s, loss=1.7718, top1-acc=66.92%, top5-acc=86.28%, remaining_time=0:00:00, arrival_time=2021-04-10 03:54:47.870118, cost_time=0:00:01.986917 2021-04-10 03:54:49,013 INFO : Epoch=0142 complete, best val top1-acc=67.25%, top5-acc=86.93% (epoch=131), remaining_time=0:31:06.173780, arrival_time=2021-04-10 04:25:55.187047, cost_time=1:16:08.908215 2021-04-10 03:54:49,014 INFO : Train start, epoch=0143, lr=0.019355 2021-04-10 03:54:50,652 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=0.28ms, fps=1563 images/s, loss=0.2613, top1-acc=93.40%, top5-acc=98.95%, remaining_time=0:00:30.469776, arrival_time=2021-04-10 03:55:21.122065, cost_time=0:00:01.638163 2021-04-10 03:54:52,109 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=1.64ms, fps=1758 images/s, loss=0.2899, top1-acc=92.62%, top5-acc=98.81%, remaining_time=0:00:27.234768, arrival_time=2021-04-10 03:55:19.343754, cost_time=0:00:03.094856 2021-04-10 03:54:53,564 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=1.43ms, fps=1760 images/s, loss=0.2948, top1-acc=92.29%, top5-acc=98.79%, remaining_time=0:00:25.176224, arrival_time=2021-04-10 03:55:18.740278, cost_time=0:00:04.549916 2021-04-10 03:54:55,019 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.41ms, fps=1760 images/s, loss=0.2901, top1-acc=92.34%, top5-acc=98.79%, remaining_time=0:00:23.420124, arrival_time=2021-04-10 03:55:18.439445, cost_time=0:00:06.005150 2021-04-10 03:54:56,472 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=1.51ms, fps=1762 images/s, loss=0.2815, top1-acc=92.55%, top5-acc=98.79%, remaining_time=0:00:21.779112, arrival_time=2021-04-10 03:55:18.251821, cost_time=0:00:07.458582 2021-04-10 03:54:57,940 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=1.36ms, fps=1744 images/s, loss=0.2839, top1-acc=92.45%, top5-acc=98.79%, remaining_time=0:00:20.233672, arrival_time=2021-04-10 03:55:18.174435, cost_time=0:00:08.926638 2021-04-10 03:54:59,397 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=1.55ms, fps=1758 images/s, loss=0.2833, top1-acc=92.39%, top5-acc=98.84%, remaining_time=0:00:18.689202, arrival_time=2021-04-10 03:55:18.086182, cost_time=0:00:10.382856 2021-04-10 03:55:00,850 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=1.46ms, fps=1762 images/s, loss=0.2867, top1-acc=92.33%, top5-acc=98.85%, remaining_time=0:00:17.162432, arrival_time=2021-04-10 03:55:18.012691, cost_time=0:00:11.836121 2021-04-10 03:55:02,303 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=1.49ms, fps=1762 images/s, loss=0.2879, top1-acc=92.30%, top5-acc=98.85%, remaining_time=0:00:15.651854, arrival_time=2021-04-10 03:55:17.955281, cost_time=0:00:13.289296 2021-04-10 03:55:03,761 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=1.55ms, fps=1756 images/s, loss=0.2907, top1-acc=92.19%, top5-acc=98.87%, remaining_time=0:00:14.157504, arrival_time=2021-04-10 03:55:17.919231, cost_time=0:00:14.747445 2021-04-10 03:55:05,218 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=1.35ms, fps=1758 images/s, loss=0.2897, top1-acc=92.21%, top5-acc=98.88%, remaining_time=0:00:12.668832, arrival_time=2021-04-10 03:55:17.887283, cost_time=0:00:16.204298 2021-04-10 03:55:06,677 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=1.39ms, fps=1755 images/s, loss=0.2910, top1-acc=92.16%, top5-acc=98.89%, remaining_time=0:00:11.186744, arrival_time=2021-04-10 03:55:17.864219, cost_time=0:00:17.663264 2021-04-10 03:55:08,133 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=1.35ms, fps=1759 images/s, loss=0.2925, top1-acc=92.09%, top5-acc=98.90%, remaining_time=0:00:09.706950, arrival_time=2021-04-10 03:55:17.840793, cost_time=0:00:19.119717 2021-04-10 03:55:09,589 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=1.62ms, fps=1759 images/s, loss=0.2969, top1-acc=91.99%, top5-acc=98.87%, remaining_time=0:00:08.230208, arrival_time=2021-04-10 03:55:17.820061, cost_time=0:00:20.575573 2021-04-10 03:55:11,060 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=1.40ms, fps=1741 images/s, loss=0.2979, top1-acc=91.95%, top5-acc=98.86%, remaining_time=0:00:06.760942, arrival_time=2021-04-10 03:55:17.821677, cost_time=0:00:22.046590 2021-04-10 03:55:12,524 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=1.62ms, fps=1750 images/s, loss=0.2984, top1-acc=91.92%, top5-acc=98.85%, remaining_time=0:00:05.289768, arrival_time=2021-04-10 03:55:17.814049, cost_time=0:00:23.510071 2021-04-10 03:55:13,982 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=1.75ms, fps=1756 images/s, loss=0.2996, top1-acc=91.90%, top5-acc=98.85%, remaining_time=0:00:03.818672, arrival_time=2021-04-10 03:55:17.801195, cost_time=0:00:24.968303 2021-04-10 03:55:15,440 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=1.37ms, fps=1757 images/s, loss=0.3011, top1-acc=91.87%, top5-acc=98.84%, remaining_time=0:00:02.348960, arrival_time=2021-04-10 03:55:17.788933, cost_time=0:00:26.425837 2021-04-10 03:55:16,901 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=1.37ms, fps=1753 images/s, loss=0.3003, top1-acc=91.88%, top5-acc=98.83%, remaining_time=0:00:00.880632, arrival_time=2021-04-10 03:55:17.781577, cost_time=0:00:27.886658 2021-04-10 03:55:17,695 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=1.63ms, fps=1713 images/s, loss=0.2998, top1-acc=91.89%, top5-acc=98.83%, remaining_time=0:00:00, arrival_time=2021-04-10 03:55:17.695357, cost_time=0:00:28.681207 2021-04-10 03:55:18,259 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=2.03ms, fps=4550 images/s, loss=1.5541, top1-acc=67.77%, top5-acc=87.27%, remaining_time=0:00:01.687950, arrival_time=2021-04-10 03:55:19.947184, cost_time=0:00:00.562650 2021-04-10 03:55:18,739 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=1.52ms, fps=5340 images/s, loss=1.5774, top1-acc=67.89%, top5-acc=87.19%, remaining_time=0:00:01.042460, arrival_time=2021-04-10 03:55:19.781492, cost_time=0:00:01.042452 2021-04-10 03:55:19,220 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=1.27ms, fps=5319 images/s, loss=1.6061, top1-acc=67.59%, top5-acc=86.90%, remaining_time=0:00:00.508040, arrival_time=2021-04-10 03:55:19.728740, cost_time=0:00:01.524125 2021-04-10 03:55:19,655 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=0.08ms, fps=5335 images/s, loss=1.6102, top1-acc=67.37%, top5-acc=86.82%, remaining_time=0:00:00, arrival_time=2021-04-10 03:55:19.655874, cost_time=0:00:01.959317 2021-04-10 03:55:21,788 INFO : Epoch=0143 complete, best val top1-acc=67.37%, top5-acc=86.82% (epoch=143), remaining_time=0:30:34.237428, arrival_time=2021-04-10 04:25:56.025853, cost_time=1:16:41.683368 2021-04-10 03:55:21,789 INFO : Train start, epoch=0144, lr=0.018738 2021-04-10 03:55:23,423 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=1.86ms, fps=1566 images/s, loss=0.2804, top1-acc=92.30%, top5-acc=98.87%, remaining_time=0:00:30.401142, arrival_time=2021-04-10 03:55:53.824767, cost_time=0:00:01.634468 2021-04-10 03:55:24,875 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=1.52ms, fps=1764 images/s, loss=0.2897, top1-acc=92.03%, top5-acc=98.89%, remaining_time=0:00:27.160848, arrival_time=2021-04-10 03:55:52.036483, cost_time=0:00:03.086469 2021-04-10 03:55:26,334 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=1.42ms, fps=1755 images/s, loss=0.2909, top1-acc=92.06%, top5-acc=98.95%, remaining_time=0:00:25.151656, arrival_time=2021-04-10 03:55:51.486312, cost_time=0:00:04.545487 2021-04-10 03:55:27,791 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=1.39ms, fps=1757 images/s, loss=0.2869, top1-acc=92.13%, top5-acc=98.97%, remaining_time=0:00:23.410296, arrival_time=2021-04-10 03:55:51.202103, cost_time=0:00:06.002629 2021-04-10 03:55:29,249 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=1.49ms, fps=1757 images/s, loss=0.2831, top1-acc=92.18%, top5-acc=99.01%, remaining_time=0:00:21.783346, arrival_time=2021-04-10 03:55:51.032540, cost_time=0:00:07.460029 2021-04-10 03:55:30,707 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=1.45ms, fps=1756 images/s, loss=0.2816, top1-acc=92.16%, top5-acc=99.01%, remaining_time=0:00:20.214224, arrival_time=2021-04-10 03:55:50.921486, cost_time=0:00:08.918023 2021-04-10 03:55:32,162 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=1.65ms, fps=1759 images/s, loss=0.2782, top1-acc=92.29%, top5-acc=99.02%, remaining_time=0:00:18.672570, arrival_time=2021-04-10 03:55:50.835443, cost_time=0:00:10.373677 2021-04-10 03:55:33,618 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=1.42ms, fps=1759 images/s, loss=0.2769, top1-acc=92.34%, top5-acc=99.02%, remaining_time=0:00:17.152920, arrival_time=2021-04-10 03:55:50.771702, cost_time=0:00:11.829602 2021-04-10 03:55:35,083 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.81ms, fps=1749 images/s, loss=0.2779, top1-acc=92.38%, top5-acc=99.00%, remaining_time=0:00:15.657154, arrival_time=2021-04-10 03:55:50.740121, cost_time=0:00:13.293796 2021-04-10 03:55:36,544 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=1.35ms, fps=1753 images/s, loss=0.2789, top1-acc=92.39%, top5-acc=99.00%, remaining_time=0:00:14.164704, arrival_time=2021-04-10 03:55:50.708787, cost_time=0:00:14.754916 2021-04-10 03:55:38,000 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.64ms, fps=1759 images/s, loss=0.2773, top1-acc=92.41%, top5-acc=99.01%, remaining_time=0:00:12.673992, arrival_time=2021-04-10 03:55:50.674104, cost_time=0:00:16.210940 2021-04-10 03:55:39,459 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=1.46ms, fps=1755 images/s, loss=0.2799, top1-acc=92.38%, top5-acc=98.97%, remaining_time=0:00:11.190924, arrival_time=2021-04-10 03:55:50.650027, cost_time=0:00:17.669929 2021-04-10 03:55:40,915 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=1.37ms, fps=1758 images/s, loss=0.2768, top1-acc=92.47%, top5-acc=99.00%, remaining_time=0:00:09.710514, arrival_time=2021-04-10 03:55:50.626419, cost_time=0:00:19.126736 2021-04-10 03:55:42,370 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=1.40ms, fps=1760 images/s, loss=0.2744, top1-acc=92.51%, top5-acc=99.00%, remaining_time=0:00:08.232616, arrival_time=2021-04-10 03:55:50.603275, cost_time=0:00:20.581490 2021-04-10 03:55:43,824 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=1.45ms, fps=1761 images/s, loss=0.2747, top1-acc=92.50%, top5-acc=99.00%, remaining_time=0:00:06.757584, arrival_time=2021-04-10 03:55:50.582399, cost_time=0:00:22.035575 2021-04-10 03:55:45,278 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=1.41ms, fps=1762 images/s, loss=0.2761, top1-acc=92.49%, top5-acc=98.98%, remaining_time=0:00:05.285052, arrival_time=2021-04-10 03:55:50.563433, cost_time=0:00:23.489195 2021-04-10 03:55:46,730 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=1.38ms, fps=1764 images/s, loss=0.2761, top1-acc=92.51%, top5-acc=98.98%, remaining_time=0:00:03.814460, arrival_time=2021-04-10 03:55:50.544429, cost_time=0:00:24.940757 2021-04-10 03:55:48,188 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=1.45ms, fps=1756 images/s, loss=0.2783, top1-acc=92.44%, top5-acc=98.96%, remaining_time=0:00:02.346592, arrival_time=2021-04-10 03:55:50.535034, cost_time=0:00:26.399226 2021-04-10 03:55:49,645 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=1.33ms, fps=1757 images/s, loss=0.2793, top1-acc=92.43%, top5-acc=98.95%, remaining_time=0:00:00.879678, arrival_time=2021-04-10 03:55:50.525358, cost_time=0:00:27.856505 2021-04-10 03:55:50,438 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=1.24ms, fps=1717 images/s, loss=0.2791, top1-acc=92.43%, top5-acc=98.96%, remaining_time=0:00:00, arrival_time=2021-04-10 03:55:50.437978, cost_time=0:00:28.648823 2021-04-10 03:55:51,032 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=0.19ms, fps=4317 images/s, loss=1.7368, top1-acc=66.84%, top5-acc=85.98%, remaining_time=0:00:01.778970, arrival_time=2021-04-10 03:55:52.810938, cost_time=0:00:00.592994 2021-04-10 03:55:51,508 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=1.41ms, fps=5374 images/s, loss=1.6950, top1-acc=66.91%, top5-acc=86.21%, remaining_time=0:00:01.069700, arrival_time=2021-04-10 03:55:52.578381, cost_time=0:00:01.069702 2021-04-10 03:55:51,992 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=1.38ms, fps=5297 images/s, loss=1.6821, top1-acc=67.24%, top5-acc=86.20%, remaining_time=0:00:00.517780, arrival_time=2021-04-10 03:55:52.510122, cost_time=0:00:01.553325 2021-04-10 03:55:52,427 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=0.05ms, fps=5336 images/s, loss=1.6385, top1-acc=67.87%, top5-acc=86.43%, remaining_time=0:00:00, arrival_time=2021-04-10 03:55:52.427509, cost_time=0:00:01.988559 2021-04-10 03:55:54,541 INFO : Epoch=0144 complete, best val top1-acc=67.87%, top5-acc=86.43% (epoch=144), remaining_time=0:30:02.280648, arrival_time=2021-04-10 04:25:56.821703, cost_time=1:17:14.435999 2021-04-10 03:55:54,541 INFO : Train start, epoch=0145, lr=0.018129 2021-04-10 03:55:56,174 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=0.48ms, fps=1568 images/s, loss=0.2740, top1-acc=92.42%, top5-acc=98.91%, remaining_time=0:00:30.372312, arrival_time=2021-04-10 03:56:26.547045, cost_time=0:00:01.632915 2021-04-10 03:55:57,635 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.43ms, fps=1753 images/s, loss=0.2505, top1-acc=93.12%, top5-acc=99.04%, remaining_time=0:00:27.221920, arrival_time=2021-04-10 03:56:24.857122, cost_time=0:00:03.093394 2021-04-10 03:55:59,091 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=1.64ms, fps=1759 images/s, loss=0.2417, top1-acc=93.27%, top5-acc=99.15%, remaining_time=0:00:25.172904, arrival_time=2021-04-10 03:56:24.264023, cost_time=0:00:04.549313 2021-04-10 03:56:00,544 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.35ms, fps=1762 images/s, loss=0.2490, top1-acc=93.05%, top5-acc=99.15%, remaining_time=0:00:23.408736, arrival_time=2021-04-10 03:56:23.952793, cost_time=0:00:06.002241 2021-04-10 03:56:01,997 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=1.95ms, fps=1761 images/s, loss=0.2533, top1-acc=92.88%, top5-acc=99.15%, remaining_time=0:00:21.771520, arrival_time=2021-04-10 03:56:23.769339, cost_time=0:00:07.456003 2021-04-10 03:56:03,451 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=1.52ms, fps=1761 images/s, loss=0.2565, top1-acc=92.84%, top5-acc=99.13%, remaining_time=0:00:20.195456, arrival_time=2021-04-10 03:56:23.647044, cost_time=0:00:08.909772 2021-04-10 03:56:04,902 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=1.52ms, fps=1765 images/s, loss=0.2556, top1-acc=92.89%, top5-acc=99.10%, remaining_time=0:00:18.649260, arrival_time=2021-04-10 03:56:23.551766, cost_time=0:00:10.360690 2021-04-10 03:56:06,358 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=1.50ms, fps=1759 images/s, loss=0.2527, top1-acc=93.03%, top5-acc=99.15%, remaining_time=0:00:17.134128, arrival_time=2021-04-10 03:56:23.492580, cost_time=0:00:11.816651 2021-04-10 03:56:07,820 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.57ms, fps=1752 images/s, loss=0.2517, top1-acc=93.07%, top5-acc=99.18%, remaining_time=0:00:15.638816, arrival_time=2021-04-10 03:56:23.459003, cost_time=0:00:13.278248 2021-04-10 03:56:09,279 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=2.20ms, fps=1755 images/s, loss=0.2532, top1-acc=93.06%, top5-acc=99.16%, remaining_time=0:00:14.148288, arrival_time=2021-04-10 03:56:23.428021, cost_time=0:00:14.737766 2021-04-10 03:56:10,737 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=1.44ms, fps=1757 images/s, loss=0.2569, top1-acc=92.94%, top5-acc=99.16%, remaining_time=0:00:12.661952, arrival_time=2021-04-10 03:56:23.399297, cost_time=0:00:16.195504 2021-04-10 03:56:12,195 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=1.56ms, fps=1757 images/s, loss=0.2571, top1-acc=92.91%, top5-acc=99.17%, remaining_time=0:00:11.180360, arrival_time=2021-04-10 03:56:23.375431, cost_time=0:00:17.653260 2021-04-10 03:56:13,657 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.49ms, fps=1751 images/s, loss=0.2581, top1-acc=92.86%, top5-acc=99.18%, remaining_time=0:00:09.704706, arrival_time=2021-04-10 03:56:23.361966, cost_time=0:00:19.115355 2021-04-10 03:56:15,116 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=1.61ms, fps=1756 images/s, loss=0.2593, top1-acc=92.84%, top5-acc=99.17%, remaining_time=0:00:08.229704, arrival_time=2021-04-10 03:56:23.345798, cost_time=0:00:20.574193 2021-04-10 03:56:16,574 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=1.58ms, fps=1756 images/s, loss=0.2594, top1-acc=92.83%, top5-acc=99.17%, remaining_time=0:00:06.756572, arrival_time=2021-04-10 03:56:23.330771, cost_time=0:00:22.032338 2021-04-10 03:56:18,030 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=1.36ms, fps=1758 images/s, loss=0.2599, top1-acc=92.85%, top5-acc=99.14%, remaining_time=0:00:05.284980, arrival_time=2021-04-10 03:56:23.315795, cost_time=0:00:23.488842 2021-04-10 03:56:19,486 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=1.85ms, fps=1760 images/s, loss=0.2619, top1-acc=92.79%, top5-acc=99.14%, remaining_time=0:00:03.815006, arrival_time=2021-04-10 03:56:23.301148, cost_time=0:00:24.944305 2021-04-10 03:56:20,946 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=1.44ms, fps=1754 images/s, loss=0.2657, top1-acc=92.72%, top5-acc=99.09%, remaining_time=0:00:02.347056, arrival_time=2021-04-10 03:56:23.293299, cost_time=0:00:26.404430 2021-04-10 03:56:22,403 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.31ms, fps=1758 images/s, loss=0.2674, top1-acc=92.69%, top5-acc=99.09%, remaining_time=0:00:00.879834, arrival_time=2021-04-10 03:56:23.283050, cost_time=0:00:27.861413 2021-04-10 03:56:23,197 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=1.28ms, fps=1714 images/s, loss=0.2697, top1-acc=92.68%, top5-acc=99.08%, remaining_time=0:00:00, arrival_time=2021-04-10 03:56:23.197274, cost_time=0:00:28.655449 2021-04-10 03:56:23,778 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=1.25ms, fps=4410 images/s, loss=1.6341, top1-acc=66.95%, top5-acc=86.45%, remaining_time=0:00:01.741530, arrival_time=2021-04-10 03:56:25.520449, cost_time=0:00:00.580511 2021-04-10 03:56:24,257 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=1.53ms, fps=5352 images/s, loss=1.6376, top1-acc=66.87%, top5-acc=86.39%, remaining_time=0:00:01.059120, arrival_time=2021-04-10 03:56:25.316697, cost_time=0:00:01.059110 2021-04-10 03:56:24,741 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=1.76ms, fps=5295 images/s, loss=1.6358, top1-acc=66.84%, top5-acc=86.76%, remaining_time=0:00:00.514360, arrival_time=2021-04-10 03:56:25.255939, cost_time=0:00:01.543067 2021-04-10 03:56:25,179 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=0.08ms, fps=5307 images/s, loss=1.6443, top1-acc=67.24%, top5-acc=86.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:56:25.179078, cost_time=0:00:01.980674 2021-04-10 03:56:26,277 INFO : Epoch=0145 complete, best val top1-acc=67.87%, top5-acc=86.43% (epoch=144), remaining_time=0:29:29.927500, arrival_time=2021-04-10 04:25:56.205038, cost_time=1:17:46.172476 2021-04-10 03:56:26,278 INFO : Train start, epoch=0146, lr=0.017528 2021-04-10 03:56:27,886 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=2.12ms, fps=1592 images/s, loss=0.2874, top1-acc=92.11%, top5-acc=98.83%, remaining_time=0:00:29.906754, arrival_time=2021-04-10 03:56:57.793135, cost_time=0:00:01.607894 2021-04-10 03:56:29,339 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=1.35ms, fps=1763 images/s, loss=0.2750, top1-acc=92.58%, top5-acc=98.95%, remaining_time=0:00:26.935744, arrival_time=2021-04-10 03:56:56.275040, cost_time=0:00:03.060886 2021-04-10 03:56:30,799 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.39ms, fps=1753 images/s, loss=0.2701, top1-acc=92.68%, top5-acc=98.93%, remaining_time=0:00:25.018026, arrival_time=2021-04-10 03:56:55.817841, cost_time=0:00:04.521317 2021-04-10 03:56:32,259 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=1.44ms, fps=1754 images/s, loss=0.2618, top1-acc=92.90%, top5-acc=98.97%, remaining_time=0:00:23.326368, arrival_time=2021-04-10 03:56:55.585894, cost_time=0:00:05.981121 2021-04-10 03:56:33,723 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=1.48ms, fps=1749 images/s, loss=0.2592, top1-acc=92.87%, top5-acc=99.03%, remaining_time=0:00:21.738962, arrival_time=2021-04-10 03:56:55.462306, cost_time=0:00:07.444859 2021-04-10 03:56:35,182 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=1.63ms, fps=1755 images/s, loss=0.2535, top1-acc=93.01%, top5-acc=99.10%, remaining_time=0:00:20.181992, arrival_time=2021-04-10 03:56:55.364211, cost_time=0:00:08.903806 2021-04-10 03:56:36,637 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=1.43ms, fps=1760 images/s, loss=0.2542, top1-acc=93.00%, top5-acc=99.11%, remaining_time=0:00:18.645606, arrival_time=2021-04-10 03:56:55.282722, cost_time=0:00:10.358703 2021-04-10 03:56:38,090 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=1.43ms, fps=1761 images/s, loss=0.2583, top1-acc=92.86%, top5-acc=99.08%, remaining_time=0:00:17.128212, arrival_time=2021-04-10 03:56:55.219141, cost_time=0:00:11.812534 2021-04-10 03:56:39,544 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=1.33ms, fps=1761 images/s, loss=0.2596, top1-acc=92.84%, top5-acc=99.04%, remaining_time=0:00:15.624718, arrival_time=2021-04-10 03:56:55.169449, cost_time=0:00:13.266261 2021-04-10 03:56:41,030 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=1.40ms, fps=1754 images/s, loss=0.2577, top1-acc=92.89%, top5-acc=99.05%, remaining_time=0:00:14.162112, arrival_time=2021-04-10 03:56:55.192821, cost_time=0:00:14.752238 2021-04-10 03:56:42,487 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=1.62ms, fps=1759 images/s, loss=0.2590, top1-acc=92.86%, top5-acc=99.04%, remaining_time=0:00:12.672186, arrival_time=2021-04-10 03:56:55.159218, cost_time=0:00:16.208622 2021-04-10 03:56:43,943 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=1.69ms, fps=1758 images/s, loss=0.2587, top1-acc=92.89%, top5-acc=99.05%, remaining_time=0:00:11.187884, arrival_time=2021-04-10 03:56:55.131400, cost_time=0:00:17.665109 2021-04-10 03:56:45,399 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.35ms, fps=1759 images/s, loss=0.2584, top1-acc=92.86%, top5-acc=99.07%, remaining_time=0:00:09.707346, arrival_time=2021-04-10 03:56:55.106337, cost_time=0:00:19.120587 2021-04-10 03:56:46,852 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=1.49ms, fps=1762 images/s, loss=0.2586, top1-acc=92.83%, top5-acc=99.07%, remaining_time=0:00:08.229704, arrival_time=2021-04-10 03:56:55.082415, cost_time=0:00:20.574316 2021-04-10 03:56:48,311 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=1.49ms, fps=1755 images/s, loss=0.2606, top1-acc=92.79%, top5-acc=99.05%, remaining_time=0:00:06.756848, arrival_time=2021-04-10 03:56:55.068410, cost_time=0:00:22.033157 2021-04-10 03:56:49,767 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.41ms, fps=1759 images/s, loss=0.2621, top1-acc=92.76%, top5-acc=99.04%, remaining_time=0:00:05.284944, arrival_time=2021-04-10 03:56:55.052008, cost_time=0:00:23.488657 2021-04-10 03:56:51,219 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=1.36ms, fps=1763 images/s, loss=0.2623, top1-acc=92.73%, top5-acc=99.04%, remaining_time=0:00:03.814538, arrival_time=2021-04-10 03:56:55.034220, cost_time=0:00:24.941279 2021-04-10 03:56:52,674 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=1.49ms, fps=1761 images/s, loss=0.2610, top1-acc=92.77%, top5-acc=99.05%, remaining_time=0:00:02.346272, arrival_time=2021-04-10 03:56:55.020327, cost_time=0:00:26.395606 2021-04-10 03:56:54,129 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.27ms, fps=1760 images/s, loss=0.2620, top1-acc=92.75%, top5-acc=99.05%, remaining_time=0:00:00.879492, arrival_time=2021-04-10 03:56:55.008582, cost_time=0:00:27.850667 2021-04-10 03:56:54,921 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=1.25ms, fps=1718 images/s, loss=0.2632, top1-acc=92.74%, top5-acc=99.05%, remaining_time=0:00:00, arrival_time=2021-04-10 03:56:54.921284, cost_time=0:00:28.642885 2021-04-10 03:56:55,503 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=0.30ms, fps=4404 images/s, loss=1.6911, top1-acc=66.76%, top5-acc=86.45%, remaining_time=0:00:01.743840, arrival_time=2021-04-10 03:56:57.247518, cost_time=0:00:00.581279 2021-04-10 03:56:55,979 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=1.44ms, fps=5379 images/s, loss=1.6974, top1-acc=67.27%, top5-acc=86.54%, remaining_time=0:00:01.057540, arrival_time=2021-04-10 03:56:57.037464, cost_time=0:00:01.057533 2021-04-10 03:56:56,457 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=1.69ms, fps=5366 images/s, loss=1.6807, top1-acc=67.33%, top5-acc=86.94%, remaining_time=0:00:00.511630, arrival_time=2021-04-10 03:56:56.968976, cost_time=0:00:01.534893 2021-04-10 03:56:56,891 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=0.06ms, fps=5344 images/s, loss=1.6919, top1-acc=67.30%, top5-acc=86.69%, remaining_time=0:00:00, arrival_time=2021-04-10 03:56:56.891888, cost_time=0:00:01.969512 2021-04-10 03:56:57,974 INFO : Epoch=0146 complete, best val top1-acc=67.87%, top5-acc=86.43% (epoch=144), remaining_time=0:28:57.567990, arrival_time=2021-04-10 04:25:55.541979, cost_time=1:18:17.868944 2021-04-10 03:56:57,974 INFO : Train start, epoch=0147, lr=0.016934 2021-04-10 03:56:59,603 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=1.70ms, fps=1572 images/s, loss=0.2424, top1-acc=93.44%, top5-acc=99.10%, remaining_time=0:00:30.292704, arrival_time=2021-04-10 03:57:29.896177, cost_time=0:00:01.628643 2021-04-10 03:57:01,063 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=1.58ms, fps=1754 images/s, loss=0.2329, top1-acc=93.81%, top5-acc=99.26%, remaining_time=0:00:27.180560, arrival_time=2021-04-10 03:57:28.244080, cost_time=0:00:03.088694 2021-04-10 03:57:02,525 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=1.47ms, fps=1752 images/s, loss=0.2354, top1-acc=93.74%, top5-acc=99.23%, remaining_time=0:00:25.178216, arrival_time=2021-04-10 03:57:27.703317, cost_time=0:00:04.550277 2021-04-10 03:57:03,983 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=1.57ms, fps=1756 images/s, loss=0.2328, top1-acc=93.83%, top5-acc=99.24%, remaining_time=0:00:23.435256, arrival_time=2021-04-10 03:57:27.419026, cost_time=0:00:06.009025 2021-04-10 03:57:05,438 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=1.82ms, fps=1760 images/s, loss=0.2288, top1-acc=93.89%, top5-acc=99.20%, remaining_time=0:00:21.794880, arrival_time=2021-04-10 03:57:27.233718, cost_time=0:00:07.463976 2021-04-10 03:57:06,894 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=1.53ms, fps=1759 images/s, loss=0.2289, top1-acc=93.89%, top5-acc=99.21%, remaining_time=0:00:20.218576, arrival_time=2021-04-10 03:57:27.113301, cost_time=0:00:08.919950 2021-04-10 03:57:08,351 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=1.41ms, fps=1758 images/s, loss=0.2304, top1-acc=93.83%, top5-acc=99.19%, remaining_time=0:00:18.677610, arrival_time=2021-04-10 03:57:27.028810, cost_time=0:00:10.376467 2021-04-10 03:57:09,804 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=1.36ms, fps=1762 images/s, loss=0.2274, top1-acc=93.91%, top5-acc=99.21%, remaining_time=0:00:17.152572, arrival_time=2021-04-10 03:57:26.956695, cost_time=0:00:11.829375 2021-04-10 03:57:11,260 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=1.45ms, fps=1758 images/s, loss=0.2289, top1-acc=93.92%, top5-acc=99.21%, remaining_time=0:00:15.647614, arrival_time=2021-04-10 03:57:26.908026, cost_time=0:00:13.285674 2021-04-10 03:57:12,731 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=1.69ms, fps=1741 images/s, loss=0.2298, top1-acc=93.89%, top5-acc=99.18%, remaining_time=0:00:14.166432, arrival_time=2021-04-10 03:57:26.897990, cost_time=0:00:14.756746 2021-04-10 03:57:14,193 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=1.53ms, fps=1752 images/s, loss=0.2320, top1-acc=93.78%, top5-acc=99.17%, remaining_time=0:00:12.679668, arrival_time=2021-04-10 03:57:26.872662, cost_time=0:00:16.218235 2021-04-10 03:57:15,656 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=1.80ms, fps=1750 images/s, loss=0.2329, top1-acc=93.76%, top5-acc=99.16%, remaining_time=0:00:11.198448, arrival_time=2021-04-10 03:57:26.854999, cost_time=0:00:17.681781 2021-04-10 03:57:17,123 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=1.40ms, fps=1746 images/s, loss=0.2333, top1-acc=93.72%, top5-acc=99.17%, remaining_time=0:00:09.721668, arrival_time=2021-04-10 03:57:26.845243, cost_time=0:00:19.148747 2021-04-10 03:57:18,584 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.49ms, fps=1753 images/s, loss=0.2355, top1-acc=93.66%, top5-acc=99.17%, remaining_time=0:00:08.244040, arrival_time=2021-04-10 03:57:26.828934, cost_time=0:00:20.610065 2021-04-10 03:57:20,042 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=1.52ms, fps=1757 images/s, loss=0.2388, top1-acc=93.58%, top5-acc=99.16%, remaining_time=0:00:06.767382, arrival_time=2021-04-10 03:57:26.809723, cost_time=0:00:22.067596 2021-04-10 03:57:21,502 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=1.50ms, fps=1754 images/s, loss=0.2388, top1-acc=93.56%, top5-acc=99.17%, remaining_time=0:00:05.293692, arrival_time=2021-04-10 03:57:26.796063, cost_time=0:00:23.527550 2021-04-10 03:57:22,955 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.51ms, fps=1762 images/s, loss=0.2387, top1-acc=93.55%, top5-acc=99.17%, remaining_time=0:00:03.820622, arrival_time=2021-04-10 03:57:26.776407, cost_time=0:00:24.981027 2021-04-10 03:57:24,410 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=1.35ms, fps=1761 images/s, loss=0.2396, top1-acc=93.53%, top5-acc=99.17%, remaining_time=0:00:02.349792, arrival_time=2021-04-10 03:57:26.759762, cost_time=0:00:26.435241 2021-04-10 03:57:25,862 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.51ms, fps=1763 images/s, loss=0.2392, top1-acc=93.53%, top5-acc=99.17%, remaining_time=0:00:00.880662, arrival_time=2021-04-10 03:57:26.743072, cost_time=0:00:27.887666 2021-04-10 03:57:26,656 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=1.23ms, fps=1714 images/s, loss=0.2394, top1-acc=93.53%, top5-acc=99.18%, remaining_time=0:00:00, arrival_time=2021-04-10 03:57:26.656197, cost_time=0:00:28.681475 2021-04-10 03:57:27,204 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=0.30ms, fps=4681 images/s, loss=1.6336, top1-acc=68.32%, top5-acc=87.54%, remaining_time=0:00:01.640700, arrival_time=2021-04-10 03:57:28.844749, cost_time=0:00:00.546903 2021-04-10 03:57:27,686 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=1.93ms, fps=5313 images/s, loss=1.6294, top1-acc=68.12%, top5-acc=86.70%, remaining_time=0:00:01.029080, arrival_time=2021-04-10 03:57:28.715438, cost_time=0:00:01.029089 2021-04-10 03:57:28,166 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=1.57ms, fps=5343 images/s, loss=1.6374, top1-acc=68.10%, top5-acc=87.17%, remaining_time=0:00:00.502940, arrival_time=2021-04-10 03:57:28.668935, cost_time=0:00:01.508811 2021-04-10 03:57:28,602 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=0.11ms, fps=5325 images/s, loss=1.6692, top1-acc=67.81%, top5-acc=87.18%, remaining_time=0:00:00, arrival_time=2021-04-10 03:57:28.602156, cost_time=0:00:01.945000 2021-04-10 03:57:29,731 INFO : Epoch=0147 complete, best val top1-acc=67.87%, top5-acc=86.43% (epoch=144), remaining_time=0:28:25.239490, arrival_time=2021-04-10 04:25:54.971017, cost_time=1:18:49.626476 2021-04-10 03:57:29,732 INFO : Train start, epoch=0148, lr=0.016349 2021-04-10 03:57:31,377 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=0.30ms, fps=1557 images/s, loss=0.2206, top1-acc=93.91%, top5-acc=99.37%, remaining_time=0:00:30.590862, arrival_time=2021-04-10 03:58:01.967821, cost_time=0:00:01.644673 2021-04-10 03:57:32,841 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=1.51ms, fps=1749 images/s, loss=0.2099, top1-acc=94.41%, top5-acc=99.34%, remaining_time=0:00:27.361840, arrival_time=2021-04-10 03:58:00.203510, cost_time=0:00:03.109308 2021-04-10 03:57:34,298 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=1.42ms, fps=1758 images/s, loss=0.2081, top1-acc=94.36%, top5-acc=99.35%, remaining_time=0:00:25.267856, arrival_time=2021-04-10 03:57:59.566682, cost_time=0:00:04.566469 2021-04-10 03:57:35,755 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=1.40ms, fps=1758 images/s, loss=0.2095, top1-acc=94.34%, top5-acc=99.35%, remaining_time=0:00:23.490792, arrival_time=2021-04-10 03:57:59.246351, cost_time=0:00:06.023281 2021-04-10 03:57:37,211 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=1.45ms, fps=1759 images/s, loss=0.2074, top1-acc=94.36%, top5-acc=99.38%, remaining_time=0:00:21.839410, arrival_time=2021-04-10 03:57:59.051095, cost_time=0:00:07.479251 2021-04-10 03:57:38,666 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=1.41ms, fps=1761 images/s, loss=0.2098, top1-acc=94.30%, top5-acc=99.39%, remaining_time=0:00:20.250672, arrival_time=2021-04-10 03:57:58.917126, cost_time=0:00:08.934135 2021-04-10 03:57:40,136 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=1.93ms, fps=1743 images/s, loss=0.2108, top1-acc=94.31%, top5-acc=99.41%, remaining_time=0:00:18.726624, arrival_time=2021-04-10 03:57:58.862601, cost_time=0:00:10.403692 2021-04-10 03:57:41,597 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=1.56ms, fps=1752 images/s, loss=0.2123, top1-acc=94.25%, top5-acc=99.42%, remaining_time=0:00:17.204308, arrival_time=2021-04-10 03:57:58.801621, cost_time=0:00:11.865039 2021-04-10 03:57:43,072 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.54ms, fps=1736 images/s, loss=0.2170, top1-acc=94.22%, top5-acc=99.37%, remaining_time=0:00:15.711426, arrival_time=2021-04-10 03:57:58.783716, cost_time=0:00:13.339850 2021-04-10 03:57:44,531 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=1.41ms, fps=1755 images/s, loss=0.2220, top1-acc=94.11%, top5-acc=99.32%, remaining_time=0:00:14.207040, arrival_time=2021-04-10 03:57:58.738326, cost_time=0:00:14.798997 2021-04-10 03:57:45,990 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=1.62ms, fps=1755 images/s, loss=0.2224, top1-acc=94.09%, top5-acc=99.31%, remaining_time=0:00:12.710972, arrival_time=2021-04-10 03:57:58.701555, cost_time=0:00:16.258220 2021-04-10 03:57:47,445 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=1.52ms, fps=1760 images/s, loss=0.2255, top1-acc=94.01%, top5-acc=99.29%, remaining_time=0:00:11.218512, arrival_time=2021-04-10 03:57:58.664196, cost_time=0:00:17.713421 2021-04-10 03:57:48,907 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=1.63ms, fps=1752 images/s, loss=0.2228, top1-acc=94.09%, top5-acc=99.31%, remaining_time=0:00:09.735066, arrival_time=2021-04-10 03:57:58.642576, cost_time=0:00:19.175148 2021-04-10 03:57:50,360 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=1.38ms, fps=1763 images/s, loss=0.2231, top1-acc=94.05%, top5-acc=99.31%, remaining_time=0:00:08.251152, arrival_time=2021-04-10 03:57:58.611306, cost_time=0:00:20.627866 2021-04-10 03:57:51,813 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.47ms, fps=1762 images/s, loss=0.2229, top1-acc=94.05%, top5-acc=99.31%, remaining_time=0:00:06.771660, arrival_time=2021-04-10 03:57:58.585471, cost_time=0:00:22.081505 2021-04-10 03:57:53,264 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=1.38ms, fps=1765 images/s, loss=0.2240, top1-acc=94.01%, top5-acc=99.30%, remaining_time=0:00:05.294736, arrival_time=2021-04-10 03:57:58.559177, cost_time=0:00:23.532171 2021-04-10 03:57:54,729 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=1.91ms, fps=1748 images/s, loss=0.2266, top1-acc=93.93%, top5-acc=99.27%, remaining_time=0:00:03.823066, arrival_time=2021-04-10 03:57:58.552488, cost_time=0:00:24.996990 2021-04-10 03:57:56,187 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=2.55ms, fps=1756 images/s, loss=0.2274, top1-acc=93.88%, top5-acc=99.28%, remaining_time=0:00:02.351600, arrival_time=2021-04-10 03:57:58.539415, cost_time=0:00:26.455428 2021-04-10 03:57:57,651 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.50ms, fps=1750 images/s, loss=0.2300, top1-acc=93.80%, top5-acc=99.26%, remaining_time=0:00:00.881652, arrival_time=2021-04-10 03:57:58.532955, cost_time=0:00:27.919019 2021-04-10 03:57:58,443 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=1.76ms, fps=1718 images/s, loss=0.2301, top1-acc=93.78%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-10 03:57:58.443371, cost_time=0:00:28.711045 2021-04-10 03:57:59,031 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=0.22ms, fps=4361 images/s, loss=1.5598, top1-acc=70.47%, top5-acc=87.85%, remaining_time=0:00:01.761060, arrival_time=2021-04-10 03:58:00.792567, cost_time=0:00:00.587015 2021-04-10 03:57:59,514 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=1.29ms, fps=5311 images/s, loss=1.5802, top1-acc=69.16%, top5-acc=87.87%, remaining_time=0:00:01.069540, arrival_time=2021-04-10 03:58:00.583539, cost_time=0:00:01.069543 2021-04-10 03:57:59,990 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=1.71ms, fps=5373 images/s, loss=1.6265, top1-acc=68.44%, top5-acc=87.37%, remaining_time=0:00:00.515450, arrival_time=2021-04-10 03:58:00.506263, cost_time=0:00:01.546352 2021-04-10 03:58:00,432 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=0.08ms, fps=5264 images/s, loss=1.6320, top1-acc=68.54%, top5-acc=87.40%, remaining_time=0:00:00, arrival_time=2021-04-10 03:58:00.431950, cost_time=0:00:01.987432 2021-04-10 03:58:02,635 INFO : Epoch=0148 complete, best val top1-acc=68.54%, top5-acc=87.40% (epoch=148), remaining_time=0:27:53.321624, arrival_time=2021-04-10 04:25:55.957555, cost_time=1:19:22.530844 2021-04-10 03:58:02,636 INFO : Train start, epoch=0149, lr=0.015773 2021-04-10 03:58:04,252 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=1.66ms, fps=1584 images/s, loss=0.2078, top1-acc=94.41%, top5-acc=99.18%, remaining_time=0:00:30.055740, arrival_time=2021-04-10 03:58:34.308443, cost_time=0:00:01.615905 2021-04-10 03:58:05,712 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.54ms, fps=1755 images/s, loss=0.2017, top1-acc=94.41%, top5-acc=99.37%, remaining_time=0:00:27.063344, arrival_time=2021-04-10 03:58:32.775461, cost_time=0:00:03.075375 2021-04-10 03:58:07,174 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=1.43ms, fps=1752 images/s, loss=0.2144, top1-acc=94.00%, top5-acc=99.28%, remaining_time=0:00:25.105508, arrival_time=2021-04-10 03:58:32.279486, cost_time=0:00:04.537127 2021-04-10 03:58:08,633 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=1.44ms, fps=1755 images/s, loss=0.2107, top1-acc=94.17%, top5-acc=99.24%, remaining_time=0:00:23.387364, arrival_time=2021-04-10 03:58:32.021056, cost_time=0:00:05.996775 2021-04-10 03:58:10,093 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=1.50ms, fps=1755 images/s, loss=0.2093, top1-acc=94.20%, top5-acc=99.25%, remaining_time=0:00:21.772250, arrival_time=2021-04-10 03:58:31.865303, cost_time=0:00:07.456273 2021-04-10 03:58:11,549 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=1.45ms, fps=1758 images/s, loss=0.2138, top1-acc=94.10%, top5-acc=99.23%, remaining_time=0:00:20.202800, arrival_time=2021-04-10 03:58:31.752545, cost_time=0:00:08.913002 2021-04-10 03:58:13,006 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=1.42ms, fps=1759 images/s, loss=0.2121, top1-acc=94.08%, top5-acc=99.25%, remaining_time=0:00:18.664380, arrival_time=2021-04-10 03:58:31.670289, cost_time=0:00:10.369091 2021-04-10 03:58:14,459 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.38ms, fps=1762 images/s, loss=0.2100, top1-acc=94.10%, top5-acc=99.27%, remaining_time=0:00:17.143060, arrival_time=2021-04-10 03:58:31.602667, cost_time=0:00:11.822839 2021-04-10 03:58:15,926 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=1.65ms, fps=1746 images/s, loss=0.2123, top1-acc=94.08%, top5-acc=99.27%, remaining_time=0:00:15.651748, arrival_time=2021-04-10 03:58:31.577757, cost_time=0:00:13.289260 2021-04-10 03:58:17,383 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=1.45ms, fps=1757 images/s, loss=0.2138, top1-acc=94.04%, top5-acc=99.29%, remaining_time=0:00:14.157216, arrival_time=2021-04-10 03:58:31.541078, cost_time=0:00:14.747088 2021-04-10 03:58:18,849 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.43ms, fps=1748 images/s, loss=0.2153, top1-acc=94.05%, top5-acc=99.28%, remaining_time=0:00:12.675196, arrival_time=2021-04-10 03:58:31.524512, cost_time=0:00:16.212508 2021-04-10 03:58:20,302 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=1.44ms, fps=1762 images/s, loss=0.2159, top1-acc=94.10%, top5-acc=99.28%, remaining_time=0:00:11.188340, arrival_time=2021-04-10 03:58:31.490862, cost_time=0:00:17.665748 2021-04-10 03:58:21,760 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=1.41ms, fps=1756 images/s, loss=0.2167, top1-acc=94.07%, top5-acc=99.29%, remaining_time=0:00:09.709128, arrival_time=2021-04-10 03:58:31.469930, cost_time=0:00:19.123994 2021-04-10 03:58:23,217 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=1.63ms, fps=1758 images/s, loss=0.2175, top1-acc=94.02%, top5-acc=99.27%, remaining_time=0:00:08.232392, arrival_time=2021-04-10 03:58:31.450056, cost_time=0:00:20.580922 2021-04-10 03:58:24,677 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=1.44ms, fps=1754 images/s, loss=0.2187, top1-acc=93.99%, top5-acc=99.26%, remaining_time=0:00:06.759286, arrival_time=2021-04-10 03:58:31.437147, cost_time=0:00:22.041110 2021-04-10 03:58:26,130 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.39ms, fps=1763 images/s, loss=0.2176, top1-acc=94.00%, top5-acc=99.27%, remaining_time=0:00:05.286060, arrival_time=2021-04-10 03:58:31.416372, cost_time=0:00:23.493560 2021-04-10 03:58:27,584 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.42ms, fps=1762 images/s, loss=0.2179, top1-acc=94.01%, top5-acc=99.26%, remaining_time=0:00:03.815474, arrival_time=2021-04-10 03:58:31.399472, cost_time=0:00:24.947256 2021-04-10 03:58:29,040 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=1.85ms, fps=1758 images/s, loss=0.2199, top1-acc=93.93%, top5-acc=99.26%, remaining_time=0:00:02.347024, arrival_time=2021-04-10 03:58:31.387796, cost_time=0:00:26.404031 2021-04-10 03:58:30,493 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=1.43ms, fps=1762 images/s, loss=0.2183, top1-acc=93.96%, top5-acc=99.28%, remaining_time=0:00:00.879702, arrival_time=2021-04-10 03:58:31.373629, cost_time=0:00:27.857188 2021-04-10 03:58:31,285 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=1.24ms, fps=1718 images/s, loss=0.2189, top1-acc=93.96%, top5-acc=99.27%, remaining_time=0:00:00, arrival_time=2021-04-10 03:58:31.285907, cost_time=0:00:28.649160 2021-04-10 03:58:31,872 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=1.59ms, fps=4377 images/s, loss=1.6675, top1-acc=68.32%, top5-acc=86.91%, remaining_time=0:00:01.754760, arrival_time=2021-04-10 03:58:33.626741, cost_time=0:00:00.584916 2021-04-10 03:58:32,347 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=1.46ms, fps=5392 images/s, loss=1.6699, top1-acc=68.54%, top5-acc=87.25%, remaining_time=0:00:01.060240, arrival_time=2021-04-10 03:58:33.407457, cost_time=0:00:01.060240 2021-04-10 03:58:32,823 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=1.32ms, fps=5374 images/s, loss=1.6715, top1-acc=68.42%, top5-acc=87.51%, remaining_time=0:00:00.512320, arrival_time=2021-04-10 03:58:33.336264, cost_time=0:00:01.536953 2021-04-10 03:58:33,257 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.08ms, fps=5351 images/s, loss=1.6858, top1-acc=68.12%, top5-acc=87.17%, remaining_time=0:00:00, arrival_time=2021-04-10 03:58:33.257867, cost_time=0:00:01.970913 2021-04-10 03:58:34,297 INFO : Epoch=0149 complete, best val top1-acc=68.54%, top5-acc=87.40% (epoch=148), remaining_time=0:27:20.965239, arrival_time=2021-04-10 04:25:55.262906, cost_time=1:19:54.192589 2021-04-10 03:58:34,298 INFO : Train start, epoch=0150, lr=0.015204 2021-04-10 03:58:35,950 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=1.67ms, fps=1550 images/s, loss=0.2141, top1-acc=94.41%, top5-acc=99.18%, remaining_time=0:00:30.722922, arrival_time=2021-04-10 03:59:06.673382, cost_time=0:00:01.651770 2021-04-10 03:58:37,412 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=1.82ms, fps=1752 images/s, loss=0.2060, top1-acc=94.30%, top5-acc=99.37%, remaining_time=0:00:27.398272, arrival_time=2021-04-10 03:59:04.810409, cost_time=0:00:03.113435 2021-04-10 03:58:38,881 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=1.89ms, fps=1744 images/s, loss=0.2025, top1-acc=94.40%, top5-acc=99.43%, remaining_time=0:00:25.354840, arrival_time=2021-04-10 03:59:04.235846, cost_time=0:00:04.582191 2021-04-10 03:58:40,338 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=2.01ms, fps=1757 images/s, loss=0.2031, top1-acc=94.41%, top5-acc=99.42%, remaining_time=0:00:23.555220, arrival_time=2021-04-10 03:59:03.893782, cost_time=0:00:06.039815 2021-04-10 03:58:41,795 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=1.33ms, fps=1757 images/s, loss=0.1995, top1-acc=94.55%, top5-acc=99.45%, remaining_time=0:00:21.891824, arrival_time=2021-04-10 03:59:03.687704, cost_time=0:00:07.497175 2021-04-10 03:58:43,252 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=1.45ms, fps=1759 images/s, loss=0.1982, top1-acc=94.52%, top5-acc=99.46%, remaining_time=0:00:20.294328, arrival_time=2021-04-10 03:59:03.546407, cost_time=0:00:08.953398 2021-04-10 03:58:44,706 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=1.53ms, fps=1761 images/s, loss=0.2011, top1-acc=94.51%, top5-acc=99.42%, remaining_time=0:00:18.733806, arrival_time=2021-04-10 03:59:03.440260, cost_time=0:00:10.407683 2021-04-10 03:58:46,164 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=1.52ms, fps=1756 images/s, loss=0.2037, top1-acc=94.39%, top5-acc=99.40%, remaining_time=0:00:17.205584, arrival_time=2021-04-10 03:59:03.370235, cost_time=0:00:11.865959 2021-04-10 03:58:47,622 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=1.42ms, fps=1756 images/s, loss=0.2032, top1-acc=94.44%, top5-acc=99.38%, remaining_time=0:00:15.692876, arrival_time=2021-04-10 03:59:03.315712, cost_time=0:00:13.324171 2021-04-10 03:58:49,079 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=1.40ms, fps=1764 images/s, loss=0.2038, top1-acc=94.43%, top5-acc=99.38%, remaining_time=0:00:14.189568, arrival_time=2021-04-10 03:59:03.269067, cost_time=0:00:14.780822 2021-04-10 03:58:50,541 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=1.46ms, fps=1751 images/s, loss=0.2048, top1-acc=94.41%, top5-acc=99.36%, remaining_time=0:00:12.699190, arrival_time=2021-04-10 03:59:03.241112, cost_time=0:00:16.243174 2021-04-10 03:58:52,003 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=1.32ms, fps=1753 images/s, loss=0.2054, top1-acc=94.40%, top5-acc=99.35%, remaining_time=0:00:11.212736, arrival_time=2021-04-10 03:59:03.215803, cost_time=0:00:17.704352 2021-04-10 03:58:53,460 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=1.63ms, fps=1757 images/s, loss=0.2071, top1-acc=94.37%, top5-acc=99.34%, remaining_time=0:00:09.728268, arrival_time=2021-04-10 03:59:03.188728, cost_time=0:00:19.161687 2021-04-10 03:58:54,921 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=1.88ms, fps=1753 images/s, loss=0.2059, top1-acc=94.41%, top5-acc=99.34%, remaining_time=0:00:08.249080, arrival_time=2021-04-10 03:59:03.170533, cost_time=0:00:20.622729 2021-04-10 03:58:56,386 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=1.58ms, fps=1748 images/s, loss=0.2077, top1-acc=94.29%, top5-acc=99.35%, remaining_time=0:00:06.773500, arrival_time=2021-04-10 03:59:03.159783, cost_time=0:00:22.087476 2021-04-10 03:58:57,841 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=1.36ms, fps=1761 images/s, loss=0.2090, top1-acc=94.27%, top5-acc=99.34%, remaining_time=0:00:05.297004, arrival_time=2021-04-10 03:59:03.138023, cost_time=0:00:23.542274 2021-04-10 03:58:59,301 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.44ms, fps=1754 images/s, loss=0.2103, top1-acc=94.23%, top5-acc=99.34%, remaining_time=0:00:03.823924, arrival_time=2021-04-10 03:59:03.125240, cost_time=0:00:25.002635 2021-04-10 03:59:00,760 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.44ms, fps=1755 images/s, loss=0.2111, top1-acc=94.23%, top5-acc=99.32%, remaining_time=0:00:02.352128, arrival_time=2021-04-10 03:59:03.112178, cost_time=0:00:26.461359 2021-04-10 03:59:02,220 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=1.40ms, fps=1753 images/s, loss=0.2112, top1-acc=94.24%, top5-acc=99.32%, remaining_time=0:00:00.881748, arrival_time=2021-04-10 03:59:03.102488, cost_time=0:00:27.922053 2021-04-10 03:59:03,016 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=1.30ms, fps=1711 images/s, loss=0.2107, top1-acc=94.24%, top5-acc=99.32%, remaining_time=0:00:00, arrival_time=2021-04-10 03:59:03.016144, cost_time=0:00:28.717376 2021-04-10 03:59:03,591 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=0.21ms, fps=4462 images/s, loss=1.7128, top1-acc=67.11%, top5-acc=87.07%, remaining_time=0:00:01.721220, arrival_time=2021-04-10 03:59:05.312394, cost_time=0:00:00.573740 2021-04-10 03:59:04,067 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=1.34ms, fps=5386 images/s, loss=1.6733, top1-acc=68.22%, top5-acc=87.30%, remaining_time=0:00:01.049660, arrival_time=2021-04-10 03:59:05.116664, cost_time=0:00:01.049653 2021-04-10 03:59:04,542 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=1.62ms, fps=5383 images/s, loss=1.6548, top1-acc=68.88%, top5-acc=87.68%, remaining_time=0:00:00.508520, arrival_time=2021-04-10 03:59:05.051442, cost_time=0:00:01.525559 2021-04-10 03:59:05,011 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=0.16ms, fps=4962 images/s, loss=1.6976, top1-acc=68.58%, top5-acc=87.24%, remaining_time=0:00:00, arrival_time=2021-04-10 03:59:05.010917, cost_time=0:00:01.993487 2021-04-10 03:59:07,338 INFO : Epoch=0150 complete, best val top1-acc=68.58%, top5-acc=87.24% (epoch=150), remaining_time=0:26:49.077750, arrival_time=2021-04-10 04:25:56.416029, cost_time=1:20:27.233205 2021-04-10 03:59:07,339 INFO : Train start, epoch=0151, lr=0.014645 2021-04-10 03:59:08,960 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=0.27ms, fps=1579 images/s, loss=0.1975, top1-acc=94.26%, top5-acc=99.45%, remaining_time=0:00:30.154692, arrival_time=2021-04-10 03:59:39.115161, cost_time=0:00:01.621225 2021-04-10 03:59:10,415 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=1.39ms, fps=1760 images/s, loss=0.2002, top1-acc=94.26%, top5-acc=99.45%, remaining_time=0:00:27.070560, arrival_time=2021-04-10 03:59:37.486004, cost_time=0:00:03.076199 2021-04-10 03:59:11,871 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.54ms, fps=1758 images/s, loss=0.1849, top1-acc=94.65%, top5-acc=99.54%, remaining_time=0:00:25.079612, arrival_time=2021-04-10 03:59:36.951280, cost_time=0:00:04.532456 2021-04-10 03:59:13,328 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=1.42ms, fps=1758 images/s, loss=0.1810, top1-acc=94.75%, top5-acc=99.58%, remaining_time=0:00:23.358660, arrival_time=2021-04-10 03:59:36.687373, cost_time=0:00:05.989417 2021-04-10 03:59:14,788 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=1.63ms, fps=1754 images/s, loss=0.1858, top1-acc=94.65%, top5-acc=99.52%, remaining_time=0:00:21.752102, arrival_time=2021-04-10 03:59:36.540750, cost_time=0:00:07.449338 2021-04-10 03:59:16,240 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=1.57ms, fps=1764 images/s, loss=0.1824, top1-acc=94.86%, top5-acc=99.54%, remaining_time=0:00:20.176688, arrival_time=2021-04-10 03:59:36.417372, cost_time=0:00:08.901489 2021-04-10 03:59:17,699 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=1.64ms, fps=1755 images/s, loss=0.1830, top1-acc=94.81%, top5-acc=99.54%, remaining_time=0:00:18.648252, arrival_time=2021-04-10 03:59:36.347795, cost_time=0:00:10.360174 2021-04-10 03:59:19,162 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=1.98ms, fps=1751 images/s, loss=0.1845, top1-acc=94.82%, top5-acc=99.53%, remaining_time=0:00:17.143524, arrival_time=2021-04-10 03:59:36.305970, cost_time=0:00:11.823117 2021-04-10 03:59:20,623 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=1.68ms, fps=1753 images/s, loss=0.1866, top1-acc=94.81%, top5-acc=99.51%, remaining_time=0:00:15.645600, arrival_time=2021-04-10 03:59:36.268819, cost_time=0:00:13.284010 2021-04-10 03:59:22,085 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=1.41ms, fps=1751 images/s, loss=0.1843, top1-acc=94.89%, top5-acc=99.50%, remaining_time=0:00:14.156640, arrival_time=2021-04-10 03:59:36.242409, cost_time=0:00:14.746468 2021-04-10 03:59:23,543 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=1.56ms, fps=1757 images/s, loss=0.1841, top1-acc=94.85%, top5-acc=99.48%, remaining_time=0:00:12.668918, arrival_time=2021-04-10 03:59:36.212571, cost_time=0:00:16.204446 2021-04-10 03:59:24,999 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=1.51ms, fps=1759 images/s, loss=0.1850, top1-acc=94.82%, top5-acc=99.50%, remaining_time=0:00:11.184692, arrival_time=2021-04-10 03:59:36.183999, cost_time=0:00:17.660027 2021-04-10 03:59:26,454 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=1.64ms, fps=1760 images/s, loss=0.1862, top1-acc=94.80%, top5-acc=99.49%, remaining_time=0:00:09.704442, arrival_time=2021-04-10 03:59:36.158535, cost_time=0:00:19.114821 2021-04-10 03:59:27,914 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=1.55ms, fps=1753 images/s, loss=0.1868, top1-acc=94.77%, top5-acc=99.48%, remaining_time=0:00:08.230208, arrival_time=2021-04-10 03:59:36.144989, cost_time=0:00:20.575581 2021-04-10 03:59:29,371 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=1.37ms, fps=1758 images/s, loss=0.1865, top1-acc=94.78%, top5-acc=99.49%, remaining_time=0:00:06.756526, arrival_time=2021-04-10 03:59:36.127847, cost_time=0:00:22.032120 2021-04-10 03:59:30,824 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.47ms, fps=1762 images/s, loss=0.1878, top1-acc=94.77%, top5-acc=99.48%, remaining_time=0:00:05.284296, arrival_time=2021-04-10 03:59:36.109221, cost_time=0:00:23.485727 2021-04-10 03:59:32,284 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=1.65ms, fps=1755 images/s, loss=0.1901, top1-acc=94.74%, top5-acc=99.46%, remaining_time=0:00:03.815136, arrival_time=2021-04-10 03:59:36.099741, cost_time=0:00:24.945197 2021-04-10 03:59:33,749 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=1.92ms, fps=1749 images/s, loss=0.1903, top1-acc=94.74%, top5-acc=99.46%, remaining_time=0:00:02.347568, arrival_time=2021-04-10 03:59:36.096997, cost_time=0:00:26.410186 2021-04-10 03:59:35,212 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.63ms, fps=1750 images/s, loss=0.1902, top1-acc=94.74%, top5-acc=99.47%, remaining_time=0:00:00.880212, arrival_time=2021-04-10 03:59:36.092951, cost_time=0:00:27.873457 2021-04-10 03:59:36,003 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=1.41ms, fps=1721 images/s, loss=0.1915, top1-acc=94.73%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-10 03:59:36.003756, cost_time=0:00:28.664555 2021-04-10 03:59:36,584 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=2.14ms, fps=4417 images/s, loss=1.7067, top1-acc=68.16%, top5-acc=87.50%, remaining_time=0:00:01.738500, arrival_time=2021-04-10 03:59:38.322935, cost_time=0:00:00.579504 2021-04-10 03:59:37,061 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=1.29ms, fps=5371 images/s, loss=1.6758, top1-acc=69.02%, top5-acc=87.81%, remaining_time=0:00:01.056720, arrival_time=2021-04-10 03:59:38.118316, cost_time=0:00:01.056723 2021-04-10 03:59:37,537 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=1.48ms, fps=5385 images/s, loss=1.6551, top1-acc=69.67%, top5-acc=87.90%, remaining_time=0:00:00.510850, arrival_time=2021-04-10 03:59:38.048252, cost_time=0:00:01.532549 2021-04-10 03:59:37,972 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=0.08ms, fps=5342 images/s, loss=1.6723, top1-acc=69.41%, top5-acc=87.80%, remaining_time=0:00:00, arrival_time=2021-04-10 03:59:37.971963, cost_time=0:00:01.967134 2021-04-10 03:59:40,115 INFO : Epoch=0151 complete, best val top1-acc=69.41%, top5-acc=87.80% (epoch=151), remaining_time=0:26:17.089353, arrival_time=2021-04-10 04:25:57.204428, cost_time=1:21:00.010020 2021-04-10 03:59:40,115 INFO : Train start, epoch=0152, lr=0.014094 2021-04-10 03:59:41,751 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=1.54ms, fps=1565 images/s, loss=0.1684, top1-acc=95.55%, top5-acc=99.45%, remaining_time=0:00:30.432390, arrival_time=2021-04-10 04:00:12.184334, cost_time=0:00:01.636151 2021-04-10 03:59:43,211 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=1.39ms, fps=1755 images/s, loss=0.1862, top1-acc=95.02%, top5-acc=99.24%, remaining_time=0:00:27.241808, arrival_time=2021-04-10 04:00:10.453263, cost_time=0:00:03.095654 2021-04-10 03:59:44,662 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=1.39ms, fps=1765 images/s, loss=0.1864, top1-acc=94.95%, top5-acc=99.23%, remaining_time=0:00:25.155474, arrival_time=2021-04-10 04:00:09.817434, cost_time=0:00:04.546165 2021-04-10 03:59:46,123 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=1.90ms, fps=1752 images/s, loss=0.1857, top1-acc=94.95%, top5-acc=99.35%, remaining_time=0:00:23.430732, arrival_time=2021-04-10 04:00:09.554490, cost_time=0:00:06.007891 2021-04-10 03:59:47,602 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=1.83ms, fps=1732 images/s, loss=0.1863, top1-acc=94.99%, top5-acc=99.34%, remaining_time=0:00:21.860872, arrival_time=2021-04-10 04:00:09.463272, cost_time=0:00:07.486595 2021-04-10 03:59:49,058 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=1.83ms, fps=1758 images/s, loss=0.1840, top1-acc=95.10%, top5-acc=99.35%, remaining_time=0:00:20.270392, arrival_time=2021-04-10 04:00:09.329093, cost_time=0:00:08.942811 2021-04-10 03:59:50,514 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=1.36ms, fps=1759 images/s, loss=0.1845, top1-acc=95.10%, top5-acc=99.35%, remaining_time=0:00:18.717552, arrival_time=2021-04-10 04:00:09.232099, cost_time=0:00:10.398629 2021-04-10 03:59:51,975 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=1.38ms, fps=1753 images/s, loss=0.1840, top1-acc=95.12%, top5-acc=99.37%, remaining_time=0:00:17.197116, arrival_time=2021-04-10 04:00:09.173029, cost_time=0:00:11.860116 2021-04-10 03:59:53,437 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=1.58ms, fps=1752 images/s, loss=0.1828, top1-acc=95.13%, top5-acc=99.40%, remaining_time=0:00:15.690332, arrival_time=2021-04-10 04:00:09.128148, cost_time=0:00:13.321940 2021-04-10 03:59:54,896 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=1.64ms, fps=1756 images/s, loss=0.1838, top1-acc=95.07%, top5-acc=99.40%, remaining_time=0:00:14.189472, arrival_time=2021-04-10 04:00:09.085964, cost_time=0:00:14.780655 2021-04-10 03:59:56,354 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.43ms, fps=1757 images/s, loss=0.1848, top1-acc=95.04%, top5-acc=99.41%, remaining_time=0:00:12.695406, arrival_time=2021-04-10 04:00:09.049523, cost_time=0:00:16.238323 2021-04-10 03:59:57,811 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=1.61ms, fps=1758 images/s, loss=0.1863, top1-acc=94.96%, top5-acc=99.43%, remaining_time=0:00:11.207036, arrival_time=2021-04-10 04:00:09.018169, cost_time=0:00:17.695324 2021-04-10 03:59:59,263 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=1.42ms, fps=1764 images/s, loss=0.1879, top1-acc=94.93%, top5-acc=99.42%, remaining_time=0:00:09.721008, arrival_time=2021-04-10 04:00:08.984186, cost_time=0:00:19.147382 2021-04-10 04:00:00,723 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=2.22ms, fps=1753 images/s, loss=0.1885, top1-acc=94.92%, top5-acc=99.41%, remaining_time=0:00:08.243200, arrival_time=2021-04-10 04:00:08.967096, cost_time=0:00:20.608019 2021-04-10 04:00:02,177 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=1.46ms, fps=1762 images/s, loss=0.1882, top1-acc=94.92%, top5-acc=99.40%, remaining_time=0:00:06.765634, arrival_time=2021-04-10 04:00:08.943301, cost_time=0:00:22.061865 2021-04-10 04:00:03,633 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=1.36ms, fps=1759 images/s, loss=0.1887, top1-acc=94.90%, top5-acc=99.40%, remaining_time=0:00:05.291496, arrival_time=2021-04-10 04:00:08.924984, cost_time=0:00:23.517692 2021-04-10 04:00:05,090 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=1.37ms, fps=1758 images/s, loss=0.1891, top1-acc=94.90%, top5-acc=99.40%, remaining_time=0:00:03.819608, arrival_time=2021-04-10 04:00:08.909872, cost_time=0:00:24.974379 2021-04-10 04:00:06,545 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=1.57ms, fps=1760 images/s, loss=0.1896, top1-acc=94.87%, top5-acc=99.41%, remaining_time=0:00:02.349264, arrival_time=2021-04-10 04:00:08.894345, cost_time=0:00:26.429192 2021-04-10 04:00:08,006 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=1.30ms, fps=1752 images/s, loss=0.1893, top1-acc=94.87%, top5-acc=99.40%, remaining_time=0:00:00.880764, arrival_time=2021-04-10 04:00:08.887449, cost_time=0:00:27.890867 2021-04-10 04:00:08,800 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=1.29ms, fps=1714 images/s, loss=0.1900, top1-acc=94.86%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-10 04:00:08.800744, cost_time=0:00:28.684949 2021-04-10 04:00:09,396 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=0.19ms, fps=4302 images/s, loss=1.5023, top1-acc=71.13%, top5-acc=89.37%, remaining_time=0:00:01.785300, arrival_time=2021-04-10 04:00:11.182197, cost_time=0:00:00.595097 2021-04-10 04:00:09,874 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=1.49ms, fps=5366 images/s, loss=1.6205, top1-acc=69.59%, top5-acc=88.36%, remaining_time=0:00:01.072520, arrival_time=2021-04-10 04:00:10.946903, cost_time=0:00:01.072519 2021-04-10 04:00:10,355 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=1.69ms, fps=5324 images/s, loss=1.6176, top1-acc=69.52%, top5-acc=88.48%, remaining_time=0:00:00.517930, arrival_time=2021-04-10 04:00:10.873576, cost_time=0:00:01.553797 2021-04-10 04:00:10,791 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=0.07ms, fps=5333 images/s, loss=1.6420, top1-acc=69.40%, top5-acc=87.91%, remaining_time=0:00:00, arrival_time=2021-04-10 04:00:10.791201, cost_time=0:00:01.989436 2021-04-10 04:00:11,847 INFO : Epoch=0152 complete, best val top1-acc=69.41%, top5-acc=87.80% (epoch=151), remaining_time=0:25:44.760864, arrival_time=2021-04-10 04:25:56.608663, cost_time=1:21:31.742753 2021-04-10 04:00:11,848 INFO : Train start, epoch=0153, lr=0.013552 2021-04-10 04:00:13,466 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=1.45ms, fps=1582 images/s, loss=0.1872, top1-acc=95.04%, top5-acc=99.37%, remaining_time=0:00:30.096474, arrival_time=2021-04-10 04:00:43.563085, cost_time=0:00:01.618087 2021-04-10 04:00:14,917 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=1.82ms, fps=1765 images/s, loss=0.1819, top1-acc=95.06%, top5-acc=99.43%, remaining_time=0:00:27.007904, arrival_time=2021-04-10 04:00:41.925516, cost_time=0:00:03.069074 2021-04-10 04:00:16,379 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.45ms, fps=1751 images/s, loss=0.1791, top1-acc=95.31%, top5-acc=99.47%, remaining_time=0:00:25.073304, arrival_time=2021-04-10 04:00:41.453146, cost_time=0:00:04.531321 2021-04-10 04:00:17,837 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=1.42ms, fps=1757 images/s, loss=0.1759, top1-acc=95.39%, top5-acc=99.49%, remaining_time=0:00:23.357880, arrival_time=2021-04-10 04:00:41.195618, cost_time=0:00:05.989195 2021-04-10 04:00:19,290 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=1.37ms, fps=1763 images/s, loss=0.1740, top1-acc=95.37%, top5-acc=99.52%, remaining_time=0:00:21.730786, arrival_time=2021-04-10 04:00:41.021368, cost_time=0:00:07.442052 2021-04-10 04:00:20,747 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=1.43ms, fps=1758 images/s, loss=0.1743, top1-acc=95.38%, top5-acc=99.50%, remaining_time=0:00:20.170024, arrival_time=2021-04-10 04:00:40.917119, cost_time=0:00:08.898569 2021-04-10 04:00:22,206 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=1.45ms, fps=1754 images/s, loss=0.1738, top1-acc=95.32%, top5-acc=99.50%, remaining_time=0:00:18.644976, arrival_time=2021-04-10 04:00:40.851820, cost_time=0:00:10.358308 2021-04-10 04:00:23,669 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=1.55ms, fps=1751 images/s, loss=0.1739, top1-acc=95.28%, top5-acc=99.50%, remaining_time=0:00:17.140160, arrival_time=2021-04-10 04:00:40.809594, cost_time=0:00:11.820801 2021-04-10 04:00:25,124 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=1.52ms, fps=1760 images/s, loss=0.1735, top1-acc=95.29%, top5-acc=99.52%, remaining_time=0:00:15.636060, arrival_time=2021-04-10 04:00:40.760490, cost_time=0:00:13.275887 2021-04-10 04:00:26,583 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=1.56ms, fps=1755 images/s, loss=0.1758, top1-acc=95.27%, top5-acc=99.50%, remaining_time=0:00:14.145984, arrival_time=2021-04-10 04:00:40.729923, cost_time=0:00:14.735416 2021-04-10 04:00:28,043 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.48ms, fps=1755 images/s, loss=0.1754, top1-acc=95.22%, top5-acc=99.52%, remaining_time=0:00:12.661264, arrival_time=2021-04-10 04:00:40.704392, cost_time=0:00:16.194587 2021-04-10 04:00:29,500 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=1.53ms, fps=1758 images/s, loss=0.1750, top1-acc=95.21%, top5-acc=99.49%, remaining_time=0:00:11.179220, arrival_time=2021-04-10 04:00:40.679221, cost_time=0:00:17.651455 2021-04-10 04:00:30,957 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.88ms, fps=1757 images/s, loss=0.1757, top1-acc=95.20%, top5-acc=99.49%, remaining_time=0:00:09.701538, arrival_time=2021-04-10 04:00:40.659149, cost_time=0:00:19.109082 2021-04-10 04:00:32,421 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=1.49ms, fps=1750 images/s, loss=0.1762, top1-acc=95.20%, top5-acc=99.47%, remaining_time=0:00:08.229032, arrival_time=2021-04-10 04:00:40.650093, cost_time=0:00:20.572536 2021-04-10 04:00:33,871 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.38ms, fps=1766 images/s, loss=0.1759, top1-acc=95.22%, top5-acc=99.48%, remaining_time=0:00:06.753628, arrival_time=2021-04-10 04:00:40.624973, cost_time=0:00:22.022770 2021-04-10 04:00:35,330 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.43ms, fps=1756 images/s, loss=0.1782, top1-acc=95.19%, top5-acc=99.47%, remaining_time=0:00:05.283360, arrival_time=2021-04-10 04:00:40.613402, cost_time=0:00:23.481522 2021-04-10 04:00:36,787 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=1.52ms, fps=1757 images/s, loss=0.1775, top1-acc=95.21%, top5-acc=99.47%, remaining_time=0:00:03.814252, arrival_time=2021-04-10 04:00:40.602084, cost_time=0:00:24.939304 2021-04-10 04:00:38,242 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=1.57ms, fps=1760 images/s, loss=0.1797, top1-acc=95.20%, top5-acc=99.44%, remaining_time=0:00:02.346144, arrival_time=2021-04-10 04:00:40.588794, cost_time=0:00:26.394047 2021-04-10 04:00:39,698 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.25ms, fps=1759 images/s, loss=0.1821, top1-acc=95.13%, top5-acc=99.43%, remaining_time=0:00:00.879480, arrival_time=2021-04-10 04:00:40.578227, cost_time=0:00:27.850225 2021-04-10 04:00:40,488 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=1.38ms, fps=1723 images/s, loss=0.1829, top1-acc=95.10%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-10 04:00:40.488406, cost_time=0:00:28.639903 2021-04-10 04:00:41,035 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=1.30ms, fps=4688 images/s, loss=1.7513, top1-acc=67.70%, top5-acc=86.87%, remaining_time=0:00:01.638120, arrival_time=2021-04-10 04:00:42.673576, cost_time=0:00:00.546038 2021-04-10 04:00:41,512 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=0.22ms, fps=5375 images/s, loss=1.6967, top1-acc=68.38%, top5-acc=86.95%, remaining_time=0:00:01.022660, arrival_time=2021-04-10 04:00:42.534768, cost_time=0:00:01.022662 2021-04-10 04:00:41,990 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=1.49ms, fps=5351 images/s, loss=1.6922, top1-acc=68.29%, top5-acc=87.07%, remaining_time=0:00:00.500500, arrival_time=2021-04-10 04:00:42.491395, cost_time=0:00:01.501501 2021-04-10 04:00:42,421 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=0.05ms, fps=5391 images/s, loss=1.7122, top1-acc=68.20%, top5-acc=86.86%, remaining_time=0:00:00, arrival_time=2021-04-10 04:00:42.421536, cost_time=0:00:01.932162 2021-04-10 04:00:44,260 INFO : Epoch=0153 complete, best val top1-acc=69.41%, top5-acc=87.80% (epoch=151), remaining_time=0:25:12.648987, arrival_time=2021-04-10 04:25:56.909177, cost_time=1:22:04.155151 2021-04-10 04:00:44,260 INFO : Train start, epoch=0154, lr=0.013018 2021-04-10 04:00:45,887 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=1.53ms, fps=1574 images/s, loss=0.1969, top1-acc=95.23%, top5-acc=99.30%, remaining_time=0:00:30.254016, arrival_time=2021-04-10 04:01:16.141525, cost_time=0:00:01.626560 2021-04-10 04:00:47,342 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=1.50ms, fps=1760 images/s, loss=0.1817, top1-acc=95.31%, top5-acc=99.36%, remaining_time=0:00:27.117376, arrival_time=2021-04-10 04:01:14.459885, cost_time=0:00:03.081521 2021-04-10 04:00:48,800 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.39ms, fps=1757 images/s, loss=0.1882, top1-acc=95.10%, top5-acc=99.41%, remaining_time=0:00:25.117626, arrival_time=2021-04-10 04:01:13.917954, cost_time=0:00:04.539334 2021-04-10 04:00:50,261 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=1.40ms, fps=1752 images/s, loss=0.1824, top1-acc=95.18%, top5-acc=99.42%, remaining_time=0:00:23.403744, arrival_time=2021-04-10 04:01:13.665668, cost_time=0:00:06.000963 2021-04-10 04:00:51,713 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=1.35ms, fps=1765 images/s, loss=0.1734, top1-acc=95.37%, top5-acc=99.50%, remaining_time=0:00:21.760424, arrival_time=2021-04-10 04:01:13.473569, cost_time=0:00:07.452199 2021-04-10 04:00:53,169 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=1.40ms, fps=1759 images/s, loss=0.1720, top1-acc=95.27%, top5-acc=99.51%, remaining_time=0:00:20.191648, arrival_time=2021-04-10 04:01:13.360715, cost_time=0:00:08.908109 2021-04-10 04:00:54,628 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=1.41ms, fps=1754 images/s, loss=0.1693, top1-acc=95.36%, top5-acc=99.52%, remaining_time=0:00:18.662112, arrival_time=2021-04-10 04:01:13.290897, cost_time=0:00:10.367828 2021-04-10 04:00:56,083 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=1.66ms, fps=1761 images/s, loss=0.1704, top1-acc=95.33%, top5-acc=99.51%, remaining_time=0:00:17.142016, arrival_time=2021-04-10 04:01:13.225051, cost_time=0:00:11.822079 2021-04-10 04:00:57,538 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=2.48ms, fps=1759 images/s, loss=0.1666, top1-acc=95.44%, top5-acc=99.53%, remaining_time=0:00:15.638286, arrival_time=2021-04-10 04:01:13.177098, cost_time=0:00:13.277811 2021-04-10 04:00:59,008 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=2.18ms, fps=1744 images/s, loss=0.1640, top1-acc=95.48%, top5-acc=99.54%, remaining_time=0:00:14.157120, arrival_time=2021-04-10 04:01:13.165118, cost_time=0:00:14.747039 2021-04-10 04:01:00,468 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=1.44ms, fps=1753 images/s, loss=0.1645, top1-acc=95.47%, top5-acc=99.54%, remaining_time=0:00:12.671240, arrival_time=2021-04-10 04:01:13.139602, cost_time=0:00:16.207404 2021-04-10 04:01:01,922 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=1.87ms, fps=1761 images/s, loss=0.1658, top1-acc=95.44%, top5-acc=99.55%, remaining_time=0:00:11.185604, arrival_time=2021-04-10 04:01:13.108032, cost_time=0:00:17.661478 2021-04-10 04:01:03,380 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=1.47ms, fps=1756 images/s, loss=0.1663, top1-acc=95.41%, top5-acc=99.55%, remaining_time=0:00:09.706818, arrival_time=2021-04-10 04:01:13.087260, cost_time=0:00:19.119427 2021-04-10 04:01:04,839 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=1.44ms, fps=1755 images/s, loss=0.1672, top1-acc=95.37%, top5-acc=99.56%, remaining_time=0:00:08.231440, arrival_time=2021-04-10 04:01:13.071035, cost_time=0:00:20.578642 2021-04-10 04:01:06,298 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.41ms, fps=1756 images/s, loss=0.1682, top1-acc=95.38%, top5-acc=99.54%, remaining_time=0:00:06.757998, arrival_time=2021-04-10 04:01:13.056001, cost_time=0:00:22.036990 2021-04-10 04:01:07,753 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.42ms, fps=1759 images/s, loss=0.1676, top1-acc=95.38%, top5-acc=99.56%, remaining_time=0:00:05.285808, arrival_time=2021-04-10 04:01:13.039216, cost_time=0:00:23.492460 2021-04-10 04:01:09,204 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=1.41ms, fps=1765 images/s, loss=0.1681, top1-acc=95.38%, top5-acc=99.54%, remaining_time=0:00:03.814902, arrival_time=2021-04-10 04:01:13.019446, cost_time=0:00:24.943589 2021-04-10 04:01:10,654 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=1.59ms, fps=1766 images/s, loss=0.1695, top1-acc=95.36%, top5-acc=99.54%, remaining_time=0:00:02.346112, arrival_time=2021-04-10 04:01:13.000767, cost_time=0:00:26.393689 2021-04-10 04:01:12,113 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.28ms, fps=1755 images/s, loss=0.1695, top1-acc=95.37%, top5-acc=99.54%, remaining_time=0:00:00.879558, arrival_time=2021-04-10 04:01:12.993155, cost_time=0:00:27.852661 2021-04-10 04:01:12,902 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=1.25ms, fps=1725 images/s, loss=0.1699, top1-acc=95.39%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-10 04:01:12.902189, cost_time=0:00:28.641235 2021-04-10 04:01:13,492 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=2.61ms, fps=4347 images/s, loss=1.6957, top1-acc=69.61%, top5-acc=88.55%, remaining_time=0:00:01.766700, arrival_time=2021-04-10 04:01:15.258874, cost_time=0:00:00.588897 2021-04-10 04:01:13,967 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=1.47ms, fps=5392 images/s, loss=1.6738, top1-acc=69.92%, top5-acc=88.96%, remaining_time=0:00:01.063980, arrival_time=2021-04-10 04:01:15.031241, cost_time=0:00:01.063981 2021-04-10 04:01:14,449 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=1.76ms, fps=5319 images/s, loss=1.7027, top1-acc=69.67%, top5-acc=88.44%, remaining_time=0:00:00.515200, arrival_time=2021-04-10 04:01:14.964163, cost_time=0:00:01.545598 2021-04-10 04:01:14,884 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=0.11ms, fps=5333 images/s, loss=1.6363, top1-acc=69.91%, top5-acc=88.50%, remaining_time=0:00:00, arrival_time=2021-04-10 04:01:14.884583, cost_time=0:00:01.981298 2021-04-10 04:01:17,041 INFO : Epoch=0154 complete, best val top1-acc=69.91%, top5-acc=88.50% (epoch=154), remaining_time=0:24:40.643446, arrival_time=2021-04-10 04:25:57.685184, cost_time=1:22:36.936689 2021-04-10 04:01:17,042 INFO : Train start, epoch=0155, lr=0.012494 2021-04-10 04:01:18,671 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=1.59ms, fps=1571 images/s, loss=0.1776, top1-acc=95.39%, top5-acc=99.77%, remaining_time=0:00:30.302562, arrival_time=2021-04-10 04:01:48.974261, cost_time=0:00:01.629169 2021-04-10 04:01:20,129 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=1.45ms, fps=1757 images/s, loss=0.1720, top1-acc=95.33%, top5-acc=99.63%, remaining_time=0:00:27.166304, arrival_time=2021-04-10 04:01:47.295864, cost_time=0:00:03.087078 2021-04-10 04:01:21,583 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.59ms, fps=1761 images/s, loss=0.1634, top1-acc=95.59%, top5-acc=99.58%, remaining_time=0:00:25.125926, arrival_time=2021-04-10 04:01:46.709225, cost_time=0:00:04.540828 2021-04-10 04:01:23,040 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=1.50ms, fps=1758 images/s, loss=0.1576, top1-acc=95.68%, top5-acc=99.58%, remaining_time=0:00:23.390640, arrival_time=2021-04-10 04:01:46.430733, cost_time=0:00:05.997614 2021-04-10 04:01:24,497 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.43ms, fps=1757 images/s, loss=0.1553, top1-acc=95.80%, top5-acc=99.62%, remaining_time=0:00:21.767870, arrival_time=2021-04-10 04:01:46.265093, cost_time=0:00:07.454731 2021-04-10 04:01:25,954 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.82ms, fps=1758 images/s, loss=0.1545, top1-acc=95.87%, top5-acc=99.60%, remaining_time=0:00:20.199944, arrival_time=2021-04-10 04:01:46.154176, cost_time=0:00:08.911714 2021-04-10 04:01:27,430 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=1.91ms, fps=1735 images/s, loss=0.1510, top1-acc=95.96%, top5-acc=99.62%, remaining_time=0:00:18.697518, arrival_time=2021-04-10 04:01:46.127573, cost_time=0:00:10.387489 2021-04-10 04:01:28,897 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=1.43ms, fps=1746 images/s, loss=0.1515, top1-acc=95.89%, top5-acc=99.65%, remaining_time=0:00:17.188764, arrival_time=2021-04-10 04:01:46.085675, cost_time=0:00:11.854341 2021-04-10 04:01:30,355 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=1.51ms, fps=1756 images/s, loss=0.1529, top1-acc=95.86%, top5-acc=99.64%, remaining_time=0:00:15.679626, arrival_time=2021-04-10 04:01:46.034978, cost_time=0:00:13.312862 2021-04-10 04:01:31,818 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.89ms, fps=1750 images/s, loss=0.1526, top1-acc=95.88%, top5-acc=99.62%, remaining_time=0:00:14.185056, arrival_time=2021-04-10 04:01:46.003684, cost_time=0:00:14.776084 2021-04-10 04:01:33,277 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=1.76ms, fps=1755 images/s, loss=0.1541, top1-acc=95.83%, top5-acc=99.61%, remaining_time=0:00:12.692998, arrival_time=2021-04-10 04:01:45.970781, cost_time=0:00:16.235270 2021-04-10 04:01:34,733 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.98ms, fps=1760 images/s, loss=0.1524, top1-acc=95.87%, top5-acc=99.61%, remaining_time=0:00:11.203996, arrival_time=2021-04-10 04:01:45.936959, cost_time=0:00:17.690479 2021-04-10 04:01:36,187 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=1.44ms, fps=1760 images/s, loss=0.1497, top1-acc=95.95%, top5-acc=99.61%, remaining_time=0:00:09.719886, arrival_time=2021-04-10 04:01:45.907690, cost_time=0:00:19.145283 2021-04-10 04:01:37,637 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.42ms, fps=1767 images/s, loss=0.1500, top1-acc=95.94%, top5-acc=99.61%, remaining_time=0:00:08.237992, arrival_time=2021-04-10 04:01:45.875427, cost_time=0:00:20.594963 2021-04-10 04:01:39,089 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=1.43ms, fps=1764 images/s, loss=0.1495, top1-acc=95.95%, top5-acc=99.61%, remaining_time=0:00:06.761080, arrival_time=2021-04-10 04:01:45.850634, cost_time=0:00:22.046960 2021-04-10 04:01:40,548 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=1.42ms, fps=1756 images/s, loss=0.1483, top1-acc=95.98%, top5-acc=99.61%, remaining_time=0:00:05.288760, arrival_time=2021-04-10 04:01:45.836767, cost_time=0:00:23.505520 2021-04-10 04:01:42,004 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=1.56ms, fps=1758 images/s, loss=0.1486, top1-acc=95.94%, top5-acc=99.62%, remaining_time=0:00:03.817684, arrival_time=2021-04-10 04:01:45.821942, cost_time=0:00:24.961761 2021-04-10 04:01:43,458 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.45ms, fps=1761 images/s, loss=0.1488, top1-acc=95.93%, top5-acc=99.62%, remaining_time=0:00:02.348096, arrival_time=2021-04-10 04:01:45.806607, cost_time=0:00:26.416028 2021-04-10 04:01:44,915 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.20ms, fps=1758 images/s, loss=0.1497, top1-acc=95.90%, top5-acc=99.62%, remaining_time=0:00:00.880200, arrival_time=2021-04-10 04:01:45.795700, cost_time=0:00:27.873016 2021-04-10 04:01:45,707 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=1.26ms, fps=1719 images/s, loss=0.1502, top1-acc=95.90%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 04:01:45.707044, cost_time=0:00:28.664562 2021-04-10 04:01:46,290 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=0.20ms, fps=4396 images/s, loss=1.8269, top1-acc=67.70%, top5-acc=86.13%, remaining_time=0:00:01.746960, arrival_time=2021-04-10 04:01:48.037437, cost_time=0:00:00.582324 2021-04-10 04:01:46,766 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=1.51ms, fps=5378 images/s, loss=1.8166, top1-acc=68.03%, top5-acc=86.21%, remaining_time=0:00:01.058720, arrival_time=2021-04-10 04:01:47.825589, cost_time=0:00:01.058711 2021-04-10 04:01:47,244 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=1.45ms, fps=5364 images/s, loss=1.7530, top1-acc=68.80%, top5-acc=87.10%, remaining_time=0:00:00.512090, arrival_time=2021-04-10 04:01:47.756512, cost_time=0:00:01.536265 2021-04-10 04:01:47,681 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.07ms, fps=5313 images/s, loss=1.7552, top1-acc=69.09%, top5-acc=87.29%, remaining_time=0:00:00, arrival_time=2021-04-10 04:01:47.681393, cost_time=0:00:01.973256 2021-04-10 04:01:48,708 INFO : Epoch=0155 complete, best val top1-acc=69.91%, top5-acc=88.50% (epoch=154), remaining_time=0:24:08.304165, arrival_time=2021-04-10 04:25:57.012406, cost_time=1:23:08.603194 2021-04-10 04:01:48,708 INFO : Train start, epoch=0156, lr=0.011980 2021-04-10 04:01:50,315 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=1.43ms, fps=1594 images/s, loss=0.1545, top1-acc=95.90%, top5-acc=99.57%, remaining_time=0:00:29.879412, arrival_time=2021-04-10 04:02:20.194814, cost_time=0:00:01.606422 2021-04-10 04:01:51,776 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.43ms, fps=1753 images/s, loss=0.1554, top1-acc=95.86%, top5-acc=99.53%, remaining_time=0:00:26.991536, arrival_time=2021-04-10 04:02:18.767752, cost_time=0:00:03.067216 2021-04-10 04:01:53,234 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=2.08ms, fps=1757 images/s, loss=0.1532, top1-acc=95.94%, top5-acc=99.52%, remaining_time=0:00:25.038610, arrival_time=2021-04-10 04:02:18.272674, cost_time=0:00:04.525052 2021-04-10 04:01:54,691 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=1.50ms, fps=1758 images/s, loss=0.1523, top1-acc=95.91%, top5-acc=99.53%, remaining_time=0:00:23.329956, arrival_time=2021-04-10 04:02:18.021036, cost_time=0:00:05.982031 2021-04-10 04:01:56,150 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=2.52ms, fps=1754 images/s, loss=0.1471, top1-acc=96.00%, top5-acc=99.58%, remaining_time=0:00:21.730348, arrival_time=2021-04-10 04:02:17.881258, cost_time=0:00:07.441895 2021-04-10 04:01:57,603 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=1.55ms, fps=1762 images/s, loss=0.1454, top1-acc=96.05%, top5-acc=99.58%, remaining_time=0:00:20.161864, arrival_time=2021-04-10 04:02:17.765795, cost_time=0:00:08.894943 2021-04-10 04:01:59,065 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=1.62ms, fps=1752 images/s, loss=0.1469, top1-acc=95.99%, top5-acc=99.55%, remaining_time=0:00:18.641574, arrival_time=2021-04-10 04:02:17.706994, cost_time=0:00:10.356430 2021-04-10 04:02:00,521 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=1.41ms, fps=1759 images/s, loss=0.1473, top1-acc=95.95%, top5-acc=99.57%, remaining_time=0:00:17.127516, arrival_time=2021-04-10 04:02:17.648546, cost_time=0:00:11.812048 2021-04-10 04:02:01,972 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=1.42ms, fps=1764 images/s, loss=0.1463, top1-acc=96.00%, top5-acc=99.57%, remaining_time=0:00:15.621644, arrival_time=2021-04-10 04:02:17.594306, cost_time=0:00:13.263669 2021-04-10 04:02:03,428 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.49ms, fps=1759 images/s, loss=0.1449, top1-acc=96.06%, top5-acc=99.60%, remaining_time=0:00:14.130816, arrival_time=2021-04-10 04:02:17.559381, cost_time=0:00:14.719564 2021-04-10 04:02:04,886 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=1.35ms, fps=1756 images/s, loss=0.1440, top1-acc=96.12%, top5-acc=99.60%, remaining_time=0:00:12.647934, arrival_time=2021-04-10 04:02:17.534554, cost_time=0:00:16.177642 2021-04-10 04:02:06,341 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=1.74ms, fps=1760 images/s, loss=0.1444, top1-acc=96.11%, top5-acc=99.61%, remaining_time=0:00:11.167136, arrival_time=2021-04-10 04:02:17.508469, cost_time=0:00:17.632350 2021-04-10 04:02:07,802 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=1.42ms, fps=1753 images/s, loss=0.1464, top1-acc=96.10%, top5-acc=99.61%, remaining_time=0:00:09.693486, arrival_time=2021-04-10 04:02:17.495708, cost_time=0:00:19.093233 2021-04-10 04:02:09,260 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=1.63ms, fps=1757 images/s, loss=0.1455, top1-acc=96.10%, top5-acc=99.63%, remaining_time=0:00:08.220352, arrival_time=2021-04-10 04:02:17.480344, cost_time=0:00:20.550868 2021-04-10 04:02:10,715 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=1.86ms, fps=1760 images/s, loss=0.1465, top1-acc=96.07%, top5-acc=99.62%, remaining_time=0:00:06.748568, arrival_time=2021-04-10 04:02:17.463796, cost_time=0:00:22.006169 2021-04-10 04:02:12,178 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=1.46ms, fps=1750 images/s, loss=0.1471, top1-acc=96.04%, top5-acc=99.62%, remaining_time=0:00:05.280696, arrival_time=2021-04-10 04:02:17.459446, cost_time=0:00:23.469745 2021-04-10 04:02:13,632 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=1.40ms, fps=1762 images/s, loss=0.1460, top1-acc=96.08%, top5-acc=99.63%, remaining_time=0:00:03.811782, arrival_time=2021-04-10 04:02:17.443949, cost_time=0:00:24.923181 2021-04-10 04:02:15,090 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=1.37ms, fps=1756 images/s, loss=0.1444, top1-acc=96.11%, top5-acc=99.64%, remaining_time=0:00:02.345024, arrival_time=2021-04-10 04:02:17.435558, cost_time=0:00:26.381461 2021-04-10 04:02:16,546 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=1.43ms, fps=1759 images/s, loss=0.1430, top1-acc=96.14%, top5-acc=99.65%, remaining_time=0:00:00.879084, arrival_time=2021-04-10 04:02:17.425693, cost_time=0:00:27.837626 2021-04-10 04:02:17,339 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=1.42ms, fps=1717 images/s, loss=0.1428, top1-acc=96.15%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 04:02:17.338997, cost_time=0:00:28.630017 2021-04-10 04:02:17,915 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=1.47ms, fps=4450 images/s, loss=1.7346, top1-acc=69.57%, top5-acc=86.99%, remaining_time=0:00:01.725750, arrival_time=2021-04-10 04:02:19.641103, cost_time=0:00:00.575247 2021-04-10 04:02:18,390 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=1.39ms, fps=5398 images/s, loss=1.7478, top1-acc=69.84%, top5-acc=87.01%, remaining_time=0:00:01.049860, arrival_time=2021-04-10 04:02:19.439835, cost_time=0:00:01.049860 2021-04-10 04:02:18,866 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=1.36ms, fps=5382 images/s, loss=1.7551, top1-acc=69.71%, top5-acc=87.46%, remaining_time=0:00:00.508640, arrival_time=2021-04-10 04:02:19.374639, cost_time=0:00:01.525909 2021-04-10 04:02:19,299 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=0.10ms, fps=5356 images/s, loss=1.7057, top1-acc=69.89%, top5-acc=87.85%, remaining_time=0:00:00, arrival_time=2021-04-10 04:02:19.299518, cost_time=0:00:01.959389 2021-04-10 04:02:20,314 INFO : Epoch=0156 complete, best val top1-acc=69.91%, top5-acc=88.50% (epoch=154), remaining_time=0:23:35.956652, arrival_time=2021-04-10 04:25:56.271598, cost_time=1:23:40.209923 2021-04-10 04:02:20,315 INFO : Train start, epoch=0157, lr=0.011474 2021-04-10 04:02:21,934 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=1.58ms, fps=1582 images/s, loss=0.1347, top1-acc=96.09%, top5-acc=99.73%, remaining_time=0:00:30.106332, arrival_time=2021-04-10 04:02:52.040551, cost_time=0:00:01.618615 2021-04-10 04:02:23,398 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=1.42ms, fps=1749 images/s, loss=0.1291, top1-acc=96.33%, top5-acc=99.69%, remaining_time=0:00:27.126352, arrival_time=2021-04-10 04:02:50.524574, cost_time=0:00:03.082545 2021-04-10 04:02:24,858 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=2.15ms, fps=1754 images/s, loss=0.1294, top1-acc=96.30%, top5-acc=99.70%, remaining_time=0:00:25.136218, arrival_time=2021-04-10 04:02:49.994606, cost_time=0:00:04.542691 2021-04-10 04:02:26,318 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=1.62ms, fps=1754 images/s, loss=0.1332, top1-acc=96.31%, top5-acc=99.67%, remaining_time=0:00:23.410608, arrival_time=2021-04-10 04:02:49.728962, cost_time=0:00:06.002733 2021-04-10 04:02:27,779 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.42ms, fps=1753 images/s, loss=0.1396, top1-acc=96.20%, top5-acc=99.61%, remaining_time=0:00:21.793420, arrival_time=2021-04-10 04:02:49.572549, cost_time=0:00:07.463510 2021-04-10 04:02:29,235 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.51ms, fps=1758 images/s, loss=0.1458, top1-acc=96.02%, top5-acc=99.60%, remaining_time=0:00:20.219120, arrival_time=2021-04-10 04:02:49.454937, cost_time=0:00:08.920202 2021-04-10 04:02:30,689 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=1.82ms, fps=1761 images/s, loss=0.1430, top1-acc=96.08%, top5-acc=99.60%, remaining_time=0:00:18.673704, arrival_time=2021-04-10 04:02:49.363615, cost_time=0:00:10.374297 2021-04-10 04:02:32,146 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.45ms, fps=1758 images/s, loss=0.1400, top1-acc=96.18%, top5-acc=99.63%, remaining_time=0:00:17.154544, arrival_time=2021-04-10 04:02:49.300866, cost_time=0:00:11.830713 2021-04-10 04:02:33,601 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=1.45ms, fps=1760 images/s, loss=0.1382, top1-acc=96.20%, top5-acc=99.64%, remaining_time=0:00:15.647826, arrival_time=2021-04-10 04:02:49.249312, cost_time=0:00:13.285855 2021-04-10 04:02:35,056 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=1.46ms, fps=1760 images/s, loss=0.1369, top1-acc=96.21%, top5-acc=99.65%, remaining_time=0:00:14.151168, arrival_time=2021-04-10 04:02:49.207581, cost_time=0:00:14.740804 2021-04-10 04:02:36,519 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=1.61ms, fps=1751 images/s, loss=0.1372, top1-acc=96.20%, top5-acc=99.66%, remaining_time=0:00:12.668316, arrival_time=2021-04-10 04:02:49.187582, cost_time=0:00:16.203652 2021-04-10 04:02:37,979 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=2.10ms, fps=1754 images/s, loss=0.1372, top1-acc=96.20%, top5-acc=99.66%, remaining_time=0:00:11.187048, arrival_time=2021-04-10 04:02:49.166583, cost_time=0:00:17.663795 2021-04-10 04:02:39,433 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=1.43ms, fps=1761 images/s, loss=0.1367, top1-acc=96.20%, top5-acc=99.66%, remaining_time=0:00:09.706092, arrival_time=2021-04-10 04:02:49.139705, cost_time=0:00:19.118011 2021-04-10 04:02:40,891 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=1.43ms, fps=1756 images/s, loss=0.1368, top1-acc=96.22%, top5-acc=99.65%, remaining_time=0:00:08.230320, arrival_time=2021-04-10 04:02:49.121789, cost_time=0:00:20.575863 2021-04-10 04:02:42,353 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.59ms, fps=1751 images/s, loss=0.1371, top1-acc=96.21%, top5-acc=99.66%, remaining_time=0:00:06.758320, arrival_time=2021-04-10 04:02:49.111861, cost_time=0:00:22.037926 2021-04-10 04:02:43,808 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=1.50ms, fps=1761 images/s, loss=0.1364, top1-acc=96.20%, top5-acc=99.66%, remaining_time=0:00:05.285808, arrival_time=2021-04-10 04:02:49.093843, cost_time=0:00:23.492424 2021-04-10 04:02:45,260 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=1.38ms, fps=1764 images/s, loss=0.1366, top1-acc=96.20%, top5-acc=99.66%, remaining_time=0:00:03.815032, arrival_time=2021-04-10 04:02:49.075047, cost_time=0:00:24.944405 2021-04-10 04:02:46,715 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=1.38ms, fps=1759 images/s, loss=0.1375, top1-acc=96.19%, top5-acc=99.66%, remaining_time=0:00:02.346688, arrival_time=2021-04-10 04:02:49.062444, cost_time=0:00:26.400150 2021-04-10 04:02:48,171 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=1.23ms, fps=1759 images/s, loss=0.1382, top1-acc=96.17%, top5-acc=99.66%, remaining_time=0:00:00.879660, arrival_time=2021-04-10 04:02:49.051174, cost_time=0:00:27.855886 2021-04-10 04:02:48,963 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=1.23ms, fps=1718 images/s, loss=0.1380, top1-acc=96.17%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 04:02:48.963442, cost_time=0:00:28.647834 2021-04-10 04:02:49,543 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=0.20ms, fps=4419 images/s, loss=1.6529, top1-acc=70.86%, top5-acc=88.05%, remaining_time=0:00:01.737810, arrival_time=2021-04-10 04:02:51.281640, cost_time=0:00:00.579272 2021-04-10 04:02:50,022 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=1.24ms, fps=5350 images/s, loss=1.6870, top1-acc=70.35%, top5-acc=87.52%, remaining_time=0:00:01.058140, arrival_time=2021-04-10 04:02:51.080881, cost_time=0:00:01.058133 2021-04-10 04:02:50,500 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=1.33ms, fps=5364 images/s, loss=1.7098, top1-acc=69.91%, top5-acc=87.64%, remaining_time=0:00:00.511980, arrival_time=2021-04-10 04:02:51.012461, cost_time=0:00:01.535928 2021-04-10 04:02:50,936 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=0.08ms, fps=5327 images/s, loss=1.7055, top1-acc=69.81%, top5-acc=87.72%, remaining_time=0:00:00, arrival_time=2021-04-10 04:02:50.936338, cost_time=0:00:01.971815 2021-04-10 04:02:51,924 INFO : Epoch=0157 complete, best val top1-acc=69.91%, top5-acc=88.50% (epoch=154), remaining_time=0:23:03.619342, arrival_time=2021-04-10 04:25:55.543815, cost_time=1:24:11.819421 2021-04-10 04:02:51,925 INFO : Train start, epoch=0158, lr=0.010978 2021-04-10 04:02:53,550 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=1.58ms, fps=1575 images/s, loss=0.1208, top1-acc=96.72%, top5-acc=99.84%, remaining_time=0:00:30.229278, arrival_time=2021-04-10 04:03:23.779762, cost_time=0:00:01.625233 2021-04-10 04:02:55,008 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=1.51ms, fps=1757 images/s, loss=0.1170, top1-acc=96.97%, top5-acc=99.79%, remaining_time=0:00:27.132160, arrival_time=2021-04-10 04:03:22.140557, cost_time=0:00:03.083193 2021-04-10 04:02:56,472 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=1.92ms, fps=1749 images/s, loss=0.1137, top1-acc=96.98%, top5-acc=99.74%, remaining_time=0:00:25.161948, arrival_time=2021-04-10 04:03:21.634583, cost_time=0:00:04.547330 2021-04-10 04:02:57,928 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=1.68ms, fps=1759 images/s, loss=0.1148, top1-acc=96.82%, top5-acc=99.76%, remaining_time=0:00:23.411856, arrival_time=2021-04-10 04:03:21.340189, cost_time=0:00:06.003034 2021-04-10 04:02:59,389 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=1.52ms, fps=1752 images/s, loss=0.1139, top1-acc=96.83%, top5-acc=99.74%, remaining_time=0:00:21.796340, arrival_time=2021-04-10 04:03:21.186062, cost_time=0:00:07.464498 2021-04-10 04:03:00,842 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=1.37ms, fps=1763 images/s, loss=0.1124, top1-acc=96.85%, top5-acc=99.77%, remaining_time=0:00:20.212864, arrival_time=2021-04-10 04:03:21.055486, cost_time=0:00:08.917420 2021-04-10 04:03:02,298 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=2.02ms, fps=1759 images/s, loss=0.1129, top1-acc=96.87%, top5-acc=99.76%, remaining_time=0:00:18.671940, arrival_time=2021-04-10 04:03:20.970546, cost_time=0:00:10.373320 2021-04-10 04:03:03,754 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.72ms, fps=1759 images/s, loss=0.1111, top1-acc=96.92%, top5-acc=99.78%, remaining_time=0:00:17.152224, arrival_time=2021-04-10 04:03:20.906680, cost_time=0:00:11.829154 2021-04-10 04:03:05,221 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=1.84ms, fps=1746 images/s, loss=0.1115, top1-acc=96.89%, top5-acc=99.78%, remaining_time=0:00:15.659592, arrival_time=2021-04-10 04:03:20.880763, cost_time=0:00:13.295885 2021-04-10 04:03:06,675 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=1.46ms, fps=1760 images/s, loss=0.1120, top1-acc=96.91%, top5-acc=99.80%, remaining_time=0:00:14.160672, arrival_time=2021-04-10 04:03:20.836571, cost_time=0:00:14.750665 2021-04-10 04:03:08,128 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=1.44ms, fps=1763 images/s, loss=0.1131, top1-acc=96.87%, top5-acc=99.78%, remaining_time=0:00:12.668230, arrival_time=2021-04-10 04:03:20.796969, cost_time=0:00:16.203528 2021-04-10 04:03:09,586 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=1.41ms, fps=1757 images/s, loss=0.1135, top1-acc=96.85%, top5-acc=99.77%, remaining_time=0:00:11.185224, arrival_time=2021-04-10 04:03:20.771367, cost_time=0:00:17.660858 2021-04-10 04:03:11,040 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=1.41ms, fps=1761 images/s, loss=0.1141, top1-acc=96.82%, top5-acc=99.77%, remaining_time=0:00:09.704772, arrival_time=2021-04-10 04:03:20.745441, cost_time=0:00:19.115449 2021-04-10 04:03:12,495 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=1.38ms, fps=1761 images/s, loss=0.1143, top1-acc=96.82%, top5-acc=99.76%, remaining_time=0:00:08.227912, arrival_time=2021-04-10 04:03:20.722893, cost_time=0:00:20.569782 2021-04-10 04:03:13,947 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=1.33ms, fps=1763 images/s, loss=0.1158, top1-acc=96.77%, top5-acc=99.75%, remaining_time=0:00:06.753582, arrival_time=2021-04-10 04:03:20.701352, cost_time=0:00:22.022573 2021-04-10 04:03:15,403 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=1.34ms, fps=1759 images/s, loss=0.1158, top1-acc=96.78%, top5-acc=99.75%, remaining_time=0:00:05.282568, arrival_time=2021-04-10 04:03:20.685990, cost_time=0:00:23.478147 2021-04-10 04:03:16,861 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=1.49ms, fps=1757 images/s, loss=0.1170, top1-acc=96.73%, top5-acc=99.76%, remaining_time=0:00:03.813732, arrival_time=2021-04-10 04:03:20.674945, cost_time=0:00:24.935983 2021-04-10 04:03:18,320 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.58ms, fps=1755 images/s, loss=0.1180, top1-acc=96.71%, top5-acc=99.75%, remaining_time=0:00:02.346240, arrival_time=2021-04-10 04:03:20.666687, cost_time=0:00:26.395194 2021-04-10 04:03:19,782 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=1.23ms, fps=1751 images/s, loss=0.1191, top1-acc=96.67%, top5-acc=99.76%, remaining_time=0:00:00.879708, arrival_time=2021-04-10 04:03:20.662376, cost_time=0:00:27.857461 2021-04-10 04:03:20,577 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=1.27ms, fps=1712 images/s, loss=0.1210, top1-acc=96.65%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 04:03:20.577288, cost_time=0:00:28.652080 2021-04-10 04:03:21,136 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=0.19ms, fps=4590 images/s, loss=1.8113, top1-acc=68.48%, top5-acc=87.11%, remaining_time=0:00:01.673190, arrival_time=2021-04-10 04:03:22.809314, cost_time=0:00:00.557730 2021-04-10 04:03:21,614 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=1.88ms, fps=5358 images/s, loss=1.7482, top1-acc=69.02%, top5-acc=87.91%, remaining_time=0:00:01.035880, arrival_time=2021-04-10 04:03:22.650206, cost_time=0:00:01.035887 2021-04-10 04:03:22,095 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=1.55ms, fps=5324 images/s, loss=1.7554, top1-acc=69.05%, top5-acc=87.80%, remaining_time=0:00:00.505730, arrival_time=2021-04-10 04:03:22.601326, cost_time=0:00:01.517200 2021-04-10 04:03:22,530 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=0.08ms, fps=5337 images/s, loss=1.7891, top1-acc=68.64%, top5-acc=87.35%, remaining_time=0:00:00, arrival_time=2021-04-10 04:03:22.530612, cost_time=0:00:01.952261 2021-04-10 04:03:23,577 INFO : Epoch=0158 complete, best val top1-acc=69.91%, top5-acc=88.50% (epoch=154), remaining_time=0:22:31.302876, arrival_time=2021-04-10 04:25:54.880604, cost_time=1:24:43.472682 2021-04-10 04:03:23,578 INFO : Train start, epoch=0159, lr=0.010492 2021-04-10 04:03:25,195 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=0.27ms, fps=1583 images/s, loss=0.1528, top1-acc=95.55%, top5-acc=99.69%, remaining_time=0:00:30.074340, arrival_time=2021-04-10 04:03:55.269679, cost_time=0:00:01.616903 2021-04-10 04:03:26,649 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.54ms, fps=1761 images/s, loss=0.1460, top1-acc=95.74%, top5-acc=99.73%, remaining_time=0:00:27.027440, arrival_time=2021-04-10 04:03:53.677189, cost_time=0:00:03.071309 2021-04-10 04:03:28,109 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=1.74ms, fps=1755 images/s, loss=0.1483, top1-acc=95.69%, top5-acc=99.69%, remaining_time=0:00:25.068988, arrival_time=2021-04-10 04:03:53.177969, cost_time=0:00:04.530541 2021-04-10 04:03:29,565 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.47ms, fps=1758 images/s, loss=0.1446, top1-acc=95.90%, top5-acc=99.69%, remaining_time=0:00:23.348364, arrival_time=2021-04-10 04:03:52.913550, cost_time=0:00:05.986749 2021-04-10 04:03:31,035 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=1.39ms, fps=1742 images/s, loss=0.1381, top1-acc=96.09%, top5-acc=99.66%, remaining_time=0:00:21.773272, arrival_time=2021-04-10 04:03:52.808416, cost_time=0:00:07.456620 2021-04-10 04:03:32,500 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=1.55ms, fps=1748 images/s, loss=0.1378, top1-acc=96.11%, top5-acc=99.67%, remaining_time=0:00:20.222656, arrival_time=2021-04-10 04:03:52.722967, cost_time=0:00:08.921781 2021-04-10 04:03:33,964 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.72ms, fps=1749 images/s, loss=0.1346, top1-acc=96.22%, top5-acc=99.68%, remaining_time=0:00:18.695124, arrival_time=2021-04-10 04:03:52.659919, cost_time=0:00:10.386181 2021-04-10 04:03:35,428 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=1.60ms, fps=1750 images/s, loss=0.1327, top1-acc=96.28%, top5-acc=99.67%, remaining_time=0:00:17.182152, arrival_time=2021-04-10 04:03:52.610463, cost_time=0:00:11.849776 2021-04-10 04:03:36,883 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=2.04ms, fps=1760 images/s, loss=0.1325, top1-acc=96.25%, top5-acc=99.68%, remaining_time=0:00:15.670616, arrival_time=2021-04-10 04:03:52.554402, cost_time=0:00:13.305255 2021-04-10 04:03:38,337 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=1.48ms, fps=1762 images/s, loss=0.1303, top1-acc=96.34%, top5-acc=99.68%, remaining_time=0:00:14.168832, arrival_time=2021-04-10 04:03:52.506500, cost_time=0:00:14.759228 2021-04-10 04:03:39,792 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=1.34ms, fps=1761 images/s, loss=0.1293, top1-acc=96.37%, top5-acc=99.67%, remaining_time=0:00:12.675884, arrival_time=2021-04-10 04:03:52.467826, cost_time=0:00:16.213340 2021-04-10 04:03:41,253 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=1.83ms, fps=1752 images/s, loss=0.1284, top1-acc=96.41%, top5-acc=99.68%, remaining_time=0:00:11.194192, arrival_time=2021-04-10 04:03:52.447712, cost_time=0:00:17.674995 2021-04-10 04:03:42,718 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=1.58ms, fps=1748 images/s, loss=0.1278, top1-acc=96.42%, top5-acc=99.68%, remaining_time=0:00:09.717378, arrival_time=2021-04-10 04:03:52.436082, cost_time=0:00:19.140278 2021-04-10 04:03:44,182 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=2.02ms, fps=1749 images/s, loss=0.1274, top1-acc=96.47%, top5-acc=99.68%, remaining_time=0:00:08.241744, arrival_time=2021-04-10 04:03:52.424530, cost_time=0:00:20.604341 2021-04-10 04:03:45,643 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=1.45ms, fps=1754 images/s, loss=0.1270, top1-acc=96.50%, top5-acc=99.67%, remaining_time=0:00:06.766462, arrival_time=2021-04-10 04:03:52.409535, cost_time=0:00:22.064579 2021-04-10 04:03:47,103 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.57ms, fps=1754 images/s, loss=0.1269, top1-acc=96.48%, top5-acc=99.67%, remaining_time=0:00:05.293152, arrival_time=2021-04-10 04:03:52.396755, cost_time=0:00:23.525052 2021-04-10 04:03:48,558 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=1.54ms, fps=1761 images/s, loss=0.1255, top1-acc=96.50%, top5-acc=99.68%, remaining_time=0:00:03.820440, arrival_time=2021-04-10 04:03:52.378684, cost_time=0:00:24.979806 2021-04-10 04:03:50,014 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=1.60ms, fps=1759 images/s, loss=0.1243, top1-acc=96.52%, top5-acc=99.69%, remaining_time=0:00:02.349824, arrival_time=2021-04-10 04:03:52.363818, cost_time=0:00:26.435549 2021-04-10 04:03:51,472 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=1.42ms, fps=1756 images/s, loss=0.1244, top1-acc=96.55%, top5-acc=99.68%, remaining_time=0:00:00.880848, arrival_time=2021-04-10 04:03:52.352809, cost_time=0:00:27.893526 2021-04-10 04:03:52,264 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=1.23ms, fps=1717 images/s, loss=0.1241, top1-acc=96.54%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 04:03:52.264445, cost_time=0:00:28.686015 2021-04-10 04:03:52,842 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=1.35ms, fps=4435 images/s, loss=1.7716, top1-acc=70.35%, top5-acc=87.54%, remaining_time=0:00:01.731690, arrival_time=2021-04-10 04:03:54.574468, cost_time=0:00:00.577226 2021-04-10 04:03:53,322 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=1.42ms, fps=5337 images/s, loss=1.7626, top1-acc=70.14%, top5-acc=87.58%, remaining_time=0:00:01.057220, arrival_time=2021-04-10 04:03:54.379987, cost_time=0:00:01.057223 2021-04-10 04:03:53,799 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=1.46ms, fps=5376 images/s, loss=1.7297, top1-acc=70.35%, top5-acc=87.70%, remaining_time=0:00:00.511260, arrival_time=2021-04-10 04:03:54.310568, cost_time=0:00:01.533772 2021-04-10 04:03:54,233 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=0.08ms, fps=5347 images/s, loss=1.7113, top1-acc=70.41%, top5-acc=87.68%, remaining_time=0:00:00, arrival_time=2021-04-10 04:03:54.233475, cost_time=0:00:01.967958 2021-04-10 04:03:56,501 INFO : Epoch=0159 complete, best val top1-acc=70.41%, top5-acc=87.68% (epoch=159), remaining_time=0:21:59.322272, arrival_time=2021-04-10 04:25:55.823502, cost_time=1:25:16.396178 2021-04-10 04:03:56,501 INFO : Train start, epoch=0160, lr=0.010016 2021-04-10 04:03:58,145 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=0.26ms, fps=1558 images/s, loss=0.1204, top1-acc=96.80%, top5-acc=99.65%, remaining_time=0:00:30.565008, arrival_time=2021-04-10 04:04:28.710434, cost_time=0:00:01.643282 2021-04-10 04:03:59,604 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=1.47ms, fps=1756 images/s, loss=0.1163, top1-acc=97.09%, top5-acc=99.71%, remaining_time=0:00:27.299184, arrival_time=2021-04-10 04:04:26.903435, cost_time=0:00:03.102179 2021-04-10 04:04:01,064 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=1.69ms, fps=1754 images/s, loss=0.1132, top1-acc=97.01%, top5-acc=99.77%, remaining_time=0:00:25.245778, arrival_time=2021-04-10 04:04:26.310359, cost_time=0:00:04.562485 2021-04-10 04:04:02,525 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=1.53ms, fps=1753 images/s, loss=0.1123, top1-acc=97.02%, top5-acc=99.76%, remaining_time=0:00:23.490480, arrival_time=2021-04-10 04:04:26.015858, cost_time=0:00:06.023217 2021-04-10 04:04:03,986 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=2.28ms, fps=1753 images/s, loss=0.1100, top1-acc=97.06%, top5-acc=99.75%, remaining_time=0:00:21.853718, arrival_time=2021-04-10 04:04:25.840041, cost_time=0:00:07.484146 2021-04-10 04:04:05,441 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=1.43ms, fps=1760 images/s, loss=0.1064, top1-acc=97.08%, top5-acc=99.76%, remaining_time=0:00:20.263320, arrival_time=2021-04-10 04:04:25.705132, cost_time=0:00:08.939727 2021-04-10 04:04:06,897 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=1.43ms, fps=1759 images/s, loss=0.1065, top1-acc=97.07%, top5-acc=99.76%, remaining_time=0:00:18.711378, arrival_time=2021-04-10 04:04:25.608863, cost_time=0:00:10.395185 2021-04-10 04:04:08,358 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=1.47ms, fps=1753 images/s, loss=0.1056, top1-acc=97.11%, top5-acc=99.77%, remaining_time=0:00:17.191780, arrival_time=2021-04-10 04:04:25.550217, cost_time=0:00:11.856361 2021-04-10 04:04:09,818 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=1.58ms, fps=1754 images/s, loss=0.1067, top1-acc=97.09%, top5-acc=99.77%, remaining_time=0:00:15.683548, arrival_time=2021-04-10 04:04:25.501839, cost_time=0:00:13.316200 2021-04-10 04:04:11,276 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=1.47ms, fps=1756 images/s, loss=0.1064, top1-acc=97.09%, top5-acc=99.78%, remaining_time=0:00:14.183328, arrival_time=2021-04-10 04:04:25.459694, cost_time=0:00:14.774283 2021-04-10 04:04:12,733 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.42ms, fps=1757 images/s, loss=0.1037, top1-acc=97.15%, top5-acc=99.79%, remaining_time=0:00:12.690074, arrival_time=2021-04-10 04:04:25.423688, cost_time=0:00:16.231522 2021-04-10 04:04:14,191 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=1.48ms, fps=1756 images/s, loss=0.1027, top1-acc=97.18%, top5-acc=99.79%, remaining_time=0:00:11.203388, arrival_time=2021-04-10 04:04:25.395100, cost_time=0:00:17.689549 2021-04-10 04:04:15,655 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=1.42ms, fps=1750 images/s, loss=0.1032, top1-acc=97.17%, top5-acc=99.79%, remaining_time=0:00:09.723714, arrival_time=2021-04-10 04:04:25.378645, cost_time=0:00:19.152764 2021-04-10 04:04:17,112 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=1.56ms, fps=1758 images/s, loss=0.1052, top1-acc=97.15%, top5-acc=99.78%, remaining_time=0:00:08.243984, arrival_time=2021-04-10 04:04:25.356037, cost_time=0:00:20.609967 2021-04-10 04:04:18,567 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=1.55ms, fps=1760 images/s, loss=0.1053, top1-acc=97.14%, top5-acc=99.78%, remaining_time=0:00:06.766554, arrival_time=2021-04-10 04:04:25.333660, cost_time=0:00:22.064870 2021-04-10 04:04:20,028 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=1.46ms, fps=1753 images/s, loss=0.1054, top1-acc=97.13%, top5-acc=99.77%, remaining_time=0:00:05.293404, arrival_time=2021-04-10 04:04:25.321769, cost_time=0:00:23.526239 2021-04-10 04:04:21,482 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=1.39ms, fps=1761 images/s, loss=0.1064, top1-acc=97.09%, top5-acc=99.76%, remaining_time=0:00:03.820570, arrival_time=2021-04-10 04:04:25.303267, cost_time=0:00:24.980614 2021-04-10 04:04:22,941 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=1.46ms, fps=1756 images/s, loss=0.1068, top1-acc=97.07%, top5-acc=99.77%, remaining_time=0:00:02.350160, arrival_time=2021-04-10 04:04:25.291489, cost_time=0:00:26.439247 2021-04-10 04:04:24,399 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.21ms, fps=1756 images/s, loss=0.1065, top1-acc=97.06%, top5-acc=99.77%, remaining_time=0:00:00.880974, arrival_time=2021-04-10 04:04:25.280640, cost_time=0:00:27.897596 2021-04-10 04:04:25,191 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=1.41ms, fps=1718 images/s, loss=0.1065, top1-acc=97.06%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 04:04:25.191717, cost_time=0:00:28.689569 2021-04-10 04:04:25,742 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=0.19ms, fps=4660 images/s, loss=1.7439, top1-acc=70.39%, top5-acc=88.09%, remaining_time=0:00:01.648200, arrival_time=2021-04-10 04:04:27.390507, cost_time=0:00:00.549397 2021-04-10 04:04:26,217 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=1.36ms, fps=5389 images/s, loss=1.7138, top1-acc=71.17%, top5-acc=88.48%, remaining_time=0:00:01.024920, arrival_time=2021-04-10 04:04:27.242728, cost_time=0:00:01.024923 2021-04-10 04:04:26,698 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=1.39ms, fps=5330 images/s, loss=1.7033, top1-acc=71.32%, top5-acc=88.49%, remaining_time=0:00:00.501850, arrival_time=2021-04-10 04:04:27.200299, cost_time=0:00:01.505560 2021-04-10 04:04:27,132 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=0.08ms, fps=5349 images/s, loss=1.6813, top1-acc=71.08%, top5-acc=88.65%, remaining_time=0:00:00, arrival_time=2021-04-10 04:04:27.132546, cost_time=0:00:01.939667 2021-04-10 04:04:29,418 INFO : Epoch=0160 complete, best val top1-acc=71.08%, top5-acc=88.65% (epoch=160), remaining_time=0:21:27.328440, arrival_time=2021-04-10 04:25:56.747273, cost_time=1:25:49.313761 2021-04-10 04:04:29,419 INFO : Train start, epoch=0161, lr=0.009549 2021-04-10 04:04:31,046 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=1.31ms, fps=1574 images/s, loss=0.0891, top1-acc=97.50%, top5-acc=99.92%, remaining_time=0:00:30.250668, arrival_time=2021-04-10 04:05:01.296621, cost_time=0:00:01.626377 2021-04-10 04:04:32,498 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=1.91ms, fps=1763 images/s, loss=0.0898, top1-acc=97.48%, top5-acc=99.84%, remaining_time=0:00:27.095552, arrival_time=2021-04-10 04:04:59.594174, cost_time=0:00:03.079044 2021-04-10 04:04:33,959 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=1.42ms, fps=1753 images/s, loss=0.0996, top1-acc=97.28%, top5-acc=99.80%, remaining_time=0:00:25.122772, arrival_time=2021-04-10 04:04:59.082624, cost_time=0:00:04.540270 2021-04-10 04:04:35,413 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.42ms, fps=1761 images/s, loss=0.1003, top1-acc=97.26%, top5-acc=99.80%, remaining_time=0:00:23.378160, arrival_time=2021-04-10 04:04:58.792103, cost_time=0:00:05.994413 2021-04-10 04:04:36,869 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=1.60ms, fps=1759 images/s, loss=0.0987, top1-acc=97.32%, top5-acc=99.80%, remaining_time=0:00:21.753562, arrival_time=2021-04-10 04:04:58.622958, cost_time=0:00:07.449855 2021-04-10 04:04:38,326 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.55ms, fps=1757 images/s, loss=0.0976, top1-acc=97.29%, top5-acc=99.82%, remaining_time=0:00:20.190016, arrival_time=2021-04-10 04:04:58.516935, cost_time=0:00:08.907384 2021-04-10 04:04:39,785 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=1.54ms, fps=1756 images/s, loss=0.0948, top1-acc=97.34%, top5-acc=99.81%, remaining_time=0:00:18.658584, arrival_time=2021-04-10 04:04:58.444045, cost_time=0:00:10.365864 2021-04-10 04:04:41,247 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=1.61ms, fps=1752 images/s, loss=0.0944, top1-acc=97.34%, top5-acc=99.83%, remaining_time=0:00:17.150020, arrival_time=2021-04-10 04:04:58.397276, cost_time=0:00:11.827580 2021-04-10 04:04:42,708 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=1.94ms, fps=1753 images/s, loss=0.0943, top1-acc=97.40%, top5-acc=99.83%, remaining_time=0:00:15.651430, arrival_time=2021-04-10 04:04:58.360251, cost_time=0:00:13.288934 2021-04-10 04:04:44,165 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=1.51ms, fps=1758 images/s, loss=0.0944, top1-acc=97.43%, top5-acc=99.83%, remaining_time=0:00:14.156256, arrival_time=2021-04-10 04:04:58.321960, cost_time=0:00:14.746147 2021-04-10 04:04:45,618 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=1.43ms, fps=1763 images/s, loss=0.0950, top1-acc=97.38%, top5-acc=99.83%, remaining_time=0:00:12.664618, arrival_time=2021-04-10 04:04:58.283117, cost_time=0:00:16.198960 2021-04-10 04:04:47,079 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=1.41ms, fps=1754 images/s, loss=0.0930, top1-acc=97.43%, top5-acc=99.84%, remaining_time=0:00:11.184236, arrival_time=2021-04-10 04:04:58.263185, cost_time=0:00:17.659282 2021-04-10 04:04:48,535 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.37ms, fps=1758 images/s, loss=0.0932, top1-acc=97.42%, top5-acc=99.84%, remaining_time=0:00:09.705036, arrival_time=2021-04-10 04:04:58.240504, cost_time=0:00:19.115936 2021-04-10 04:04:49,990 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=1.37ms, fps=1760 images/s, loss=0.0928, top1-acc=97.43%, top5-acc=99.84%, remaining_time=0:00:08.228472, arrival_time=2021-04-10 04:04:58.219261, cost_time=0:00:20.571212 2021-04-10 04:04:51,445 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=1.37ms, fps=1761 images/s, loss=0.0934, top1-acc=97.42%, top5-acc=99.85%, remaining_time=0:00:06.754502, arrival_time=2021-04-10 04:04:58.199563, cost_time=0:00:22.025522 2021-04-10 04:04:52,898 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=1.63ms, fps=1762 images/s, loss=0.0946, top1-acc=97.39%, top5-acc=99.84%, remaining_time=0:00:05.282712, arrival_time=2021-04-10 04:04:58.181158, cost_time=0:00:23.478779 2021-04-10 04:04:54,352 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.46ms, fps=1762 images/s, loss=0.0950, top1-acc=97.39%, top5-acc=99.83%, remaining_time=0:00:03.813186, arrival_time=2021-04-10 04:04:58.165166, cost_time=0:00:24.932378 2021-04-10 04:04:55,827 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=1.65ms, fps=1736 images/s, loss=0.0952, top1-acc=97.39%, top5-acc=99.83%, remaining_time=0:00:02.347344, arrival_time=2021-04-10 04:04:58.174670, cost_time=0:00:26.407540 2021-04-10 04:04:57,294 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=1.30ms, fps=1746 images/s, loss=0.0949, top1-acc=97.42%, top5-acc=99.83%, remaining_time=0:00:00.880254, arrival_time=2021-04-10 04:04:58.174525, cost_time=0:00:27.874714 2021-04-10 04:04:58,085 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=1.29ms, fps=1721 images/s, loss=0.0953, top1-acc=97.40%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 04:04:58.084934, cost_time=0:00:28.665311 2021-04-10 04:04:58,644 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=3.19ms, fps=4589 images/s, loss=1.5822, top1-acc=71.76%, top5-acc=89.65%, remaining_time=0:00:01.673370, arrival_time=2021-04-10 04:05:00.317363, cost_time=0:00:00.557788 2021-04-10 04:04:59,119 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=1.29ms, fps=5390 images/s, loss=1.5977, top1-acc=72.13%, top5-acc=89.49%, remaining_time=0:00:01.033140, arrival_time=2021-04-10 04:05:00.152482, cost_time=0:00:01.033133 2021-04-10 04:04:59,602 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=1.74ms, fps=5303 images/s, loss=1.6697, top1-acc=71.28%, top5-acc=88.92%, remaining_time=0:00:00.505430, arrival_time=2021-04-10 04:05:00.107905, cost_time=0:00:01.516276 2021-04-10 04:05:00,038 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.12ms, fps=5320 images/s, loss=1.6705, top1-acc=71.17%, top5-acc=88.78%, remaining_time=0:00:00, arrival_time=2021-04-10 04:05:00.038943, cost_time=0:00:01.952736 2021-04-10 04:05:02,204 INFO : Epoch=0161 complete, best val top1-acc=71.17%, top5-acc=88.78% (epoch=161), remaining_time=0:20:55.291245, arrival_time=2021-04-10 04:25:57.495988, cost_time=1:26:22.099692 2021-04-10 04:05:02,205 INFO : Train start, epoch=0162, lr=0.009093 2021-04-10 04:05:03,836 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=1.38ms, fps=1570 images/s, loss=0.0784, top1-acc=97.66%, top5-acc=99.80%, remaining_time=0:00:30.335856, arrival_time=2021-04-10 04:05:34.172382, cost_time=0:00:01.630963 2021-04-10 04:05:05,296 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=1.46ms, fps=1754 images/s, loss=0.0813, top1-acc=97.71%, top5-acc=99.79%, remaining_time=0:00:27.202560, arrival_time=2021-04-10 04:05:32.499331, cost_time=0:00:03.091206 2021-04-10 04:05:06,749 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=1.61ms, fps=1763 images/s, loss=0.0866, top1-acc=97.64%, top5-acc=99.75%, remaining_time=0:00:25.143522, arrival_time=2021-04-10 04:05:31.892989, cost_time=0:00:04.543997 2021-04-10 04:05:08,205 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=1.80ms, fps=1759 images/s, loss=0.0859, top1-acc=97.68%, top5-acc=99.79%, remaining_time=0:00:23.398596, arrival_time=2021-04-10 04:05:31.603807, cost_time=0:00:05.999655 2021-04-10 04:05:09,664 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=1.42ms, fps=1755 images/s, loss=0.0817, top1-acc=97.77%, top5-acc=99.82%, remaining_time=0:00:21.779696, arrival_time=2021-04-10 04:05:31.443998, cost_time=0:00:07.458813 2021-04-10 04:05:11,125 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.47ms, fps=1752 images/s, loss=0.0837, top1-acc=97.74%, top5-acc=99.83%, remaining_time=0:00:20.218984, arrival_time=2021-04-10 04:05:31.344623, cost_time=0:00:08.920126 2021-04-10 04:05:12,594 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.38ms, fps=1743 images/s, loss=0.0853, top1-acc=97.76%, top5-acc=99.83%, remaining_time=0:00:18.700542, arrival_time=2021-04-10 04:05:31.295300, cost_time=0:00:10.389188 2021-04-10 04:05:14,049 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=1.36ms, fps=1761 images/s, loss=0.0855, top1-acc=97.78%, top5-acc=99.84%, remaining_time=0:00:17.173104, arrival_time=2021-04-10 04:05:31.222266, cost_time=0:00:11.843521 2021-04-10 04:05:15,511 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.56ms, fps=1752 images/s, loss=0.0853, top1-acc=97.79%, top5-acc=99.85%, remaining_time=0:00:15.670934, arrival_time=2021-04-10 04:05:31.181995, cost_time=0:00:13.305538 2021-04-10 04:05:16,972 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.82ms, fps=1753 images/s, loss=0.0879, top1-acc=97.73%, top5-acc=99.81%, remaining_time=0:00:14.175744, arrival_time=2021-04-10 04:05:31.147686, cost_time=0:00:14.766399 2021-04-10 04:05:18,433 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=1.92ms, fps=1753 images/s, loss=0.0883, top1-acc=97.71%, top5-acc=99.82%, remaining_time=0:00:12.686978, arrival_time=2021-04-10 04:05:31.120019, cost_time=0:00:16.227529 2021-04-10 04:05:19,888 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=4.08ms, fps=1760 images/s, loss=0.0891, top1-acc=97.68%, top5-acc=99.82%, remaining_time=0:00:11.198980, arrival_time=2021-04-10 04:05:31.087040, cost_time=0:00:17.682587 2021-04-10 04:05:21,338 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.43ms, fps=1765 images/s, loss=0.0895, top1-acc=97.69%, top5-acc=99.82%, remaining_time=0:00:09.713682, arrival_time=2021-04-10 04:05:31.052219, cost_time=0:00:19.133058 2021-04-10 04:05:22,794 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=1.62ms, fps=1759 images/s, loss=0.0886, top1-acc=97.71%, top5-acc=99.83%, remaining_time=0:00:08.235640, arrival_time=2021-04-10 04:05:31.030196, cost_time=0:00:20.589076 2021-04-10 04:05:24,257 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=1.55ms, fps=1750 images/s, loss=0.0895, top1-acc=97.69%, top5-acc=99.83%, remaining_time=0:00:06.762690, arrival_time=2021-04-10 04:05:31.020556, cost_time=0:00:22.052298 2021-04-10 04:05:25,711 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=1.36ms, fps=1762 images/s, loss=0.0896, top1-acc=97.68%, top5-acc=99.83%, remaining_time=0:00:05.288832, arrival_time=2021-04-10 04:05:31.000257, cost_time=0:00:23.505950 2021-04-10 04:05:27,163 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.37ms, fps=1764 images/s, loss=0.0908, top1-acc=97.64%, top5-acc=99.82%, remaining_time=0:00:03.817034, arrival_time=2021-04-10 04:05:30.980025, cost_time=0:00:24.957471 2021-04-10 04:05:28,616 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=1.59ms, fps=1762 images/s, loss=0.0903, top1-acc=97.64%, top5-acc=99.83%, remaining_time=0:00:02.347648, arrival_time=2021-04-10 04:05:30.964123, cost_time=0:00:26.410994 2021-04-10 04:05:30,075 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.34ms, fps=1756 images/s, loss=0.0901, top1-acc=97.64%, top5-acc=99.83%, remaining_time=0:00:00.880092, arrival_time=2021-04-10 04:05:30.955195, cost_time=0:00:27.869627 2021-04-10 04:05:30,867 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=1.24ms, fps=1717 images/s, loss=0.0908, top1-acc=97.64%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 04:05:30.867486, cost_time=0:00:28.662011 2021-04-10 04:05:31,413 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=1.34ms, fps=4698 images/s, loss=1.8264, top1-acc=69.77%, top5-acc=88.28%, remaining_time=0:00:01.634610, arrival_time=2021-04-10 04:05:33.048057, cost_time=0:00:00.544874 2021-04-10 04:05:31,895 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=1.84ms, fps=5318 images/s, loss=1.8079, top1-acc=70.04%, top5-acc=88.03%, remaining_time=0:00:01.026580, arrival_time=2021-04-10 04:05:32.921737, cost_time=0:00:01.026585 2021-04-10 04:05:32,370 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=1.45ms, fps=5391 images/s, loss=1.8194, top1-acc=70.09%, top5-acc=87.59%, remaining_time=0:00:00.500600, arrival_time=2021-04-10 04:05:32.871020, cost_time=0:00:01.501807 2021-04-10 04:05:32,806 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.08ms, fps=5323 images/s, loss=1.8318, top1-acc=70.20%, top5-acc=87.82%, remaining_time=0:00:00, arrival_time=2021-04-10 04:05:32.806698, cost_time=0:00:01.938139 2021-04-10 04:05:33,858 INFO : Epoch=0162 complete, best val top1-acc=71.17%, top5-acc=88.78% (epoch=161), remaining_time=0:20:22.979308, arrival_time=2021-04-10 04:25:56.838189, cost_time=1:26:53.753843 2021-04-10 04:05:33,859 INFO : Train start, epoch=0163, lr=0.008646 2021-04-10 04:05:35,498 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=1.48ms, fps=1562 images/s, loss=0.1011, top1-acc=97.23%, top5-acc=99.84%, remaining_time=0:00:30.481122, arrival_time=2021-04-10 04:06:05.979479, cost_time=0:00:01.638768 2021-04-10 04:05:36,953 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=1.87ms, fps=1760 images/s, loss=0.0963, top1-acc=97.30%, top5-acc=99.82%, remaining_time=0:00:27.222096, arrival_time=2021-04-10 04:06:04.175161, cost_time=0:00:03.093422 2021-04-10 04:05:38,408 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=1.50ms, fps=1759 images/s, loss=0.0933, top1-acc=97.38%, top5-acc=99.84%, remaining_time=0:00:25.171078, arrival_time=2021-04-10 04:06:03.579663, cost_time=0:00:04.548999 2021-04-10 04:05:39,861 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=1.44ms, fps=1763 images/s, loss=0.0894, top1-acc=97.56%, top5-acc=99.86%, remaining_time=0:00:23.405304, arrival_time=2021-04-10 04:06:03.266275, cost_time=0:00:06.001370 2021-04-10 04:05:41,313 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=1.42ms, fps=1763 images/s, loss=0.0878, top1-acc=97.69%, top5-acc=99.86%, remaining_time=0:00:21.765096, arrival_time=2021-04-10 04:06:03.078473, cost_time=0:00:07.453783 2021-04-10 04:05:42,766 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=1.41ms, fps=1763 images/s, loss=0.0846, top1-acc=97.73%, top5-acc=99.87%, remaining_time=0:00:20.187840, arrival_time=2021-04-10 04:06:02.953825, cost_time=0:00:08.906394 2021-04-10 04:05:44,232 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.39ms, fps=1746 images/s, loss=0.0816, top1-acc=97.80%, top5-acc=99.88%, remaining_time=0:00:18.670806, arrival_time=2021-04-10 04:06:02.903042, cost_time=0:00:10.372650 2021-04-10 04:05:45,684 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=1.43ms, fps=1763 images/s, loss=0.0793, top1-acc=97.88%, top5-acc=99.88%, remaining_time=0:00:17.146772, arrival_time=2021-04-10 04:06:02.831683, cost_time=0:00:11.825338 2021-04-10 04:05:47,139 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.40ms, fps=1761 images/s, loss=0.0798, top1-acc=97.88%, top5-acc=99.86%, remaining_time=0:00:15.640194, arrival_time=2021-04-10 04:06:02.779180, cost_time=0:00:13.279401 2021-04-10 04:05:48,602 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=1.88ms, fps=1750 images/s, loss=0.0784, top1-acc=97.93%, top5-acc=99.87%, remaining_time=0:00:14.152704, arrival_time=2021-04-10 04:06:02.754686, cost_time=0:00:14.742399 2021-04-10 04:05:50,066 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=1.42ms, fps=1749 images/s, loss=0.0772, top1-acc=97.95%, top5-acc=99.87%, remaining_time=0:00:12.670896, arrival_time=2021-04-10 04:06:02.737403, cost_time=0:00:16.206927 2021-04-10 04:05:51,520 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=1.43ms, fps=1761 images/s, loss=0.0757, top1-acc=97.99%, top5-acc=99.88%, remaining_time=0:00:11.185452, arrival_time=2021-04-10 04:06:02.706309, cost_time=0:00:17.661274 2021-04-10 04:05:52,987 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=1.43ms, fps=1746 images/s, loss=0.0778, top1-acc=97.95%, top5-acc=99.88%, remaining_time=0:00:09.710844, arrival_time=2021-04-10 04:06:02.697995, cost_time=0:00:19.127480 2021-04-10 04:05:54,445 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=1.61ms, fps=1756 images/s, loss=0.0771, top1-acc=97.95%, top5-acc=99.88%, remaining_time=0:00:08.234296, arrival_time=2021-04-10 04:06:02.679670, cost_time=0:00:20.585714 2021-04-10 04:05:55,909 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=1.38ms, fps=1749 images/s, loss=0.0769, top1-acc=97.95%, top5-acc=99.88%, remaining_time=0:00:06.761908, arrival_time=2021-04-10 04:06:02.671276, cost_time=0:00:22.049769 2021-04-10 04:05:57,370 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=1.56ms, fps=1753 images/s, loss=0.0764, top1-acc=97.96%, top5-acc=99.89%, remaining_time=0:00:05.289876, arrival_time=2021-04-10 04:06:02.660114, cost_time=0:00:23.510491 2021-04-10 04:05:58,830 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=2.03ms, fps=1754 images/s, loss=0.0771, top1-acc=97.92%, top5-acc=99.88%, remaining_time=0:00:03.819010, arrival_time=2021-04-10 04:06:02.649156, cost_time=0:00:24.970495 2021-04-10 04:06:00,287 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=1.63ms, fps=1757 images/s, loss=0.0776, top1-acc=97.91%, top5-acc=99.88%, remaining_time=0:00:02.349152, arrival_time=2021-04-10 04:06:02.636744, cost_time=0:00:26.428011 2021-04-10 04:06:01,743 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.43ms, fps=1759 images/s, loss=0.0770, top1-acc=97.90%, top5-acc=99.88%, remaining_time=0:00:00.880530, arrival_time=2021-04-10 04:06:02.623569, cost_time=0:00:27.883457 2021-04-10 04:06:02,536 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=1.38ms, fps=1716 images/s, loss=0.0774, top1-acc=97.89%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-10 04:06:02.536098, cost_time=0:00:28.676497 2021-04-10 04:06:03,107 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=0.34ms, fps=4492 images/s, loss=1.7380, top1-acc=70.70%, top5-acc=88.05%, remaining_time=0:00:01.709640, arrival_time=2021-04-10 04:06:04.816801, cost_time=0:00:00.569883 2021-04-10 04:06:03,588 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=2.05ms, fps=5329 images/s, loss=1.7270, top1-acc=71.00%, top5-acc=88.26%, remaining_time=0:00:01.050620, arrival_time=2021-04-10 04:06:04.638572, cost_time=0:00:01.050627 2021-04-10 04:06:04,084 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=1.44ms, fps=5164 images/s, loss=1.7374, top1-acc=70.85%, top5-acc=88.12%, remaining_time=0:00:00.515640, arrival_time=2021-04-10 04:06:04.599938, cost_time=0:00:01.546922 2021-04-10 04:06:04,523 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=0.10ms, fps=5291 images/s, loss=1.7027, top1-acc=71.04%, top5-acc=88.21%, remaining_time=0:00:00, arrival_time=2021-04-10 04:06:04.523285, cost_time=0:00:01.985983 2021-04-10 04:06:05,559 INFO : Epoch=0163 complete, best val top1-acc=71.17%, top5-acc=88.78% (epoch=161), remaining_time=0:19:50.685937, arrival_time=2021-04-10 04:25:56.245266, cost_time=1:27:25.454280 2021-04-10 04:06:05,559 INFO : Train start, epoch=0164, lr=0.008210 2021-04-10 04:06:07,210 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=1.58ms, fps=1551 images/s, loss=0.0665, top1-acc=98.32%, top5-acc=99.88%, remaining_time=0:00:30.690930, arrival_time=2021-04-10 04:06:37.901029, cost_time=0:00:01.650053 2021-04-10 04:06:08,668 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=1.41ms, fps=1757 images/s, loss=0.0789, top1-acc=98.01%, top5-acc=99.82%, remaining_time=0:00:27.349168, arrival_time=2021-04-10 04:06:36.017176, cost_time=0:00:03.107866 2021-04-10 04:06:10,134 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=1.42ms, fps=1747 images/s, loss=0.0737, top1-acc=98.10%, top5-acc=99.86%, remaining_time=0:00:25.310352, arrival_time=2021-04-10 04:06:35.444566, cost_time=0:00:04.574162 2021-04-10 04:06:11,594 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=2.16ms, fps=1754 images/s, loss=0.0760, top1-acc=98.05%, top5-acc=99.83%, remaining_time=0:00:23.534160, arrival_time=2021-04-10 04:06:35.128763, cost_time=0:00:06.034400 2021-04-10 04:06:13,057 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.62ms, fps=1752 images/s, loss=0.0767, top1-acc=97.94%, top5-acc=99.82%, remaining_time=0:00:21.890656, arrival_time=2021-04-10 04:06:34.947605, cost_time=0:00:07.496811 2021-04-10 04:06:14,512 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=1.45ms, fps=1760 images/s, loss=0.0772, top1-acc=97.98%, top5-acc=99.84%, remaining_time=0:00:20.292016, arrival_time=2021-04-10 04:06:34.804595, cost_time=0:00:08.952346 2021-04-10 04:06:15,968 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=1.48ms, fps=1760 images/s, loss=0.0754, top1-acc=97.99%, top5-acc=99.85%, remaining_time=0:00:18.734058, arrival_time=2021-04-10 04:06:34.701964, cost_time=0:00:10.407776 2021-04-10 04:06:17,428 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=2.13ms, fps=1754 images/s, loss=0.0753, top1-acc=98.02%, top5-acc=99.85%, remaining_time=0:00:17.209180, arrival_time=2021-04-10 04:06:34.637646, cost_time=0:00:11.868412 2021-04-10 04:06:18,885 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=1.53ms, fps=1757 images/s, loss=0.0743, top1-acc=98.05%, top5-acc=99.84%, remaining_time=0:00:15.694784, arrival_time=2021-04-10 04:06:34.580644, cost_time=0:00:13.325730 2021-04-10 04:06:20,337 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=1.51ms, fps=1764 images/s, loss=0.0742, top1-acc=98.05%, top5-acc=99.85%, remaining_time=0:00:14.186688, arrival_time=2021-04-10 04:06:34.524580, cost_time=0:00:14.777844 2021-04-10 04:06:21,796 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=1.49ms, fps=1756 images/s, loss=0.0744, top1-acc=98.03%, top5-acc=99.84%, remaining_time=0:00:12.693600, arrival_time=2021-04-10 04:06:34.489627, cost_time=0:00:16.235983 2021-04-10 04:06:23,251 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=1.39ms, fps=1760 images/s, loss=0.0742, top1-acc=98.04%, top5-acc=99.84%, remaining_time=0:00:11.204300, arrival_time=2021-04-10 04:06:34.455321, cost_time=0:00:17.690968 2021-04-10 04:06:24,707 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.89ms, fps=1758 images/s, loss=0.0754, top1-acc=98.04%, top5-acc=99.84%, remaining_time=0:00:09.720876, arrival_time=2021-04-10 04:06:34.428200, cost_time=0:00:19.147209 2021-04-10 04:06:26,171 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.52ms, fps=1749 images/s, loss=0.0752, top1-acc=98.05%, top5-acc=99.84%, remaining_time=0:00:08.244712, arrival_time=2021-04-10 04:06:34.416591, cost_time=0:00:20.611801 2021-04-10 04:06:27,631 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=1.83ms, fps=1755 images/s, loss=0.0764, top1-acc=98.01%, top5-acc=99.84%, remaining_time=0:00:06.768486, arrival_time=2021-04-10 04:06:34.399669, cost_time=0:00:22.071136 2021-04-10 04:06:29,086 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=1.33ms, fps=1759 images/s, loss=0.0753, top1-acc=98.04%, top5-acc=99.85%, remaining_time=0:00:05.293548, arrival_time=2021-04-10 04:06:34.380461, cost_time=0:00:23.526858 2021-04-10 04:06:30,546 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.47ms, fps=1755 images/s, loss=0.0743, top1-acc=98.05%, top5-acc=99.85%, remaining_time=0:00:03.821376, arrival_time=2021-04-10 04:06:34.367412, cost_time=0:00:24.985990 2021-04-10 04:06:32,015 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.97ms, fps=1743 images/s, loss=0.0754, top1-acc=98.03%, top5-acc=99.84%, remaining_time=0:00:02.351584, arrival_time=2021-04-10 04:06:34.367069, cost_time=0:00:26.455291 2021-04-10 04:06:33,474 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.27ms, fps=1756 images/s, loss=0.0749, top1-acc=98.04%, top5-acc=99.85%, remaining_time=0:00:00.881496, arrival_time=2021-04-10 04:06:34.355609, cost_time=0:00:27.913980 2021-04-10 04:06:34,269 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=1.51ms, fps=1712 images/s, loss=0.0748, top1-acc=98.04%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-10 04:06:34.269091, cost_time=0:00:28.708955 2021-04-10 04:06:34,832 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=0.22ms, fps=4558 images/s, loss=1.6898, top1-acc=72.54%, top5-acc=89.06%, remaining_time=0:00:01.684800, arrival_time=2021-04-10 04:06:36.516780, cost_time=0:00:00.561595 2021-04-10 04:06:35,310 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=1.32ms, fps=5350 images/s, loss=1.7298, top1-acc=71.82%, top5-acc=88.89%, remaining_time=0:00:01.040500, arrival_time=2021-04-10 04:06:36.351380, cost_time=0:00:01.040496 2021-04-10 04:06:35,787 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=1.40ms, fps=5370 images/s, loss=1.7489, top1-acc=71.33%, top5-acc=88.87%, remaining_time=0:00:00.505850, arrival_time=2021-04-10 04:06:36.293782, cost_time=0:00:01.517557 2021-04-10 04:06:36,225 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=0.12ms, fps=5310 images/s, loss=1.8154, top1-acc=71.05%, top5-acc=88.82%, remaining_time=0:00:00, arrival_time=2021-04-10 04:06:36.225241, cost_time=0:00:01.954800 2021-04-10 04:06:37,230 INFO : Epoch=0164 complete, best val top1-acc=71.17%, top5-acc=88.78% (epoch=161), remaining_time=0:19:18.393456, arrival_time=2021-04-10 04:25:55.624291, cost_time=1:27:57.125794 2021-04-10 04:06:37,231 INFO : Train start, epoch=0165, lr=0.007784 2021-04-10 04:06:38,843 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=1.50ms, fps=1588 images/s, loss=0.0560, top1-acc=98.28%, top5-acc=99.92%, remaining_time=0:00:29.984874, arrival_time=2021-04-10 04:07:08.828542, cost_time=0:00:01.612087 2021-04-10 04:06:40,304 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=2.15ms, fps=1753 images/s, loss=0.0647, top1-acc=98.26%, top5-acc=99.90%, remaining_time=0:00:27.042576, arrival_time=2021-04-10 04:07:07.347395, cost_time=0:00:03.073029 2021-04-10 04:06:41,759 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=1.57ms, fps=1761 images/s, loss=0.0587, top1-acc=98.45%, top5-acc=99.92%, remaining_time=0:00:25.052554, arrival_time=2021-04-10 04:07:06.811758, cost_time=0:00:04.527556 2021-04-10 04:06:43,215 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=1.38ms, fps=1759 images/s, loss=0.0606, top1-acc=98.38%, top5-acc=99.92%, remaining_time=0:00:23.336820, arrival_time=2021-04-10 04:07:06.552171, cost_time=0:00:05.983782 2021-04-10 04:06:44,673 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.75ms, fps=1756 images/s, loss=0.0619, top1-acc=98.35%, top5-acc=99.93%, remaining_time=0:00:21.730494, arrival_time=2021-04-10 04:07:06.404141, cost_time=0:00:07.441945 2021-04-10 04:06:46,130 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=1.48ms, fps=1758 images/s, loss=0.0592, top1-acc=98.42%, top5-acc=99.94%, remaining_time=0:00:20.170296, arrival_time=2021-04-10 04:07:06.300509, cost_time=0:00:08.898645 2021-04-10 04:06:47,585 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=1.46ms, fps=1760 images/s, loss=0.0604, top1-acc=98.37%, top5-acc=99.94%, remaining_time=0:00:18.636282, arrival_time=2021-04-10 04:07:06.221319, cost_time=0:00:10.353456 2021-04-10 04:06:49,034 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=1.87ms, fps=1767 images/s, loss=0.0596, top1-acc=98.38%, top5-acc=99.94%, remaining_time=0:00:17.114292, arrival_time=2021-04-10 04:07:06.148891, cost_time=0:00:11.802976 2021-04-10 04:06:50,496 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=1.45ms, fps=1752 images/s, loss=0.0596, top1-acc=98.38%, top5-acc=99.94%, remaining_time=0:00:15.622810, arrival_time=2021-04-10 04:07:06.119093, cost_time=0:00:13.264629 2021-04-10 04:06:51,949 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=1.39ms, fps=1762 images/s, loss=0.0597, top1-acc=98.40%, top5-acc=99.93%, remaining_time=0:00:14.129568, arrival_time=2021-04-10 04:07:06.079438, cost_time=0:00:14.718262 2021-04-10 04:06:53,412 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=1.32ms, fps=1751 images/s, loss=0.0605, top1-acc=98.38%, top5-acc=99.93%, remaining_time=0:00:12.650342, arrival_time=2021-04-10 04:07:06.062560, cost_time=0:00:16.180617 2021-04-10 04:06:54,867 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=1.56ms, fps=1760 images/s, loss=0.0602, top1-acc=98.39%, top5-acc=99.93%, remaining_time=0:00:11.169188, arrival_time=2021-04-10 04:07:06.036359, cost_time=0:00:17.635579 2021-04-10 04:06:56,318 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=1.33ms, fps=1765 images/s, loss=0.0610, top1-acc=98.36%, top5-acc=99.93%, remaining_time=0:00:09.690054, arrival_time=2021-04-10 04:07:06.008097, cost_time=0:00:19.086460 2021-04-10 04:06:57,775 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.41ms, fps=1758 images/s, loss=0.0614, top1-acc=98.36%, top5-acc=99.92%, remaining_time=0:00:08.217328, arrival_time=2021-04-10 04:07:05.992361, cost_time=0:00:20.543378 2021-04-10 04:06:59,236 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=1.85ms, fps=1752 images/s, loss=0.0623, top1-acc=98.30%, top5-acc=99.92%, remaining_time=0:00:06.748154, arrival_time=2021-04-10 04:07:05.984564, cost_time=0:00:22.004819 2021-04-10 04:07:00,695 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=1.78ms, fps=1757 images/s, loss=0.0632, top1-acc=98.27%, top5-acc=99.92%, remaining_time=0:00:05.279220, arrival_time=2021-04-10 04:07:05.974127, cost_time=0:00:23.463243 2021-04-10 04:07:02,151 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=1.33ms, fps=1759 images/s, loss=0.0639, top1-acc=98.26%, top5-acc=99.92%, remaining_time=0:00:03.811210, arrival_time=2021-04-10 04:07:05.962243, cost_time=0:00:24.919450 2021-04-10 04:07:03,618 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=2.09ms, fps=1746 images/s, loss=0.0642, top1-acc=98.27%, top5-acc=99.93%, remaining_time=0:00:02.345456, arrival_time=2021-04-10 04:07:05.963537, cost_time=0:00:26.386443 2021-04-10 04:07:05,086 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.24ms, fps=1744 images/s, loss=0.0642, top1-acc=98.28%, top5-acc=99.93%, remaining_time=0:00:00.879636, arrival_time=2021-04-10 04:07:05.966336, cost_time=0:00:27.855106 2021-04-10 04:07:05,880 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=1.28ms, fps=1714 images/s, loss=0.0641, top1-acc=98.29%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-10 04:07:05.880521, cost_time=0:00:28.648942 2021-04-10 04:07:06,433 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=1.32ms, fps=4636 images/s, loss=1.6811, top1-acc=72.34%, top5-acc=89.34%, remaining_time=0:00:01.656420, arrival_time=2021-04-10 04:07:08.090169, cost_time=0:00:00.552140 2021-04-10 04:07:06,909 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=2.52ms, fps=5380 images/s, loss=1.6620, top1-acc=72.71%, top5-acc=89.55%, remaining_time=0:00:01.028280, arrival_time=2021-04-10 04:07:07.938164, cost_time=0:00:01.028289 2021-04-10 04:07:07,386 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=1.27ms, fps=5378 images/s, loss=1.6861, top1-acc=72.29%, top5-acc=89.09%, remaining_time=0:00:00.501520, arrival_time=2021-04-10 04:07:07.887697, cost_time=0:00:01.504570 2021-04-10 04:07:07,824 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=0.11ms, fps=5298 images/s, loss=1.7223, top1-acc=72.15%, top5-acc=88.97%, remaining_time=0:00:00, arrival_time=2021-04-10 04:07:07.824468, cost_time=0:00:01.942856 2021-04-10 04:07:10,000 INFO : Epoch=0165 complete, best val top1-acc=72.15%, top5-acc=88.97% (epoch=165), remaining_time=0:18:46.341405, arrival_time=2021-04-10 04:25:56.341714, cost_time=1:28:29.895244 2021-04-10 04:07:10,000 INFO : Train start, epoch=0166, lr=0.007368 2021-04-10 04:07:11,641 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=1.42ms, fps=1561 images/s, loss=0.0622, top1-acc=98.28%, top5-acc=99.80%, remaining_time=0:00:30.510138, arrival_time=2021-04-10 04:07:42.151466, cost_time=0:00:01.640332 2021-04-10 04:07:13,093 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=1.47ms, fps=1764 images/s, loss=0.0617, top1-acc=98.26%, top5-acc=99.88%, remaining_time=0:00:27.210656, arrival_time=2021-04-10 04:07:40.303786, cost_time=0:00:03.092124 2021-04-10 04:07:14,546 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=1.36ms, fps=1763 images/s, loss=0.0568, top1-acc=98.41%, top5-acc=99.92%, remaining_time=0:00:25.149000, arrival_time=2021-04-10 04:07:39.695007, cost_time=0:00:04.544997 2021-04-10 04:07:15,996 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=1.42ms, fps=1766 images/s, loss=0.0567, top1-acc=98.40%, top5-acc=99.92%, remaining_time=0:00:23.381748, arrival_time=2021-04-10 04:07:39.378079, cost_time=0:00:05.995319 2021-04-10 04:07:17,448 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=1.44ms, fps=1763 images/s, loss=0.0551, top1-acc=98.47%, top5-acc=99.93%, remaining_time=0:00:21.747430, arrival_time=2021-04-10 04:07:39.196175, cost_time=0:00:07.447731 2021-04-10 04:07:18,906 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=1.43ms, fps=1757 images/s, loss=0.0542, top1-acc=98.49%, top5-acc=99.92%, remaining_time=0:00:20.184712, arrival_time=2021-04-10 04:07:39.090721, cost_time=0:00:08.905014 2021-04-10 04:07:20,360 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=1.52ms, fps=1761 images/s, loss=0.0548, top1-acc=98.48%, top5-acc=99.92%, remaining_time=0:00:18.646110, arrival_time=2021-04-10 04:07:39.006069, cost_time=0:00:10.358945 2021-04-10 04:07:21,813 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=1.52ms, fps=1762 images/s, loss=0.0541, top1-acc=98.51%, top5-acc=99.93%, remaining_time=0:00:17.128212, arrival_time=2021-04-10 04:07:38.941845, cost_time=0:00:11.812590 2021-04-10 04:07:23,266 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=1.81ms, fps=1762 images/s, loss=0.0542, top1-acc=98.53%, top5-acc=99.93%, remaining_time=0:00:15.624082, arrival_time=2021-04-10 04:07:38.890857, cost_time=0:00:13.265757 2021-04-10 04:07:24,722 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=1.34ms, fps=1759 images/s, loss=0.0544, top1-acc=98.52%, top5-acc=99.93%, remaining_time=0:00:14.132448, arrival_time=2021-04-10 04:07:38.854796, cost_time=0:00:14.721344 2021-04-10 04:07:26,179 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=1.36ms, fps=1757 images/s, loss=0.0543, top1-acc=98.53%, top5-acc=99.92%, remaining_time=0:00:12.648966, arrival_time=2021-04-10 04:07:38.828874, cost_time=0:00:16.178880 2021-04-10 04:07:27,647 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=1.89ms, fps=1745 images/s, loss=0.0566, top1-acc=98.47%, top5-acc=99.91%, remaining_time=0:00:11.175952, arrival_time=2021-04-10 04:07:38.823302, cost_time=0:00:17.646278 2021-04-10 04:07:29,099 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=1.52ms, fps=1763 images/s, loss=0.0570, top1-acc=98.46%, top5-acc=99.91%, remaining_time=0:00:09.696324, arrival_time=2021-04-10 04:07:38.796180, cost_time=0:00:19.098831 2021-04-10 04:07:30,553 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.45ms, fps=1761 images/s, loss=0.0565, top1-acc=98.48%, top5-acc=99.91%, remaining_time=0:00:08.221192, arrival_time=2021-04-10 04:07:38.775105, cost_time=0:00:20.552913 2021-04-10 04:07:32,005 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.42ms, fps=1764 images/s, loss=0.0560, top1-acc=98.50%, top5-acc=99.91%, remaining_time=0:00:06.748016, arrival_time=2021-04-10 04:07:38.753391, cost_time=0:00:22.004371 2021-04-10 04:07:33,459 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=1.34ms, fps=1761 images/s, loss=0.0560, top1-acc=98.51%, top5-acc=99.91%, remaining_time=0:00:05.278212, arrival_time=2021-04-10 04:07:38.738018, cost_time=0:00:23.458788 2021-04-10 04:07:34,910 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=1.39ms, fps=1765 images/s, loss=0.0560, top1-acc=98.51%, top5-acc=99.91%, remaining_time=0:00:03.809754, arrival_time=2021-04-10 04:07:38.720618, cost_time=0:00:24.909855 2021-04-10 04:07:36,368 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.47ms, fps=1757 images/s, loss=0.0567, top1-acc=98.50%, top5-acc=99.92%, remaining_time=0:00:02.343760, arrival_time=2021-04-10 04:07:38.712053, cost_time=0:00:26.367275 2021-04-10 04:07:37,819 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=1.50ms, fps=1765 images/s, loss=0.0566, top1-acc=98.51%, top5-acc=99.92%, remaining_time=0:00:00.878472, arrival_time=2021-04-10 04:07:38.697823, cost_time=0:00:27.818342 2021-04-10 04:07:38,612 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=1.29ms, fps=1717 images/s, loss=0.0570, top1-acc=98.49%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-10 04:07:38.612047, cost_time=0:00:28.611056 2021-04-10 04:07:39,161 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=2.46ms, fps=4666 images/s, loss=1.8423, top1-acc=70.16%, top5-acc=88.16%, remaining_time=0:00:01.645890, arrival_time=2021-04-10 04:07:40.807536, cost_time=0:00:00.548632 2021-04-10 04:07:39,646 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=2.10ms, fps=5281 images/s, loss=1.8034, top1-acc=70.96%, top5-acc=88.42%, remaining_time=0:00:01.033680, arrival_time=2021-04-10 04:07:40.680478, cost_time=0:00:01.033680 2021-04-10 04:07:40,123 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=1.28ms, fps=5372 images/s, loss=1.8310, top1-acc=70.79%, top5-acc=87.98%, remaining_time=0:00:00.503620, arrival_time=2021-04-10 04:07:40.627498, cost_time=0:00:01.510849 2021-04-10 04:07:40,567 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=0.11ms, fps=5240 images/s, loss=1.7862, top1-acc=70.82%, top5-acc=88.09%, remaining_time=0:00:00, arrival_time=2021-04-10 04:07:40.566955, cost_time=0:00:01.953916 2021-04-10 04:07:41,602 INFO : Epoch=0166 complete, best val top1-acc=72.15%, top5-acc=88.97% (epoch=165), remaining_time=0:18:14.041732, arrival_time=2021-04-10 04:25:55.644634, cost_time=1:29:01.497828 2021-04-10 04:07:41,603 INFO : Train start, epoch=0167, lr=0.006963 2021-04-10 04:07:43,240 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=0.26ms, fps=1564 images/s, loss=0.0596, top1-acc=98.55%, top5-acc=99.92%, remaining_time=0:00:30.435180, arrival_time=2021-04-10 04:08:13.675400, cost_time=0:00:01.636302 2021-04-10 04:07:44,693 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=1.67ms, fps=1762 images/s, loss=0.0667, top1-acc=98.40%, top5-acc=99.86%, remaining_time=0:00:27.189888, arrival_time=2021-04-10 04:08:11.883565, cost_time=0:00:03.089760 2021-04-10 04:07:46,150 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=1.51ms, fps=1757 images/s, loss=0.0688, top1-acc=98.33%, top5-acc=99.86%, remaining_time=0:00:25.159458, arrival_time=2021-04-10 04:08:11.310274, cost_time=0:00:04.546894 2021-04-10 04:07:47,610 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=1.41ms, fps=1754 images/s, loss=0.0691, top1-acc=98.24%, top5-acc=99.83%, remaining_time=0:00:23.424960, arrival_time=2021-04-10 04:08:11.035386, cost_time=0:00:06.006418 2021-04-10 04:07:49,064 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=1.44ms, fps=1761 images/s, loss=0.0675, top1-acc=98.30%, top5-acc=99.85%, remaining_time=0:00:21.784660, arrival_time=2021-04-10 04:08:10.849183, cost_time=0:00:07.460507 2021-04-10 04:07:50,525 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=1.37ms, fps=1753 images/s, loss=0.0652, top1-acc=98.33%, top5-acc=99.85%, remaining_time=0:00:20.221432, arrival_time=2021-04-10 04:08:10.746558, cost_time=0:00:08.921200 2021-04-10 04:07:51,985 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=2.06ms, fps=1754 images/s, loss=0.0618, top1-acc=98.39%, top5-acc=99.87%, remaining_time=0:00:18.686052, arrival_time=2021-04-10 04:08:10.671172, cost_time=0:00:10.381132 2021-04-10 04:07:53,445 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=1.62ms, fps=1754 images/s, loss=0.0601, top1-acc=98.41%, top5-acc=99.88%, remaining_time=0:00:17.169740, arrival_time=2021-04-10 04:08:10.614885, cost_time=0:00:11.841205 2021-04-10 04:07:54,910 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=1.37ms, fps=1748 images/s, loss=0.0591, top1-acc=98.45%, top5-acc=99.89%, remaining_time=0:00:15.671676, arrival_time=2021-04-10 04:08:10.581754, cost_time=0:00:13.306163 2021-04-10 04:07:56,369 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=1.46ms, fps=1754 images/s, loss=0.0572, top1-acc=98.49%, top5-acc=99.90%, remaining_time=0:00:14.175264, arrival_time=2021-04-10 04:08:10.545158, cost_time=0:00:14.765879 2021-04-10 04:07:57,827 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.69ms, fps=1757 images/s, loss=0.0569, top1-acc=98.48%, top5-acc=99.91%, remaining_time=0:00:12.683624, arrival_time=2021-04-10 04:08:10.510857, cost_time=0:00:16.223236 2021-04-10 04:07:59,281 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.62ms, fps=1761 images/s, loss=0.0561, top1-acc=98.50%, top5-acc=99.91%, remaining_time=0:00:11.195712, arrival_time=2021-04-10 04:08:10.477027, cost_time=0:00:17.677384 2021-04-10 04:08:00,750 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=1.69ms, fps=1744 images/s, loss=0.0556, top1-acc=98.50%, top5-acc=99.91%, remaining_time=0:00:09.720282, arrival_time=2021-04-10 04:08:10.470398, cost_time=0:00:19.146064 2021-04-10 04:08:02,211 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.99ms, fps=1753 images/s, loss=0.0558, top1-acc=98.49%, top5-acc=99.91%, remaining_time=0:00:08.242920, arrival_time=2021-04-10 04:08:10.454149, cost_time=0:00:20.607255 2021-04-10 04:08:03,677 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.87ms, fps=1746 images/s, loss=0.0550, top1-acc=98.52%, top5-acc=99.91%, remaining_time=0:00:06.769314, arrival_time=2021-04-10 04:08:10.447112, cost_time=0:00:22.073843 2021-04-10 04:08:05,139 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=1.61ms, fps=1752 images/s, loss=0.0544, top1-acc=98.52%, top5-acc=99.92%, remaining_time=0:00:05.295456, arrival_time=2021-04-10 04:08:10.434705, cost_time=0:00:23.535287 2021-04-10 04:08:06,593 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=1.43ms, fps=1761 images/s, loss=0.0536, top1-acc=98.54%, top5-acc=99.92%, remaining_time=0:00:03.821974, arrival_time=2021-04-10 04:08:10.415717, cost_time=0:00:24.989746 2021-04-10 04:08:08,048 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=1.32ms, fps=1761 images/s, loss=0.0532, top1-acc=98.55%, top5-acc=99.92%, remaining_time=0:00:02.350592, arrival_time=2021-04-10 04:08:10.398694, cost_time=0:00:26.444165 2021-04-10 04:08:09,508 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.41ms, fps=1753 images/s, loss=0.0529, top1-acc=98.56%, top5-acc=99.92%, remaining_time=0:00:00.881214, arrival_time=2021-04-10 04:08:10.390162, cost_time=0:00:27.905032 2021-04-10 04:08:10,299 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=1.33ms, fps=1722 images/s, loss=0.0527, top1-acc=98.56%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 04:08:10.299319, cost_time=0:00:28.695398 2021-04-10 04:08:10,847 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=0.21ms, fps=4676 images/s, loss=1.8376, top1-acc=71.64%, top5-acc=88.63%, remaining_time=0:00:01.642530, arrival_time=2021-04-10 04:08:12.490475, cost_time=0:00:00.547507 2021-04-10 04:08:11,323 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=1.35ms, fps=5388 images/s, loss=1.7587, top1-acc=72.11%, top5-acc=89.59%, remaining_time=0:00:01.023000, arrival_time=2021-04-10 04:08:12.346440, cost_time=0:00:01.023001 2021-04-10 04:08:11,799 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=1.30ms, fps=5383 images/s, loss=1.7581, top1-acc=72.33%, top5-acc=89.47%, remaining_time=0:00:00.499640, arrival_time=2021-04-10 04:08:12.299042, cost_time=0:00:01.498934 2021-04-10 04:08:12,236 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=0.07ms, fps=5316 images/s, loss=1.8101, top1-acc=72.13%, top5-acc=89.39%, remaining_time=0:00:00, arrival_time=2021-04-10 04:08:12.236272, cost_time=0:00:01.935800 2021-04-10 04:08:13,389 INFO : Epoch=0167 complete, best val top1-acc=72.15%, top5-acc=88.97% (epoch=165), remaining_time=0:17:41.786682, arrival_time=2021-04-10 04:25:55.175863, cost_time=1:29:33.284142 2021-04-10 04:08:13,389 INFO : Train start, epoch=0168, lr=0.006568 2021-04-10 04:08:15,021 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=1.36ms, fps=1569 images/s, loss=0.0396, top1-acc=98.91%, top5-acc=99.84%, remaining_time=0:00:30.342366, arrival_time=2021-04-10 04:08:45.363549, cost_time=0:00:01.631306 2021-04-10 04:08:16,475 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.36ms, fps=1761 images/s, loss=0.0414, top1-acc=98.79%, top5-acc=99.90%, remaining_time=0:00:27.154512, arrival_time=2021-04-10 04:08:43.630123, cost_time=0:00:03.085735 2021-04-10 04:08:17,932 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=1.98ms, fps=1757 images/s, loss=0.0401, top1-acc=98.87%, top5-acc=99.93%, remaining_time=0:00:25.137712, arrival_time=2021-04-10 04:08:43.070548, cost_time=0:00:04.542952 2021-04-10 04:08:19,389 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=2.13ms, fps=1758 images/s, loss=0.0412, top1-acc=98.88%, top5-acc=99.92%, remaining_time=0:00:23.397504, arrival_time=2021-04-10 04:08:42.786838, cost_time=0:00:05.999373 2021-04-10 04:08:20,847 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.43ms, fps=1757 images/s, loss=0.0429, top1-acc=98.81%, top5-acc=99.91%, remaining_time=0:00:21.774586, arrival_time=2021-04-10 04:08:42.621535, cost_time=0:00:07.457065 2021-04-10 04:08:22,311 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.41ms, fps=1749 images/s, loss=0.0445, top1-acc=98.79%, top5-acc=99.92%, remaining_time=0:00:20.220752, arrival_time=2021-04-10 04:08:42.531672, cost_time=0:00:08.920922 2021-04-10 04:08:23,773 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=1.46ms, fps=1751 images/s, loss=0.0437, top1-acc=98.81%, top5-acc=99.93%, remaining_time=0:00:18.689958, arrival_time=2021-04-10 04:08:42.463272, cost_time=0:00:10.383337 2021-04-10 04:08:25,231 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=1.94ms, fps=1757 images/s, loss=0.0442, top1-acc=98.77%, top5-acc=99.93%, remaining_time=0:00:17.169392, arrival_time=2021-04-10 04:08:42.400338, cost_time=0:00:11.840974 2021-04-10 04:08:26,687 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=1.41ms, fps=1758 images/s, loss=0.0454, top1-acc=98.76%, top5-acc=99.92%, remaining_time=0:00:15.661606, arrival_time=2021-04-10 04:08:42.349083, cost_time=0:00:13.297594 2021-04-10 04:08:28,146 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.48ms, fps=1755 images/s, loss=0.0457, top1-acc=98.74%, top5-acc=99.92%, remaining_time=0:00:14.166432, arrival_time=2021-04-10 04:08:42.313095, cost_time=0:00:14.756706 2021-04-10 04:08:29,601 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=1.40ms, fps=1760 images/s, loss=0.0465, top1-acc=98.71%, top5-acc=99.93%, remaining_time=0:00:12.674336, arrival_time=2021-04-10 04:08:42.275620, cost_time=0:00:16.211377 2021-04-10 04:08:31,058 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=1.39ms, fps=1758 images/s, loss=0.0466, top1-acc=98.73%, top5-acc=99.93%, remaining_time=0:00:11.189936, arrival_time=2021-04-10 04:08:42.248081, cost_time=0:00:17.668280 2021-04-10 04:08:32,517 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=1.40ms, fps=1754 images/s, loss=0.0468, top1-acc=98.73%, top5-acc=99.92%, remaining_time=0:00:09.711108, arrival_time=2021-04-10 04:08:42.228972, cost_time=0:00:19.127982 2021-04-10 04:08:33,973 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.49ms, fps=1759 images/s, loss=0.0466, top1-acc=98.74%, top5-acc=99.92%, remaining_time=0:00:08.233400, arrival_time=2021-04-10 04:08:42.206836, cost_time=0:00:20.583550 2021-04-10 04:08:35,428 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=1.34ms, fps=1760 images/s, loss=0.0467, top1-acc=98.74%, top5-acc=99.92%, remaining_time=0:00:06.758366, arrival_time=2021-04-10 04:08:42.186529, cost_time=0:00:22.038209 2021-04-10 04:08:36,886 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=1.39ms, fps=1757 images/s, loss=0.0467, top1-acc=98.74%, top5-acc=99.92%, remaining_time=0:00:05.286636, arrival_time=2021-04-10 04:08:42.172722, cost_time=0:00:23.496190 2021-04-10 04:08:38,340 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=1.38ms, fps=1761 images/s, loss=0.0464, top1-acc=98.75%, top5-acc=99.92%, remaining_time=0:00:03.815942, arrival_time=2021-04-10 04:08:42.156160, cost_time=0:00:24.950339 2021-04-10 04:08:39,794 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.37ms, fps=1760 images/s, loss=0.0464, top1-acc=98.76%, top5-acc=99.92%, remaining_time=0:00:02.347104, arrival_time=2021-04-10 04:08:42.141913, cost_time=0:00:26.404921 2021-04-10 04:08:41,248 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.40ms, fps=1762 images/s, loss=0.0467, top1-acc=98.75%, top5-acc=99.92%, remaining_time=0:00:00.879744, arrival_time=2021-04-10 04:08:42.128136, cost_time=0:00:27.858511 2021-04-10 04:08:42,043 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=1.36ms, fps=1711 images/s, loss=0.0467, top1-acc=98.74%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 04:08:42.043447, cost_time=0:00:28.653565 2021-04-10 04:08:42,618 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=0.39ms, fps=4459 images/s, loss=1.8057, top1-acc=71.17%, top5-acc=88.59%, remaining_time=0:00:01.722480, arrival_time=2021-04-10 04:08:44.341159, cost_time=0:00:00.574157 2021-04-10 04:08:43,099 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=2.11ms, fps=5326 images/s, loss=1.8245, top1-acc=70.96%, top5-acc=88.44%, remaining_time=0:00:01.055120, arrival_time=2021-04-10 04:08:44.154774, cost_time=0:00:01.055115 2021-04-10 04:08:43,575 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=1.46ms, fps=5387 images/s, loss=1.7806, top1-acc=71.73%, top5-acc=88.83%, remaining_time=0:00:00.510220, arrival_time=2021-04-10 04:08:44.085422, cost_time=0:00:01.530666 2021-04-10 04:08:44,009 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.08ms, fps=5342 images/s, loss=1.7634, top1-acc=71.70%, top5-acc=88.90%, remaining_time=0:00:00, arrival_time=2021-04-10 04:08:44.009834, cost_time=0:00:01.965323 2021-04-10 04:08:45,064 INFO : Epoch=0168 complete, best val top1-acc=72.15%, top5-acc=88.97% (epoch=165), remaining_time=0:17:09.516032, arrival_time=2021-04-10 04:25:54.580196, cost_time=1:30:04.959095 2021-04-10 04:08:45,065 INFO : Train start, epoch=0169, lr=0.006185 2021-04-10 04:08:46,711 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=1.68ms, fps=1555 images/s, loss=0.0366, top1-acc=99.06%, top5-acc=99.96%, remaining_time=0:00:30.613740, arrival_time=2021-04-10 04:09:17.324827, cost_time=0:00:01.645905 2021-04-10 04:08:48,167 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=1.35ms, fps=1759 images/s, loss=0.0426, top1-acc=98.95%, top5-acc=99.90%, remaining_time=0:00:27.297952, arrival_time=2021-04-10 04:09:15.465182, cost_time=0:00:03.102045 2021-04-10 04:08:49,624 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=1.59ms, fps=1758 images/s, loss=0.0395, top1-acc=99.02%, top5-acc=99.93%, remaining_time=0:00:25.225692, arrival_time=2021-04-10 04:09:14.849889, cost_time=0:00:04.558872 2021-04-10 04:08:51,081 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=1.63ms, fps=1758 images/s, loss=0.0382, top1-acc=99.01%, top5-acc=99.94%, remaining_time=0:00:23.461620, arrival_time=2021-04-10 04:09:14.542624, cost_time=0:00:06.015790 2021-04-10 04:08:52,536 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=1.36ms, fps=1759 images/s, loss=0.0387, top1-acc=98.98%, top5-acc=99.94%, remaining_time=0:00:21.816342, arrival_time=2021-04-10 04:09:14.352865, cost_time=0:00:07.471334 2021-04-10 04:08:53,998 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=1.61ms, fps=1752 images/s, loss=0.0398, top1-acc=98.91%, top5-acc=99.94%, remaining_time=0:00:20.248632, arrival_time=2021-04-10 04:09:14.247040, cost_time=0:00:08.933230 2021-04-10 04:08:55,451 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=1.61ms, fps=1762 images/s, loss=0.0422, top1-acc=98.84%, top5-acc=99.94%, remaining_time=0:00:18.696132, arrival_time=2021-04-10 04:09:14.148086, cost_time=0:00:10.386771 2021-04-10 04:08:56,911 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=2.03ms, fps=1755 images/s, loss=0.0417, top1-acc=98.83%, top5-acc=99.94%, remaining_time=0:00:17.176352, arrival_time=2021-04-10 04:09:14.087308, cost_time=0:00:11.845736 2021-04-10 04:08:58,367 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=1.36ms, fps=1759 images/s, loss=0.0416, top1-acc=98.84%, top5-acc=99.95%, remaining_time=0:00:15.666694, arrival_time=2021-04-10 04:09:14.033786, cost_time=0:00:13.301913 2021-04-10 04:08:59,822 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.51ms, fps=1760 images/s, loss=0.0416, top1-acc=98.84%, top5-acc=99.95%, remaining_time=0:00:14.166816, arrival_time=2021-04-10 04:09:13.989062, cost_time=0:00:14.757057 2021-04-10 04:09:01,282 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=1.85ms, fps=1754 images/s, loss=0.0415, top1-acc=98.87%, top5-acc=99.94%, remaining_time=0:00:12.678808, arrival_time=2021-04-10 04:09:13.961025, cost_time=0:00:16.217034 2021-04-10 04:09:02,735 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=1.55ms, fps=1762 images/s, loss=0.0411, top1-acc=98.87%, top5-acc=99.94%, remaining_time=0:00:11.191076, arrival_time=2021-04-10 04:09:13.926341, cost_time=0:00:17.670081 2021-04-10 04:09:04,194 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=2.23ms, fps=1755 images/s, loss=0.0411, top1-acc=98.88%, top5-acc=99.94%, remaining_time=0:00:09.711768, arrival_time=2021-04-10 04:09:13.906158, cost_time=0:00:19.129201 2021-04-10 04:09:05,647 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=1.43ms, fps=1762 images/s, loss=0.0400, top1-acc=98.92%, top5-acc=99.94%, remaining_time=0:00:08.233008, arrival_time=2021-04-10 04:09:13.880780, cost_time=0:00:20.582581 2021-04-10 04:09:07,097 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=1.40ms, fps=1766 images/s, loss=0.0399, top1-acc=98.92%, top5-acc=99.95%, remaining_time=0:00:06.756664, arrival_time=2021-04-10 04:09:13.854504, cost_time=0:00:22.032657 2021-04-10 04:09:08,552 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=1.55ms, fps=1761 images/s, loss=0.0399, top1-acc=98.93%, top5-acc=99.95%, remaining_time=0:00:05.284512, arrival_time=2021-04-10 04:09:13.836496, cost_time=0:00:23.486798 2021-04-10 04:09:10,011 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=1.48ms, fps=1755 images/s, loss=0.0401, top1-acc=98.92%, top5-acc=99.95%, remaining_time=0:00:03.815292, arrival_time=2021-04-10 04:09:13.826696, cost_time=0:00:24.946219 2021-04-10 04:09:11,466 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=1.86ms, fps=1760 images/s, loss=0.0404, top1-acc=98.91%, top5-acc=99.95%, remaining_time=0:00:02.346800, arrival_time=2021-04-10 04:09:13.813555, cost_time=0:00:26.401524 2021-04-10 04:09:12,925 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.25ms, fps=1756 images/s, loss=0.0410, top1-acc=98.89%, top5-acc=99.94%, remaining_time=0:00:00.879798, arrival_time=2021-04-10 04:09:13.805218, cost_time=0:00:27.860240 2021-04-10 04:09:13,717 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=1.27ms, fps=1719 images/s, loss=0.0407, top1-acc=98.90%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 04:09:13.717174, cost_time=0:00:28.651982 2021-04-10 04:09:14,309 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=1.81ms, fps=4328 images/s, loss=1.8366, top1-acc=70.20%, top5-acc=88.98%, remaining_time=0:00:01.774470, arrival_time=2021-04-10 04:09:16.084355, cost_time=0:00:00.591493 2021-04-10 04:09:14,788 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=1.44ms, fps=5349 images/s, loss=1.8511, top1-acc=70.35%, top5-acc=88.83%, remaining_time=0:00:01.070560, arrival_time=2021-04-10 04:09:15.859434, cost_time=0:00:01.070555 2021-04-10 04:09:15,269 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=1.45ms, fps=5326 images/s, loss=1.8039, top1-acc=71.29%, top5-acc=89.04%, remaining_time=0:00:00.517200, arrival_time=2021-04-10 04:09:15.787121, cost_time=0:00:01.551608 2021-04-10 04:09:15,705 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.08ms, fps=5332 images/s, loss=1.7872, top1-acc=71.75%, top5-acc=89.02%, remaining_time=0:00:00, arrival_time=2021-04-10 04:09:15.705328, cost_time=0:00:01.987049 2021-04-10 04:09:16,771 INFO : Epoch=0169 complete, best val top1-acc=72.15%, top5-acc=88.97% (epoch=165), remaining_time=0:16:37.258313, arrival_time=2021-04-10 04:25:54.029643, cost_time=1:30:36.666264 2021-04-10 04:09:16,772 INFO : Train start, epoch=0170, lr=0.005812 2021-04-10 04:09:18,382 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=1.44ms, fps=1590 images/s, loss=0.0433, top1-acc=98.71%, top5-acc=99.96%, remaining_time=0:00:29.938374, arrival_time=2021-04-10 04:09:48.320308, cost_time=0:00:01.609594 2021-04-10 04:09:19,835 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=1.44ms, fps=1762 images/s, loss=0.0415, top1-acc=98.77%, top5-acc=99.94%, remaining_time=0:00:26.958272, arrival_time=2021-04-10 04:09:46.794155, cost_time=0:00:03.063442 2021-04-10 04:09:21,291 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=1.46ms, fps=1760 images/s, loss=0.0427, top1-acc=98.82%, top5-acc=99.95%, remaining_time=0:00:25.003916, arrival_time=2021-04-10 04:09:46.295010, cost_time=0:00:04.518780 2021-04-10 04:09:22,747 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.57ms, fps=1758 images/s, loss=0.0389, top1-acc=98.96%, top5-acc=99.95%, remaining_time=0:00:23.304372, arrival_time=2021-04-10 04:09:46.052227, cost_time=0:00:05.975469 2021-04-10 04:09:24,202 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=1.50ms, fps=1761 images/s, loss=0.0389, top1-acc=98.95%, top5-acc=99.96%, remaining_time=0:00:21.695308, arrival_time=2021-04-10 04:09:45.897576, cost_time=0:00:07.429921 2021-04-10 04:09:25,656 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=1.45ms, fps=1762 images/s, loss=0.0380, top1-acc=98.95%, top5-acc=99.97%, remaining_time=0:00:20.136296, arrival_time=2021-04-10 04:09:45.792258, cost_time=0:00:08.883644 2021-04-10 04:09:27,111 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=1.52ms, fps=1760 images/s, loss=0.0377, top1-acc=98.92%, top5-acc=99.97%, remaining_time=0:00:18.610200, arrival_time=2021-04-10 04:09:45.721483, cost_time=0:00:10.338976 2021-04-10 04:09:28,570 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.51ms, fps=1755 images/s, loss=0.0379, top1-acc=98.92%, top5-acc=99.97%, remaining_time=0:00:17.106984, arrival_time=2021-04-10 04:09:45.677229, cost_time=0:00:11.797925 2021-04-10 04:09:30,032 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=1.76ms, fps=1752 images/s, loss=0.0376, top1-acc=98.92%, top5-acc=99.97%, remaining_time=0:00:15.617192, arrival_time=2021-04-10 04:09:45.649447, cost_time=0:00:13.259871 2021-04-10 04:09:31,491 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=2.39ms, fps=1754 images/s, loss=0.0375, top1-acc=98.94%, top5-acc=99.96%, remaining_time=0:00:14.130816, arrival_time=2021-04-10 04:09:45.622745, cost_time=0:00:14.719620 2021-04-10 04:09:32,946 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=1.37ms, fps=1761 images/s, loss=0.0368, top1-acc=98.96%, top5-acc=99.97%, remaining_time=0:00:12.645182, arrival_time=2021-04-10 04:09:45.591622, cost_time=0:00:16.174071 2021-04-10 04:09:34,406 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=2.33ms, fps=1755 images/s, loss=0.0366, top1-acc=98.97%, top5-acc=99.97%, remaining_time=0:00:11.168048, arrival_time=2021-04-10 04:09:45.574193, cost_time=0:00:17.633777 2021-04-10 04:09:35,863 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=1.41ms, fps=1757 images/s, loss=0.0370, top1-acc=98.96%, top5-acc=99.96%, remaining_time=0:00:09.692364, arrival_time=2021-04-10 04:09:45.555638, cost_time=0:00:19.090961 2021-04-10 04:09:37,318 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=2.28ms, fps=1760 images/s, loss=0.0362, top1-acc=98.99%, top5-acc=99.96%, remaining_time=0:00:08.218504, arrival_time=2021-04-10 04:09:45.537106, cost_time=0:00:20.546294 2021-04-10 04:09:38,776 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.68ms, fps=1756 images/s, loss=0.0364, top1-acc=99.00%, top5-acc=99.96%, remaining_time=0:00:06.748062, arrival_time=2021-04-10 04:09:45.524867, cost_time=0:00:22.004494 2021-04-10 04:09:40,232 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.46ms, fps=1759 images/s, loss=0.0359, top1-acc=99.01%, top5-acc=99.97%, remaining_time=0:00:05.278536, arrival_time=2021-04-10 04:09:45.511091, cost_time=0:00:23.460222 2021-04-10 04:09:41,685 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=1.42ms, fps=1762 images/s, loss=0.0359, top1-acc=99.01%, top5-acc=99.97%, remaining_time=0:00:03.810300, arrival_time=2021-04-10 04:09:45.496024, cost_time=0:00:24.913429 2021-04-10 04:09:43,143 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=1.32ms, fps=1757 images/s, loss=0.0359, top1-acc=99.02%, top5-acc=99.97%, remaining_time=0:00:02.344096, arrival_time=2021-04-10 04:09:45.487566, cost_time=0:00:26.371092 2021-04-10 04:09:44,601 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.34ms, fps=1756 images/s, loss=0.0361, top1-acc=99.02%, top5-acc=99.97%, remaining_time=0:00:00.878814, arrival_time=2021-04-10 04:09:45.480330, cost_time=0:00:27.829185 2021-04-10 04:09:45,392 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=1.22ms, fps=1720 images/s, loss=0.0358, top1-acc=99.03%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 04:09:45.392703, cost_time=0:00:28.620368 2021-04-10 04:09:46,013 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=0.20ms, fps=4136 images/s, loss=1.8090, top1-acc=72.38%, top5-acc=88.75%, remaining_time=0:00:01.856820, arrival_time=2021-04-10 04:09:47.869778, cost_time=0:00:00.618943 2021-04-10 04:09:46,488 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=1.65ms, fps=5383 images/s, loss=1.8058, top1-acc=72.52%, top5-acc=89.00%, remaining_time=0:00:01.094900, arrival_time=2021-04-10 04:09:47.583810, cost_time=0:00:01.094892 2021-04-10 04:09:46,964 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=1.39ms, fps=5382 images/s, loss=1.7960, top1-acc=72.58%, top5-acc=89.18%, remaining_time=0:00:00.523620, arrival_time=2021-04-10 04:09:47.488503, cost_time=0:00:01.570870 2021-04-10 04:09:47,403 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=0.07ms, fps=5299 images/s, loss=1.7662, top1-acc=72.45%, top5-acc=89.28%, remaining_time=0:00:00, arrival_time=2021-04-10 04:09:47.402996, cost_time=0:00:02.009000 2021-04-10 04:09:49,566 INFO : Epoch=0170 complete, best val top1-acc=72.45%, top5-acc=89.28% (epoch=170), remaining_time=0:16:05.199090, arrival_time=2021-04-10 04:25:54.765639, cost_time=1:31:09.461467 2021-04-10 04:09:49,567 INFO : Train start, epoch=0171, lr=0.005450 2021-04-10 04:09:51,182 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=1.77ms, fps=1585 images/s, loss=0.0315, top1-acc=99.06%, top5-acc=99.96%, remaining_time=0:00:30.036210, arrival_time=2021-04-10 04:10:21.218908, cost_time=0:00:01.614854 2021-04-10 04:09:52,640 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=1.52ms, fps=1757 images/s, loss=0.0304, top1-acc=99.02%, top5-acc=99.96%, remaining_time=0:00:27.042400, arrival_time=2021-04-10 04:10:19.683047, cost_time=0:00:03.072998 2021-04-10 04:09:54,100 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.38ms, fps=1754 images/s, loss=0.0303, top1-acc=99.08%, top5-acc=99.96%, remaining_time=0:00:25.080276, arrival_time=2021-04-10 04:10:19.180535, cost_time=0:00:04.532587 2021-04-10 04:09:55,554 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=1.52ms, fps=1761 images/s, loss=0.0298, top1-acc=99.10%, top5-acc=99.97%, remaining_time=0:00:23.349144, arrival_time=2021-04-10 04:10:18.903897, cost_time=0:00:05.986977 2021-04-10 04:09:57,013 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=1.62ms, fps=1756 images/s, loss=0.0299, top1-acc=99.12%, top5-acc=99.96%, remaining_time=0:00:21.740860, arrival_time=2021-04-10 04:10:18.754332, cost_time=0:00:07.445490 2021-04-10 04:09:58,485 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.91ms, fps=1741 images/s, loss=0.0303, top1-acc=99.12%, top5-acc=99.97%, remaining_time=0:00:20.212592, arrival_time=2021-04-10 04:10:18.697590, cost_time=0:00:08.917350 2021-04-10 04:09:59,954 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.45ms, fps=1744 images/s, loss=0.0299, top1-acc=99.14%, top5-acc=99.97%, remaining_time=0:00:18.696006, arrival_time=2021-04-10 04:10:18.650437, cost_time=0:00:10.386694 2021-04-10 04:10:01,409 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.38ms, fps=1761 images/s, loss=0.0298, top1-acc=99.16%, top5-acc=99.97%, remaining_time=0:00:17.169972, arrival_time=2021-04-10 04:10:18.579056, cost_time=0:00:11.841346 2021-04-10 04:10:02,862 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.46ms, fps=1762 images/s, loss=0.0296, top1-acc=99.16%, top5-acc=99.97%, remaining_time=0:00:15.658108, arrival_time=2021-04-10 04:10:18.520387, cost_time=0:00:13.294634 2021-04-10 04:10:04,318 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=1.65ms, fps=1758 images/s, loss=0.0300, top1-acc=99.18%, top5-acc=99.97%, remaining_time=0:00:14.160768, arrival_time=2021-04-10 04:10:18.479320, cost_time=0:00:14.750817 2021-04-10 04:10:05,770 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=1.71ms, fps=1764 images/s, loss=0.0309, top1-acc=99.16%, top5-acc=99.97%, remaining_time=0:00:12.667800, arrival_time=2021-04-10 04:10:18.438522, cost_time=0:00:16.203035 2021-04-10 04:10:07,234 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=1.39ms, fps=1750 images/s, loss=0.0314, top1-acc=99.15%, top5-acc=99.97%, remaining_time=0:00:11.188872, arrival_time=2021-04-10 04:10:18.423172, cost_time=0:00:17.666645 2021-04-10 04:10:08,689 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=1.33ms, fps=1760 images/s, loss=0.0317, top1-acc=99.14%, top5-acc=99.97%, remaining_time=0:00:09.707874, arrival_time=2021-04-10 04:10:18.397095, cost_time=0:00:19.121544 2021-04-10 04:10:10,140 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=1.53ms, fps=1764 images/s, loss=0.0319, top1-acc=99.14%, top5-acc=99.96%, remaining_time=0:00:08.229200, arrival_time=2021-04-10 04:10:18.370000, cost_time=0:00:20.572989 2021-04-10 04:10:11,605 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=1.33ms, fps=1749 images/s, loss=0.0324, top1-acc=99.14%, top5-acc=99.96%, remaining_time=0:00:06.758182, arrival_time=2021-04-10 04:10:18.363449, cost_time=0:00:22.037610 2021-04-10 04:10:13,065 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=1.40ms, fps=1753 images/s, loss=0.0332, top1-acc=99.12%, top5-acc=99.95%, remaining_time=0:00:05.287068, arrival_time=2021-04-10 04:10:18.352856, cost_time=0:00:23.498124 2021-04-10 04:10:14,533 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=1.57ms, fps=1745 images/s, loss=0.0329, top1-acc=99.13%, top5-acc=99.95%, remaining_time=0:00:03.818256, arrival_time=2021-04-10 04:10:18.351528, cost_time=0:00:24.965524 2021-04-10 04:10:15,989 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=1.42ms, fps=1759 images/s, loss=0.0326, top1-acc=99.15%, top5-acc=99.96%, remaining_time=0:00:02.348592, arrival_time=2021-04-10 04:10:18.337927, cost_time=0:00:26.421598 2021-04-10 04:10:17,447 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.25ms, fps=1756 images/s, loss=0.0329, top1-acc=99.12%, top5-acc=99.96%, remaining_time=0:00:00.880416, arrival_time=2021-04-10 04:10:18.327864, cost_time=0:00:27.879784 2021-04-10 04:10:18,242 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=1.27ms, fps=1712 images/s, loss=0.0340, top1-acc=99.10%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 04:10:18.242176, cost_time=0:00:28.674522 2021-04-10 04:10:18,843 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=0.34ms, fps=4265 images/s, loss=1.8750, top1-acc=71.84%, top5-acc=89.02%, remaining_time=0:00:01.800810, arrival_time=2021-04-10 04:10:20.644433, cost_time=0:00:00.600269 2021-04-10 04:10:19,319 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=1.31ms, fps=5390 images/s, loss=1.8357, top1-acc=72.34%, top5-acc=89.08%, remaining_time=0:00:01.075740, arrival_time=2021-04-10 04:10:20.394792, cost_time=0:00:01.075744 2021-04-10 04:10:19,794 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=1.29ms, fps=5393 images/s, loss=1.8362, top1-acc=72.24%, top5-acc=88.84%, remaining_time=0:00:00.516950, arrival_time=2021-04-10 04:10:20.311110, cost_time=0:00:01.550863 2021-04-10 04:10:20,228 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=0.07ms, fps=5352 images/s, loss=1.7953, top1-acc=72.50%, top5-acc=89.19%, remaining_time=0:00:00, arrival_time=2021-04-10 04:10:20.227959, cost_time=0:00:01.984669 2021-04-10 04:10:22,307 INFO : Epoch=0171 complete, best val top1-acc=72.50%, top5-acc=89.19% (epoch=171), remaining_time=0:15:33.121951, arrival_time=2021-04-10 04:25:55.428974, cost_time=1:31:42.201924 2021-04-10 04:10:22,307 INFO : Train start, epoch=0172, lr=0.005099 2021-04-10 04:10:23,955 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=1.38ms, fps=1554 images/s, loss=0.0416, top1-acc=98.71%, top5-acc=99.96%, remaining_time=0:00:30.643686, arrival_time=2021-04-10 04:10:54.599265, cost_time=0:00:01.647509 2021-04-10 04:10:25,421 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.43ms, fps=1747 images/s, loss=0.0509, top1-acc=98.73%, top5-acc=99.90%, remaining_time=0:00:27.393344, arrival_time=2021-04-10 04:10:52.814461, cost_time=0:00:03.112883 2021-04-10 04:10:26,885 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=1.31ms, fps=1749 images/s, loss=0.0473, top1-acc=98.87%, top5-acc=99.93%, remaining_time=0:00:25.327284, arrival_time=2021-04-10 04:10:52.212636, cost_time=0:00:04.577234 2021-04-10 04:10:28,356 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.82ms, fps=1740 images/s, loss=0.0429, top1-acc=98.93%, top5-acc=99.95%, remaining_time=0:00:23.590008, arrival_time=2021-04-10 04:10:51.946894, cost_time=0:00:06.048725 2021-04-10 04:10:29,813 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=1.38ms, fps=1759 images/s, loss=0.0394, top1-acc=99.02%, top5-acc=99.96%, remaining_time=0:00:21.914454, arrival_time=2021-04-10 04:10:51.727460, cost_time=0:00:07.504927 2021-04-10 04:10:31,275 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=2.20ms, fps=1752 images/s, loss=0.0382, top1-acc=99.06%, top5-acc=99.96%, remaining_time=0:00:20.324792, arrival_time=2021-04-10 04:10:51.599740, cost_time=0:00:08.966794 2021-04-10 04:10:32,728 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=1.38ms, fps=1762 images/s, loss=0.0367, top1-acc=99.09%, top5-acc=99.97%, remaining_time=0:00:18.756612, arrival_time=2021-04-10 04:10:51.485010, cost_time=0:00:10.420321 2021-04-10 04:10:34,188 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=1.65ms, fps=1753 images/s, loss=0.0366, top1-acc=99.07%, top5-acc=99.97%, remaining_time=0:00:17.227160, arrival_time=2021-04-10 04:10:51.416066, cost_time=0:00:11.880783 2021-04-10 04:10:35,649 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=1.48ms, fps=1753 images/s, loss=0.0356, top1-acc=99.10%, top5-acc=99.97%, remaining_time=0:00:15.713440, arrival_time=2021-04-10 04:10:51.363132, cost_time=0:00:13.341613 2021-04-10 04:10:37,108 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=1.41ms, fps=1756 images/s, loss=0.0347, top1-acc=99.13%, top5-acc=99.97%, remaining_time=0:00:14.208096, arrival_time=2021-04-10 04:10:51.316256, cost_time=0:00:14.800088 2021-04-10 04:10:38,561 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=1.34ms, fps=1762 images/s, loss=0.0347, top1-acc=99.15%, top5-acc=99.97%, remaining_time=0:00:12.707102, arrival_time=2021-04-10 04:10:51.268520, cost_time=0:00:16.253257 2021-04-10 04:10:40,016 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=1.57ms, fps=1760 images/s, loss=0.0339, top1-acc=99.15%, top5-acc=99.97%, remaining_time=0:00:11.215396, arrival_time=2021-04-10 04:10:51.232024, cost_time=0:00:17.708542 2021-04-10 04:10:41,504 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=1.48ms, fps=1721 images/s, loss=0.0331, top1-acc=99.19%, top5-acc=99.97%, remaining_time=0:00:09.745890, arrival_time=2021-04-10 04:10:51.250450, cost_time=0:00:19.196462 2021-04-10 04:10:42,967 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=1.45ms, fps=1750 images/s, loss=0.0333, top1-acc=99.17%, top5-acc=99.97%, remaining_time=0:00:08.263864, arrival_time=2021-04-10 04:10:51.231630, cost_time=0:00:20.659609 2021-04-10 04:10:44,429 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=1.78ms, fps=1752 images/s, loss=0.0330, top1-acc=99.16%, top5-acc=99.97%, remaining_time=0:00:06.783850, arrival_time=2021-04-10 04:10:51.213279, cost_time=0:00:22.121177 2021-04-10 04:10:45,886 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=1.61ms, fps=1758 images/s, loss=0.0331, top1-acc=99.15%, top5-acc=99.97%, remaining_time=0:00:05.305104, arrival_time=2021-04-10 04:10:51.191463, cost_time=0:00:23.578288 2021-04-10 04:10:47,344 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.73ms, fps=1757 images/s, loss=0.0326, top1-acc=99.16%, top5-acc=99.97%, remaining_time=0:00:03.829046, arrival_time=2021-04-10 04:10:51.173275, cost_time=0:00:25.036073 2021-04-10 04:10:48,806 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=1.96ms, fps=1752 images/s, loss=0.0331, top1-acc=99.15%, top5-acc=99.96%, remaining_time=0:00:02.355392, arrival_time=2021-04-10 04:10:51.161582, cost_time=0:00:26.498101 2021-04-10 04:10:50,265 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=1.44ms, fps=1755 images/s, loss=0.0330, top1-acc=99.15%, top5-acc=99.97%, remaining_time=0:00:00.882858, arrival_time=2021-04-10 04:10:51.148059, cost_time=0:00:27.957139 2021-04-10 04:10:51,056 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=1.25ms, fps=1720 images/s, loss=0.0330, top1-acc=99.15%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 04:10:51.056249, cost_time=0:00:28.748177 2021-04-10 04:10:51,609 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=0.19ms, fps=4633 images/s, loss=1.8317, top1-acc=72.34%, top5-acc=89.06%, remaining_time=0:00:01.657680, arrival_time=2021-04-10 04:10:53.267625, cost_time=0:00:00.552565 2021-04-10 04:10:52,088 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=1.37ms, fps=5349 images/s, loss=1.8110, top1-acc=72.68%, top5-acc=89.22%, remaining_time=0:00:01.031520, arrival_time=2021-04-10 04:10:53.120397, cost_time=0:00:01.031517 2021-04-10 04:10:52,567 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=1.43ms, fps=5357 images/s, loss=1.8134, top1-acc=72.54%, top5-acc=88.89%, remaining_time=0:00:00.503240, arrival_time=2021-04-10 04:10:53.070333, cost_time=0:00:01.509716 2021-04-10 04:10:53,000 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=0.08ms, fps=5356 images/s, loss=1.7687, top1-acc=72.66%, top5-acc=89.11%, remaining_time=0:00:00, arrival_time=2021-04-10 04:10:53.000596, cost_time=0:00:01.943250 2021-04-10 04:10:55,457 INFO : Epoch=0172 complete, best val top1-acc=72.66%, top5-acc=89.11% (epoch=172), remaining_time=0:15:01.103896, arrival_time=2021-04-10 04:25:56.561430, cost_time=1:32:15.352445 2021-04-10 04:10:55,458 INFO : Train start, epoch=0173, lr=0.004759 2021-04-10 04:10:57,073 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=1.47ms, fps=1585 images/s, loss=0.0206, top1-acc=99.49%, top5-acc=99.96%, remaining_time=0:00:30.033048, arrival_time=2021-04-10 04:11:27.106313, cost_time=0:00:01.614679 2021-04-10 04:10:58,533 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=1.35ms, fps=1754 images/s, loss=0.0208, top1-acc=99.51%, top5-acc=99.96%, remaining_time=0:00:27.056480, arrival_time=2021-04-10 04:11:25.589643, cost_time=0:00:03.074590 2021-04-10 04:10:59,991 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=1.42ms, fps=1756 images/s, loss=0.0231, top1-acc=99.45%, top5-acc=99.96%, remaining_time=0:00:25.083928, arrival_time=2021-04-10 04:11:25.075726, cost_time=0:00:04.533238 2021-04-10 04:11:01,441 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.56ms, fps=1766 images/s, loss=0.0268, top1-acc=99.37%, top5-acc=99.94%, remaining_time=0:00:23.334636, arrival_time=2021-04-10 04:11:24.776488, cost_time=0:00:05.983257 2021-04-10 04:11:02,908 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=1.44ms, fps=1747 images/s, loss=0.0254, top1-acc=99.38%, top5-acc=99.95%, remaining_time=0:00:21.752540, arrival_time=2021-04-10 04:11:24.660711, cost_time=0:00:07.449486 2021-04-10 04:11:04,367 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=1.59ms, fps=1756 images/s, loss=0.0264, top1-acc=99.33%, top5-acc=99.95%, remaining_time=0:00:20.192464, arrival_time=2021-04-10 04:11:24.559445, cost_time=0:00:08.908429 2021-04-10 04:11:05,823 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.91ms, fps=1758 images/s, loss=0.0273, top1-acc=99.28%, top5-acc=99.95%, remaining_time=0:00:18.656568, arrival_time=2021-04-10 04:11:24.479939, cost_time=0:00:10.364731 2021-04-10 04:11:07,289 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=2.05ms, fps=1747 images/s, loss=0.0280, top1-acc=99.27%, top5-acc=99.95%, remaining_time=0:00:17.154080, arrival_time=2021-04-10 04:11:24.443153, cost_time=0:00:11.830433 2021-04-10 04:11:08,751 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=1.53ms, fps=1751 images/s, loss=0.0284, top1-acc=99.28%, top5-acc=99.95%, remaining_time=0:00:15.656306, arrival_time=2021-04-10 04:11:24.407999, cost_time=0:00:13.293051 2021-04-10 04:11:10,206 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=1.43ms, fps=1760 images/s, loss=0.0287, top1-acc=99.25%, top5-acc=99.95%, remaining_time=0:00:14.157984, arrival_time=2021-04-10 04:11:24.364497, cost_time=0:00:14.747936 2021-04-10 04:11:11,660 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=1.35ms, fps=1762 images/s, loss=0.0285, top1-acc=99.25%, top5-acc=99.95%, remaining_time=0:00:12.666596, arrival_time=2021-04-10 04:11:24.326578, cost_time=0:00:16.201416 2021-04-10 04:11:13,113 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.36ms, fps=1761 images/s, loss=0.0310, top1-acc=99.19%, top5-acc=99.94%, remaining_time=0:00:11.181652, arrival_time=2021-04-10 04:11:24.295511, cost_time=0:00:17.655296 2021-04-10 04:11:14,579 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.49ms, fps=1748 images/s, loss=0.0312, top1-acc=99.20%, top5-acc=99.94%, remaining_time=0:00:09.707280, arrival_time=2021-04-10 04:11:24.286304, cost_time=0:00:19.120386 2021-04-10 04:11:16,037 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=1.45ms, fps=1756 images/s, loss=0.0312, top1-acc=99.19%, top5-acc=99.94%, remaining_time=0:00:08.231496, arrival_time=2021-04-10 04:11:24.268865, cost_time=0:00:20.578778 2021-04-10 04:11:17,498 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=1.71ms, fps=1753 images/s, loss=0.0309, top1-acc=99.19%, top5-acc=99.94%, remaining_time=0:00:06.758826, arrival_time=2021-04-10 04:11:24.257020, cost_time=0:00:22.039618 2021-04-10 04:11:18,958 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=1.45ms, fps=1754 images/s, loss=0.0308, top1-acc=99.19%, top5-acc=99.94%, remaining_time=0:00:05.287356, arrival_time=2021-04-10 04:11:24.245339, cost_time=0:00:23.499417 2021-04-10 04:11:20,418 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.43ms, fps=1754 images/s, loss=0.0308, top1-acc=99.19%, top5-acc=99.94%, remaining_time=0:00:03.817320, arrival_time=2021-04-10 04:11:24.235304, cost_time=0:00:24.959390 2021-04-10 04:11:21,879 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.33ms, fps=1752 images/s, loss=0.0313, top1-acc=99.16%, top5-acc=99.95%, remaining_time=0:00:02.348512, arrival_time=2021-04-10 04:11:24.227893, cost_time=0:00:26.420818 2021-04-10 04:11:23,337 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.24ms, fps=1757 images/s, loss=0.0309, top1-acc=99.17%, top5-acc=99.95%, remaining_time=0:00:00.880374, arrival_time=2021-04-10 04:11:24.217455, cost_time=0:00:27.878516 2021-04-10 04:11:24,127 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=1.37ms, fps=1721 images/s, loss=0.0309, top1-acc=99.17%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 04:11:24.127796, cost_time=0:00:28.669247 2021-04-10 04:11:24,694 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=0.21ms, fps=4528 images/s, loss=1.8265, top1-acc=73.05%, top5-acc=88.98%, remaining_time=0:00:01.696230, arrival_time=2021-04-10 04:11:26.390539, cost_time=0:00:00.565406 2021-04-10 04:11:25,174 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=1.84ms, fps=5340 images/s, loss=1.8069, top1-acc=72.71%, top5-acc=89.12%, remaining_time=0:00:01.045160, arrival_time=2021-04-10 04:11:26.219280, cost_time=0:00:01.045165 2021-04-10 04:11:25,659 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=1.80ms, fps=5282 images/s, loss=1.7884, top1-acc=72.57%, top5-acc=89.41%, remaining_time=0:00:00.510100, arrival_time=2021-04-10 04:11:26.169287, cost_time=0:00:01.530285 2021-04-10 04:11:26,096 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=0.08ms, fps=5309 images/s, loss=1.7561, top1-acc=72.58%, top5-acc=89.47%, remaining_time=0:00:00, arrival_time=2021-04-10 04:11:26.096533, cost_time=0:00:01.967655 2021-04-10 04:11:27,157 INFO : Epoch=0173 complete, best val top1-acc=72.66%, top5-acc=89.11% (epoch=172), remaining_time=0:14:28.846257, arrival_time=2021-04-10 04:25:56.003321, cost_time=1:32:47.052017 2021-04-10 04:11:27,157 INFO : Train start, epoch=0174, lr=0.004430 2021-04-10 04:11:28,788 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=1.43ms, fps=1570 images/s, loss=0.0283, top1-acc=99.45%, top5-acc=99.92%, remaining_time=0:00:30.323394, arrival_time=2021-04-10 04:11:59.111450, cost_time=0:00:01.630289 2021-04-10 04:11:30,243 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=1.69ms, fps=1759 images/s, loss=0.0252, top1-acc=99.47%, top5-acc=99.94%, remaining_time=0:00:27.155568, arrival_time=2021-04-10 04:11:57.399197, cost_time=0:00:03.085863 2021-04-10 04:11:31,698 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=1.59ms, fps=1760 images/s, loss=0.0247, top1-acc=99.39%, top5-acc=99.96%, remaining_time=0:00:25.127752, arrival_time=2021-04-10 04:11:56.826689, cost_time=0:00:04.541174 2021-04-10 04:11:33,159 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=2.73ms, fps=1753 images/s, loss=0.0237, top1-acc=99.44%, top5-acc=99.97%, remaining_time=0:00:23.407644, arrival_time=2021-04-10 04:11:56.567422, cost_time=0:00:06.001952 2021-04-10 04:11:34,620 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=2.01ms, fps=1754 images/s, loss=0.0241, top1-acc=99.39%, top5-acc=99.98%, remaining_time=0:00:21.789040, arrival_time=2021-04-10 04:11:56.408925, cost_time=0:00:07.461990 2021-04-10 04:11:36,079 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=1.51ms, fps=1755 images/s, loss=0.0252, top1-acc=99.37%, top5-acc=99.97%, remaining_time=0:00:20.222928, arrival_time=2021-04-10 04:11:56.302554, cost_time=0:00:08.921854 2021-04-10 04:11:37,534 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=1.76ms, fps=1760 images/s, loss=0.0246, top1-acc=99.37%, top5-acc=99.98%, remaining_time=0:00:18.677736, arrival_time=2021-04-10 04:11:56.211999, cost_time=0:00:10.376501 2021-04-10 04:11:38,990 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=1.43ms, fps=1759 images/s, loss=0.0248, top1-acc=99.37%, top5-acc=99.98%, remaining_time=0:00:17.157328, arrival_time=2021-04-10 04:11:56.147714, cost_time=0:00:11.832619 2021-04-10 04:11:40,442 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.41ms, fps=1763 images/s, loss=0.0239, top1-acc=99.38%, top5-acc=99.98%, remaining_time=0:00:15.646978, arrival_time=2021-04-10 04:11:56.089877, cost_time=0:00:13.285131 2021-04-10 04:11:41,900 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=1.72ms, fps=1757 images/s, loss=0.0238, top1-acc=99.37%, top5-acc=99.98%, remaining_time=0:00:14.152512, arrival_time=2021-04-10 04:11:56.052515, cost_time=0:00:14.742193 2021-04-10 04:11:43,361 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.61ms, fps=1752 images/s, loss=0.0241, top1-acc=99.37%, top5-acc=99.98%, remaining_time=0:00:12.668402, arrival_time=2021-04-10 04:11:56.029908, cost_time=0:00:16.203741 2021-04-10 04:11:44,820 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=1.55ms, fps=1755 images/s, loss=0.0248, top1-acc=99.37%, top5-acc=99.98%, remaining_time=0:00:11.186440, arrival_time=2021-04-10 04:11:56.006992, cost_time=0:00:17.662779 2021-04-10 04:11:46,275 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=1.40ms, fps=1760 images/s, loss=0.0246, top1-acc=99.36%, top5-acc=99.98%, remaining_time=0:00:09.705828, arrival_time=2021-04-10 04:11:55.981072, cost_time=0:00:19.117498 2021-04-10 04:11:47,732 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=1.44ms, fps=1757 images/s, loss=0.0246, top1-acc=99.36%, top5-acc=99.98%, remaining_time=0:00:08.229984, arrival_time=2021-04-10 04:11:55.962669, cost_time=0:00:20.574925 2021-04-10 04:11:49,194 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.37ms, fps=1752 images/s, loss=0.0239, top1-acc=99.38%, top5-acc=99.98%, remaining_time=0:00:06.757906, arrival_time=2021-04-10 04:11:55.952275, cost_time=0:00:22.036608 2021-04-10 04:11:50,652 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=1.35ms, fps=1756 images/s, loss=0.0242, top1-acc=99.37%, top5-acc=99.98%, remaining_time=0:00:05.286240, arrival_time=2021-04-10 04:11:55.938452, cost_time=0:00:23.494459 2021-04-10 04:11:52,113 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=1.57ms, fps=1753 images/s, loss=0.0243, top1-acc=99.37%, top5-acc=99.98%, remaining_time=0:00:03.816696, arrival_time=2021-04-10 04:11:55.930013, cost_time=0:00:24.955347 2021-04-10 04:11:53,567 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=1.43ms, fps=1762 images/s, loss=0.0246, top1-acc=99.36%, top5-acc=99.98%, remaining_time=0:00:02.347504, arrival_time=2021-04-10 04:11:55.914924, cost_time=0:00:26.409499 2021-04-10 04:11:55,025 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.43ms, fps=1757 images/s, loss=0.0247, top1-acc=99.36%, top5-acc=99.98%, remaining_time=0:00:00.880026, arrival_time=2021-04-10 04:11:55.905339, cost_time=0:00:27.867529 2021-04-10 04:11:55,814 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=1.24ms, fps=1724 images/s, loss=0.0249, top1-acc=99.36%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 04:11:55.814875, cost_time=0:00:28.657128 2021-04-10 04:11:56,394 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=1.42ms, fps=4425 images/s, loss=1.8214, top1-acc=72.42%, top5-acc=88.98%, remaining_time=0:00:01.735590, arrival_time=2021-04-10 04:11:58.129986, cost_time=0:00:00.578529 2021-04-10 04:11:56,868 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=1.31ms, fps=5405 images/s, loss=1.8099, top1-acc=72.56%, top5-acc=89.14%, remaining_time=0:00:01.052420, arrival_time=2021-04-10 04:11:57.920871, cost_time=0:00:01.052422 2021-04-10 04:11:57,345 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=1.34ms, fps=5375 images/s, loss=1.8054, top1-acc=72.66%, top5-acc=89.36%, remaining_time=0:00:00.509750, arrival_time=2021-04-10 04:11:57.854898, cost_time=0:00:01.529247 2021-04-10 04:11:57,778 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=0.08ms, fps=5356 images/s, loss=1.8183, top1-acc=72.48%, top5-acc=89.46%, remaining_time=0:00:00, arrival_time=2021-04-10 04:11:57.778735, cost_time=0:00:01.962883 2021-04-10 04:11:58,848 INFO : Epoch=0174 complete, best val top1-acc=72.66%, top5-acc=89.11% (epoch=172), remaining_time=0:13:56.593862, arrival_time=2021-04-10 04:25:55.442458, cost_time=1:33:18.743531 2021-04-10 04:11:58,849 INFO : Train start, epoch=0175, lr=0.004112 2021-04-10 04:12:00,466 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=0.27ms, fps=1583 images/s, loss=0.0239, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:30.072666, arrival_time=2021-04-10 04:12:30.538881, cost_time=0:00:01.616806 2021-04-10 04:12:01,920 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=1.80ms, fps=1761 images/s, loss=0.0221, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:27.024976, arrival_time=2021-04-10 04:12:28.945405, cost_time=0:00:03.071022 2021-04-10 04:12:03,380 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=1.38ms, fps=1753 images/s, loss=0.0238, top1-acc=99.39%, top5-acc=99.99%, remaining_time=0:00:25.074300, arrival_time=2021-04-10 04:12:28.455204, cost_time=0:00:04.531486 2021-04-10 04:12:04,843 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=1.56ms, fps=1751 images/s, loss=0.0243, top1-acc=99.37%, top5-acc=99.99%, remaining_time=0:00:23.375508, arrival_time=2021-04-10 04:12:28.218748, cost_time=0:00:05.993718 2021-04-10 04:12:06,299 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.87ms, fps=1759 images/s, loss=0.0251, top1-acc=99.35%, top5-acc=99.98%, remaining_time=0:00:21.754438, arrival_time=2021-04-10 04:12:28.054094, cost_time=0:00:07.450143 2021-04-10 04:12:07,757 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=1.44ms, fps=1756 images/s, loss=0.0235, top1-acc=99.37%, top5-acc=99.99%, remaining_time=0:00:20.192464, arrival_time=2021-04-10 04:12:27.950313, cost_time=0:00:08.908431 2021-04-10 04:12:09,215 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=1.43ms, fps=1757 images/s, loss=0.0242, top1-acc=99.37%, top5-acc=99.99%, remaining_time=0:00:18.659088, arrival_time=2021-04-10 04:12:27.874629, cost_time=0:00:10.366132 2021-04-10 04:12:10,672 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.42ms, fps=1758 images/s, loss=0.0245, top1-acc=99.36%, top5-acc=99.99%, remaining_time=0:00:17.143408, arrival_time=2021-04-10 04:12:27.816002, cost_time=0:00:11.823063 2021-04-10 04:12:12,129 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=1.43ms, fps=1758 images/s, loss=0.0244, top1-acc=99.38%, top5-acc=99.99%, remaining_time=0:00:15.640512, arrival_time=2021-04-10 04:12:27.769599, cost_time=0:00:13.279671 2021-04-10 04:12:13,581 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=1.43ms, fps=1763 images/s, loss=0.0241, top1-acc=99.39%, top5-acc=99.99%, remaining_time=0:00:14.143104, arrival_time=2021-04-10 04:12:27.724926, cost_time=0:00:14.732411 2021-04-10 04:12:15,037 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.40ms, fps=1760 images/s, loss=0.0245, top1-acc=99.39%, top5-acc=99.99%, remaining_time=0:00:12.655760, arrival_time=2021-04-10 04:12:27.692888, cost_time=0:00:16.187578 2021-04-10 04:12:16,500 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=1.48ms, fps=1751 images/s, loss=0.0238, top1-acc=99.41%, top5-acc=99.99%, remaining_time=0:00:11.178688, arrival_time=2021-04-10 04:12:27.678666, cost_time=0:00:17.650562 2021-04-10 04:12:17,960 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=1.57ms, fps=1753 images/s, loss=0.0237, top1-acc=99.40%, top5-acc=99.98%, remaining_time=0:00:09.702528, arrival_time=2021-04-10 04:12:27.663132, cost_time=0:00:19.111086 2021-04-10 04:12:19,421 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.40ms, fps=1753 images/s, loss=0.0239, top1-acc=99.38%, top5-acc=99.99%, remaining_time=0:00:08.228696, arrival_time=2021-04-10 04:12:27.650035, cost_time=0:00:20.571809 2021-04-10 04:12:20,879 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=1.43ms, fps=1756 images/s, loss=0.0236, top1-acc=99.40%, top5-acc=99.99%, remaining_time=0:00:06.755882, arrival_time=2021-04-10 04:12:27.635388, cost_time=0:00:22.030099 2021-04-10 04:12:22,338 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=1.58ms, fps=1756 images/s, loss=0.0239, top1-acc=99.38%, top5-acc=99.99%, remaining_time=0:00:05.284944, arrival_time=2021-04-10 04:12:27.623006, cost_time=0:00:23.488574 2021-04-10 04:12:23,793 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.43ms, fps=1759 images/s, loss=0.0237, top1-acc=99.39%, top5-acc=99.98%, remaining_time=0:00:03.815032, arrival_time=2021-04-10 04:12:27.608931, cost_time=0:00:24.944496 2021-04-10 04:12:25,253 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.36ms, fps=1755 images/s, loss=0.0241, top1-acc=99.38%, top5-acc=99.98%, remaining_time=0:00:02.346992, arrival_time=2021-04-10 04:12:27.600214, cost_time=0:00:26.403742 2021-04-10 04:12:26,711 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.44ms, fps=1756 images/s, loss=0.0243, top1-acc=99.37%, top5-acc=99.98%, remaining_time=0:00:00.879858, arrival_time=2021-04-10 04:12:27.591499, cost_time=0:00:27.862232 2021-04-10 04:12:27,503 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=1.26ms, fps=1718 images/s, loss=0.0245, top1-acc=99.37%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 04:12:27.503697, cost_time=0:00:28.654303 2021-04-10 04:12:28,077 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=1.45ms, fps=4472 images/s, loss=1.7312, top1-acc=73.36%, top5-acc=89.77%, remaining_time=0:00:01.717320, arrival_time=2021-04-10 04:12:29.794540, cost_time=0:00:00.572444 2021-04-10 04:12:28,553 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=1.30ms, fps=5381 images/s, loss=1.8054, top1-acc=72.62%, top5-acc=89.69%, remaining_time=0:00:01.048560, arrival_time=2021-04-10 04:12:29.601893, cost_time=0:00:01.048559 2021-04-10 04:12:29,030 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=1.54ms, fps=5372 images/s, loss=1.8101, top1-acc=72.41%, top5-acc=89.65%, remaining_time=0:00:00.508480, arrival_time=2021-04-10 04:12:29.538687, cost_time=0:00:01.525435 2021-04-10 04:12:29,465 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=0.08ms, fps=5337 images/s, loss=1.7978, top1-acc=72.41%, top5-acc=89.62%, remaining_time=0:00:00, arrival_time=2021-04-10 04:12:29.465252, cost_time=0:00:01.960504 2021-04-10 04:12:30,600 INFO : Epoch=0175 complete, best val top1-acc=72.66%, top5-acc=89.11% (epoch=172), remaining_time=0:13:24.356550, arrival_time=2021-04-10 04:25:54.957458, cost_time=1:33:50.495862 2021-04-10 04:12:30,601 INFO : Train start, epoch=0176, lr=0.003806 2021-04-10 04:12:32,237 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=1.92ms, fps=1565 images/s, loss=0.0179, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:30.430530, arrival_time=2021-04-10 04:13:02.668207, cost_time=0:00:01.636050 2021-04-10 04:12:33,696 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=1.46ms, fps=1755 images/s, loss=0.0207, top1-acc=99.47%, top5-acc=99.98%, remaining_time=0:00:27.237936, arrival_time=2021-04-10 04:13:00.934780, cost_time=0:00:03.095214 2021-04-10 04:12:35,149 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.35ms, fps=1762 images/s, loss=0.0225, top1-acc=99.48%, top5-acc=99.96%, remaining_time=0:00:25.167094, arrival_time=2021-04-10 04:13:00.317001, cost_time=0:00:04.548279 2021-04-10 04:12:36,602 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=1.44ms, fps=1763 images/s, loss=0.0228, top1-acc=99.45%, top5-acc=99.96%, remaining_time=0:00:23.401404, arrival_time=2021-04-10 04:13:00.003478, cost_time=0:00:06.000353 2021-04-10 04:12:38,059 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=1.74ms, fps=1757 images/s, loss=0.0216, top1-acc=99.47%, top5-acc=99.97%, remaining_time=0:00:21.776630, arrival_time=2021-04-10 04:12:59.836163, cost_time=0:00:07.457765 2021-04-10 04:12:39,522 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=1.60ms, fps=1750 images/s, loss=0.0226, top1-acc=99.46%, top5-acc=99.95%, remaining_time=0:00:20.221160, arrival_time=2021-04-10 04:12:59.743962, cost_time=0:00:08.921108 2021-04-10 04:12:40,990 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=1.43ms, fps=1746 images/s, loss=0.0219, top1-acc=99.49%, top5-acc=99.96%, remaining_time=0:00:18.698652, arrival_time=2021-04-10 04:12:59.688564, cost_time=0:00:10.388170 2021-04-10 04:12:42,464 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.71ms, fps=1736 images/s, loss=0.0221, top1-acc=99.48%, top5-acc=99.97%, remaining_time=0:00:17.201756, arrival_time=2021-04-10 04:12:59.666665, cost_time=0:00:11.863255 2021-04-10 04:12:43,933 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.37ms, fps=1744 images/s, loss=0.0213, top1-acc=99.51%, top5-acc=99.97%, remaining_time=0:00:15.701568, arrival_time=2021-04-10 04:12:59.634863, cost_time=0:00:13.331491 2021-04-10 04:12:45,389 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=1.53ms, fps=1760 images/s, loss=0.0215, top1-acc=99.50%, top5-acc=99.97%, remaining_time=0:00:14.195808, arrival_time=2021-04-10 04:12:59.584780, cost_time=0:00:14.787324 2021-04-10 04:12:46,848 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=1.39ms, fps=1755 images/s, loss=0.0218, top1-acc=99.49%, top5-acc=99.98%, remaining_time=0:00:12.701856, arrival_time=2021-04-10 04:12:59.550182, cost_time=0:00:16.246609 2021-04-10 04:12:48,303 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=1.44ms, fps=1759 images/s, loss=0.0224, top1-acc=99.47%, top5-acc=99.98%, remaining_time=0:00:11.211444, arrival_time=2021-04-10 04:12:59.515398, cost_time=0:00:17.702332 2021-04-10 04:12:49,760 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=1.53ms, fps=1758 images/s, loss=0.0221, top1-acc=99.48%, top5-acc=99.98%, remaining_time=0:00:09.726750, arrival_time=2021-04-10 04:12:59.487192, cost_time=0:00:19.158726 2021-04-10 04:12:51,213 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.42ms, fps=1763 images/s, loss=0.0223, top1-acc=99.47%, top5-acc=99.98%, remaining_time=0:00:08.244544, arrival_time=2021-04-10 04:12:59.457561, cost_time=0:00:20.611383 2021-04-10 04:12:52,667 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.38ms, fps=1760 images/s, loss=0.0220, top1-acc=99.48%, top5-acc=99.98%, remaining_time=0:00:06.766968, arrival_time=2021-04-10 04:12:59.434736, cost_time=0:00:22.066133 2021-04-10 04:12:54,126 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=1.34ms, fps=1756 images/s, loss=0.0217, top1-acc=99.48%, top5-acc=99.98%, remaining_time=0:00:05.292972, arrival_time=2021-04-10 04:12:59.418913, cost_time=0:00:23.524268 2021-04-10 04:12:55,585 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=1.92ms, fps=1755 images/s, loss=0.0213, top1-acc=99.49%, top5-acc=99.98%, remaining_time=0:00:03.821012, arrival_time=2021-04-10 04:12:59.406328, cost_time=0:00:24.983616 2021-04-10 04:12:57,039 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=1.71ms, fps=1761 images/s, loss=0.0212, top1-acc=99.49%, top5-acc=99.98%, remaining_time=0:00:02.350048, arrival_time=2021-04-10 04:12:59.389791, cost_time=0:00:26.438048 2021-04-10 04:12:58,500 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=1.43ms, fps=1753 images/s, loss=0.0209, top1-acc=99.49%, top5-acc=99.98%, remaining_time=0:00:00.881022, arrival_time=2021-04-10 04:12:59.381654, cost_time=0:00:27.898980 2021-04-10 04:12:59,293 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=1.44ms, fps=1717 images/s, loss=0.0213, top1-acc=99.49%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 04:12:59.293076, cost_time=0:00:28.691445 2021-04-10 04:12:59,852 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=0.51ms, fps=4583 images/s, loss=1.8250, top1-acc=72.89%, top5-acc=89.73%, remaining_time=0:00:01.675860, arrival_time=2021-04-10 04:13:01.528747, cost_time=0:00:00.558624 2021-04-10 04:13:00,354 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=1.74ms, fps=5106 images/s, loss=1.8112, top1-acc=72.50%, top5-acc=89.41%, remaining_time=0:00:01.060440, arrival_time=2021-04-10 04:13:01.415168, cost_time=0:00:01.060440 2021-04-10 04:13:00,858 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=1.43ms, fps=5087 images/s, loss=1.8150, top1-acc=72.85%, top5-acc=89.51%, remaining_time=0:00:00.521380, arrival_time=2021-04-10 04:13:01.379854, cost_time=0:00:01.564140 2021-04-10 04:13:01,296 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=0.09ms, fps=5307 images/s, loss=1.7555, top1-acc=73.05%, top5-acc=89.61%, remaining_time=0:00:00, arrival_time=2021-04-10 04:13:01.296136, cost_time=0:00:02.001908 2021-04-10 04:13:03,494 INFO : Epoch=0176 complete, best val top1-acc=73.05%, top5-acc=89.61% (epoch=176), remaining_time=0:12:52.280352, arrival_time=2021-04-10 04:25:55.774659, cost_time=1:34:23.389253 2021-04-10 04:13:03,494 INFO : Train start, epoch=0177, lr=0.003511 2021-04-10 04:13:05,108 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=0.28ms, fps=1587 images/s, loss=0.0182, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:30.012588, arrival_time=2021-04-10 04:13:35.121210, cost_time=0:00:01.613582 2021-04-10 04:13:06,560 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=1.38ms, fps=1763 images/s, loss=0.0184, top1-acc=99.55%, top5-acc=99.98%, remaining_time=0:00:26.978864, arrival_time=2021-04-10 04:13:33.539667, cost_time=0:00:03.065772 2021-04-10 04:13:08,013 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=1.42ms, fps=1762 images/s, loss=0.0199, top1-acc=99.53%, top5-acc=99.97%, remaining_time=0:00:25.003750, arrival_time=2021-04-10 04:13:33.017515, cost_time=0:00:04.518741 2021-04-10 04:13:09,472 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.36ms, fps=1755 images/s, loss=0.0193, top1-acc=99.55%, top5-acc=99.98%, remaining_time=0:00:23.312016, arrival_time=2021-04-10 04:13:32.784605, cost_time=0:00:05.977450 2021-04-10 04:13:10,931 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.41ms, fps=1755 images/s, loss=0.0198, top1-acc=99.51%, top5-acc=99.98%, remaining_time=0:00:21.715018, arrival_time=2021-04-10 04:13:32.646681, cost_time=0:00:07.436631 2021-04-10 04:13:12,388 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=1.56ms, fps=1758 images/s, loss=0.0193, top1-acc=99.51%, top5-acc=99.98%, remaining_time=0:00:20.158464, arrival_time=2021-04-10 04:13:32.547092, cost_time=0:00:08.893456 2021-04-10 04:13:13,852 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=1.43ms, fps=1750 images/s, loss=0.0188, top1-acc=99.54%, top5-acc=99.98%, remaining_time=0:00:18.642834, arrival_time=2021-04-10 04:13:32.494974, cost_time=0:00:10.357096 2021-04-10 04:13:15,320 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.49ms, fps=1745 images/s, loss=0.0197, top1-acc=99.50%, top5-acc=99.99%, remaining_time=0:00:17.146192, arrival_time=2021-04-10 04:13:32.466176, cost_time=0:00:11.824948 2021-04-10 04:13:16,778 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=1.41ms, fps=1755 images/s, loss=0.0195, top1-acc=99.49%, top5-acc=99.99%, remaining_time=0:00:15.645176, arrival_time=2021-04-10 04:13:32.423853, cost_time=0:00:13.283652 2021-04-10 04:13:18,239 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=2.15ms, fps=1752 images/s, loss=0.0202, top1-acc=99.47%, top5-acc=99.98%, remaining_time=0:00:14.155104, arrival_time=2021-04-10 04:13:32.395024, cost_time=0:00:14.744896 2021-04-10 04:13:19,698 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=1.55ms, fps=1755 images/s, loss=0.0202, top1-acc=99.47%, top5-acc=99.98%, remaining_time=0:00:12.668230, arrival_time=2021-04-10 04:13:32.366914, cost_time=0:00:16.203575 2021-04-10 04:13:21,154 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=1.52ms, fps=1759 images/s, loss=0.0204, top1-acc=99.47%, top5-acc=99.98%, remaining_time=0:00:11.184540, arrival_time=2021-04-10 04:13:32.339332, cost_time=0:00:17.659775 2021-04-10 04:13:22,609 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=1.52ms, fps=1761 images/s, loss=0.0205, top1-acc=99.47%, top5-acc=99.98%, remaining_time=0:00:09.704112, arrival_time=2021-04-10 04:13:32.313354, cost_time=0:00:19.114204 2021-04-10 04:13:24,063 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=1.73ms, fps=1761 images/s, loss=0.0207, top1-acc=99.47%, top5-acc=99.98%, remaining_time=0:00:08.227296, arrival_time=2021-04-10 04:13:32.290564, cost_time=0:00:20.568232 2021-04-10 04:13:25,515 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=1.65ms, fps=1764 images/s, loss=0.0205, top1-acc=99.47%, top5-acc=99.98%, remaining_time=0:00:06.752892, arrival_time=2021-04-10 04:13:32.268231, cost_time=0:00:22.020306 2021-04-10 04:13:26,973 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=1.41ms, fps=1757 images/s, loss=0.0203, top1-acc=99.48%, top5-acc=99.98%, remaining_time=0:00:05.282568, arrival_time=2021-04-10 04:13:32.255621, cost_time=0:00:23.478034 2021-04-10 04:13:28,442 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=1.51ms, fps=1743 images/s, loss=0.0199, top1-acc=99.49%, top5-acc=99.98%, remaining_time=0:00:03.815422, arrival_time=2021-04-10 04:13:32.257460, cost_time=0:00:24.947015 2021-04-10 04:13:29,898 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=1.32ms, fps=1758 images/s, loss=0.0201, top1-acc=99.48%, top5-acc=99.98%, remaining_time=0:00:02.346960, arrival_time=2021-04-10 04:13:32.245430, cost_time=0:00:26.403389 2021-04-10 04:13:31,356 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=1.25ms, fps=1757 images/s, loss=0.0201, top1-acc=99.48%, top5-acc=99.98%, remaining_time=0:00:00.879828, arrival_time=2021-04-10 04:13:32.236003, cost_time=0:00:27.861150 2021-04-10 04:13:32,147 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=1.41ms, fps=1720 images/s, loss=0.0201, top1-acc=99.48%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 04:13:32.147297, cost_time=0:00:28.652203 2021-04-10 04:13:32,732 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=0.28ms, fps=4383 images/s, loss=1.7988, top1-acc=72.89%, top5-acc=89.69%, remaining_time=0:00:01.752270, arrival_time=2021-04-10 04:13:34.484818, cost_time=0:00:00.584092 2021-04-10 04:13:33,208 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=1.30ms, fps=5379 images/s, loss=1.7795, top1-acc=73.16%, top5-acc=89.96%, remaining_time=0:00:01.060360, arrival_time=2021-04-10 04:13:34.269177, cost_time=0:00:01.060368 2021-04-10 04:13:33,687 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=1.31ms, fps=5357 images/s, loss=1.8168, top1-acc=73.14%, top5-acc=89.71%, remaining_time=0:00:00.512860, arrival_time=2021-04-10 04:13:34.199890, cost_time=0:00:01.538576 2021-04-10 04:13:34,122 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=0.08ms, fps=5338 images/s, loss=1.8052, top1-acc=73.17%, top5-acc=89.84%, remaining_time=0:00:00, arrival_time=2021-04-10 04:13:34.122076, cost_time=0:00:01.973661 2021-04-10 04:13:36,150 INFO : Epoch=0177 complete, best val top1-acc=73.17%, top5-acc=89.84% (epoch=177), remaining_time=0:12:20.164104, arrival_time=2021-04-10 04:25:56.314576, cost_time=1:34:56.045410 2021-04-10 04:13:36,151 INFO : Train start, epoch=0178, lr=0.003228 2021-04-10 04:13:37,762 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=1.54ms, fps=1589 images/s, loss=0.0177, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:29.961810, arrival_time=2021-04-10 04:14:07.723854, cost_time=0:00:01.610850 2021-04-10 04:13:39,216 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=1.35ms, fps=1761 images/s, loss=0.0197, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:26.970240, arrival_time=2021-04-10 04:14:06.186234, cost_time=0:00:03.064805 2021-04-10 04:13:40,670 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=1.62ms, fps=1761 images/s, loss=0.0205, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:25.005742, arrival_time=2021-04-10 04:14:05.676035, cost_time=0:00:04.519105 2021-04-10 04:13:42,127 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=2.08ms, fps=1757 images/s, loss=0.0184, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:23.307648, arrival_time=2021-04-10 04:14:05.435170, cost_time=0:00:05.976319 2021-04-10 04:13:43,584 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=1.53ms, fps=1757 images/s, loss=0.0188, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:21.706404, arrival_time=2021-04-10 04:14:05.291278, cost_time=0:00:07.433690 2021-04-10 04:13:45,055 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=1.42ms, fps=1741 images/s, loss=0.0179, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:20.184032, arrival_time=2021-04-10 04:14:05.239959, cost_time=0:00:08.904727 2021-04-10 04:13:46,507 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.47ms, fps=1765 images/s, loss=0.0176, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:18.640440, arrival_time=2021-04-10 04:14:05.147491, cost_time=0:00:10.355765 2021-04-10 04:13:47,960 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=1.33ms, fps=1762 images/s, loss=0.0172, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:17.123340, arrival_time=2021-04-10 04:14:05.083835, cost_time=0:00:11.809177 2021-04-10 04:13:49,417 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=1.67ms, fps=1759 images/s, loss=0.0171, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:15.624082, arrival_time=2021-04-10 04:14:05.041129, cost_time=0:00:13.265756 2021-04-10 04:13:50,877 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=1.35ms, fps=1754 images/s, loss=0.0171, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:14.136768, arrival_time=2021-04-10 04:14:05.013869, cost_time=0:00:14.725828 2021-04-10 04:13:52,341 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.60ms, fps=1749 images/s, loss=0.0173, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:12.657996, arrival_time=2021-04-10 04:14:04.999687, cost_time=0:00:16.190418 2021-04-10 04:13:53,795 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.57ms, fps=1762 images/s, loss=0.0175, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:11.174432, arrival_time=2021-04-10 04:14:04.969595, cost_time=0:00:17.643892 2021-04-10 04:13:55,248 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=1.35ms, fps=1762 images/s, loss=0.0177, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:09.695466, arrival_time=2021-04-10 04:14:04.943773, cost_time=0:00:19.097123 2021-04-10 04:13:56,717 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=2.48ms, fps=1744 images/s, loss=0.0179, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:08.226288, arrival_time=2021-04-10 04:14:04.943459, cost_time=0:00:20.565663 2021-04-10 04:13:58,188 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=1.82ms, fps=1741 images/s, loss=0.0176, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:06.758182, arrival_time=2021-04-10 04:14:04.947018, cost_time=0:00:22.037488 2021-04-10 04:13:59,655 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=1.46ms, fps=1746 images/s, loss=0.0174, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:05.288472, arrival_time=2021-04-10 04:14:04.944134, cost_time=0:00:23.504371 2021-04-10 04:14:01,135 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.65ms, fps=1731 images/s, loss=0.0175, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:03.821090, arrival_time=2021-04-10 04:14:04.956511, cost_time=0:00:24.984121 2021-04-10 04:14:02,602 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=1.99ms, fps=1746 images/s, loss=0.0174, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:02.351184, arrival_time=2021-04-10 04:14:04.953364, cost_time=0:00:26.450761 2021-04-10 04:14:04,065 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=1.49ms, fps=1750 images/s, loss=0.0173, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:00.881508, arrival_time=2021-04-10 04:14:04.947225, cost_time=0:00:27.914441 2021-04-10 04:14:04,862 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=1.26ms, fps=1708 images/s, loss=0.0172, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:14:04.862429, cost_time=0:00:28.711242 2021-04-10 04:14:05,453 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=0.21ms, fps=4342 images/s, loss=1.7372, top1-acc=73.63%, top5-acc=90.00%, remaining_time=0:00:01.768890, arrival_time=2021-04-10 04:14:07.222121, cost_time=0:00:00.589629 2021-04-10 04:14:05,928 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=1.44ms, fps=5394 images/s, loss=1.7445, top1-acc=73.61%, top5-acc=90.18%, remaining_time=0:00:01.064820, arrival_time=2021-04-10 04:14:06.993150, cost_time=0:00:01.064815 2021-04-10 04:14:06,418 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=1.84ms, fps=5228 images/s, loss=1.7629, top1-acc=73.42%, top5-acc=90.39%, remaining_time=0:00:00.518260, arrival_time=2021-04-10 04:14:06.936639, cost_time=0:00:01.554793 2021-04-10 04:14:06,856 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=0.08ms, fps=5301 images/s, loss=1.8030, top1-acc=72.97%, top5-acc=90.14%, remaining_time=0:00:00, arrival_time=2021-04-10 04:14:06.856591, cost_time=0:00:01.992994 2021-04-10 04:14:07,904 INFO : Epoch=0178 complete, best val top1-acc=73.17%, top5-acc=89.84% (epoch=177), remaining_time=0:11:47.930300, arrival_time=2021-04-10 04:25:55.835094, cost_time=1:35:27.799741 2021-04-10 04:14:07,905 INFO : Train start, epoch=0179, lr=0.002956 2021-04-10 04:14:09,538 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=1.45ms, fps=1568 images/s, loss=0.0179, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:30.363384, arrival_time=2021-04-10 04:14:39.901436, cost_time=0:00:01.632443 2021-04-10 04:14:10,999 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=1.39ms, fps=1752 images/s, loss=0.0179, top1-acc=99.55%, top5-acc=99.98%, remaining_time=0:00:27.228608, arrival_time=2021-04-10 04:14:38.228360, cost_time=0:00:03.094160 2021-04-10 04:14:12,456 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=1.55ms, fps=1758 images/s, loss=0.0166, top1-acc=99.54%, top5-acc=99.99%, remaining_time=0:00:25.179710, arrival_time=2021-04-10 04:14:37.635909, cost_time=0:00:04.550563 2021-04-10 04:14:13,919 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.67ms, fps=1751 images/s, loss=0.0180, top1-acc=99.50%, top5-acc=99.97%, remaining_time=0:00:23.452104, arrival_time=2021-04-10 04:14:37.371136, cost_time=0:00:06.013356 2021-04-10 04:14:15,398 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=1.78ms, fps=1731 images/s, loss=0.0175, top1-acc=99.55%, top5-acc=99.98%, remaining_time=0:00:21.878684, arrival_time=2021-04-10 04:14:37.277120, cost_time=0:00:07.492709 2021-04-10 04:14:16,858 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=1.71ms, fps=1755 images/s, loss=0.0176, top1-acc=99.54%, top5-acc=99.98%, remaining_time=0:00:20.292016, arrival_time=2021-04-10 04:14:37.150531, cost_time=0:00:08.952390 2021-04-10 04:14:18,318 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=1.35ms, fps=1755 images/s, loss=0.0176, top1-acc=99.56%, top5-acc=99.98%, remaining_time=0:00:18.743256, arrival_time=2021-04-10 04:14:37.061876, cost_time=0:00:10.412946 2021-04-10 04:14:19,778 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=1.49ms, fps=1756 images/s, loss=0.0166, top1-acc=99.59%, top5-acc=99.98%, remaining_time=0:00:17.214168, arrival_time=2021-04-10 04:14:36.992136, cost_time=0:00:11.871805 2021-04-10 04:14:21,244 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.75ms, fps=1748 images/s, loss=0.0162, top1-acc=99.61%, top5-acc=99.98%, remaining_time=0:00:15.709730, arrival_time=2021-04-10 04:14:36.953839, cost_time=0:00:13.338441 2021-04-10 04:14:22,709 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=1.48ms, fps=1748 images/s, loss=0.0160, top1-acc=99.61%, top5-acc=99.98%, remaining_time=0:00:14.211360, arrival_time=2021-04-10 04:14:36.920523, cost_time=0:00:14.803490 2021-04-10 04:14:24,172 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.41ms, fps=1750 images/s, loss=0.0156, top1-acc=99.62%, top5-acc=99.99%, remaining_time=0:00:12.718024, arrival_time=2021-04-10 04:14:36.890916, cost_time=0:00:16.267216 2021-04-10 04:14:25,633 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=1.35ms, fps=1753 images/s, loss=0.0160, top1-acc=99.60%, top5-acc=99.99%, remaining_time=0:00:11.227632, arrival_time=2021-04-10 04:14:36.861157, cost_time=0:00:17.727849 2021-04-10 04:14:27,091 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=1.50ms, fps=1757 images/s, loss=0.0159, top1-acc=99.60%, top5-acc=99.99%, remaining_time=0:00:09.740148, arrival_time=2021-04-10 04:14:36.831288, cost_time=0:00:19.185194 2021-04-10 04:14:28,550 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.35ms, fps=1756 images/s, loss=0.0157, top1-acc=99.61%, top5-acc=99.99%, remaining_time=0:00:08.257760, arrival_time=2021-04-10 04:14:36.807767, cost_time=0:00:20.644405 2021-04-10 04:14:30,025 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=2.32ms, fps=1736 images/s, loss=0.0161, top1-acc=99.59%, top5-acc=99.99%, remaining_time=0:00:06.783298, arrival_time=2021-04-10 04:14:36.808499, cost_time=0:00:22.119446 2021-04-10 04:14:31,480 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.53ms, fps=1760 images/s, loss=0.0162, top1-acc=99.59%, top5-acc=99.99%, remaining_time=0:00:05.304276, arrival_time=2021-04-10 04:14:36.784375, cost_time=0:00:23.574495 2021-04-10 04:14:32,935 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=1.41ms, fps=1759 images/s, loss=0.0161, top1-acc=99.59%, top5-acc=99.99%, remaining_time=0:00:03.828162, arrival_time=2021-04-10 04:14:36.764006, cost_time=0:00:25.030251 2021-04-10 04:14:34,400 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=2.78ms, fps=1749 images/s, loss=0.0159, top1-acc=99.60%, top5-acc=99.99%, remaining_time=0:00:02.355072, arrival_time=2021-04-10 04:14:36.755272, cost_time=0:00:26.494532 2021-04-10 04:14:35,866 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.43ms, fps=1747 images/s, loss=0.0159, top1-acc=99.61%, top5-acc=99.99%, remaining_time=0:00:00.882966, arrival_time=2021-04-10 04:14:36.749246, cost_time=0:00:27.960603 2021-04-10 04:14:36,658 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=2.79ms, fps=1718 images/s, loss=0.0159, top1-acc=99.61%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:14:36.658368, cost_time=0:00:28.752785 2021-04-10 04:14:37,216 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=2.83ms, fps=4599 images/s, loss=1.8160, top1-acc=73.16%, top5-acc=89.22%, remaining_time=0:00:01.669980, arrival_time=2021-04-10 04:14:38.886079, cost_time=0:00:00.556661 2021-04-10 04:14:37,691 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=1.29ms, fps=5394 images/s, loss=1.7792, top1-acc=73.75%, top5-acc=89.84%, remaining_time=0:00:01.031800, arrival_time=2021-04-10 04:14:38.722971, cost_time=0:00:01.031799 2021-04-10 04:14:38,170 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=4.28ms, fps=5343 images/s, loss=1.8064, top1-acc=73.29%, top5-acc=89.96%, remaining_time=0:00:00.503760, arrival_time=2021-04-10 04:14:38.674381, cost_time=0:00:01.511270 2021-04-10 04:14:38,605 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.07ms, fps=5334 images/s, loss=1.7812, top1-acc=73.18%, top5-acc=89.83%, remaining_time=0:00:00, arrival_time=2021-04-10 04:14:38.605920, cost_time=0:00:01.946585 2021-04-10 04:14:40,803 INFO : Epoch=0179 complete, best val top1-acc=73.18%, top5-acc=89.83% (epoch=179), remaining_time=0:11:15.836091, arrival_time=2021-04-10 04:25:56.639266, cost_time=1:36:00.698090 2021-04-10 04:14:40,804 INFO : Train start, epoch=0180, lr=0.002696 2021-04-10 04:14:42,414 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=1.40ms, fps=1590 images/s, loss=0.0099, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:29.939490, arrival_time=2021-04-10 04:15:12.353459, cost_time=0:00:01.609647 2021-04-10 04:14:43,864 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.40ms, fps=1765 images/s, loss=0.0094, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:26.930464, arrival_time=2021-04-10 04:15:10.795058, cost_time=0:00:03.060278 2021-04-10 04:14:45,317 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=1.45ms, fps=1763 images/s, loss=0.0106, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:24.971048, arrival_time=2021-04-10 04:15:10.288215, cost_time=0:00:04.512827 2021-04-10 04:14:46,794 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=1.52ms, fps=1734 images/s, loss=0.0104, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:23.359128, arrival_time=2021-04-10 04:15:10.153075, cost_time=0:00:05.989530 2021-04-10 04:14:48,266 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.61ms, fps=1739 images/s, loss=0.0106, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:21.789770, arrival_time=2021-04-10 04:15:10.056542, cost_time=0:00:07.462242 2021-04-10 04:14:49,736 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=1.95ms, fps=1743 images/s, loss=0.0106, top1-acc=99.81%, top5-acc=99.99%, remaining_time=0:00:20.245640, arrival_time=2021-04-10 04:15:09.981930, cost_time=0:00:08.931914 2021-04-10 04:14:51,194 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.37ms, fps=1756 images/s, loss=0.0108, top1-acc=99.79%, top5-acc=99.99%, remaining_time=0:00:18.702684, arrival_time=2021-04-10 04:15:09.897376, cost_time=0:00:10.390366 2021-04-10 04:14:52,647 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=1.36ms, fps=1763 images/s, loss=0.0110, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:17.172756, arrival_time=2021-04-10 04:15:09.820349, cost_time=0:00:11.843290 2021-04-10 04:14:54,101 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=1.41ms, fps=1761 images/s, loss=0.0107, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:15.661288, arrival_time=2021-04-10 04:15:09.763014, cost_time=0:00:13.297279 2021-04-10 04:14:55,558 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.44ms, fps=1758 images/s, loss=0.0121, top1-acc=99.75%, top5-acc=99.99%, remaining_time=0:00:14.163840, arrival_time=2021-04-10 04:15:09.722157, cost_time=0:00:14.754012 2021-04-10 04:14:57,010 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=1.51ms, fps=1763 images/s, loss=0.0122, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:12.670208, arrival_time=2021-04-10 04:15:09.680608, cost_time=0:00:16.206100 2021-04-10 04:14:58,460 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=1.45ms, fps=1766 images/s, loss=0.0121, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:11.182412, arrival_time=2021-04-10 04:15:09.643186, cost_time=0:00:17.656474 2021-04-10 04:14:59,919 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=1.71ms, fps=1755 images/s, loss=0.0119, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:09.704640, arrival_time=2021-04-10 04:15:09.624246, cost_time=0:00:19.115165 2021-04-10 04:15:01,382 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=1.39ms, fps=1751 images/s, loss=0.0121, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:08.231216, arrival_time=2021-04-10 04:15:09.613595, cost_time=0:00:20.578052 2021-04-10 04:15:02,840 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=1.50ms, fps=1757 images/s, loss=0.0122, top1-acc=99.73%, top5-acc=99.99%, remaining_time=0:00:06.757630, arrival_time=2021-04-10 04:15:09.597757, cost_time=0:00:22.035820 2021-04-10 04:15:04,309 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=2.24ms, fps=1743 images/s, loss=0.0121, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:05.288688, arrival_time=2021-04-10 04:15:09.598263, cost_time=0:00:23.505237 2021-04-10 04:15:05,769 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=1.38ms, fps=1755 images/s, loss=0.0122, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:03.818126, arrival_time=2021-04-10 04:15:09.587122, cost_time=0:00:24.964686 2021-04-10 04:15:07,238 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=1.38ms, fps=1743 images/s, loss=0.0124, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:02.349680, arrival_time=2021-04-10 04:15:09.588026, cost_time=0:00:26.433944 2021-04-10 04:15:08,693 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.36ms, fps=1760 images/s, loss=0.0127, top1-acc=99.73%, top5-acc=99.99%, remaining_time=0:00:00.880710, arrival_time=2021-04-10 04:15:09.574186, cost_time=0:00:27.889097 2021-04-10 04:15:09,484 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=1.25ms, fps=1721 images/s, loss=0.0126, top1-acc=99.73%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:15:09.484465, cost_time=0:00:28.680169 2021-04-10 04:15:10,069 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=0.21ms, fps=4387 images/s, loss=1.8001, top1-acc=73.79%, top5-acc=90.08%, remaining_time=0:00:01.750470, arrival_time=2021-04-10 04:15:11.819489, cost_time=0:00:00.583494 2021-04-10 04:15:10,546 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=2.46ms, fps=5365 images/s, loss=1.8088, top1-acc=73.11%, top5-acc=90.12%, remaining_time=0:00:01.061020, arrival_time=2021-04-10 04:15:11.607559, cost_time=0:00:01.061017 2021-04-10 04:15:11,031 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=1.51ms, fps=5286 images/s, loss=1.8004, top1-acc=73.26%, top5-acc=90.22%, remaining_time=0:00:00.515230, arrival_time=2021-04-10 04:15:11.546512, cost_time=0:00:01.545699 2021-04-10 04:15:11,465 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=0.09ms, fps=5347 images/s, loss=1.8024, top1-acc=73.21%, top5-acc=90.05%, remaining_time=0:00:00, arrival_time=2021-04-10 04:15:11.465506, cost_time=0:00:01.979995 2021-04-10 04:15:14,648 INFO : Epoch=0180 complete, best val top1-acc=73.21%, top5-acc=90.05% (epoch=180), remaining_time=0:10:43.838160, arrival_time=2021-04-10 04:25:58.486731, cost_time=1:36:34.543477 2021-04-10 04:15:14,649 INFO : Train start, epoch=0181, lr=0.002447 2021-04-10 04:15:16,265 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=1.30ms, fps=1584 images/s, loss=0.0088, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:30.054624, arrival_time=2021-04-10 04:15:46.319926, cost_time=0:00:01.615837 2021-04-10 04:15:17,726 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.39ms, fps=1753 images/s, loss=0.0079, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:27.075664, arrival_time=2021-04-10 04:15:44.801911, cost_time=0:00:03.076777 2021-04-10 04:15:19,178 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=1.41ms, fps=1763 images/s, loss=0.0101, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:25.060190, arrival_time=2021-04-10 04:15:44.238625, cost_time=0:00:04.528953 2021-04-10 04:15:20,635 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.43ms, fps=1758 images/s, loss=0.0117, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:23.343216, arrival_time=2021-04-10 04:15:43.978222, cost_time=0:00:05.985432 2021-04-10 04:15:22,093 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=1.44ms, fps=1756 images/s, loss=0.0121, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:21.735604, arrival_time=2021-04-10 04:15:43.828901, cost_time=0:00:07.443704 2021-04-10 04:15:23,548 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=1.52ms, fps=1760 images/s, loss=0.0122, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:20.170432, arrival_time=2021-04-10 04:15:43.718592, cost_time=0:00:08.898690 2021-04-10 04:15:25,002 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=2.04ms, fps=1761 images/s, loss=0.0122, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:18.635778, arrival_time=2021-04-10 04:15:43.638516, cost_time=0:00:10.353199 2021-04-10 04:15:26,457 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=1.56ms, fps=1761 images/s, loss=0.0121, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:17.121136, arrival_time=2021-04-10 04:15:43.578299, cost_time=0:00:11.807668 2021-04-10 04:15:27,908 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=1.54ms, fps=1765 images/s, loss=0.0124, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:15.615920, arrival_time=2021-04-10 04:15:43.524172, cost_time=0:00:13.258776 2021-04-10 04:15:29,364 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.45ms, fps=1758 images/s, loss=0.0125, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:14.126592, arrival_time=2021-04-10 04:15:43.491280, cost_time=0:00:14.715213 2021-04-10 04:15:30,822 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=1.38ms, fps=1756 images/s, loss=0.0122, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:12.644408, arrival_time=2021-04-10 04:15:43.466995, cost_time=0:00:16.173124 2021-04-10 04:15:32,281 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=1.46ms, fps=1756 images/s, loss=0.0126, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:11.166756, arrival_time=2021-04-10 04:15:43.448125, cost_time=0:00:17.631779 2021-04-10 04:15:33,735 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=1.52ms, fps=1761 images/s, loss=0.0126, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:09.689922, arrival_time=2021-04-10 04:15:43.425610, cost_time=0:00:19.086213 2021-04-10 04:15:35,191 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.45ms, fps=1760 images/s, loss=0.0126, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:08.216600, arrival_time=2021-04-10 04:15:43.407720, cost_time=0:00:20.541560 2021-04-10 04:15:36,644 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=1.43ms, fps=1762 images/s, loss=0.0129, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:06.745256, arrival_time=2021-04-10 04:15:43.390141, cost_time=0:00:21.995417 2021-04-10 04:15:38,099 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=1.37ms, fps=1760 images/s, loss=0.0126, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:05.276268, arrival_time=2021-04-10 04:15:43.375894, cost_time=0:00:23.450070 2021-04-10 04:15:39,557 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=1.44ms, fps=1757 images/s, loss=0.0124, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:03.809416, arrival_time=2021-04-10 04:15:43.366580, cost_time=0:00:24.907679 2021-04-10 04:15:41,012 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.56ms, fps=1760 images/s, loss=0.0124, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:02.343328, arrival_time=2021-04-10 04:15:43.355307, cost_time=0:00:26.362423 2021-04-10 04:15:42,467 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.48ms, fps=1760 images/s, loss=0.0122, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:00.878454, arrival_time=2021-04-10 04:15:43.345648, cost_time=0:00:27.817637 2021-04-10 04:15:43,258 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=1.23ms, fps=1721 images/s, loss=0.0122, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:15:43.258030, cost_time=0:00:28.608579 2021-04-10 04:15:43,825 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=0.20ms, fps=4521 images/s, loss=1.9363, top1-acc=72.03%, top5-acc=88.83%, remaining_time=0:00:01.698750, arrival_time=2021-04-10 04:15:45.524032, cost_time=0:00:00.566250 2021-04-10 04:15:44,304 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=1.46ms, fps=5343 images/s, loss=1.8328, top1-acc=72.79%, top5-acc=89.73%, remaining_time=0:00:01.045780, arrival_time=2021-04-10 04:15:45.350602, cost_time=0:00:01.045771 2021-04-10 04:15:44,785 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=1.37ms, fps=5327 images/s, loss=1.7856, top1-acc=73.23%, top5-acc=89.96%, remaining_time=0:00:00.508930, arrival_time=2021-04-10 04:15:45.294728, cost_time=0:00:01.526782 2021-04-10 04:15:45,230 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.13ms, fps=5225 images/s, loss=1.7944, top1-acc=73.03%, top5-acc=90.05%, remaining_time=0:00:00, arrival_time=2021-04-10 04:15:45.230273, cost_time=0:00:01.971098 2021-04-10 04:15:46,394 INFO : Epoch=0181 complete, best val top1-acc=73.21%, top5-acc=90.05% (epoch=180), remaining_time=0:10:11.599436, arrival_time=2021-04-10 04:25:57.993905, cost_time=1:37:06.289351 2021-04-10 04:15:46,395 INFO : Train start, epoch=0182, lr=0.002210 2021-04-10 04:15:48,005 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=2.23ms, fps=1591 images/s, loss=0.0102, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:29.934654, arrival_time=2021-04-10 04:16:17.939688, cost_time=0:00:01.609392 2021-04-10 04:15:49,465 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.85ms, fps=1754 images/s, loss=0.0115, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:27.012480, arrival_time=2021-04-10 04:16:16.477720, cost_time=0:00:03.069597 2021-04-10 04:15:50,920 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.72ms, fps=1759 images/s, loss=0.0117, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:25.039108, arrival_time=2021-04-10 04:16:15.959894, cost_time=0:00:04.525143 2021-04-10 04:15:52,379 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.42ms, fps=1757 images/s, loss=0.0109, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:23.332764, arrival_time=2021-04-10 04:16:15.711675, cost_time=0:00:05.982742 2021-04-10 04:15:53,839 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=1.52ms, fps=1754 images/s, loss=0.0103, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:21.736626, arrival_time=2021-04-10 04:16:15.576395, cost_time=0:00:07.444027 2021-04-10 04:15:55,294 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=1.47ms, fps=1761 images/s, loss=0.0110, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:20.169888, arrival_time=2021-04-10 04:16:15.464502, cost_time=0:00:08.898506 2021-04-10 04:15:56,749 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.55ms, fps=1761 images/s, loss=0.0121, top1-acc=99.73%, top5-acc=99.99%, remaining_time=0:00:18.636660, arrival_time=2021-04-10 04:16:15.385969, cost_time=0:00:10.353675 2021-04-10 04:15:58,203 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=1.34ms, fps=1762 images/s, loss=0.0118, top1-acc=99.73%, top5-acc=99.99%, remaining_time=0:00:17.120556, arrival_time=2021-04-10 04:16:15.323580, cost_time=0:00:11.807318 2021-04-10 04:15:59,664 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=1.39ms, fps=1752 images/s, loss=0.0116, top1-acc=99.73%, top5-acc=99.99%, remaining_time=0:00:15.627686, arrival_time=2021-04-10 04:16:15.292182, cost_time=0:00:13.268829 2021-04-10 04:16:01,124 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=1.49ms, fps=1754 images/s, loss=0.0115, top1-acc=99.73%, top5-acc=99.99%, remaining_time=0:00:14.140032, arrival_time=2021-04-10 04:16:15.264901, cost_time=0:00:14.729153 2021-04-10 04:16:02,578 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=1.34ms, fps=1762 images/s, loss=0.0112, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:12.651718, arrival_time=2021-04-10 04:16:15.229857, cost_time=0:00:16.182428 2021-04-10 04:16:04,038 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=1.35ms, fps=1754 images/s, loss=0.0115, top1-acc=99.73%, top5-acc=99.99%, remaining_time=0:00:11.173596, arrival_time=2021-04-10 04:16:15.211813, cost_time=0:00:17.642511 2021-04-10 04:16:05,491 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=1.56ms, fps=1762 images/s, loss=0.0111, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:09.694740, arrival_time=2021-04-10 04:16:15.186114, cost_time=0:00:19.095742 2021-04-10 04:16:06,944 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.34ms, fps=1762 images/s, loss=0.0110, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:08.219512, arrival_time=2021-04-10 04:16:15.164034, cost_time=0:00:20.548795 2021-04-10 04:16:08,399 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=1.34ms, fps=1760 images/s, loss=0.0111, top1-acc=99.75%, top5-acc=99.99%, remaining_time=0:00:06.747878, arrival_time=2021-04-10 04:16:15.147493, cost_time=0:00:22.003976 2021-04-10 04:16:09,852 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.43ms, fps=1763 images/s, loss=0.0109, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:05.277780, arrival_time=2021-04-10 04:16:15.130270, cost_time=0:00:23.456866 2021-04-10 04:16:11,313 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=2.67ms, fps=1753 images/s, loss=0.0113, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:03.810898, arrival_time=2021-04-10 04:16:15.124080, cost_time=0:00:24.917428 2021-04-10 04:16:12,773 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.44ms, fps=1754 images/s, loss=0.0114, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:02.344704, arrival_time=2021-04-10 04:16:15.118406, cost_time=0:00:26.377893 2021-04-10 04:16:14,228 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.25ms, fps=1761 images/s, loss=0.0113, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:00.878916, arrival_time=2021-04-10 04:16:15.106860, cost_time=0:00:27.832276 2021-04-10 04:16:15,018 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=1.26ms, fps=1721 images/s, loss=0.0112, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:16:15.018819, cost_time=0:00:28.623200 2021-04-10 04:16:15,615 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=0.43ms, fps=4296 images/s, loss=1.7880, top1-acc=73.83%, top5-acc=90.51%, remaining_time=0:00:01.787490, arrival_time=2021-04-10 04:16:17.403252, cost_time=0:00:00.595831 2021-04-10 04:16:16,104 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=1.94ms, fps=5247 images/s, loss=1.7733, top1-acc=73.69%, top5-acc=90.41%, remaining_time=0:00:01.084280, arrival_time=2021-04-10 04:16:17.188498, cost_time=0:00:01.084276 2021-04-10 04:16:16,586 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=1.64ms, fps=5309 images/s, loss=1.8109, top1-acc=73.57%, top5-acc=90.12%, remaining_time=0:00:00.522330, arrival_time=2021-04-10 04:16:17.109227, cost_time=0:00:01.566994 2021-04-10 04:16:17,022 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=0.07ms, fps=5328 images/s, loss=1.7933, top1-acc=73.47%, top5-acc=90.10%, remaining_time=0:00:00, arrival_time=2021-04-10 04:16:17.022783, cost_time=0:00:02.002939 2021-04-10 04:16:19,229 INFO : Epoch=0182 complete, best val top1-acc=73.47%, top5-acc=90.10% (epoch=182), remaining_time=0:09:39.473856, arrival_time=2021-04-10 04:25:58.703425, cost_time=1:37:39.124490 2021-04-10 04:16:19,230 INFO : Train start, epoch=0183, lr=0.001985 2021-04-10 04:16:20,868 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=1.35ms, fps=1563 images/s, loss=0.0157, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:30.470892, arrival_time=2021-04-10 04:16:51.339841, cost_time=0:00:01.638225 2021-04-10 04:16:22,322 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=1.52ms, fps=1761 images/s, loss=0.0120, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:27.209776, arrival_time=2021-04-10 04:16:49.532493, cost_time=0:00:03.092011 2021-04-10 04:16:23,774 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=1.39ms, fps=1764 images/s, loss=0.0127, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:25.141198, arrival_time=2021-04-10 04:16:48.915487, cost_time=0:00:04.543591 2021-04-10 04:16:25,226 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.54ms, fps=1764 images/s, loss=0.0114, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:23.382684, arrival_time=2021-04-10 04:16:48.609133, cost_time=0:00:05.995568 2021-04-10 04:16:26,680 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=2.01ms, fps=1761 images/s, loss=0.0118, top1-acc=99.75%, top5-acc=99.99%, remaining_time=0:00:21.754146, arrival_time=2021-04-10 04:16:48.434941, cost_time=0:00:07.450071 2021-04-10 04:16:28,149 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=1.43ms, fps=1743 images/s, loss=0.0121, top1-acc=99.75%, top5-acc=99.99%, remaining_time=0:00:20.216536, arrival_time=2021-04-10 04:16:48.366271, cost_time=0:00:08.919058 2021-04-10 04:16:29,600 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=1.17ms, fps=1765 images/s, loss=0.0122, top1-acc=99.73%, top5-acc=99.99%, remaining_time=0:00:18.666270, arrival_time=2021-04-10 04:16:48.267158, cost_time=0:00:10.370139 2021-04-10 04:16:31,052 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.23ms, fps=1764 images/s, loss=0.0124, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:17.142016, arrival_time=2021-04-10 04:16:48.194753, cost_time=0:00:11.822053 2021-04-10 04:16:32,502 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=1.27ms, fps=1767 images/s, loss=0.0123, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:15.630866, arrival_time=2021-04-10 04:16:48.132993, cost_time=0:00:13.271448 2021-04-10 04:16:33,948 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=1.19ms, fps=1770 images/s, loss=0.0120, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:14.129376, arrival_time=2021-04-10 04:16:48.078159, cost_time=0:00:14.718108 2021-04-10 04:16:35,400 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=1.21ms, fps=1764 images/s, loss=0.0122, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:12.641828, arrival_time=2021-04-10 04:16:48.042490, cost_time=0:00:16.169826 2021-04-10 04:16:36,849 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.64ms, fps=1767 images/s, loss=0.0125, top1-acc=99.70%, top5-acc=99.99%, remaining_time=0:00:11.158776, arrival_time=2021-04-10 04:16:48.008648, cost_time=0:00:17.619177 2021-04-10 04:16:38,296 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=1.19ms, fps=1770 images/s, loss=0.0120, top1-acc=99.72%, top5-acc=99.99%, remaining_time=0:00:09.679560, arrival_time=2021-04-10 04:16:47.975981, cost_time=0:00:19.065745 2021-04-10 04:16:39,749 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.32ms, fps=1762 images/s, loss=0.0120, top1-acc=99.72%, top5-acc=99.99%, remaining_time=0:00:08.207472, arrival_time=2021-04-10 04:16:47.956857, cost_time=0:00:20.518694 2021-04-10 04:16:41,200 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.31ms, fps=1764 images/s, loss=0.0116, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:06.737436, arrival_time=2021-04-10 04:16:47.938036, cost_time=0:00:21.969900 2021-04-10 04:16:42,651 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.17ms, fps=1765 images/s, loss=0.0113, top1-acc=99.75%, top5-acc=99.99%, remaining_time=0:00:05.269644, arrival_time=2021-04-10 04:16:47.920988, cost_time=0:00:23.420667 2021-04-10 04:16:44,100 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=1.31ms, fps=1767 images/s, loss=0.0112, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:03.803618, arrival_time=2021-04-10 04:16:47.904118, cost_time=0:00:24.869825 2021-04-10 04:16:45,549 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=1.17ms, fps=1767 images/s, loss=0.0114, top1-acc=99.73%, top5-acc=99.99%, remaining_time=0:00:02.339472, arrival_time=2021-04-10 04:16:47.889290, cost_time=0:00:26.319121 2021-04-10 04:16:47,005 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=1.69ms, fps=1759 images/s, loss=0.0112, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:00.877110, arrival_time=2021-04-10 04:16:47.883000, cost_time=0:00:27.775150 2021-04-10 04:16:47,796 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=1.03ms, fps=1721 images/s, loss=0.0110, top1-acc=99.75%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:16:47.796361, cost_time=0:00:28.565693 2021-04-10 04:16:48,341 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=1.26ms, fps=4704 images/s, loss=1.8411, top1-acc=73.40%, top5-acc=89.96%, remaining_time=0:00:01.632510, arrival_time=2021-04-10 04:16:49.973942, cost_time=0:00:00.544172 2021-04-10 04:16:48,815 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=1.36ms, fps=5406 images/s, loss=1.8211, top1-acc=73.40%, top5-acc=89.80%, remaining_time=0:00:01.017980, arrival_time=2021-04-10 04:16:49.833260, cost_time=0:00:01.017979 2021-04-10 04:16:49,290 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=1.37ms, fps=5393 images/s, loss=1.8237, top1-acc=73.16%, top5-acc=89.92%, remaining_time=0:00:00.497690, arrival_time=2021-04-10 04:16:49.788046, cost_time=0:00:01.493069 2021-04-10 04:16:49,723 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=0.08ms, fps=5363 images/s, loss=1.7788, top1-acc=73.62%, top5-acc=90.13%, remaining_time=0:00:00, arrival_time=2021-04-10 04:16:49.723270, cost_time=0:00:01.926016 2021-04-10 04:16:52,459 INFO : Epoch=0183 complete, best val top1-acc=73.62%, top5-acc=90.13% (epoch=183), remaining_time=0:09:07.377220, arrival_time=2021-04-10 04:25:59.837026, cost_time=1:38:12.354707 2021-04-10 04:16:52,460 INFO : Train start, epoch=0184, lr=0.001772 2021-04-10 04:16:54,093 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=1.32ms, fps=1568 images/s, loss=0.0127, top1-acc=99.80%, top5-acc=99.92%, remaining_time=0:00:30.368220, arrival_time=2021-04-10 04:17:24.461439, cost_time=0:00:01.632697 2021-04-10 04:16:55,541 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.34ms, fps=1768 images/s, loss=0.0119, top1-acc=99.75%, top5-acc=99.96%, remaining_time=0:00:27.112624, arrival_time=2021-04-10 04:17:22.654140, cost_time=0:00:03.080982 2021-04-10 04:16:56,988 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=1.23ms, fps=1769 images/s, loss=0.0118, top1-acc=99.77%, top5-acc=99.97%, remaining_time=0:00:25.056704, arrival_time=2021-04-10 04:17:22.045556, cost_time=0:00:04.528333 2021-04-10 04:16:58,442 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.34ms, fps=1762 images/s, loss=0.0106, top1-acc=99.79%, top5-acc=99.98%, remaining_time=0:00:23.328084, arrival_time=2021-04-10 04:17:21.770268, cost_time=0:00:05.981549 2021-04-10 04:16:59,891 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.43ms, fps=1768 images/s, loss=0.0113, top1-acc=99.79%, top5-acc=99.98%, remaining_time=0:00:21.697060, arrival_time=2021-04-10 04:17:21.588173, cost_time=0:00:07.430479 2021-04-10 04:17:01,423 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=4.17ms, fps=1671 images/s, loss=0.0114, top1-acc=99.76%, top5-acc=99.99%, remaining_time=0:00:20.316496, arrival_time=2021-04-10 04:17:21.740187, cost_time=0:00:08.963163 2021-04-10 04:17:02,872 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=1.30ms, fps=1767 images/s, loss=0.0110, top1-acc=99.75%, top5-acc=99.99%, remaining_time=0:00:18.742248, arrival_time=2021-04-10 04:17:21.615135, cost_time=0:00:10.412363 2021-04-10 04:17:04,322 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=1.46ms, fps=1766 images/s, loss=0.0104, top1-acc=99.78%, top5-acc=99.99%, remaining_time=0:00:17.200132, arrival_time=2021-04-10 04:17:21.522919, cost_time=0:00:11.862167 2021-04-10 04:17:05,769 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.32ms, fps=1771 images/s, loss=0.0103, top1-acc=99.78%, top5-acc=99.99%, remaining_time=0:00:15.674644, arrival_time=2021-04-10 04:17:21.443863, cost_time=0:00:13.308697 2021-04-10 04:17:07,217 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=1.17ms, fps=1769 images/s, loss=0.0102, top1-acc=99.78%, top5-acc=99.99%, remaining_time=0:00:14.166240, arrival_time=2021-04-10 04:17:21.383246, cost_time=0:00:14.756473 2021-04-10 04:17:08,669 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=1.18ms, fps=1763 images/s, loss=0.0102, top1-acc=99.77%, top5-acc=99.99%, remaining_time=0:00:12.672530, arrival_time=2021-04-10 04:17:21.342071, cost_time=0:00:16.209019 2021-04-10 04:17:10,117 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=1.27ms, fps=1769 images/s, loss=0.0102, top1-acc=99.77%, top5-acc=99.99%, remaining_time=0:00:11.182640, arrival_time=2021-04-10 04:17:21.300073, cost_time=0:00:17.656848 2021-04-10 04:17:11,569 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.18ms, fps=1763 images/s, loss=0.0101, top1-acc=99.77%, top5-acc=99.99%, remaining_time=0:00:09.701670, arrival_time=2021-04-10 04:17:21.271506, cost_time=0:00:19.109296 2021-04-10 04:17:13,019 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=1.26ms, fps=1767 images/s, loss=0.0101, top1-acc=99.77%, top5-acc=99.99%, remaining_time=0:00:08.223376, arrival_time=2021-04-10 04:17:21.242348, cost_time=0:00:20.558442 2021-04-10 04:17:14,467 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.20ms, fps=1768 images/s, loss=0.0100, top1-acc=99.77%, top5-acc=99.99%, remaining_time=0:00:06.748844, arrival_time=2021-04-10 04:17:21.216520, cost_time=0:00:22.007152 2021-04-10 04:17:15,917 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=1.34ms, fps=1766 images/s, loss=0.0103, top1-acc=99.76%, top5-acc=99.99%, remaining_time=0:00:05.277852, arrival_time=2021-04-10 04:17:21.195528, cost_time=0:00:23.457157 2021-04-10 04:17:17,365 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=1.39ms, fps=1768 images/s, loss=0.0104, top1-acc=99.75%, top5-acc=99.99%, remaining_time=0:00:03.809026, arrival_time=2021-04-10 04:17:21.174662, cost_time=0:00:24.905123 2021-04-10 04:17:18,815 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=1.23ms, fps=1766 images/s, loss=0.0105, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:02.342640, arrival_time=2021-04-10 04:17:21.157831, cost_time=0:00:26.354670 2021-04-10 04:17:20,262 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.15ms, fps=1769 images/s, loss=0.0105, top1-acc=99.75%, top5-acc=99.99%, remaining_time=0:00:00.877950, arrival_time=2021-04-10 04:17:21.140301, cost_time=0:00:27.801843 2021-04-10 04:17:21,050 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=0.98ms, fps=1726 images/s, loss=0.0106, top1-acc=99.75%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:17:21.050767, cost_time=0:00:28.590255 2021-04-10 04:17:21,618 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=1.19ms, fps=4515 images/s, loss=1.7600, top1-acc=72.97%, top5-acc=90.39%, remaining_time=0:00:01.701150, arrival_time=2021-04-10 04:17:23.319843, cost_time=0:00:00.567047 2021-04-10 04:17:22,090 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=1.23ms, fps=5431 images/s, loss=1.8614, top1-acc=72.29%, top5-acc=89.59%, remaining_time=0:00:01.038720, arrival_time=2021-04-10 04:17:23.129082, cost_time=0:00:01.038717 2021-04-10 04:17:22,563 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=1.22ms, fps=5416 images/s, loss=1.8317, top1-acc=73.07%, top5-acc=89.74%, remaining_time=0:00:00.503890, arrival_time=2021-04-10 04:17:23.067384, cost_time=0:00:01.511675 2021-04-10 04:17:22,993 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.05ms, fps=5395 images/s, loss=1.8105, top1-acc=73.73%, top5-acc=90.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:17:22.993955, cost_time=0:00:01.942323 2021-04-10 04:17:25,634 INFO : Epoch=0184 complete, best val top1-acc=73.73%, top5-acc=90.00% (epoch=184), remaining_time=0:08:35.263440, arrival_time=2021-04-10 04:26:00.898087, cost_time=1:38:45.529593 2021-04-10 04:17:25,635 INFO : Train start, epoch=0185, lr=0.001571 2021-04-10 04:17:27,235 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=1.24ms, fps=1600 images/s, loss=0.0155, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:29.768556, arrival_time=2021-04-10 04:17:57.004394, cost_time=0:00:01.600464 2021-04-10 04:17:28,683 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=1.15ms, fps=1769 images/s, loss=0.0108, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:26.825920, arrival_time=2021-04-10 04:17:55.509667, cost_time=0:00:03.048393 2021-04-10 04:17:30,129 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=1.32ms, fps=1771 images/s, loss=0.0119, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:24.869124, arrival_time=2021-04-10 04:17:54.998912, cost_time=0:00:04.494418 2021-04-10 04:17:31,579 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=1.15ms, fps=1767 images/s, loss=0.0110, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:23.180040, arrival_time=2021-04-10 04:17:54.759005, cost_time=0:00:05.943611 2021-04-10 04:17:33,023 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=1.18ms, fps=1772 images/s, loss=0.0110, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:21.573982, arrival_time=2021-04-10 04:17:54.597683, cost_time=0:00:07.388335 2021-04-10 04:17:34,465 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=1.22ms, fps=1776 images/s, loss=0.0108, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:20.015120, arrival_time=2021-04-10 04:17:54.480661, cost_time=0:00:08.830193 2021-04-10 04:17:35,913 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.29ms, fps=1769 images/s, loss=0.0104, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:18.500202, arrival_time=2021-04-10 04:17:54.413474, cost_time=0:00:10.277911 2021-04-10 04:17:37,361 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.27ms, fps=1768 images/s, loss=0.0102, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:17.002700, arrival_time=2021-04-10 04:17:54.364036, cost_time=0:00:11.725980 2021-04-10 04:17:38,811 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=1.16ms, fps=1766 images/s, loss=0.0101, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:15.518082, arrival_time=2021-04-10 04:17:54.329145, cost_time=0:00:13.175712 2021-04-10 04:17:40,259 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=1.19ms, fps=1768 images/s, loss=0.0098, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:14.039232, arrival_time=2021-04-10 04:17:54.298767, cost_time=0:00:14.624174 2021-04-10 04:17:41,709 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.17ms, fps=1767 images/s, loss=0.0095, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:12.566664, arrival_time=2021-04-10 04:17:54.275670, cost_time=0:00:16.073650 2021-04-10 04:17:43,155 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=1.21ms, fps=1770 images/s, loss=0.0094, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:11.096152, arrival_time=2021-04-10 04:17:54.251710, cost_time=0:00:17.520184 2021-04-10 04:17:44,604 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=1.22ms, fps=1767 images/s, loss=0.0093, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:09.630456, arrival_time=2021-04-10 04:17:54.234851, cost_time=0:00:18.969044 2021-04-10 04:17:46,054 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=1.15ms, fps=1765 images/s, loss=0.0091, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:08.167824, arrival_time=2021-04-10 04:17:54.222770, cost_time=0:00:20.419587 2021-04-10 04:17:47,505 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=1.22ms, fps=1766 images/s, loss=0.0089, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:06.706708, arrival_time=2021-04-10 04:17:54.211810, cost_time=0:00:21.869751 2021-04-10 04:17:48,949 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=1.18ms, fps=1773 images/s, loss=0.0093, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:05.245704, arrival_time=2021-04-10 04:17:54.195370, cost_time=0:00:23.314311 2021-04-10 04:17:50,397 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=1.22ms, fps=1769 images/s, loss=0.0091, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:03.787082, arrival_time=2021-04-10 04:17:54.184171, cost_time=0:00:24.761731 2021-04-10 04:17:51,846 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.15ms, fps=1767 images/s, loss=0.0092, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:02.329856, arrival_time=2021-04-10 04:17:54.176161, cost_time=0:00:26.210946 2021-04-10 04:17:53,295 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.01ms, fps=1767 images/s, loss=0.0092, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:00.873474, arrival_time=2021-04-10 04:17:54.169122, cost_time=0:00:27.660087 2021-04-10 04:17:54,083 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=1.02ms, fps=1727 images/s, loss=0.0091, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:17:54.083785, cost_time=0:00:28.448444 2021-04-10 04:17:54,626 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=0.17ms, fps=4725 images/s, loss=1.8363, top1-acc=73.59%, top5-acc=90.20%, remaining_time=0:00:01.625310, arrival_time=2021-04-10 04:17:56.251772, cost_time=0:00:00.541774 2021-04-10 04:17:55,097 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=1.10ms, fps=5439 images/s, loss=1.8398, top1-acc=73.59%, top5-acc=90.00%, remaining_time=0:00:01.012760, arrival_time=2021-04-10 04:17:56.110206, cost_time=0:00:01.012755 2021-04-10 04:17:55,569 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=1.21ms, fps=5422 images/s, loss=1.8049, top1-acc=73.65%, top5-acc=90.31%, remaining_time=0:00:00.495080, arrival_time=2021-04-10 04:17:56.065025, cost_time=0:00:01.485255 2021-04-10 04:17:55,998 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=0.05ms, fps=5415 images/s, loss=1.7831, top1-acc=73.69%, top5-acc=90.20%, remaining_time=0:00:00, arrival_time=2021-04-10 04:17:55.998695, cost_time=0:00:01.914019 2021-04-10 04:17:57,054 INFO : Epoch=0185 complete, best val top1-acc=73.73%, top5-acc=90.00% (epoch=184), remaining_time=0:08:02.995890, arrival_time=2021-04-10 04:26:00.050253, cost_time=1:39:16.949319 2021-04-10 04:17:57,054 INFO : Train start, epoch=0186, lr=0.001382 2021-04-10 04:17:58,620 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=1.17ms, fps=1635 images/s, loss=0.0098, top1-acc=99.80%, top5-acc=99.96%, remaining_time=0:00:29.126112, arrival_time=2021-04-10 04:18:27.747061, cost_time=0:00:01.565920 2021-04-10 04:18:00,071 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.46ms, fps=1765 images/s, loss=0.0100, top1-acc=99.75%, top5-acc=99.98%, remaining_time=0:00:26.547840, arrival_time=2021-04-10 04:18:26.619684, cost_time=0:00:03.016794 2021-04-10 04:18:01,522 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.25ms, fps=1766 images/s, loss=0.0091, top1-acc=99.77%, top5-acc=99.99%, remaining_time=0:00:24.718396, arrival_time=2021-04-10 04:18:26.240587, cost_time=0:00:04.467171 2021-04-10 04:18:02,968 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=1.32ms, fps=1770 images/s, loss=0.0094, top1-acc=99.78%, top5-acc=99.99%, remaining_time=0:00:23.062572, arrival_time=2021-04-10 04:18:26.031052, cost_time=0:00:05.913461 2021-04-10 04:18:04,414 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=1.24ms, fps=1770 images/s, loss=0.0090, top1-acc=99.79%, top5-acc=99.99%, remaining_time=0:00:21.490470, arrival_time=2021-04-10 04:18:25.905248, cost_time=0:00:07.359757 2021-04-10 04:18:05,865 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.33ms, fps=1765 images/s, loss=0.0097, top1-acc=99.79%, top5-acc=99.99%, remaining_time=0:00:19.970512, arrival_time=2021-04-10 04:18:25.836041, cost_time=0:00:08.810512 2021-04-10 04:18:07,312 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=1.27ms, fps=1770 images/s, loss=0.0097, top1-acc=99.80%, top5-acc=99.99%, remaining_time=0:00:18.462654, arrival_time=2021-04-10 04:18:25.774698, cost_time=0:00:10.257024 2021-04-10 04:18:08,760 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=1.27ms, fps=1768 images/s, loss=0.0094, top1-acc=99.81%, top5-acc=99.99%, remaining_time=0:00:16.972424, arrival_time=2021-04-10 04:18:25.732586, cost_time=0:00:11.705144 2021-04-10 04:18:10,207 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=1.17ms, fps=1770 images/s, loss=0.0096, top1-acc=99.79%, top5-acc=99.99%, remaining_time=0:00:15.490098, arrival_time=2021-04-10 04:18:25.697137, cost_time=0:00:13.152012 2021-04-10 04:18:11,656 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.22ms, fps=1766 images/s, loss=0.0097, top1-acc=99.79%, top5-acc=99.99%, remaining_time=0:00:14.017728, arrival_time=2021-04-10 04:18:25.674582, cost_time=0:00:14.601837 2021-04-10 04:18:13,104 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=1.15ms, fps=1769 images/s, loss=0.0098, top1-acc=99.78%, top5-acc=99.99%, remaining_time=0:00:12.547830, arrival_time=2021-04-10 04:18:25.652405, cost_time=0:00:16.049540 2021-04-10 04:18:14,551 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=1.25ms, fps=1769 images/s, loss=0.0094, top1-acc=99.79%, top5-acc=99.99%, remaining_time=0:00:11.081256, arrival_time=2021-04-10 04:18:25.632967, cost_time=0:00:17.496690 2021-04-10 04:18:16,001 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=1.22ms, fps=1766 images/s, loss=0.0093, top1-acc=99.80%, top5-acc=99.99%, remaining_time=0:00:09.618972, arrival_time=2021-04-10 04:18:25.620462, cost_time=0:00:18.946461 2021-04-10 04:18:17,452 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=1.18ms, fps=1765 images/s, loss=0.0094, top1-acc=99.80%, top5-acc=99.99%, remaining_time=0:00:08.158808, arrival_time=2021-04-10 04:18:25.610863, cost_time=0:00:20.397038 2021-04-10 04:18:18,901 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=1.29ms, fps=1766 images/s, loss=0.0093, top1-acc=99.81%, top5-acc=99.99%, remaining_time=0:00:06.699716, arrival_time=2021-04-10 04:18:25.601646, cost_time=0:00:21.846918 2021-04-10 04:18:20,351 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.22ms, fps=1767 images/s, loss=0.0092, top1-acc=99.81%, top5-acc=99.99%, remaining_time=0:00:05.241672, arrival_time=2021-04-10 04:18:25.593042, cost_time=0:00:23.296348 2021-04-10 04:18:21,797 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.24ms, fps=1771 images/s, loss=0.0092, top1-acc=99.82%, top5-acc=99.99%, remaining_time=0:00:03.784092, arrival_time=2021-04-10 04:18:25.581348, cost_time=0:00:24.742225 2021-04-10 04:18:23,248 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=1.21ms, fps=1765 images/s, loss=0.0094, top1-acc=99.81%, top5-acc=99.99%, remaining_time=0:00:02.328288, arrival_time=2021-04-10 04:18:25.576490, cost_time=0:00:26.193174 2021-04-10 04:18:24,699 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=0.99ms, fps=1765 images/s, loss=0.0093, top1-acc=99.82%, top5-acc=99.99%, remaining_time=0:00:00.872970, arrival_time=2021-04-10 04:18:25.572057, cost_time=0:00:27.644051 2021-04-10 04:18:25,487 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=1.26ms, fps=1727 images/s, loss=0.0094, top1-acc=99.81%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:18:25.487055, cost_time=0:00:28.432023 2021-04-10 04:18:26,031 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=0.25ms, fps=4707 images/s, loss=1.7414, top1-acc=73.87%, top5-acc=91.09%, remaining_time=0:00:01.631730, arrival_time=2021-04-10 04:18:27.663660, cost_time=0:00:00.543910 2021-04-10 04:18:26,503 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=1.12ms, fps=5428 images/s, loss=1.7648, top1-acc=73.77%, top5-acc=90.84%, remaining_time=0:00:01.015860, arrival_time=2021-04-10 04:18:27.519733, cost_time=0:00:01.015851 2021-04-10 04:18:26,976 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=1.13ms, fps=5424 images/s, loss=1.8022, top1-acc=73.41%, top5-acc=90.26%, remaining_time=0:00:00.496050, arrival_time=2021-04-10 04:18:27.472211, cost_time=0:00:01.488144 2021-04-10 04:18:27,407 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=0.05ms, fps=5388 images/s, loss=1.7957, top1-acc=73.60%, top5-acc=90.09%, remaining_time=0:00:00, arrival_time=2021-04-10 04:18:27.407002, cost_time=0:00:01.918997 2021-04-10 04:18:28,838 INFO : Epoch=0186 complete, best val top1-acc=73.73%, top5-acc=90.00% (epoch=184), remaining_time=0:07:30.764916, arrival_time=2021-04-10 04:25:59.603767, cost_time=1:39:48.733805 2021-04-10 04:18:28,839 INFO : Train start, epoch=0187, lr=0.001204 2021-04-10 04:18:30,398 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=1.63ms, fps=1642 images/s, loss=0.0081, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:28.993866, arrival_time=2021-04-10 04:18:59.392269, cost_time=0:00:01.558813 2021-04-10 04:18:31,844 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=1.32ms, fps=1771 images/s, loss=0.0074, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:26.440480, arrival_time=2021-04-10 04:18:58.284617, cost_time=0:00:03.004600 2021-04-10 04:18:33,294 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=1.41ms, fps=1766 images/s, loss=0.0073, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:24.648178, arrival_time=2021-04-10 04:18:57.942207, cost_time=0:00:04.454485 2021-04-10 04:18:34,745 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=1.19ms, fps=1764 images/s, loss=0.0072, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:23.032620, arrival_time=2021-04-10 04:18:57.777986, cost_time=0:00:05.905804 2021-04-10 04:18:36,195 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=1.20ms, fps=1766 images/s, loss=0.0079, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:21.479228, arrival_time=2021-04-10 04:18:57.674652, cost_time=0:00:07.355891 2021-04-10 04:18:37,647 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=1.24ms, fps=1763 images/s, loss=0.0074, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:19.965072, arrival_time=2021-04-10 04:18:57.612743, cost_time=0:00:08.808140 2021-04-10 04:18:39,096 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=1.52ms, fps=1767 images/s, loss=0.0082, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:18.462906, arrival_time=2021-04-10 04:18:57.559598, cost_time=0:00:10.257152 2021-04-10 04:18:40,545 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=1.26ms, fps=1767 images/s, loss=0.0083, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:16.973700, arrival_time=2021-04-10 04:18:57.519189, cost_time=0:00:11.705967 2021-04-10 04:18:41,995 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=1.18ms, fps=1766 images/s, loss=0.0082, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:15.494444, arrival_time=2021-04-10 04:18:57.489616, cost_time=0:00:13.155617 2021-04-10 04:18:43,440 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.26ms, fps=1772 images/s, loss=0.0084, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:14.016576, arrival_time=2021-04-10 04:18:57.456667, cost_time=0:00:14.600559 2021-04-10 04:18:44,891 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.21ms, fps=1765 images/s, loss=0.0081, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:12.549550, arrival_time=2021-04-10 04:18:57.440825, cost_time=0:00:16.051715 2021-04-10 04:18:46,339 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.22ms, fps=1769 images/s, loss=0.0081, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:11.083004, arrival_time=2021-04-10 04:18:57.422012, cost_time=0:00:17.499482 2021-04-10 04:18:47,788 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.16ms, fps=1767 images/s, loss=0.0081, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:09.620028, arrival_time=2021-04-10 04:18:57.408147, cost_time=0:00:18.948581 2021-04-10 04:18:49,240 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=1.32ms, fps=1763 images/s, loss=0.0083, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:08.160544, arrival_time=2021-04-10 04:18:57.401391, cost_time=0:00:20.401308 2021-04-10 04:18:50,689 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=1.27ms, fps=1767 images/s, loss=0.0085, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:06.700682, arrival_time=2021-04-10 04:18:57.390301, cost_time=0:00:21.850090 2021-04-10 04:18:52,139 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=1.24ms, fps=1766 images/s, loss=0.0086, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:05.242428, arrival_time=2021-04-10 04:18:57.381599, cost_time=0:00:23.299641 2021-04-10 04:18:53,588 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=1.37ms, fps=1766 images/s, loss=0.0086, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:03.785184, arrival_time=2021-04-10 04:18:57.373960, cost_time=0:00:24.749251 2021-04-10 04:18:55,036 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.26ms, fps=1769 images/s, loss=0.0085, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:02.328592, arrival_time=2021-04-10 04:18:57.364794, cost_time=0:00:26.196667 2021-04-10 04:18:56,485 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=1.00ms, fps=1767 images/s, loss=0.0084, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:00.873036, arrival_time=2021-04-10 04:18:57.358712, cost_time=0:00:27.646164 2021-04-10 04:18:57,272 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=1.01ms, fps=1728 images/s, loss=0.0084, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:18:57.272924, cost_time=0:00:28.433406 2021-04-10 04:18:57,814 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=1.97ms, fps=4733 images/s, loss=1.8063, top1-acc=74.26%, top5-acc=89.65%, remaining_time=0:00:01.622520, arrival_time=2021-04-10 04:18:59.437163, cost_time=0:00:00.540842 2021-04-10 04:18:58,286 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=1.37ms, fps=5434 images/s, loss=1.8188, top1-acc=73.61%, top5-acc=89.67%, remaining_time=0:00:01.012200, arrival_time=2021-04-10 04:18:59.298204, cost_time=0:00:01.012207 2021-04-10 04:18:58,755 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=1.18ms, fps=5453 images/s, loss=1.7935, top1-acc=73.87%, top5-acc=90.12%, remaining_time=0:00:00.493980, arrival_time=2021-04-10 04:18:59.249708, cost_time=0:00:01.481929 2021-04-10 04:18:59,185 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=0.05ms, fps=5400 images/s, loss=1.7769, top1-acc=73.65%, top5-acc=90.12%, remaining_time=0:00:00, arrival_time=2021-04-10 04:18:59.185658, cost_time=0:00:01.911873 2021-04-10 04:19:01,647 INFO : Epoch=0187 complete, best val top1-acc=73.73%, top5-acc=90.00% (epoch=184), remaining_time=0:06:58.609893, arrival_time=2021-04-10 04:26:00.257331, cost_time=1:40:21.542396 2021-04-10 04:19:01,648 INFO : Train start, epoch=0188, lr=0.001039 2021-04-10 04:19:03,209 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=1.42ms, fps=1640 images/s, loss=0.0061, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:29.031066, arrival_time=2021-04-10 04:19:32.240129, cost_time=0:00:01.560812 2021-04-10 04:19:04,671 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=1.58ms, fps=1752 images/s, loss=0.0068, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:26.603632, arrival_time=2021-04-10 04:19:31.275020, cost_time=0:00:03.023141 2021-04-10 04:19:06,121 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=1.38ms, fps=1765 images/s, loss=0.0071, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:24.754584, arrival_time=2021-04-10 04:19:30.876464, cost_time=0:00:04.473730 2021-04-10 04:19:07,574 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=1.21ms, fps=1762 images/s, loss=0.0066, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:23.114052, arrival_time=2021-04-10 04:19:30.688876, cost_time=0:00:05.926696 2021-04-10 04:19:09,026 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=1.19ms, fps=1764 images/s, loss=0.0065, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:21.543906, arrival_time=2021-04-10 04:19:30.570132, cost_time=0:00:07.378028 2021-04-10 04:19:10,475 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.35ms, fps=1767 images/s, loss=0.0072, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:20.009136, arrival_time=2021-04-10 04:19:30.484817, cost_time=0:00:08.827549 2021-04-10 04:19:11,925 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=1.26ms, fps=1767 images/s, loss=0.0069, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:18.498438, arrival_time=2021-04-10 04:19:30.423444, cost_time=0:00:10.276898 2021-04-10 04:19:13,373 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=1.24ms, fps=1768 images/s, loss=0.0067, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:17.001540, arrival_time=2021-04-10 04:19:30.374833, cost_time=0:00:11.725171 2021-04-10 04:19:14,823 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.18ms, fps=1766 images/s, loss=0.0071, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:15.517128, arrival_time=2021-04-10 04:19:30.340235, cost_time=0:00:13.174920 2021-04-10 04:19:16,272 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=1.32ms, fps=1767 images/s, loss=0.0070, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:14.038944, arrival_time=2021-04-10 04:19:30.311007, cost_time=0:00:14.623922 2021-04-10 04:19:17,720 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=1.17ms, fps=1768 images/s, loss=0.0071, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:12.565890, arrival_time=2021-04-10 04:19:30.286691, cost_time=0:00:16.072674 2021-04-10 04:19:19,170 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=1.25ms, fps=1767 images/s, loss=0.0072, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:11.097368, arrival_time=2021-04-10 04:19:30.267671, cost_time=0:00:17.522185 2021-04-10 04:19:20,618 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.24ms, fps=1768 images/s, loss=0.0072, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:09.630984, arrival_time=2021-04-10 04:19:30.249216, cost_time=0:00:18.970113 2021-04-10 04:19:22,065 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=1.18ms, fps=1769 images/s, loss=0.0074, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:08.167040, arrival_time=2021-04-10 04:19:30.232780, cost_time=0:00:20.417609 2021-04-10 04:19:23,514 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.18ms, fps=1768 images/s, loss=0.0073, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:06.705604, arrival_time=2021-04-10 04:19:30.219852, cost_time=0:00:21.866128 2021-04-10 04:19:24,961 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=1.16ms, fps=1770 images/s, loss=0.0074, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:05.245452, arrival_time=2021-04-10 04:19:30.206692, cost_time=0:00:23.313120 2021-04-10 04:19:26,410 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=1.32ms, fps=1767 images/s, loss=0.0073, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:03.787160, arrival_time=2021-04-10 04:19:30.197412, cost_time=0:00:24.762134 2021-04-10 04:19:27,857 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=1.15ms, fps=1769 images/s, loss=0.0073, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:02.329744, arrival_time=2021-04-10 04:19:30.187451, cost_time=0:00:26.209536 2021-04-10 04:19:29,305 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=1.10ms, fps=1769 images/s, loss=0.0072, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00.873378, arrival_time=2021-04-10 04:19:30.178483, cost_time=0:00:27.656979 2021-04-10 04:19:30,094 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=1.01ms, fps=1723 images/s, loss=0.0073, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:19:30.094620, cost_time=0:00:28.446514 2021-04-10 04:19:30,638 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=1.31ms, fps=4717 images/s, loss=1.8610, top1-acc=73.44%, top5-acc=90.16%, remaining_time=0:00:01.628160, arrival_time=2021-04-10 04:19:32.266373, cost_time=0:00:00.542718 2021-04-10 04:19:31,110 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=1.14ms, fps=5427 images/s, loss=1.8574, top1-acc=73.03%, top5-acc=89.94%, remaining_time=0:00:01.014740, arrival_time=2021-04-10 04:19:32.124979, cost_time=0:00:01.014744 2021-04-10 04:19:31,584 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=1.24ms, fps=5403 images/s, loss=1.7974, top1-acc=73.55%, top5-acc=90.33%, remaining_time=0:00:00.496270, arrival_time=2021-04-10 04:19:32.080605, cost_time=0:00:01.488820 2021-04-10 04:19:32,013 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=0.05ms, fps=5413 images/s, loss=1.7854, top1-acc=73.62%, top5-acc=90.15%, remaining_time=0:00:00, arrival_time=2021-04-10 04:19:32.013223, cost_time=0:00:01.917745 2021-04-10 04:19:33,053 INFO : Epoch=0188 complete, best val top1-acc=73.73%, top5-acc=90.00% (epoch=184), remaining_time=0:06:26.358396, arrival_time=2021-04-10 04:25:59.411739, cost_time=1:40:52.948290 2021-04-10 04:19:33,054 INFO : Train start, epoch=0189, lr=0.000886 2021-04-10 04:19:34,660 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=1.34ms, fps=1594 images/s, loss=0.0095, top1-acc=99.80%, top5-acc=99.96%, remaining_time=0:00:29.868810, arrival_time=2021-04-10 04:20:04.528779, cost_time=0:00:01.605852 2021-04-10 04:19:36,107 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=1.29ms, fps=1769 images/s, loss=0.0097, top1-acc=99.80%, top5-acc=99.98%, remaining_time=0:00:26.871856, arrival_time=2021-04-10 04:20:02.979583, cost_time=0:00:03.053616 2021-04-10 04:19:37,559 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=1.25ms, fps=1764 images/s, loss=0.0086, top1-acc=99.84%, top5-acc=99.99%, remaining_time=0:00:24.929050, arrival_time=2021-04-10 04:20:02.488407, cost_time=0:00:04.505261 2021-04-10 04:19:39,009 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.17ms, fps=1766 images/s, loss=0.0089, top1-acc=99.82%, top5-acc=99.99%, remaining_time=0:00:23.225280, arrival_time=2021-04-10 04:20:02.234590, cost_time=0:00:05.955211 2021-04-10 04:19:40,460 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=1.32ms, fps=1765 images/s, loss=0.0085, top1-acc=99.84%, top5-acc=99.99%, remaining_time=0:00:21.625082, arrival_time=2021-04-10 04:20:02.085057, cost_time=0:00:07.405870 2021-04-10 04:19:41,907 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=1.26ms, fps=1769 images/s, loss=0.0086, top1-acc=99.83%, top5-acc=99.99%, remaining_time=0:00:20.067616, arrival_time=2021-04-10 04:20:01.975078, cost_time=0:00:08.853363 2021-04-10 04:19:43,355 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=1.17ms, fps=1768 images/s, loss=0.0085, top1-acc=99.84%, top5-acc=99.99%, remaining_time=0:00:18.543042, arrival_time=2021-04-10 04:20:01.898835, cost_time=0:00:10.301690 2021-04-10 04:19:44,805 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=1.18ms, fps=1767 images/s, loss=0.0082, top1-acc=99.85%, top5-acc=99.99%, remaining_time=0:00:17.039240, arrival_time=2021-04-10 04:20:01.844570, cost_time=0:00:11.751232 2021-04-10 04:19:46,255 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.25ms, fps=1765 images/s, loss=0.0079, top1-acc=99.86%, top5-acc=99.99%, remaining_time=0:00:15.548504, arrival_time=2021-04-10 04:20:01.804216, cost_time=0:00:13.201603 2021-04-10 04:19:47,704 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.22ms, fps=1767 images/s, loss=0.0078, top1-acc=99.86%, top5-acc=99.99%, remaining_time=0:00:14.064768, arrival_time=2021-04-10 04:20:01.769633, cost_time=0:00:14.650765 2021-04-10 04:19:49,154 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=1.16ms, fps=1766 images/s, loss=0.0078, top1-acc=99.85%, top5-acc=99.99%, remaining_time=0:00:12.587734, arrival_time=2021-04-10 04:20:01.742447, cost_time=0:00:16.100602 2021-04-10 04:19:50,606 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=1.34ms, fps=1764 images/s, loss=0.0076, top1-acc=99.86%, top5-acc=99.99%, remaining_time=0:00:11.116444, arrival_time=2021-04-10 04:20:01.722836, cost_time=0:00:17.552293 2021-04-10 04:19:52,054 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.16ms, fps=1769 images/s, loss=0.0078, top1-acc=99.85%, top5-acc=99.99%, remaining_time=0:00:09.646164, arrival_time=2021-04-10 04:20:01.700270, cost_time=0:00:19.000006 2021-04-10 04:19:53,505 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=1.25ms, fps=1765 images/s, loss=0.0079, top1-acc=99.85%, top5-acc=99.99%, remaining_time=0:00:08.180424, arrival_time=2021-04-10 04:20:01.685547, cost_time=0:00:20.451019 2021-04-10 04:19:54,950 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=1.16ms, fps=1772 images/s, loss=0.0081, top1-acc=99.84%, top5-acc=99.99%, remaining_time=0:00:06.714758, arrival_time=2021-04-10 04:20:01.664873, cost_time=0:00:21.896017 2021-04-10 04:19:56,395 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=1.28ms, fps=1772 images/s, loss=0.0080, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:05.251752, arrival_time=2021-04-10 04:20:01.647037, cost_time=0:00:23.341187 2021-04-10 04:19:57,848 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.25ms, fps=1762 images/s, loss=0.0080, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:03.792048, arrival_time=2021-04-10 04:20:01.640412, cost_time=0:00:24.794200 2021-04-10 04:19:59,297 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.19ms, fps=1767 images/s, loss=0.0080, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:02.332736, arrival_time=2021-04-10 04:20:01.630037, cost_time=0:00:26.243194 2021-04-10 04:20:00,747 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=0.98ms, fps=1766 images/s, loss=0.0079, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:00.874530, arrival_time=2021-04-10 04:20:01.622040, cost_time=0:00:27.693410 2021-04-10 04:20:01,535 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=1.01ms, fps=1728 images/s, loss=0.0079, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:20:01.535150, cost_time=0:00:28.481057 2021-04-10 04:20:02,098 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=0.26ms, fps=4554 images/s, loss=1.7226, top1-acc=74.69%, top5-acc=90.04%, remaining_time=0:00:01.686390, arrival_time=2021-04-10 04:20:03.784604, cost_time=0:00:00.562129 2021-04-10 04:20:02,572 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=1.16ms, fps=5398 images/s, loss=1.7954, top1-acc=73.87%, top5-acc=89.80%, remaining_time=0:00:01.036740, arrival_time=2021-04-10 04:20:03.609579, cost_time=0:00:01.036738 2021-04-10 04:20:03,048 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=1.39ms, fps=5387 images/s, loss=1.7821, top1-acc=74.01%, top5-acc=90.20%, remaining_time=0:00:00.504120, arrival_time=2021-04-10 04:20:03.552546, cost_time=0:00:01.512351 2021-04-10 04:20:03,481 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=0.06ms, fps=5356 images/s, loss=1.8390, top1-acc=73.60%, top5-acc=89.93%, remaining_time=0:00:00, arrival_time=2021-04-10 04:20:03.481914, cost_time=0:00:01.945862 2021-04-10 04:20:04,545 INFO : Epoch=0189 complete, best val top1-acc=73.73%, top5-acc=90.00% (epoch=184), remaining_time=0:05:54.120888, arrival_time=2021-04-10 04:25:58.666606, cost_time=1:41:24.440674 2021-04-10 04:20:04,546 INFO : Train start, epoch=0190, lr=0.000745 2021-04-10 04:20:06,150 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=1.38ms, fps=1596 images/s, loss=0.0054, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:29.835330, arrival_time=2021-04-10 04:20:35.985807, cost_time=0:00:01.604051 2021-04-10 04:20:07,606 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=1.34ms, fps=1759 images/s, loss=0.0092, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:26.927824, arrival_time=2021-04-10 04:20:34.534212, cost_time=0:00:03.059982 2021-04-10 04:20:09,056 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=1.30ms, fps=1766 images/s, loss=0.0082, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:24.955776, arrival_time=2021-04-10 04:20:34.012268, cost_time=0:00:04.510074 2021-04-10 04:20:10,511 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.34ms, fps=1760 images/s, loss=0.0083, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:23.263500, arrival_time=2021-04-10 04:20:33.774941, cost_time=0:00:05.964984 2021-04-10 04:20:11,963 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=1.46ms, fps=1764 images/s, loss=0.0082, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:21.658370, arrival_time=2021-04-10 04:20:33.622037, cost_time=0:00:07.417256 2021-04-10 04:20:13,414 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.86ms, fps=1765 images/s, loss=0.0076, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:20.101208, arrival_time=2021-04-10 04:20:33.515787, cost_time=0:00:08.868166 2021-04-10 04:20:14,862 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.16ms, fps=1768 images/s, loss=0.0084, top1-acc=99.84%, top5-acc=99.99%, remaining_time=0:00:18.569628, arrival_time=2021-04-10 04:20:33.432491, cost_time=0:00:10.316431 2021-04-10 04:20:16,312 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.20ms, fps=1767 images/s, loss=0.0082, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:17.060584, arrival_time=2021-04-10 04:20:33.372903, cost_time=0:00:11.765907 2021-04-10 04:20:17,763 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.16ms, fps=1765 images/s, loss=0.0081, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:15.566630, arrival_time=2021-04-10 04:20:33.329975, cost_time=0:00:13.216934 2021-04-10 04:20:19,213 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=1.17ms, fps=1766 images/s, loss=0.0079, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:14.080416, arrival_time=2021-04-10 04:20:33.293969, cost_time=0:00:14.667139 2021-04-10 04:20:20,661 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.23ms, fps=1769 images/s, loss=0.0077, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:12.599000, arrival_time=2021-04-10 04:20:33.260353, cost_time=0:00:16.114950 2021-04-10 04:20:22,108 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=1.17ms, fps=1769 images/s, loss=0.0076, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:11.122904, arrival_time=2021-04-10 04:20:33.231755, cost_time=0:00:17.562445 2021-04-10 04:20:23,554 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=1.41ms, fps=1771 images/s, loss=0.0075, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:09.650190, arrival_time=2021-04-10 04:20:33.204576, cost_time=0:00:19.007958 2021-04-10 04:20:25,004 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=1.19ms, fps=1766 images/s, loss=0.0076, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:08.183336, arrival_time=2021-04-10 04:20:33.188092, cost_time=0:00:20.458333 2021-04-10 04:20:26,456 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=1.41ms, fps=1764 images/s, loss=0.0078, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:06.719128, arrival_time=2021-04-10 04:20:33.175766, cost_time=0:00:21.910223 2021-04-10 04:20:27,906 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.40ms, fps=1766 images/s, loss=0.0081, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:05.256000, arrival_time=2021-04-10 04:20:33.162427, cost_time=0:00:23.360022 2021-04-10 04:20:29,355 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=1.26ms, fps=1767 images/s, loss=0.0080, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:03.794388, arrival_time=2021-04-10 04:20:33.150216, cost_time=0:00:24.809412 2021-04-10 04:20:30,814 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=7.38ms, fps=1755 images/s, loss=0.0081, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:02.334960, arrival_time=2021-04-10 04:20:33.149639, cost_time=0:00:26.268266 2021-04-10 04:20:32,263 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=0.99ms, fps=1767 images/s, loss=0.0081, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00.875286, arrival_time=2021-04-10 04:20:33.139017, cost_time=0:00:27.717333 2021-04-10 04:20:33,052 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=0.99ms, fps=1725 images/s, loss=0.0085, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:20:33.052396, cost_time=0:00:28.506001 2021-04-10 04:20:33,596 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=0.17ms, fps=4714 images/s, loss=1.7207, top1-acc=74.34%, top5-acc=90.66%, remaining_time=0:00:01.629090, arrival_time=2021-04-10 04:20:35.225362, cost_time=0:00:00.543030 2021-04-10 04:20:34,069 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=1.28ms, fps=5409 images/s, loss=1.7631, top1-acc=74.26%, top5-acc=90.45%, remaining_time=0:00:01.016620, arrival_time=2021-04-10 04:20:35.086490, cost_time=0:00:01.016628 2021-04-10 04:20:34,543 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=1.16ms, fps=5412 images/s, loss=1.8059, top1-acc=73.53%, top5-acc=90.21%, remaining_time=0:00:00.496640, arrival_time=2021-04-10 04:20:35.039797, cost_time=0:00:01.489921 2021-04-10 04:20:34,973 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=0.05ms, fps=5395 images/s, loss=1.8020, top1-acc=73.75%, top5-acc=90.21%, remaining_time=0:00:00, arrival_time=2021-04-10 04:20:34.973508, cost_time=0:00:01.920286 2021-04-10 04:20:37,797 INFO : Epoch=0190 complete, best val top1-acc=73.75%, top5-acc=90.21% (epoch=190), remaining_time=0:05:21.983820, arrival_time=2021-04-10 04:25:59.781475, cost_time=1:41:57.692569 2021-04-10 04:20:37,798 INFO : Train start, epoch=0191, lr=0.000616 2021-04-10 04:20:39,457 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=1.33ms, fps=1543 images/s, loss=0.0074, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:30.850146, arrival_time=2021-04-10 04:21:10.307411, cost_time=0:00:01.658614 2021-04-10 04:20:40,910 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=1.34ms, fps=1762 images/s, loss=0.0098, top1-acc=99.84%, top5-acc=99.98%, remaining_time=0:00:27.386304, arrival_time=2021-04-10 04:21:08.297039, cost_time=0:00:03.112087 2021-04-10 04:20:42,367 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=1.23ms, fps=1758 images/s, loss=0.0086, top1-acc=99.84%, top5-acc=99.99%, remaining_time=0:00:25.280638, arrival_time=2021-04-10 04:21:07.648095, cost_time=0:00:04.568794 2021-04-10 04:20:43,821 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.25ms, fps=1761 images/s, loss=0.0091, top1-acc=99.80%, top5-acc=99.99%, remaining_time=0:00:23.488140, arrival_time=2021-04-10 04:21:07.309384, cost_time=0:00:06.022588 2021-04-10 04:20:45,278 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=1.21ms, fps=1757 images/s, loss=0.0089, top1-acc=99.82%, top5-acc=99.99%, remaining_time=0:00:21.841600, arrival_time=2021-04-10 04:21:07.120256, cost_time=0:00:07.480001 2021-04-10 04:20:46,732 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=1.28ms, fps=1761 images/s, loss=0.0088, top1-acc=99.82%, top5-acc=99.99%, remaining_time=0:00:20.250128, arrival_time=2021-04-10 04:21:06.982667, cost_time=0:00:08.933877 2021-04-10 04:20:48,187 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=1.21ms, fps=1760 images/s, loss=0.0084, top1-acc=99.84%, top5-acc=99.99%, remaining_time=0:00:18.700416, arrival_time=2021-04-10 04:21:06.888239, cost_time=0:00:10.389104 2021-04-10 04:20:49,638 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=1.36ms, fps=1766 images/s, loss=0.0080, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:17.167420, arrival_time=2021-04-10 04:21:06.805644, cost_time=0:00:11.839582 2021-04-10 04:20:51,087 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=1.21ms, fps=1766 images/s, loss=0.0077, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:15.651854, arrival_time=2021-04-10 04:21:06.739797, cost_time=0:00:13.289298 2021-04-10 04:20:52,536 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=1.28ms, fps=1768 images/s, loss=0.0076, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:14.148288, arrival_time=2021-04-10 04:21:06.684754, cost_time=0:00:14.737798 2021-04-10 04:20:53,984 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=1.21ms, fps=1769 images/s, loss=0.0075, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:12.654212, arrival_time=2021-04-10 04:21:06.638528, cost_time=0:00:16.185669 2021-04-10 04:20:55,432 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=1.24ms, fps=1768 images/s, loss=0.0074, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:11.168276, arrival_time=2021-04-10 04:21:06.601021, cost_time=0:00:17.634093 2021-04-10 04:20:56,882 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=1.22ms, fps=1766 images/s, loss=0.0079, top1-acc=99.86%, top5-acc=99.99%, remaining_time=0:00:09.688932, arrival_time=2021-04-10 04:21:06.571797, cost_time=0:00:19.084225 2021-04-10 04:20:58,332 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=1.18ms, fps=1766 images/s, loss=0.0077, top1-acc=99.86%, top5-acc=99.99%, remaining_time=0:00:08.213632, arrival_time=2021-04-10 04:21:06.546326, cost_time=0:00:20.534039 2021-04-10 04:20:59,782 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=1.55ms, fps=1766 images/s, loss=0.0077, top1-acc=99.86%, top5-acc=99.99%, remaining_time=0:00:06.741714, arrival_time=2021-04-10 04:21:06.524204, cost_time=0:00:21.983833 2021-04-10 04:21:01,230 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=1.16ms, fps=1769 images/s, loss=0.0078, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:05.272128, arrival_time=2021-04-10 04:21:06.502449, cost_time=0:00:23.431673 2021-04-10 04:21:02,680 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.29ms, fps=1766 images/s, loss=0.0078, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:03.805386, arrival_time=2021-04-10 04:21:06.485421, cost_time=0:00:24.881380 2021-04-10 04:21:04,129 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.22ms, fps=1766 images/s, loss=0.0078, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:02.340528, arrival_time=2021-04-10 04:21:06.470168, cost_time=0:00:26.330990 2021-04-10 04:21:05,578 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.03ms, fps=1767 images/s, loss=0.0077, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:00.877260, arrival_time=2021-04-10 04:21:06.455734, cost_time=0:00:27.779843 2021-04-10 04:21:06,369 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=1.15ms, fps=1720 images/s, loss=0.0077, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:21:06.369287, cost_time=0:00:28.570657 2021-04-10 04:21:06,911 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=1.20ms, fps=4728 images/s, loss=1.7458, top1-acc=74.65%, top5-acc=90.47%, remaining_time=0:00:01.624380, arrival_time=2021-04-10 04:21:08.535997, cost_time=0:00:00.541457 2021-04-10 04:21:07,383 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=1.26ms, fps=5427 images/s, loss=1.8053, top1-acc=73.52%, top5-acc=90.23%, remaining_time=0:00:01.013480, arrival_time=2021-04-10 04:21:08.397125, cost_time=0:00:01.013480 2021-04-10 04:21:07,856 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=1.19ms, fps=5420 images/s, loss=1.7675, top1-acc=73.84%, top5-acc=90.27%, remaining_time=0:00:00.495370, arrival_time=2021-04-10 04:21:08.351644, cost_time=0:00:01.486107 2021-04-10 04:21:08,285 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=0.05ms, fps=5415 images/s, loss=1.8279, top1-acc=73.62%, top5-acc=90.17%, remaining_time=0:00:00, arrival_time=2021-04-10 04:21:08.285020, cost_time=0:00:01.914874 2021-04-10 04:21:09,951 INFO : Epoch=0191 complete, best val top1-acc=73.75%, top5-acc=90.21% (epoch=190), remaining_time=0:04:49.783341, arrival_time=2021-04-10 04:25:59.734789, cost_time=1:42:29.846402 2021-04-10 04:21:09,952 INFO : Train start, epoch=0192, lr=0.000499 2021-04-10 04:21:11,517 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=1.29ms, fps=1636 images/s, loss=0.0066, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:29.110674, arrival_time=2021-04-10 04:21:40.627899, cost_time=0:00:01.565090 2021-04-10 04:21:12,968 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=1.30ms, fps=1764 images/s, loss=0.0066, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:26.546784, arrival_time=2021-04-10 04:21:39.515602, cost_time=0:00:03.016677 2021-04-10 04:21:14,421 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=1.22ms, fps=1763 images/s, loss=0.0075, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:24.730846, arrival_time=2021-04-10 04:21:39.152426, cost_time=0:00:04.469436 2021-04-10 04:21:15,880 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.31ms, fps=1755 images/s, loss=0.0082, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:23.121072, arrival_time=2021-04-10 04:21:39.001805, cost_time=0:00:05.928500 2021-04-10 04:21:17,335 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=1.36ms, fps=1760 images/s, loss=0.0089, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:21.560112, arrival_time=2021-04-10 04:21:38.895929, cost_time=0:00:07.383591 2021-04-10 04:21:18,788 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.18ms, fps=1763 images/s, loss=0.0090, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:20.029536, arrival_time=2021-04-10 04:21:38.818220, cost_time=0:00:08.836541 2021-04-10 04:21:20,239 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=1.53ms, fps=1765 images/s, loss=0.0089, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:18.516834, arrival_time=2021-04-10 04:21:38.756234, cost_time=0:00:10.287102 2021-04-10 04:21:21,690 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=1.52ms, fps=1765 images/s, loss=0.0089, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:17.020796, arrival_time=2021-04-10 04:21:38.711415, cost_time=0:00:11.738454 2021-04-10 04:21:23,139 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.20ms, fps=1768 images/s, loss=0.0088, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:15.531120, arrival_time=2021-04-10 04:21:38.670083, cost_time=0:00:13.186826 2021-04-10 04:21:24,586 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=1.38ms, fps=1769 images/s, loss=0.0087, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:14.049216, arrival_time=2021-04-10 04:21:38.635943, cost_time=0:00:14.634591 2021-04-10 04:21:26,034 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=1.33ms, fps=1768 images/s, loss=0.0083, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:12.573630, arrival_time=2021-04-10 04:21:38.608299, cost_time=0:00:16.082534 2021-04-10 04:21:27,485 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.25ms, fps=1766 images/s, loss=0.0080, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:11.104056, arrival_time=2021-04-10 04:21:38.589065, cost_time=0:00:17.532746 2021-04-10 04:21:28,935 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=1.20ms, fps=1765 images/s, loss=0.0077, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:09.637782, arrival_time=2021-04-10 04:21:38.573369, cost_time=0:00:18.983446 2021-04-10 04:21:30,389 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=1.18ms, fps=1762 images/s, loss=0.0079, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:08.174824, arrival_time=2021-04-10 04:21:38.564063, cost_time=0:00:20.437097 2021-04-10 04:21:31,842 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=1.24ms, fps=1762 images/s, loss=0.0077, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:06.713056, arrival_time=2021-04-10 04:21:38.555557, cost_time=0:00:21.890356 2021-04-10 04:21:33,292 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.27ms, fps=1766 images/s, loss=0.0077, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:05.251536, arrival_time=2021-04-10 04:21:38.543840, cost_time=0:00:23.340164 2021-04-10 04:21:34,743 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.27ms, fps=1765 images/s, loss=0.0078, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:03.791606, arrival_time=2021-04-10 04:21:38.534981, cost_time=0:00:24.791240 2021-04-10 04:21:36,193 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=1.32ms, fps=1766 images/s, loss=0.0076, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:02.332576, arrival_time=2021-04-10 04:21:38.526131, cost_time=0:00:26.241395 2021-04-10 04:21:37,644 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.20ms, fps=1765 images/s, loss=0.0076, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00.874488, arrival_time=2021-04-10 04:21:38.518670, cost_time=0:00:27.692048 2021-04-10 04:21:38,433 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=1.03ms, fps=1723 images/s, loss=0.0076, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:21:38.433767, cost_time=0:00:28.481644 2021-04-10 04:21:38,978 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=1.17ms, fps=4708 images/s, loss=1.7680, top1-acc=73.91%, top5-acc=90.51%, remaining_time=0:00:01.631160, arrival_time=2021-04-10 04:21:40.609535, cost_time=0:00:00.543718 2021-04-10 04:21:39,453 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=1.65ms, fps=5388 images/s, loss=1.8018, top1-acc=73.83%, top5-acc=90.25%, remaining_time=0:00:01.019120, arrival_time=2021-04-10 04:21:40.472968, cost_time=0:00:01.019122 2021-04-10 04:21:39,927 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=1.26ms, fps=5406 images/s, loss=1.8311, top1-acc=73.66%, top5-acc=89.84%, remaining_time=0:00:00.497700, arrival_time=2021-04-10 04:21:40.425470, cost_time=0:00:01.493106 2021-04-10 04:21:40,358 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=0.06ms, fps=5385 images/s, loss=1.7999, top1-acc=73.87%, top5-acc=90.13%, remaining_time=0:00:00, arrival_time=2021-04-10 04:21:40.358919, cost_time=0:00:01.924272 2021-04-10 04:21:43,059 INFO : Epoch=0192 complete, best val top1-acc=73.87%, top5-acc=90.13% (epoch=192), remaining_time=0:04:17.623104, arrival_time=2021-04-10 04:26:00.682619, cost_time=1:43:02.954448 2021-04-10 04:21:43,060 INFO : Train start, epoch=0193, lr=0.000394 2021-04-10 04:21:44,666 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=1.20ms, fps=1594 images/s, loss=0.0047, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:29.876622, arrival_time=2021-04-10 04:22:14.543228, cost_time=0:00:01.606270 2021-04-10 04:21:46,112 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.17ms, fps=1771 images/s, loss=0.0057, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:26.860944, arrival_time=2021-04-10 04:22:12.973655, cost_time=0:00:03.052384 2021-04-10 04:21:47,557 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=1.30ms, fps=1772 images/s, loss=0.0055, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:24.883732, arrival_time=2021-04-10 04:22:12.441119, cost_time=0:00:04.497060 2021-04-10 04:21:49,006 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=1.51ms, fps=1767 images/s, loss=0.0059, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:23.189088, arrival_time=2021-04-10 04:22:12.195476, cost_time=0:00:05.945915 2021-04-10 04:21:50,458 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=1.33ms, fps=1764 images/s, loss=0.0058, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:21.600846, arrival_time=2021-04-10 04:22:12.058890, cost_time=0:00:07.397539 2021-04-10 04:21:51,909 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.33ms, fps=1764 images/s, loss=0.0059, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:20.058776, arrival_time=2021-04-10 04:22:11.968621, cost_time=0:00:08.849473 2021-04-10 04:21:53,363 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=1.57ms, fps=1762 images/s, loss=0.0064, top1-acc=99.89%, top5-acc=99.99%, remaining_time=0:00:18.544806, arrival_time=2021-04-10 04:22:11.907800, cost_time=0:00:10.302655 2021-04-10 04:21:54,815 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.25ms, fps=1764 images/s, loss=0.0063, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:17.044228, arrival_time=2021-04-10 04:22:11.859309, cost_time=0:00:11.754624 2021-04-10 04:21:56,266 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.47ms, fps=1764 images/s, loss=0.0066, top1-acc=99.89%, top5-acc=99.99%, remaining_time=0:00:15.553804, arrival_time=2021-04-10 04:22:11.820272, cost_time=0:00:13.206084 2021-04-10 04:21:57,716 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=1.44ms, fps=1767 images/s, loss=0.0068, top1-acc=99.89%, top5-acc=99.99%, remaining_time=0:00:14.069472, arrival_time=2021-04-10 04:22:11.785555, cost_time=0:00:14.655749 2021-04-10 04:21:59,165 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.25ms, fps=1767 images/s, loss=0.0067, top1-acc=99.88%, top5-acc=99.99%, remaining_time=0:00:12.591260, arrival_time=2021-04-10 04:22:11.756692, cost_time=0:00:16.105094 2021-04-10 04:22:00,619 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=1.27ms, fps=1761 images/s, loss=0.0065, top1-acc=99.89%, top5-acc=99.99%, remaining_time=0:00:11.120928, arrival_time=2021-04-10 04:22:11.740733, cost_time=0:00:17.559413 2021-04-10 04:22:02,069 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=1.25ms, fps=1767 images/s, loss=0.0065, top1-acc=99.89%, top5-acc=99.99%, remaining_time=0:00:09.650586, arrival_time=2021-04-10 04:22:11.719646, cost_time=0:00:19.008706 2021-04-10 04:22:03,517 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=1.27ms, fps=1768 images/s, loss=0.0063, top1-acc=99.90%, top5-acc=99.99%, remaining_time=0:00:08.183000, arrival_time=2021-04-10 04:22:11.700856, cost_time=0:00:20.457515 2021-04-10 04:22:04,967 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.18ms, fps=1766 images/s, loss=0.0062, top1-acc=99.90%, top5-acc=99.99%, remaining_time=0:00:06.718254, arrival_time=2021-04-10 04:22:11.685883, cost_time=0:00:21.907302 2021-04-10 04:22:06,417 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=1.17ms, fps=1766 images/s, loss=0.0062, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:05.255424, arrival_time=2021-04-10 04:22:11.673135, cost_time=0:00:23.357370 2021-04-10 04:22:07,865 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=1.25ms, fps=1769 images/s, loss=0.0063, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:03.793686, arrival_time=2021-04-10 04:22:11.658952, cost_time=0:00:24.804936 2021-04-10 04:22:09,312 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.18ms, fps=1769 images/s, loss=0.0063, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.333552, arrival_time=2021-04-10 04:22:11.646368, cost_time=0:00:26.252479 2021-04-10 04:22:10,761 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.03ms, fps=1767 images/s, loss=0.0063, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00.874776, arrival_time=2021-04-10 04:22:11.636386, cost_time=0:00:27.701298 2021-04-10 04:22:11,551 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=1.02ms, fps=1723 images/s, loss=0.0063, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:22:11.551095, cost_time=0:00:28.490779 2021-04-10 04:22:12,094 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=0.24ms, fps=4719 images/s, loss=1.8097, top1-acc=73.67%, top5-acc=89.65%, remaining_time=0:00:01.627530, arrival_time=2021-04-10 04:22:13.722019, cost_time=0:00:00.542507 2021-04-10 04:22:12,568 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=1.30ms, fps=5403 images/s, loss=1.8086, top1-acc=73.38%, top5-acc=90.06%, remaining_time=0:00:01.016660, arrival_time=2021-04-10 04:22:13.585298, cost_time=0:00:01.016664 2021-04-10 04:22:13,043 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=1.16ms, fps=5399 images/s, loss=1.7802, top1-acc=73.88%, top5-acc=90.33%, remaining_time=0:00:00.497030, arrival_time=2021-04-10 04:22:13.540161, cost_time=0:00:01.491079 2021-04-10 04:22:13,473 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=0.05ms, fps=5393 images/s, loss=1.8293, top1-acc=73.61%, top5-acc=90.14%, remaining_time=0:00:00, arrival_time=2021-04-10 04:22:13.473702, cost_time=0:00:01.921705 2021-04-10 04:22:14,529 INFO : Epoch=0193 complete, best val top1-acc=73.87%, top5-acc=90.13% (epoch=192), remaining_time=0:03:45.393637, arrival_time=2021-04-10 04:25:59.923355, cost_time=1:43:34.424647 2021-04-10 04:22:14,530 INFO : Train start, epoch=0194, lr=0.000302 2021-04-10 04:22:16,118 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=1.10ms, fps=1612 images/s, loss=0.0068, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:29.533266, arrival_time=2021-04-10 04:22:45.651504, cost_time=0:00:01.587808 2021-04-10 04:22:17,572 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.33ms, fps=1761 images/s, loss=0.0066, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:26.769600, arrival_time=2021-04-10 04:22:44.342088, cost_time=0:00:03.042009 2021-04-10 04:22:19,021 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=1.18ms, fps=1767 images/s, loss=0.0063, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:24.852856, arrival_time=2021-04-10 04:22:43.874759, cost_time=0:00:04.491472 2021-04-10 04:22:20,470 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=1.23ms, fps=1768 images/s, loss=0.0066, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:23.164284, arrival_time=2021-04-10 04:22:43.634359, cost_time=0:00:05.939574 2021-04-10 04:22:21,921 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=1.24ms, fps=1765 images/s, loss=0.0071, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:21.581574, arrival_time=2021-04-10 04:22:43.502949, cost_time=0:00:07.390932 2021-04-10 04:22:23,370 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.20ms, fps=1767 images/s, loss=0.0069, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:20.037288, arrival_time=2021-04-10 04:22:43.407687, cost_time=0:00:08.839955 2021-04-10 04:22:24,820 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=1.27ms, fps=1766 images/s, loss=0.0066, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:18.521622, arrival_time=2021-04-10 04:22:43.341821, cost_time=0:00:10.289759 2021-04-10 04:22:26,270 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=1.20ms, fps=1765 images/s, loss=0.0063, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:17.023232, arrival_time=2021-04-10 04:22:43.293822, cost_time=0:00:11.740152 2021-04-10 04:22:27,719 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=1.28ms, fps=1768 images/s, loss=0.0065, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:15.533558, arrival_time=2021-04-10 04:22:43.252829, cost_time=0:00:13.188838 2021-04-10 04:22:29,167 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=1.21ms, fps=1768 images/s, loss=0.0064, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:14.052000, arrival_time=2021-04-10 04:22:43.219930, cost_time=0:00:14.637501 2021-04-10 04:22:30,618 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.28ms, fps=1766 images/s, loss=0.0064, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:12.577672, arrival_time=2021-04-10 04:22:43.195824, cost_time=0:00:16.087715 2021-04-10 04:22:32,066 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=1.25ms, fps=1768 images/s, loss=0.0065, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:11.105880, arrival_time=2021-04-10 04:22:43.171969, cost_time=0:00:17.535651 2021-04-10 04:22:33,516 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.25ms, fps=1765 images/s, loss=0.0067, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:09.639300, arrival_time=2021-04-10 04:22:43.156205, cost_time=0:00:18.986469 2021-04-10 04:22:34,965 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=1.17ms, fps=1768 images/s, loss=0.0066, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:08.173984, arrival_time=2021-04-10 04:22:43.139360, cost_time=0:00:20.434944 2021-04-10 04:22:36,417 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=1.22ms, fps=1763 images/s, loss=0.0066, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:06.711998, arrival_time=2021-04-10 04:22:43.129390, cost_time=0:00:21.886949 2021-04-10 04:22:37,867 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.21ms, fps=1766 images/s, loss=0.0065, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:05.250744, arrival_time=2021-04-10 04:22:43.117857, cost_time=0:00:23.336666 2021-04-10 04:22:39,317 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=1.23ms, fps=1766 images/s, loss=0.0064, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:03.790878, arrival_time=2021-04-10 04:22:43.107896, cost_time=0:00:24.786586 2021-04-10 04:22:40,768 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=1.29ms, fps=1765 images/s, loss=0.0065, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:02.332240, arrival_time=2021-04-10 04:22:43.100289, cost_time=0:00:26.237616 2021-04-10 04:22:42,216 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=1.00ms, fps=1768 images/s, loss=0.0065, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00.874278, arrival_time=2021-04-10 04:22:43.090252, cost_time=0:00:27.685543 2021-04-10 04:22:43,004 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=1.01ms, fps=1725 images/s, loss=0.0065, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:22:43.004785, cost_time=0:00:28.474343 2021-04-10 04:22:43,545 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=0.18ms, fps=4743 images/s, loss=1.8114, top1-acc=74.06%, top5-acc=90.39%, remaining_time=0:00:01.619130, arrival_time=2021-04-10 04:22:45.164649, cost_time=0:00:00.539710 2021-04-10 04:22:44,017 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=1.25ms, fps=5426 images/s, loss=1.8398, top1-acc=73.12%, top5-acc=90.12%, remaining_time=0:00:01.011820, arrival_time=2021-04-10 04:22:45.029456, cost_time=0:00:01.011818 2021-04-10 04:22:44,490 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=1.20ms, fps=5414 images/s, loss=1.8246, top1-acc=73.24%, top5-acc=90.29%, remaining_time=0:00:00.494990, arrival_time=2021-04-10 04:22:44.985784, cost_time=0:00:01.484981 2021-04-10 04:22:44,921 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.05ms, fps=5395 images/s, loss=1.8055, top1-acc=73.56%, top5-acc=90.25%, remaining_time=0:00:00, arrival_time=2021-04-10 04:22:44.921092, cost_time=0:00:01.915285 2021-04-10 04:22:46,014 INFO : Epoch=0194 complete, best val top1-acc=73.87%, top5-acc=90.13% (epoch=192), remaining_time=0:03:13.172454, arrival_time=2021-04-10 04:25:59.186776, cost_time=1:44:05.909283 2021-04-10 04:22:46,014 INFO : Train start, epoch=0195, lr=0.000222 2021-04-10 04:22:47,614 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=1.62ms, fps=1601 images/s, loss=0.0090, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:29.740842, arrival_time=2021-04-10 04:23:17.354810, cost_time=0:00:01.598969 2021-04-10 04:22:49,066 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.33ms, fps=1763 images/s, loss=0.0070, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:26.848800, arrival_time=2021-04-10 04:23:15.914791, cost_time=0:00:03.051000 2021-04-10 04:22:50,515 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=1.22ms, fps=1766 images/s, loss=0.0075, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:24.903984, arrival_time=2021-04-10 04:23:15.419709, cost_time=0:00:04.500722 2021-04-10 04:22:51,964 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=1.35ms, fps=1767 images/s, loss=0.0074, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:23.203128, arrival_time=2021-04-10 04:23:15.167699, cost_time=0:00:05.949500 2021-04-10 04:22:53,415 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=1.19ms, fps=1765 images/s, loss=0.0066, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:21.608438, arrival_time=2021-04-10 04:23:15.023608, cost_time=0:00:07.400165 2021-04-10 04:22:54,866 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=1.31ms, fps=1765 images/s, loss=0.0064, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:20.062856, arrival_time=2021-04-10 04:23:14.929187, cost_time=0:00:08.851284 2021-04-10 04:22:56,315 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=1.23ms, fps=1767 images/s, loss=0.0070, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:18.541278, arrival_time=2021-04-10 04:23:14.856978, cost_time=0:00:10.300699 2021-04-10 04:22:57,767 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.46ms, fps=1764 images/s, loss=0.0071, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:17.041096, arrival_time=2021-04-10 04:23:14.808601, cost_time=0:00:11.752507 2021-04-10 04:22:59,218 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=1.23ms, fps=1765 images/s, loss=0.0070, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:15.550200, arrival_time=2021-04-10 04:23:14.768215, cost_time=0:00:13.203023 2021-04-10 04:23:00,670 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=1.32ms, fps=1763 images/s, loss=0.0069, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:14.069376, arrival_time=2021-04-10 04:23:14.739970, cost_time=0:00:14.655592 2021-04-10 04:23:02,120 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=1.23ms, fps=1766 images/s, loss=0.0072, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:12.591604, arrival_time=2021-04-10 04:23:14.712180, cost_time=0:00:16.105567 2021-04-10 04:23:03,568 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.28ms, fps=1768 images/s, loss=0.0071, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:11.117280, arrival_time=2021-04-10 04:23:14.685829, cost_time=0:00:17.553544 2021-04-10 04:23:05,018 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=1.16ms, fps=1766 images/s, loss=0.0070, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:09.647946, arrival_time=2021-04-10 04:23:14.666455, cost_time=0:00:19.003513 2021-04-10 04:23:06,465 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=1.17ms, fps=1769 images/s, loss=0.0069, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:08.180368, arrival_time=2021-04-10 04:23:14.646239, cost_time=0:00:20.450866 2021-04-10 04:23:07,913 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=1.19ms, fps=1769 images/s, loss=0.0068, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:06.715632, arrival_time=2021-04-10 04:23:14.629397, cost_time=0:00:21.898764 2021-04-10 04:23:09,363 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=1.16ms, fps=1767 images/s, loss=0.0069, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:05.253300, arrival_time=2021-04-10 04:23:14.616297, cost_time=0:00:23.348003 2021-04-10 04:23:10,814 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=1.20ms, fps=1764 images/s, loss=0.0068, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:03.792880, arrival_time=2021-04-10 04:23:14.607493, cost_time=0:00:24.799624 2021-04-10 04:23:12,259 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=1.24ms, fps=1772 images/s, loss=0.0067, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:02.332848, arrival_time=2021-04-10 04:23:14.592370, cost_time=0:00:26.244532 2021-04-10 04:23:13,709 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.07ms, fps=1766 images/s, loss=0.0067, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00.874554, arrival_time=2021-04-10 04:23:14.583796, cost_time=0:00:27.694250 2021-04-10 04:23:14,496 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=1.03ms, fps=1728 images/s, loss=0.0067, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:23:14.496408, cost_time=0:00:28.481424 2021-04-10 04:23:15,037 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=1.35ms, fps=4738 images/s, loss=1.8943, top1-acc=72.93%, top5-acc=89.57%, remaining_time=0:00:01.621020, arrival_time=2021-04-10 04:23:16.658669, cost_time=0:00:00.540337 2021-04-10 04:23:15,510 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=1.17ms, fps=5417 images/s, loss=1.8244, top1-acc=73.55%, top5-acc=89.96%, remaining_time=0:00:01.013200, arrival_time=2021-04-10 04:23:16.523708, cost_time=0:00:01.013191 2021-04-10 04:23:15,982 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=1.15ms, fps=5427 images/s, loss=1.8119, top1-acc=73.52%, top5-acc=90.10%, remaining_time=0:00:00.495080, arrival_time=2021-04-10 04:23:16.477635, cost_time=0:00:01.485245 2021-04-10 04:23:16,412 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=0.06ms, fps=5403 images/s, loss=1.7909, top1-acc=73.72%, top5-acc=90.25%, remaining_time=0:00:00, arrival_time=2021-04-10 04:23:16.412252, cost_time=0:00:01.914955 2021-04-10 04:23:17,441 INFO : Epoch=0195 complete, best val top1-acc=73.87%, top5-acc=90.13% (epoch=192), remaining_time=0:02:40.957355, arrival_time=2021-04-10 04:25:58.399298, cost_time=1:44:37.336898 2021-04-10 04:23:17,442 INFO : Train start, epoch=0196, lr=0.000154 2021-04-10 04:23:19,074 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=1.18ms, fps=1569 images/s, loss=0.0051, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:30.353898, arrival_time=2021-04-10 04:23:49.428451, cost_time=0:00:01.631927 2021-04-10 04:23:20,524 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=1.50ms, fps=1766 images/s, loss=0.0055, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:27.122832, arrival_time=2021-04-10 04:23:47.647619, cost_time=0:00:03.082144 2021-04-10 04:23:21,980 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=1.76ms, fps=1759 images/s, loss=0.0053, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:25.111484, arrival_time=2021-04-10 04:23:47.092337, cost_time=0:00:04.538223 2021-04-10 04:23:23,431 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=1.22ms, fps=1766 images/s, loss=0.0056, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:23.354604, arrival_time=2021-04-10 04:23:46.785609, cost_time=0:00:05.988364 2021-04-10 04:23:24,880 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=1.52ms, fps=1767 images/s, loss=0.0055, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:21.718668, arrival_time=2021-04-10 04:23:46.599220, cost_time=0:00:07.437905 2021-04-10 04:23:26,331 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=1.24ms, fps=1765 images/s, loss=0.0055, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:20.147584, arrival_time=2021-04-10 04:23:46.478874, cost_time=0:00:08.888655 2021-04-10 04:23:27,782 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=1.31ms, fps=1764 images/s, loss=0.0061, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:18.612468, arrival_time=2021-04-10 04:23:46.395333, cost_time=0:00:10.340239 2021-04-10 04:23:29,234 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.27ms, fps=1763 images/s, loss=0.0067, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:17.098864, arrival_time=2021-04-10 04:23:46.333797, cost_time=0:00:11.792308 2021-04-10 04:23:30,686 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=1.33ms, fps=1765 images/s, loss=0.0069, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:15.597794, arrival_time=2021-04-10 04:23:46.283856, cost_time=0:00:13.243435 2021-04-10 04:23:32,132 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.26ms, fps=1771 images/s, loss=0.0070, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:14.102016, arrival_time=2021-04-10 04:23:46.234255, cost_time=0:00:14.689606 2021-04-10 04:23:33,587 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.23ms, fps=1760 images/s, loss=0.0069, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:12.621962, arrival_time=2021-04-10 04:23:46.208994, cost_time=0:00:16.144367 2021-04-10 04:23:35,039 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.35ms, fps=1763 images/s, loss=0.0069, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:11.144640, arrival_time=2021-04-10 04:23:46.184085, cost_time=0:00:17.596754 2021-04-10 04:23:36,488 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=1.16ms, fps=1768 images/s, loss=0.0067, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:09.669264, arrival_time=2021-04-10 04:23:46.157468, cost_time=0:00:19.045563 2021-04-10 04:23:37,939 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.23ms, fps=1765 images/s, loss=0.0070, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:08.198680, arrival_time=2021-04-10 04:23:46.138065, cost_time=0:00:20.496756 2021-04-10 04:23:39,386 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.23ms, fps=1770 images/s, loss=0.0071, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.729386, arrival_time=2021-04-10 04:23:46.115687, cost_time=0:00:21.943601 2021-04-10 04:23:40,832 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.29ms, fps=1771 images/s, loss=0.0071, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:05.262660, arrival_time=2021-04-10 04:23:46.094809, cost_time=0:00:23.389523 2021-04-10 04:23:42,283 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=1.17ms, fps=1764 images/s, loss=0.0071, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:03.799224, arrival_time=2021-04-10 04:23:46.082880, cost_time=0:00:24.841024 2021-04-10 04:23:43,731 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=1.30ms, fps=1769 images/s, loss=0.0071, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:02.336784, arrival_time=2021-04-10 04:23:46.068196, cost_time=0:00:26.288784 2021-04-10 04:23:45,179 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.00ms, fps=1769 images/s, loss=0.0071, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00.875886, arrival_time=2021-04-10 04:23:46.054965, cost_time=0:00:27.736461 2021-04-10 04:23:45,966 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=1.04ms, fps=1729 images/s, loss=0.0071, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:23:45.966146, cost_time=0:00:28.523535 2021-04-10 04:23:46,506 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=0.19ms, fps=4746 images/s, loss=1.8319, top1-acc=73.67%, top5-acc=90.20%, remaining_time=0:00:01.618290, arrival_time=2021-04-10 04:23:48.124715, cost_time=0:00:00.539434 2021-04-10 04:23:46,977 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=1.19ms, fps=5433 images/s, loss=1.7752, top1-acc=74.28%, top5-acc=90.51%, remaining_time=0:00:01.010940, arrival_time=2021-04-10 04:23:47.988875, cost_time=0:00:01.010942 2021-04-10 04:23:47,449 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=1.17ms, fps=5431 images/s, loss=1.8308, top1-acc=73.65%, top5-acc=90.09%, remaining_time=0:00:00.494200, arrival_time=2021-04-10 04:23:47.943807, cost_time=0:00:01.482608 2021-04-10 04:23:47,879 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=0.05ms, fps=5396 images/s, loss=1.8257, top1-acc=73.73%, top5-acc=90.30%, remaining_time=0:00:00, arrival_time=2021-04-10 04:23:47.879830, cost_time=0:00:01.912849 2021-04-10 04:23:48,894 INFO : Epoch=0196 complete, best val top1-acc=73.87%, top5-acc=90.13% (epoch=192), remaining_time=0:02:08.750796, arrival_time=2021-04-10 04:25:57.644871, cost_time=1:45:08.789030 2021-04-10 04:23:48,894 INFO : Train start, epoch=0197, lr=0.000099 2021-04-10 04:23:50,523 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=1.24ms, fps=1572 images/s, loss=0.0087, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:30.286380, arrival_time=2021-04-10 04:24:20.809447, cost_time=0:00:01.628297 2021-04-10 04:23:51,980 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=1.20ms, fps=1758 images/s, loss=0.0085, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:27.152752, arrival_time=2021-04-10 04:24:19.133058, cost_time=0:00:03.085544 2021-04-10 04:23:53,434 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=1.26ms, fps=1761 images/s, loss=0.0082, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:25.119784, arrival_time=2021-04-10 04:24:18.554277, cost_time=0:00:04.539723 2021-04-10 04:23:54,888 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=1.50ms, fps=1761 images/s, loss=0.0079, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:23.376444, arrival_time=2021-04-10 04:24:18.265171, cost_time=0:00:05.993957 2021-04-10 04:23:56,336 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=1.25ms, fps=1769 images/s, loss=0.0072, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:21.728888, arrival_time=2021-04-10 04:24:18.065045, cost_time=0:00:07.441394 2021-04-10 04:23:57,785 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=1.25ms, fps=1767 images/s, loss=0.0071, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:20.152208, arrival_time=2021-04-10 04:24:17.937661, cost_time=0:00:08.890691 2021-04-10 04:23:59,234 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=1.24ms, fps=1768 images/s, loss=0.0068, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:18.610956, arrival_time=2021-04-10 04:24:17.845115, cost_time=0:00:10.339399 2021-04-10 04:24:00,684 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=1.27ms, fps=1766 images/s, loss=0.0067, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:17.094804, arrival_time=2021-04-10 04:24:17.779075, cost_time=0:00:11.789511 2021-04-10 04:24:02,133 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=1.39ms, fps=1766 images/s, loss=0.0065, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:15.592706, arrival_time=2021-04-10 04:24:17.726541, cost_time=0:00:13.239067 2021-04-10 04:24:03,582 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=1.17ms, fps=1768 images/s, loss=0.0065, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:14.099808, arrival_time=2021-04-10 04:24:17.681870, cost_time=0:00:14.687293 2021-04-10 04:24:05,029 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=1.24ms, fps=1769 images/s, loss=0.0067, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:12.614308, arrival_time=2021-04-10 04:24:17.643615, cost_time=0:00:16.134549 2021-04-10 04:24:06,480 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=1.17ms, fps=1764 images/s, loss=0.0070, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:11.137648, arrival_time=2021-04-10 04:24:17.618197, cost_time=0:00:17.585776 2021-04-10 04:24:07,928 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.32ms, fps=1769 images/s, loss=0.0073, top1-acc=99.83%, top5-acc=99.99%, remaining_time=0:00:09.663060, arrival_time=2021-04-10 04:24:17.591067, cost_time=0:00:19.033237 2021-04-10 04:24:09,373 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=1.31ms, fps=1771 images/s, loss=0.0075, top1-acc=99.83%, top5-acc=99.99%, remaining_time=0:00:08.191512, arrival_time=2021-04-10 04:24:17.565077, cost_time=0:00:20.478799 2021-04-10 04:24:10,826 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=1.59ms, fps=1762 images/s, loss=0.0076, top1-acc=99.83%, top5-acc=99.99%, remaining_time=0:00:06.725752, arrival_time=2021-04-10 04:24:17.552252, cost_time=0:00:21.931742 2021-04-10 04:24:12,281 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=1.19ms, fps=1760 images/s, loss=0.0075, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:05.262084, arrival_time=2021-04-10 04:24:17.543863, cost_time=0:00:23.387014 2021-04-10 04:24:13,736 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=1.39ms, fps=1760 images/s, loss=0.0074, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:03.799380, arrival_time=2021-04-10 04:24:17.536261, cost_time=0:00:24.842105 2021-04-10 04:24:15,192 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=1.21ms, fps=1759 images/s, loss=0.0073, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:02.337616, arrival_time=2021-04-10 04:24:17.530566, cost_time=0:00:26.298188 2021-04-10 04:24:16,652 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.25ms, fps=1754 images/s, loss=0.0073, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00.876570, arrival_time=2021-04-10 04:24:17.529441, cost_time=0:00:27.758120 2021-04-10 04:24:17,446 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=1.00ms, fps=1714 images/s, loss=0.0073, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:24:17.446598, cost_time=0:00:28.551851 2021-04-10 04:24:18,001 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=0.17ms, fps=4619 images/s, loss=1.8237, top1-acc=73.79%, top5-acc=90.70%, remaining_time=0:00:01.662780, arrival_time=2021-04-10 04:24:19.664485, cost_time=0:00:00.554260 2021-04-10 04:24:18,476 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=1.16ms, fps=5400 images/s, loss=1.8251, top1-acc=73.59%, top5-acc=90.14%, remaining_time=0:00:01.028680, arrival_time=2021-04-10 04:24:19.504817, cost_time=0:00:01.028690 2021-04-10 04:24:18,951 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=1.27ms, fps=5391 images/s, loss=1.8189, top1-acc=73.70%, top5-acc=90.29%, remaining_time=0:00:00.501290, arrival_time=2021-04-10 04:24:19.452609, cost_time=0:00:01.503880 2021-04-10 04:24:19,383 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=0.06ms, fps=5372 images/s, loss=1.7934, top1-acc=73.82%, top5-acc=90.26%, remaining_time=0:00:00, arrival_time=2021-04-10 04:24:19.383465, cost_time=0:00:01.936036 2021-04-10 04:24:20,543 INFO : Epoch=0197 complete, best val top1-acc=73.87%, top5-acc=90.13% (epoch=192), remaining_time=0:01:36.554904, arrival_time=2021-04-10 04:25:57.098663, cost_time=1:45:40.438679 2021-04-10 04:24:20,544 INFO : Train start, epoch=0198, lr=0.000056 2021-04-10 04:24:22,145 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=1.25ms, fps=1599 images/s, loss=0.0046, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:29.777484, arrival_time=2021-04-10 04:24:51.923169, cost_time=0:00:01.600936 2021-04-10 04:24:23,594 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=1.37ms, fps=1767 images/s, loss=0.0052, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:26.839648, arrival_time=2021-04-10 04:24:50.434356, cost_time=0:00:03.049957 2021-04-10 04:24:25,042 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=1.26ms, fps=1768 images/s, loss=0.0052, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:24.889542, arrival_time=2021-04-10 04:24:49.932396, cost_time=0:00:04.498098 2021-04-10 04:24:26,495 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=1.29ms, fps=1763 images/s, loss=0.0062, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:23.205936, arrival_time=2021-04-10 04:24:49.700930, cost_time=0:00:05.950231 2021-04-10 04:24:27,942 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=1.23ms, fps=1769 images/s, loss=0.0067, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:21.602306, arrival_time=2021-04-10 04:24:49.545122, cost_time=0:00:07.398068 2021-04-10 04:24:29,391 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=1.25ms, fps=1767 images/s, loss=0.0069, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:20.052928, arrival_time=2021-04-10 04:24:49.444576, cost_time=0:00:08.846903 2021-04-10 04:24:30,843 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=1.32ms, fps=1764 images/s, loss=0.0070, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:18.537372, arrival_time=2021-04-10 04:24:49.380698, cost_time=0:00:10.298523 2021-04-10 04:24:32,292 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=1.27ms, fps=1767 images/s, loss=0.0067, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:17.034600, arrival_time=2021-04-10 04:24:49.327363, cost_time=0:00:11.748010 2021-04-10 04:24:33,742 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=1.47ms, fps=1766 images/s, loss=0.0065, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:15.544476, arrival_time=2021-04-10 04:24:49.287316, cost_time=0:00:13.198097 2021-04-10 04:24:35,189 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=1.24ms, fps=1770 images/s, loss=0.0064, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:14.058816, arrival_time=2021-04-10 04:24:49.248156, cost_time=0:00:14.644570 2021-04-10 04:24:36,636 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.29ms, fps=1769 images/s, loss=0.0064, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:12.581198, arrival_time=2021-04-10 04:24:49.218143, cost_time=0:00:16.092203 2021-04-10 04:24:38,089 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=1.29ms, fps=1763 images/s, loss=0.0065, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:11.111656, arrival_time=2021-04-10 04:24:49.201136, cost_time=0:00:17.544737 2021-04-10 04:24:39,540 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.24ms, fps=1765 images/s, loss=0.0064, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:09.644052, arrival_time=2021-04-10 04:24:49.184689, cost_time=0:00:18.995862 2021-04-10 04:24:40,990 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=1.24ms, fps=1767 images/s, loss=0.0064, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:08.178128, arrival_time=2021-04-10 04:24:49.168229, cost_time=0:00:20.445352 2021-04-10 04:24:42,439 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=1.24ms, fps=1766 images/s, loss=0.0064, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:06.714528, arrival_time=2021-04-10 04:24:49.154455, cost_time=0:00:21.895185 2021-04-10 04:24:43,888 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=1.28ms, fps=1767 images/s, loss=0.0066, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:05.252400, arrival_time=2021-04-10 04:24:49.141175, cost_time=0:00:23.344029 2021-04-10 04:24:45,339 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=1.24ms, fps=1766 images/s, loss=0.0066, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:03.792074, arrival_time=2021-04-10 04:24:49.131137, cost_time=0:00:24.794310 2021-04-10 04:24:46,784 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=1.29ms, fps=1772 images/s, loss=0.0071, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:02.332416, arrival_time=2021-04-10 04:24:49.116902, cost_time=0:00:26.239740 2021-04-10 04:24:48,233 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=0.99ms, fps=1768 images/s, loss=0.0070, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00.874368, arrival_time=2021-04-10 04:24:49.107387, cost_time=0:00:27.688288 2021-04-10 04:24:49,019 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=0.99ms, fps=1731 images/s, loss=0.0070, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:24:49.019062, cost_time=0:00:28.474329 2021-04-10 04:24:49,560 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=0.19ms, fps=4736 images/s, loss=1.7341, top1-acc=75.27%, top5-acc=90.70%, remaining_time=0:00:01.621680, arrival_time=2021-04-10 04:24:51.182203, cost_time=0:00:00.540564 2021-04-10 04:24:50,035 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=1.19ms, fps=5388 images/s, loss=1.7684, top1-acc=74.14%, top5-acc=90.31%, remaining_time=0:00:01.015980, arrival_time=2021-04-10 04:24:51.051913, cost_time=0:00:01.015988 2021-04-10 04:24:50,509 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=1.25ms, fps=5406 images/s, loss=1.8023, top1-acc=73.83%, top5-acc=90.14%, remaining_time=0:00:00.496620, arrival_time=2021-04-10 04:24:51.006423, cost_time=0:00:01.489851 2021-04-10 04:24:50,940 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=0.06ms, fps=5386 images/s, loss=1.7839, top1-acc=73.74%, top5-acc=90.29%, remaining_time=0:00:00, arrival_time=2021-04-10 04:24:50.940877, cost_time=0:00:01.920952 2021-04-10 04:24:52,002 INFO : Epoch=0198 complete, best val top1-acc=73.87%, top5-acc=90.13% (epoch=192), remaining_time=0:01:04.362604, arrival_time=2021-04-10 04:25:56.365494, cost_time=1:46:11.897841 2021-04-10 04:24:52,003 INFO : Train start, epoch=0199, lr=0.000025 2021-04-10 04:24:53,573 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=1.35ms, fps=1631 images/s, loss=0.0067, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.201256, arrival_time=2021-04-10 04:25:22.774798, cost_time=0:00:01.569963 2021-04-10 04:24:55,023 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=1.18ms, fps=1766 images/s, loss=0.0069, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:26.577584, arrival_time=2021-04-10 04:25:21.601333, cost_time=0:00:03.020172 2021-04-10 04:24:56,472 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=1.25ms, fps=1767 images/s, loss=0.0072, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:24.728854, arrival_time=2021-04-10 04:25:21.201486, cost_time=0:00:04.469057 2021-04-10 04:24:57,921 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=1.24ms, fps=1768 images/s, loss=0.0070, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:23.078016, arrival_time=2021-04-10 04:25:20.999051, cost_time=0:00:05.917459 2021-04-10 04:24:59,369 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.23ms, fps=1768 images/s, loss=0.0067, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:21.506968, arrival_time=2021-04-10 04:25:20.875937, cost_time=0:00:07.365388 2021-04-10 04:25:00,818 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=1.35ms, fps=1766 images/s, loss=0.0068, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:19.981256, arrival_time=2021-04-10 04:25:20.800061, cost_time=0:00:08.815231 2021-04-10 04:25:02,264 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=1.27ms, fps=1771 images/s, loss=0.0065, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:18.469710, arrival_time=2021-04-10 04:25:20.734278, cost_time=0:00:10.260970 2021-04-10 04:25:03,710 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.23ms, fps=1771 images/s, loss=0.0064, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:16.975092, arrival_time=2021-04-10 04:25:20.685653, cost_time=0:00:11.706984 2021-04-10 04:25:05,153 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=1.22ms, fps=1775 images/s, loss=0.0071, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:15.487130, arrival_time=2021-04-10 04:25:20.640117, cost_time=0:00:13.149415 2021-04-10 04:25:06,602 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=1.17ms, fps=1767 images/s, loss=0.0069, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:14.014752, arrival_time=2021-04-10 04:25:20.616998, cost_time=0:00:14.598666 2021-04-10 04:25:08,053 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=1.31ms, fps=1765 images/s, loss=0.0070, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:12.548002, arrival_time=2021-04-10 04:25:20.601380, cost_time=0:00:16.049806 2021-04-10 04:25:09,502 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=1.17ms, fps=1767 images/s, loss=0.0072, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:11.082548, arrival_time=2021-04-10 04:25:20.584914, cost_time=0:00:17.498780 2021-04-10 04:25:10,951 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=1.27ms, fps=1767 images/s, loss=0.0070, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:09.619830, arrival_time=2021-04-10 04:25:20.571500, cost_time=0:00:18.948093 2021-04-10 04:25:12,400 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=1.18ms, fps=1768 images/s, loss=0.0069, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:08.158640, arrival_time=2021-04-10 04:25:20.558874, cost_time=0:00:20.396655 2021-04-10 04:25:13,845 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=1.29ms, fps=1772 images/s, loss=0.0070, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:06.698060, arrival_time=2021-04-10 04:25:20.543246, cost_time=0:00:21.841442 2021-04-10 04:25:15,297 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=1.23ms, fps=1763 images/s, loss=0.0070, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:05.241168, arrival_time=2021-04-10 04:25:20.538744, cost_time=0:00:23.294001 2021-04-10 04:25:16,747 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.32ms, fps=1767 images/s, loss=0.0070, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:03.784300, arrival_time=2021-04-10 04:25:20.531379, cost_time=0:00:24.743507 2021-04-10 04:25:18,194 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=1.17ms, fps=1769 images/s, loss=0.0072, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:02.328096, arrival_time=2021-04-10 04:25:20.522830, cost_time=0:00:26.191164 2021-04-10 04:25:19,643 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.00ms, fps=1768 images/s, loss=0.0072, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00.872826, arrival_time=2021-04-10 04:25:20.515902, cost_time=0:00:27.639486 2021-04-10 04:25:20,428 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=1.02ms, fps=1732 images/s, loss=0.0072, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:25:20.428591, cost_time=0:00:28.425031 2021-04-10 04:25:20,968 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=1.22ms, fps=4753 images/s, loss=1.8663, top1-acc=73.09%, top5-acc=89.80%, remaining_time=0:00:01.615620, arrival_time=2021-04-10 04:25:22.583628, cost_time=0:00:00.538541 2021-04-10 04:25:21,440 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=1.18ms, fps=5423 images/s, loss=1.8317, top1-acc=73.36%, top5-acc=89.86%, remaining_time=0:00:01.010940, arrival_time=2021-04-10 04:25:22.451331, cost_time=0:00:01.010931 2021-04-10 04:25:21,912 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=1.21ms, fps=5421 images/s, loss=1.8326, top1-acc=73.44%, top5-acc=90.10%, remaining_time=0:00:00.494490, arrival_time=2021-04-10 04:25:22.407407, cost_time=0:00:01.483464 2021-04-10 04:25:22,342 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=0.05ms, fps=5404 images/s, loss=1.8044, top1-acc=73.77%, top5-acc=90.28%, remaining_time=0:00:00, arrival_time=2021-04-10 04:25:22.342511, cost_time=0:00:01.913071 2021-04-10 04:25:23,396 INFO : Epoch=0199 complete, best val top1-acc=73.87%, top5-acc=90.13% (epoch=192), remaining_time=0:00:32.177344, arrival_time=2021-04-10 04:25:55.573927, cost_time=1:46:43.291495 2021-04-10 04:25:23,397 INFO : Train start, epoch=0200, lr=0.000006 2021-04-10 04:25:24,955 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=1.23ms, fps=1643 images/s, loss=0.0086, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:28.983822, arrival_time=2021-04-10 04:25:53.939404, cost_time=0:00:01.558272 2021-04-10 04:25:26,408 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=1.27ms, fps=1762 images/s, loss=0.0072, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:26.498384, arrival_time=2021-04-10 04:25:52.906901, cost_time=0:00:03.011181 2021-04-10 04:25:27,862 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=1.40ms, fps=1761 images/s, loss=0.0068, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:24.709764, arrival_time=2021-04-10 04:25:52.572707, cost_time=0:00:04.465626 2021-04-10 04:25:29,317 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=1.52ms, fps=1760 images/s, loss=0.0073, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:23.089404, arrival_time=2021-04-10 04:25:52.407101, cost_time=0:00:05.920355 2021-04-10 04:25:30,774 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=1.27ms, fps=1758 images/s, loss=0.0074, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:21.540986, arrival_time=2021-04-10 04:25:52.315388, cost_time=0:00:07.377052 2021-04-10 04:25:32,224 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=1.19ms, fps=1765 images/s, loss=0.0072, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:20.009000, arrival_time=2021-04-10 04:25:52.233814, cost_time=0:00:08.827503 2021-04-10 04:25:33,667 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=1.21ms, fps=1775 images/s, loss=0.0072, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:18.486216, arrival_time=2021-04-10 04:25:52.153624, cost_time=0:00:10.270096 2021-04-10 04:25:35,119 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=1.23ms, fps=1764 images/s, loss=0.0071, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:16.996784, arrival_time=2021-04-10 04:25:52.115986, cost_time=0:00:11.721882 2021-04-10 04:25:36,568 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.15ms, fps=1766 images/s, loss=0.0071, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:15.513100, arrival_time=2021-04-10 04:25:52.081888, cost_time=0:00:13.171467 2021-04-10 04:25:38,019 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=1.25ms, fps=1765 images/s, loss=0.0067, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:14.037600, arrival_time=2021-04-10 04:25:52.057435, cost_time=0:00:14.622519 2021-04-10 04:25:39,468 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.26ms, fps=1768 images/s, loss=0.0070, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:12.564428, arrival_time=2021-04-10 04:25:52.032475, cost_time=0:00:16.070729 2021-04-10 04:25:40,916 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=1.27ms, fps=1767 images/s, loss=0.0069, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:11.095696, arrival_time=2021-04-10 04:25:52.012566, cost_time=0:00:17.519560 2021-04-10 04:25:42,364 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=1.18ms, fps=1769 images/s, loss=0.0070, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:09.629334, arrival_time=2021-04-10 04:25:51.993543, cost_time=0:00:18.966893 2021-04-10 04:25:43,814 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=1.24ms, fps=1768 images/s, loss=0.0071, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:08.166088, arrival_time=2021-04-10 04:25:51.978582, cost_time=0:00:20.415186 2021-04-10 04:25:45,262 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=1.17ms, fps=1769 images/s, loss=0.0070, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:06.705282, arrival_time=2021-04-10 04:25:51.967712, cost_time=0:00:21.865110 2021-04-10 04:25:46,713 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=1.25ms, fps=1765 images/s, loss=0.0071, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:05.246172, arrival_time=2021-04-10 04:25:51.959760, cost_time=0:00:23.316274 2021-04-10 04:25:48,159 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=1.16ms, fps=1771 images/s, loss=0.0070, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:03.787134, arrival_time=2021-04-10 04:25:51.946410, cost_time=0:00:24.761961 2021-04-10 04:25:49,608 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=1.17ms, fps=1767 images/s, loss=0.0069, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:02.329904, arrival_time=2021-04-10 04:25:51.938569, cost_time=0:00:26.211349 2021-04-10 04:25:51,057 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.04ms, fps=1768 images/s, loss=0.0069, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00.873468, arrival_time=2021-04-10 04:25:51.930532, cost_time=0:00:27.659759 2021-04-10 04:25:51,843 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=1.06ms, fps=1731 images/s, loss=0.0069, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:25:51.843223, cost_time=0:00:28.445923 2021-04-10 04:25:52,383 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=1.15ms, fps=4745 images/s, loss=1.8653, top1-acc=73.28%, top5-acc=90.16%, remaining_time=0:00:01.618350, arrival_time=2021-04-10 04:25:54.001844, cost_time=0:00:00.539452 2021-04-10 04:25:52,856 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=1.17ms, fps=5419 images/s, loss=1.7899, top1-acc=73.89%, top5-acc=90.33%, remaining_time=0:00:01.012220, arrival_time=2021-04-10 04:25:53.868476, cost_time=0:00:01.012212 2021-04-10 04:25:53,327 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=1.14ms, fps=5438 images/s, loss=1.8084, top1-acc=73.71%, top5-acc=90.07%, remaining_time=0:00:00.494430, arrival_time=2021-04-10 04:25:53.821756, cost_time=0:00:01.483287 2021-04-10 04:25:53,757 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=0.05ms, fps=5395 images/s, loss=1.7921, top1-acc=73.77%, top5-acc=90.19%, remaining_time=0:00:00, arrival_time=2021-04-10 04:25:53.757644, cost_time=0:00:01.913613 2021-04-10 04:25:54,843 INFO : Epoch=0200 complete, best val top1-acc=73.87%, top5-acc=90.13% (epoch=192), remaining_time=0:00:00, arrival_time=2021-04-10 04:25:54.843345, cost_time=1:47:14.738299