2021-04-15 01:59:51,825 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 2021-04-15 01:59:51,829 INFO : Args: {'conf': ConfigTree([('max_epochs', 200), ('log_interval', 10), ('use_amp', False), ('only_evaluate', False), ('auto_resume', True), ('sync_batchnorm', False), ('data', ConfigTree([('type_', 'cifar100'), ('is_vit', False), ('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_shufflenetv2_x0_5'), ('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://127.0.0.1:50723', 'modifications': ['model.name=cifar100_shufflenetv2_x0_5'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar100/shufflenetv2_x0_5'), 'world_size': 1} 2021-04-15 01:59:51,958 INFO : Model details: n_params=0.44M, flops=10.99M. 2021-04-15 01:59:58,090 INFO : Train start, epoch=0001, lr=0.100000 2021-04-15 01:59:59,596 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=1.40ms, fps=1700 images/s, loss=4.6560, top1-acc=1.37%, top5-acc=5.62%, remaining_time=0:00:28.006950, arrival_time=2021-04-15 02:00:27.603050, cost_time=0:00:01.505750 2021-04-15 02:00:00,149 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=1.62ms, fps=4632 images/s, loss=4.6557, top1-acc=1.43%, top5-acc=6.17%, remaining_time=0:00:18.119552, arrival_time=2021-04-15 02:00:18.268809, cost_time=0:00:02.059043 2021-04-15 02:00:00,708 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=1.34ms, fps=4583 images/s, loss=4.6433, top1-acc=1.58%, top5-acc=6.55%, remaining_time=0:00:14.486322, arrival_time=2021-04-15 02:00:15.194540, cost_time=0:00:02.618003 2021-04-15 02:00:01,272 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.30ms, fps=4543 images/s, loss=4.6187, top1-acc=1.72%, top5-acc=7.43%, remaining_time=0:00:12.409020, arrival_time=2021-04-15 02:00:13.681047, cost_time=0:00:03.181807 2021-04-15 02:00:01,919 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=1.40ms, fps=3956 images/s, loss=4.5772, top1-acc=2.02%, top5-acc=8.54%, remaining_time=0:00:11.181264, arrival_time=2021-04-15 02:00:13.100730, cost_time=0:00:03.829206 2021-04-15 02:00:02,487 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=1.22ms, fps=4512 images/s, loss=4.5369, top1-acc=2.30%, top5-acc=9.56%, remaining_time=0:00:09.966624, arrival_time=2021-04-15 02:00:12.453866, cost_time=0:00:04.397039 2021-04-15 02:00:03,030 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=1.52ms, fps=4713 images/s, loss=4.4937, top1-acc=2.59%, top5-acc=10.86%, remaining_time=0:00:08.892828, arrival_time=2021-04-15 02:00:11.923639, cost_time=0:00:04.940455 2021-04-15 02:00:03,563 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=1.70ms, fps=4815 images/s, loss=4.4480, top1-acc=2.98%, top5-acc=12.32%, remaining_time=0:00:07.935560, arrival_time=2021-04-15 02:00:11.498548, cost_time=0:00:05.472765 2021-04-15 02:00:04,093 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=1.42ms, fps=4834 images/s, loss=4.4157, top1-acc=3.34%, top5-acc=13.33%, remaining_time=0:00:07.069882, arrival_time=2021-04-15 02:00:11.162868, cost_time=0:00:06.002763 2021-04-15 02:00:04,628 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=1.52ms, fps=4785 images/s, loss=4.3798, top1-acc=3.62%, top5-acc=14.40%, remaining_time=0:00:06.276576, arrival_time=2021-04-15 02:00:10.904948, cost_time=0:00:06.538098 2021-04-15 02:00:05,159 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.53ms, fps=4822 images/s, loss=4.3435, top1-acc=4.08%, top5-acc=15.51%, remaining_time=0:00:05.527048, arrival_time=2021-04-15 02:00:10.686796, cost_time=0:00:07.069535 2021-04-15 02:00:05,833 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=1.46ms, fps=3801 images/s, loss=4.3123, top1-acc=4.37%, top5-acc=16.53%, remaining_time=0:00:04.904128, arrival_time=2021-04-15 02:00:10.737728, cost_time=0:00:07.743384 2021-04-15 02:00:06,417 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.43ms, fps=4388 images/s, loss=4.2839, top1-acc=4.73%, top5-acc=17.35%, remaining_time=0:00:04.227564, arrival_time=2021-04-15 02:00:10.644920, cost_time=0:00:08.327085 2021-04-15 02:00:06,965 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=1.32ms, fps=4678 images/s, loss=4.2537, top1-acc=5.10%, top5-acc=18.19%, remaining_time=0:00:03.549952, arrival_time=2021-04-15 02:00:10.514991, cost_time=0:00:08.874820 2021-04-15 02:00:07,536 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=1.24ms, fps=4484 images/s, loss=4.2287, top1-acc=5.42%, top5-acc=18.95%, remaining_time=0:00:02.896804, arrival_time=2021-04-15 02:00:10.433083, cost_time=0:00:09.446066 2021-04-15 02:00:08,070 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=1.52ms, fps=4792 images/s, loss=4.2005, top1-acc=5.78%, top5-acc=19.81%, remaining_time=0:00:02.245644, arrival_time=2021-04-15 02:00:10.316573, cost_time=0:00:09.980635 2021-04-15 02:00:08,628 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=1.30ms, fps=4592 images/s, loss=4.1776, top1-acc=6.08%, top5-acc=20.54%, remaining_time=0:00:01.611792, arrival_time=2021-04-15 02:00:10.240687, cost_time=0:00:10.538659 2021-04-15 02:00:09,215 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=1.26ms, fps=4369 images/s, loss=4.1549, top1-acc=6.39%, top5-acc=21.23%, remaining_time=0:00:00.988896, arrival_time=2021-04-15 02:00:10.204187, cost_time=0:00:11.125074 2021-04-15 02:00:09,776 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.19ms, fps=4564 images/s, loss=4.1317, top1-acc=6.72%, top5-acc=22.04%, remaining_time=0:00:00.369042, arrival_time=2021-04-15 02:00:10.145584, cost_time=0:00:11.686333 2021-04-15 02:00:10,125 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=0.05ms, fps=3897 images/s, loss=4.1177, top1-acc=6.90%, top5-acc=22.45%, remaining_time=0:00:00, arrival_time=2021-04-15 02:00:10.125848, cost_time=0:00:12.035653 2021-04-15 02:00:10,721 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=39.05ms, fps=4315 images/s, loss=3.7220, top1-acc=10.94%, top5-acc=34.92%, remaining_time=0:00:01.779780, arrival_time=2021-04-15 02:00:12.500985, cost_time=0:00:00.593261 2021-04-15 02:00:11,023 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=0.16ms, fps=8491 images/s, loss=3.7370, top1-acc=10.92%, top5-acc=34.63%, remaining_time=0:00:00.895520, arrival_time=2021-04-15 02:00:11.918855, cost_time=0:00:00.895529 2021-04-15 02:00:11,355 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=35.10ms, fps=7728 images/s, loss=3.7409, top1-acc=10.85%, top5-acc=34.71%, remaining_time=0:00:00.409070, arrival_time=2021-04-15 02:00:11.764127, cost_time=0:00:01.227212 2021-04-15 02:00:11,628 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=0.05ms, fps=8499 images/s, loss=3.7432, top1-acc=11.11%, top5-acc=34.76%, remaining_time=0:00:00, arrival_time=2021-04-15 02:00:11.628530, cost_time=0:00:01.500758 2021-04-15 02:00:11,741 INFO : Epoch=0001 complete, best val top1-acc=11.11%, top5-acc=34.76% (epoch=1), remaining_time=0:45:16.870783, arrival_time=2021-04-15 02:45:28.612590, cost_time=0:00:13.652617 2021-04-15 02:00:11,743 INFO : Train start, epoch=0002, lr=0.099994 2021-04-15 02:00:12,481 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=1.24ms, fps=3471 images/s, loss=3.6970, top1-acc=12.03%, top5-acc=35.55%, remaining_time=0:00:13.717128, arrival_time=2021-04-15 02:00:26.198088, cost_time=0:00:00.737478 2021-04-15 02:00:13,027 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=1.18ms, fps=4690 images/s, loss=3.6492, top1-acc=13.44%, top5-acc=37.64%, remaining_time=0:00:11.296560, arrival_time=2021-04-15 02:00:24.323731, cost_time=0:00:01.283698 2021-04-15 02:00:13,659 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=1.21ms, fps=4050 images/s, loss=3.6419, top1-acc=13.40%, top5-acc=38.22%, remaining_time=0:00:10.602420, arrival_time=2021-04-15 02:00:24.261995, cost_time=0:00:01.916100 2021-04-15 02:00:14,239 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=1.11ms, fps=4417 images/s, loss=3.6290, top1-acc=13.65%, top5-acc=38.34%, remaining_time=0:00:09.734244, arrival_time=2021-04-15 02:00:23.973689, cost_time=0:00:02.495965 2021-04-15 02:00:14,803 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=1.43ms, fps=4542 images/s, loss=3.6184, top1-acc=13.87%, top5-acc=38.59%, remaining_time=0:00:08.934908, arrival_time=2021-04-15 02:00:23.738361, cost_time=0:00:03.059906 2021-04-15 02:00:15,405 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=1.34ms, fps=4253 images/s, loss=3.6079, top1-acc=14.10%, top5-acc=38.90%, remaining_time=0:00:08.301168, arrival_time=2021-04-15 02:00:23.706938, cost_time=0:00:03.662290 2021-04-15 02:00:16,019 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=1.59ms, fps=4174 images/s, loss=3.5945, top1-acc=14.27%, top5-acc=39.31%, remaining_time=0:00:07.696836, arrival_time=2021-04-15 02:00:23.716381, cost_time=0:00:04.275993 2021-04-15 02:00:16,684 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=1.39ms, fps=3852 images/s, loss=3.5876, top1-acc=14.32%, top5-acc=39.58%, remaining_time=0:00:07.164624, arrival_time=2021-04-15 02:00:23.849265, cost_time=0:00:04.941146 2021-04-15 02:00:17,295 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.52ms, fps=4196 images/s, loss=3.5689, top1-acc=14.55%, top5-acc=40.04%, remaining_time=0:00:06.538610, arrival_time=2021-04-15 02:00:23.833763, cost_time=0:00:05.551677 2021-04-15 02:00:17,875 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=1.48ms, fps=4415 images/s, loss=3.5549, top1-acc=14.91%, top5-acc=40.46%, remaining_time=0:00:05.886624, arrival_time=2021-04-15 02:00:23.762065, cost_time=0:00:06.131897 2021-04-15 02:00:18,421 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=1.43ms, fps=4689 images/s, loss=3.5430, top1-acc=15.09%, top5-acc=40.66%, remaining_time=0:00:05.221232, arrival_time=2021-04-15 02:00:23.643033, cost_time=0:00:06.678316 2021-04-15 02:00:19,003 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=1.49ms, fps=4401 images/s, loss=3.5313, top1-acc=15.35%, top5-acc=40.97%, remaining_time=0:00:04.598228, arrival_time=2021-04-15 02:00:23.602074, cost_time=0:00:07.260337 2021-04-15 02:00:19,591 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=1.27ms, fps=4360 images/s, loss=3.5250, top1-acc=15.53%, top5-acc=41.08%, remaining_time=0:00:03.984354, arrival_time=2021-04-15 02:00:23.575758, cost_time=0:00:07.847927 2021-04-15 02:00:20,189 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=1.26ms, fps=4287 images/s, loss=3.5140, top1-acc=15.71%, top5-acc=41.44%, remaining_time=0:00:03.378144, arrival_time=2021-04-15 02:00:23.567093, cost_time=0:00:08.445393 2021-04-15 02:00:20,781 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=1.28ms, fps=4325 images/s, loss=3.5040, top1-acc=15.89%, top5-acc=41.79%, remaining_time=0:00:02.771638, arrival_time=2021-04-15 02:00:23.552987, cost_time=0:00:09.037881 2021-04-15 02:00:21,367 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=1.25ms, fps=4371 images/s, loss=3.4940, top1-acc=16.05%, top5-acc=42.07%, remaining_time=0:00:02.165364, arrival_time=2021-04-15 02:00:23.532695, cost_time=0:00:09.623849 2021-04-15 02:00:21,925 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=2.22ms, fps=4594 images/s, loss=3.4855, top1-acc=16.15%, top5-acc=42.30%, remaining_time=0:00:01.557166, arrival_time=2021-04-15 02:00:23.482115, cost_time=0:00:10.181424 2021-04-15 02:00:22,517 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=1.45ms, fps=4323 images/s, loss=3.4746, top1-acc=16.34%, top5-acc=42.58%, remaining_time=0:00:00.957696, arrival_time=2021-04-15 02:00:23.475249, cost_time=0:00:10.774072 2021-04-15 02:00:23,112 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.18ms, fps=4304 images/s, loss=3.4650, top1-acc=16.48%, top5-acc=42.89%, remaining_time=0:00:00.359028, arrival_time=2021-04-15 02:00:23.471670, cost_time=0:00:11.369176 2021-04-15 02:00:23,428 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=0.06ms, fps=4310 images/s, loss=3.4600, top1-acc=16.57%, top5-acc=43.08%, remaining_time=0:00:00, arrival_time=2021-04-15 02:00:23.428482, cost_time=0:00:11.685008 2021-04-15 02:00:23,834 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=26.02ms, fps=6323 images/s, loss=3.4837, top1-acc=17.50%, top5-acc=42.19%, remaining_time=0:00:01.214610, arrival_time=2021-04-15 02:00:25.049498, cost_time=0:00:00.404866 2021-04-15 02:00:24,144 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=30.60ms, fps=8273 images/s, loss=3.4917, top1-acc=16.39%, top5-acc=42.42%, remaining_time=0:00:00.714620, arrival_time=2021-04-15 02:00:24.859290, cost_time=0:00:00.714616 2021-04-15 02:00:24,473 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=0.21ms, fps=7792 images/s, loss=3.4886, top1-acc=16.15%, top5-acc=42.37%, remaining_time=0:00:00.347870, arrival_time=2021-04-15 02:00:24.821573, cost_time=0:00:01.043621 2021-04-15 02:00:24,760 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=1.09ms, fps=8096 images/s, loss=3.4742, top1-acc=16.24%, top5-acc=42.70%, remaining_time=0:00:00, arrival_time=2021-04-15 02:00:24.760708, cost_time=0:00:01.330716 2021-04-15 02:00:24,873 INFO : Epoch=0002 complete, best val top1-acc=16.24%, top5-acc=42.70% (epoch=2), remaining_time=0:44:11.624712, arrival_time=2021-04-15 02:44:36.498012, cost_time=0:00:26.784089 2021-04-15 02:00:24,874 INFO : Train start, epoch=0003, lr=0.099975 2021-04-15 02:00:25,654 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=0.16ms, fps=3285 images/s, loss=3.3054, top1-acc=19.10%, top5-acc=47.19%, remaining_time=0:00:14.494794, arrival_time=2021-04-15 02:00:40.148784, cost_time=0:00:00.779289 2021-04-15 02:00:26,226 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=1.39ms, fps=4474 images/s, loss=3.2745, top1-acc=19.98%, top5-acc=48.14%, remaining_time=0:00:11.897424, arrival_time=2021-04-15 02:00:38.124114, cost_time=0:00:01.351989 2021-04-15 02:00:26,818 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=1.72ms, fps=4328 images/s, loss=3.2558, top1-acc=20.30%, top5-acc=48.42%, remaining_time=0:00:10.756468, arrival_time=2021-04-15 02:00:37.575090, cost_time=0:00:01.943948 2021-04-15 02:00:27,435 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.40ms, fps=4156 images/s, loss=3.2265, top1-acc=20.86%, top5-acc=49.23%, remaining_time=0:00:09.985248, arrival_time=2021-04-15 02:00:37.420226, cost_time=0:00:02.560305 2021-04-15 02:00:27,993 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=1.76ms, fps=4589 images/s, loss=3.1991, top1-acc=21.32%, top5-acc=50.16%, remaining_time=0:00:09.106020, arrival_time=2021-04-15 02:00:37.099227, cost_time=0:00:03.118496 2021-04-15 02:00:28,591 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=1.80ms, fps=4279 images/s, loss=3.1901, top1-acc=21.46%, top5-acc=50.40%, remaining_time=0:00:08.425744, arrival_time=2021-04-15 02:00:37.017670, cost_time=0:00:03.717227 2021-04-15 02:00:29,217 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=1.65ms, fps=4097 images/s, loss=3.1802, top1-acc=21.70%, top5-acc=50.59%, remaining_time=0:00:07.816536, arrival_time=2021-04-15 02:00:37.033695, cost_time=0:00:04.342490 2021-04-15 02:00:29,823 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=1.41ms, fps=4227 images/s, loss=3.1748, top1-acc=21.86%, top5-acc=50.76%, remaining_time=0:00:07.175180, arrival_time=2021-04-15 02:00:36.998279, cost_time=0:00:04.948430 2021-04-15 02:00:30,353 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=1.22ms, fps=4828 images/s, loss=3.1683, top1-acc=21.89%, top5-acc=50.90%, remaining_time=0:00:06.453068, arrival_time=2021-04-15 02:00:36.806775, cost_time=0:00:05.478988 2021-04-15 02:00:30,940 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=1.29ms, fps=4367 images/s, loss=3.1585, top1-acc=22.05%, top5-acc=51.17%, remaining_time=0:00:05.822976, arrival_time=2021-04-15 02:00:36.763261, cost_time=0:00:06.065605 2021-04-15 02:00:31,581 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=2.12ms, fps=3998 images/s, loss=3.1496, top1-acc=22.23%, top5-acc=51.37%, remaining_time=0:00:05.243162, arrival_time=2021-04-15 02:00:36.824300, cost_time=0:00:06.706332 2021-04-15 02:00:32,213 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=1.26ms, fps=4054 images/s, loss=3.1443, top1-acc=22.36%, top5-acc=51.44%, remaining_time=0:00:04.647704, arrival_time=2021-04-15 02:00:36.860881, cost_time=0:00:07.338502 2021-04-15 02:00:32,838 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=2.08ms, fps=4097 images/s, loss=3.1372, top1-acc=22.49%, top5-acc=51.66%, remaining_time=0:00:04.043094, arrival_time=2021-04-15 02:00:36.881465, cost_time=0:00:07.963646 2021-04-15 02:00:33,435 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=1.47ms, fps=4293 images/s, loss=3.1312, top1-acc=22.59%, top5-acc=51.80%, remaining_time=0:00:03.424176, arrival_time=2021-04-15 02:00:36.859282, cost_time=0:00:08.560440 2021-04-15 02:00:34,034 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.43ms, fps=4270 images/s, loss=3.1232, top1-acc=22.76%, top5-acc=51.93%, remaining_time=0:00:02.809128, arrival_time=2021-04-15 02:00:36.844060, cost_time=0:00:09.160265 2021-04-15 02:00:34,585 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=1.23ms, fps=4653 images/s, loss=3.1126, top1-acc=22.93%, top5-acc=52.22%, remaining_time=0:00:02.184912, arrival_time=2021-04-15 02:00:36.770372, cost_time=0:00:09.710795 2021-04-15 02:00:35,131 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=1.81ms, fps=4691 images/s, loss=3.1068, top1-acc=23.07%, top5-acc=52.36%, remaining_time=0:00:01.568710, arrival_time=2021-04-15 02:00:36.700318, cost_time=0:00:10.256867 2021-04-15 02:00:35,741 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=1.84ms, fps=4201 images/s, loss=3.0994, top1-acc=23.20%, top5-acc=52.62%, remaining_time=0:00:00.965936, arrival_time=2021-04-15 02:00:36.707371, cost_time=0:00:10.866763 2021-04-15 02:00:36,305 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.35ms, fps=4539 images/s, loss=3.0906, top1-acc=23.41%, top5-acc=52.85%, remaining_time=0:00:00.360978, arrival_time=2021-04-15 02:00:36.666678, cost_time=0:00:11.431027 2021-04-15 02:00:36,629 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=0.05ms, fps=4199 images/s, loss=3.0863, top1-acc=23.46%, top5-acc=52.95%, remaining_time=0:00:00, arrival_time=2021-04-15 02:00:36.629937, cost_time=0:00:11.755277 2021-04-15 02:00:37,047 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=4.61ms, fps=6154 images/s, loss=3.3267, top1-acc=21.13%, top5-acc=49.65%, remaining_time=0:00:01.247850, arrival_time=2021-04-15 02:00:38.295364, cost_time=0:00:00.415951 2021-04-15 02:00:37,281 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=0.24ms, fps=10944 images/s, loss=3.3429, top1-acc=20.47%, top5-acc=48.54%, remaining_time=0:00:00.650360, arrival_time=2021-04-15 02:00:37.932222, cost_time=0:00:00.650368 2021-04-15 02:00:37,618 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=0.24ms, fps=7603 images/s, loss=3.3737, top1-acc=19.86%, top5-acc=48.05%, remaining_time=0:00:00.329130, arrival_time=2021-04-15 02:00:37.948026, cost_time=0:00:00.987384 2021-04-15 02:00:37,873 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=0.05ms, fps=9131 images/s, loss=3.3761, top1-acc=20.24%, top5-acc=48.10%, remaining_time=0:00:00, arrival_time=2021-04-15 02:00:37.873301, cost_time=0:00:01.241818 2021-04-15 02:00:37,985 INFO : Epoch=0003 complete, best val top1-acc=20.24%, top5-acc=48.10% (epoch=3), remaining_time=0:43:39.859266, arrival_time=2021-04-15 02:44:17.844796, cost_time=0:00:39.896335 2021-04-15 02:00:37,986 INFO : Train start, epoch=0004, lr=0.099944 2021-04-15 02:00:38,685 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=1.95ms, fps=3663 images/s, loss=2.8959, top1-acc=26.84%, top5-acc=58.59%, remaining_time=0:00:12.998796, arrival_time=2021-04-15 02:00:51.684414, cost_time=0:00:00.698858 2021-04-15 02:00:39,304 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=1.44ms, fps=4139 images/s, loss=2.9223, top1-acc=26.31%, top5-acc=57.30%, remaining_time=0:00:11.597344, arrival_time=2021-04-15 02:00:50.901975, cost_time=0:00:01.317877 2021-04-15 02:00:39,928 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=1.50ms, fps=4108 images/s, loss=2.8882, top1-acc=27.19%, top5-acc=58.10%, remaining_time=0:00:10.742690, arrival_time=2021-04-15 02:00:50.670878, cost_time=0:00:01.941443 2021-04-15 02:00:40,505 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=1.22ms, fps=4437 images/s, loss=2.8713, top1-acc=27.50%, top5-acc=58.34%, remaining_time=0:00:09.822852, arrival_time=2021-04-15 02:00:50.328342, cost_time=0:00:02.518698 2021-04-15 02:00:41,160 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=1.68ms, fps=3913 images/s, loss=2.8652, top1-acc=27.50%, top5-acc=58.40%, remaining_time=0:00:09.266328, arrival_time=2021-04-15 02:00:50.426532, cost_time=0:00:03.173421 2021-04-15 02:00:41,775 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=1.70ms, fps=4161 images/s, loss=2.8564, top1-acc=27.99%, top5-acc=58.58%, remaining_time=0:00:08.588536, arrival_time=2021-04-15 02:00:50.364318, cost_time=0:00:03.789045 2021-04-15 02:00:42,337 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=1.49ms, fps=4564 images/s, loss=2.8582, top1-acc=27.78%, top5-acc=58.58%, remaining_time=0:00:07.830648, arrival_time=2021-04-15 02:00:50.167724, cost_time=0:00:04.350333 2021-04-15 02:00:42,872 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=1.21ms, fps=4785 images/s, loss=2.8534, top1-acc=27.81%, top5-acc=58.75%, remaining_time=0:00:07.084236, arrival_time=2021-04-15 02:00:49.956657, cost_time=0:00:04.885681 2021-04-15 02:00:43,501 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=1.37ms, fps=4073 images/s, loss=2.8492, top1-acc=27.79%, top5-acc=58.75%, remaining_time=0:00:06.494938, arrival_time=2021-04-15 02:00:49.996270, cost_time=0:00:05.514578 2021-04-15 02:00:44,090 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=1.33ms, fps=4349 images/s, loss=2.8480, top1-acc=27.86%, top5-acc=58.78%, remaining_time=0:00:05.859360, arrival_time=2021-04-15 02:00:49.949650, cost_time=0:00:06.103545 2021-04-15 02:00:44,635 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=1.63ms, fps=4700 images/s, loss=2.8430, top1-acc=28.03%, top5-acc=58.94%, remaining_time=0:00:05.197926, arrival_time=2021-04-15 02:00:49.833287, cost_time=0:00:06.648551 2021-04-15 02:00:45,186 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=1.26ms, fps=4649 images/s, loss=2.8371, top1-acc=28.08%, top5-acc=59.07%, remaining_time=0:00:04.559772, arrival_time=2021-04-15 02:00:49.746202, cost_time=0:00:07.199687 2021-04-15 02:00:45,828 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=1.33ms, fps=3991 images/s, loss=2.8326, top1-acc=28.09%, top5-acc=59.28%, remaining_time=0:00:03.980988, arrival_time=2021-04-15 02:00:49.809171, cost_time=0:00:07.841395 2021-04-15 02:00:46,403 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=1.35ms, fps=4450 images/s, loss=2.8272, top1-acc=28.26%, top5-acc=59.40%, remaining_time=0:00:03.366832, arrival_time=2021-04-15 02:00:49.770700, cost_time=0:00:08.417123 2021-04-15 02:00:47,097 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=1.86ms, fps=3695 images/s, loss=2.8219, top1-acc=28.37%, top5-acc=59.54%, remaining_time=0:00:02.793810, arrival_time=2021-04-15 02:00:49.890799, cost_time=0:00:09.110248 2021-04-15 02:00:47,729 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=1.29ms, fps=4053 images/s, loss=2.8152, top1-acc=28.48%, top5-acc=59.69%, remaining_time=0:00:02.192004, arrival_time=2021-04-15 02:00:49.920990, cost_time=0:00:09.742243 2021-04-15 02:00:48,263 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=1.22ms, fps=4790 images/s, loss=2.8111, top1-acc=28.51%, top5-acc=59.80%, remaining_time=0:00:01.571778, arrival_time=2021-04-15 02:00:49.835493, cost_time=0:00:10.276984 2021-04-15 02:00:48,792 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=1.30ms, fps=4848 images/s, loss=2.8049, top1-acc=28.66%, top5-acc=59.95%, remaining_time=0:00:00.960480, arrival_time=2021-04-15 02:00:49.752564, cost_time=0:00:10.805344 2021-04-15 02:00:49,328 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=1.26ms, fps=4775 images/s, loss=2.7967, top1-acc=28.78%, top5-acc=60.16%, remaining_time=0:00:00.358158, arrival_time=2021-04-15 02:00:49.686655, cost_time=0:00:11.341752 2021-04-15 02:00:49,636 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=0.05ms, fps=4426 images/s, loss=2.7910, top1-acc=28.87%, top5-acc=60.31%, remaining_time=0:00:00, arrival_time=2021-04-15 02:00:49.636098, cost_time=0:00:11.649351 2021-04-15 02:00:50,059 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=0.28ms, fps=6064 images/s, loss=2.8115, top1-acc=30.00%, top5-acc=60.43%, remaining_time=0:00:01.266510, arrival_time=2021-04-15 02:00:51.326446, cost_time=0:00:00.422169 2021-04-15 02:00:50,326 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=2.48ms, fps=9613 images/s, loss=2.8134, top1-acc=29.47%, top5-acc=60.14%, remaining_time=0:00:00.688780, arrival_time=2021-04-15 02:00:51.015329, cost_time=0:00:00.688776 2021-04-15 02:00:50,661 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=0.23ms, fps=7640 images/s, loss=2.8252, top1-acc=28.98%, top5-acc=59.62%, remaining_time=0:00:00.341380, arrival_time=2021-04-15 02:00:51.003322, cost_time=0:00:01.024126 2021-04-15 02:00:50,922 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=0.05ms, fps=8904 images/s, loss=2.8107, top1-acc=29.24%, top5-acc=59.89%, remaining_time=0:00:00, arrival_time=2021-04-15 02:00:50.922867, cost_time=0:00:01.285104 2021-04-15 02:00:51,030 INFO : Epoch=0004 complete, best val top1-acc=29.24%, top5-acc=59.89% (epoch=4), remaining_time=0:43:14.121544, arrival_time=2021-04-15 02:44:05.151989, cost_time=0:00:52.941254 2021-04-15 02:00:51,031 INFO : Train start, epoch=0005, lr=0.099901 2021-04-15 02:00:51,821 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=0.28ms, fps=3241 images/s, loss=2.6319, top1-acc=32.46%, top5-acc=64.02%, remaining_time=0:00:14.689536, arrival_time=2021-04-15 02:01:06.510983, cost_time=0:00:00.789758 2021-04-15 02:00:52,385 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=1.37ms, fps=4540 images/s, loss=2.6350, top1-acc=32.25%, top5-acc=64.43%, remaining_time=0:00:11.915024, arrival_time=2021-04-15 02:01:04.300739, cost_time=0:00:01.353983 2021-04-15 02:00:52,947 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=1.30ms, fps=4563 images/s, loss=2.6304, top1-acc=32.21%, top5-acc=64.43%, remaining_time=0:00:10.599266, arrival_time=2021-04-15 02:01:03.546495, cost_time=0:00:01.915531 2021-04-15 02:00:53,548 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=1.35ms, fps=4261 images/s, loss=2.6454, top1-acc=32.08%, top5-acc=63.81%, remaining_time=0:00:09.815052, arrival_time=2021-04-15 02:01:03.363413, cost_time=0:00:02.516667 2021-04-15 02:00:54,156 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=1.55ms, fps=4213 images/s, loss=2.6246, top1-acc=32.59%, top5-acc=64.33%, remaining_time=0:00:09.124124, arrival_time=2021-04-15 02:01:03.280493, cost_time=0:00:03.124686 2021-04-15 02:00:54,744 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=1.43ms, fps=4357 images/s, loss=2.6118, top1-acc=33.16%, top5-acc=64.56%, remaining_time=0:00:08.415136, arrival_time=2021-04-15 02:01:03.159410, cost_time=0:00:03.712566 2021-04-15 02:00:55,316 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=1.28ms, fps=4476 images/s, loss=2.5999, top1-acc=33.40%, top5-acc=64.82%, remaining_time=0:00:07.712712, arrival_time=2021-04-15 02:01:03.029316, cost_time=0:00:04.284854 2021-04-15 02:00:55,899 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=1.72ms, fps=4392 images/s, loss=2.5936, top1-acc=33.38%, top5-acc=65.15%, remaining_time=0:00:07.058948, arrival_time=2021-04-15 02:01:02.958877, cost_time=0:00:04.868230 2021-04-15 02:00:56,478 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=1.50ms, fps=4429 images/s, loss=2.5838, top1-acc=33.58%, top5-acc=65.36%, remaining_time=0:00:06.414908, arrival_time=2021-04-15 02:01:02.893295, cost_time=0:00:05.446629 2021-04-15 02:00:57,030 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=1.22ms, fps=4638 images/s, loss=2.5782, top1-acc=33.73%, top5-acc=65.45%, remaining_time=0:00:05.759136, arrival_time=2021-04-15 02:01:02.789924, cost_time=0:00:05.999103 2021-04-15 02:00:57,601 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=1.31ms, fps=4488 images/s, loss=2.5725, top1-acc=33.81%, top5-acc=65.57%, remaining_time=0:00:05.136436, arrival_time=2021-04-15 02:01:02.738021, cost_time=0:00:06.569894 2021-04-15 02:00:58,167 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=1.35ms, fps=4524 images/s, loss=2.5678, top1-acc=33.85%, top5-acc=65.67%, remaining_time=0:00:04.519568, arrival_time=2021-04-15 02:01:02.687404, cost_time=0:00:07.136147 2021-04-15 02:00:58,767 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=1.35ms, fps=4273 images/s, loss=2.5621, top1-acc=33.93%, top5-acc=65.82%, remaining_time=0:00:03.927330, arrival_time=2021-04-15 02:01:02.694642, cost_time=0:00:07.735630 2021-04-15 02:00:59,408 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=1.26ms, fps=3996 images/s, loss=2.5603, top1-acc=33.96%, top5-acc=65.84%, remaining_time=0:00:03.350592, arrival_time=2021-04-15 02:01:02.758824, cost_time=0:00:08.376545 2021-04-15 02:00:59,949 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=1.37ms, fps=4735 images/s, loss=2.5583, top1-acc=33.98%, top5-acc=65.90%, remaining_time=0:00:02.734700, arrival_time=2021-04-15 02:01:02.683881, cost_time=0:00:08.917483 2021-04-15 02:01:00,547 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=1.70ms, fps=4285 images/s, loss=2.5549, top1-acc=34.03%, top5-acc=65.98%, remaining_time=0:00:02.140956, arrival_time=2021-04-15 02:01:02.688017, cost_time=0:00:09.515365 2021-04-15 02:01:01,188 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.25ms, fps=3992 images/s, loss=2.5530, top1-acc=34.11%, top5-acc=65.98%, remaining_time=0:00:01.553422, arrival_time=2021-04-15 02:01:02.742168, cost_time=0:00:10.156988 2021-04-15 02:01:01,751 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=1.22ms, fps=4553 images/s, loss=2.5503, top1-acc=34.13%, top5-acc=65.99%, remaining_time=0:00:00.952864, arrival_time=2021-04-15 02:01:02.704256, cost_time=0:00:10.719699 2021-04-15 02:01:02,293 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.02ms, fps=4721 images/s, loss=2.5482, top1-acc=34.16%, top5-acc=66.04%, remaining_time=0:00:00.355650, arrival_time=2021-04-15 02:01:02.649578, cost_time=0:00:11.262252 2021-04-15 02:01:02,607 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=0.07ms, fps=4346 images/s, loss=2.5475, top1-acc=34.16%, top5-acc=66.07%, remaining_time=0:00:00, arrival_time=2021-04-15 02:01:02.607176, cost_time=0:00:11.575467 2021-04-15 02:01:02,978 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=3.25ms, fps=6935 images/s, loss=3.1704, top1-acc=23.67%, top5-acc=51.21%, remaining_time=0:00:01.107390, arrival_time=2021-04-15 02:01:04.085810, cost_time=0:00:00.369131 2021-04-15 02:01:03,321 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=0.41ms, fps=7465 images/s, loss=3.1197, top1-acc=24.37%, top5-acc=52.87%, remaining_time=0:00:00.712360, arrival_time=2021-04-15 02:01:04.034027, cost_time=0:00:00.712358 2021-04-15 02:01:03,649 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=63.93ms, fps=7812 images/s, loss=3.1066, top1-acc=24.71%, top5-acc=53.06%, remaining_time=0:00:00.346820, arrival_time=2021-04-15 02:01:03.996626, cost_time=0:00:01.040474 2021-04-15 02:01:03,925 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.05ms, fps=8429 images/s, loss=3.0685, top1-acc=25.07%, top5-acc=53.24%, remaining_time=0:00:00, arrival_time=2021-04-15 02:01:03.925449, cost_time=0:00:01.316188 2021-04-15 02:01:03,982 INFO : Epoch=0005 complete, best val top1-acc=29.24%, top5-acc=59.89% (epoch=4), remaining_time=0:42:49.828170, arrival_time=2021-04-15 02:43:53.810389, cost_time=0:01:05.893028 2021-04-15 02:01:03,983 INFO : Train start, epoch=0006, lr=0.099846 2021-04-15 02:01:04,789 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=0.17ms, fps=3175 images/s, loss=2.4419, top1-acc=35.90%, top5-acc=68.71%, remaining_time=0:00:14.999226, arrival_time=2021-04-15 02:01:19.789068, cost_time=0:00:00.806410 2021-04-15 02:01:05,335 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=1.28ms, fps=4692 images/s, loss=2.4302, top1-acc=36.05%, top5-acc=68.77%, remaining_time=0:00:11.901120, arrival_time=2021-04-15 02:01:17.236942, cost_time=0:00:01.352392 2021-04-15 02:01:05,864 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=1.38ms, fps=4848 images/s, loss=2.4145, top1-acc=36.52%, top5-acc=69.14%, remaining_time=0:00:10.406872, arrival_time=2021-04-15 02:01:16.271082, cost_time=0:00:01.880774 2021-04-15 02:01:06,392 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=1.29ms, fps=4845 images/s, loss=2.3934, top1-acc=37.07%, top5-acc=69.67%, remaining_time=0:00:09.396660, arrival_time=2021-04-15 02:01:15.789513, cost_time=0:00:02.409414 2021-04-15 02:01:06,922 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=1.36ms, fps=4834 images/s, loss=2.3871, top1-acc=37.25%, top5-acc=69.75%, remaining_time=0:00:08.582756, arrival_time=2021-04-15 02:01:15.505512, cost_time=0:00:02.939325 2021-04-15 02:01:07,451 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=1.22ms, fps=4842 images/s, loss=2.3831, top1-acc=37.42%, top5-acc=69.75%, remaining_time=0:00:07.861480, arrival_time=2021-04-15 02:01:15.313221, cost_time=0:00:03.468307 2021-04-15 02:01:07,981 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=1.55ms, fps=4833 images/s, loss=2.3787, top1-acc=37.47%, top5-acc=69.91%, remaining_time=0:00:07.196994, arrival_time=2021-04-15 02:01:15.178744, cost_time=0:00:03.998312 2021-04-15 02:01:08,549 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=1.28ms, fps=4515 images/s, loss=2.3714, top1-acc=37.77%, top5-acc=70.12%, remaining_time=0:00:06.620236, arrival_time=2021-04-15 02:01:15.169309, cost_time=0:00:04.565643 2021-04-15 02:01:09,196 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=1.42ms, fps=3957 images/s, loss=2.3802, top1-acc=37.49%, top5-acc=69.84%, remaining_time=0:00:06.139732, arrival_time=2021-04-15 02:01:15.336212, cost_time=0:00:05.212977 2021-04-15 02:01:09,820 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=1.47ms, fps=4103 images/s, loss=2.3728, top1-acc=37.59%, top5-acc=69.97%, remaining_time=0:00:05.604000, arrival_time=2021-04-15 02:01:15.424896, cost_time=0:00:05.837459 2021-04-15 02:01:10,431 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=1.24ms, fps=4196 images/s, loss=2.3677, top1-acc=37.70%, top5-acc=70.03%, remaining_time=0:00:05.041148, arrival_time=2021-04-15 02:01:15.472535, cost_time=0:00:06.447953 2021-04-15 02:01:11,025 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=1.18ms, fps=4310 images/s, loss=2.3654, top1-acc=37.81%, top5-acc=70.11%, remaining_time=0:00:04.460060, arrival_time=2021-04-15 02:01:15.485745, cost_time=0:00:07.042242 2021-04-15 02:01:11,561 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=1.20ms, fps=4780 images/s, loss=2.3629, top1-acc=37.88%, top5-acc=70.18%, remaining_time=0:00:03.847338, arrival_time=2021-04-15 02:01:15.408904, cost_time=0:00:07.578134 2021-04-15 02:01:12,113 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=1.34ms, fps=4637 images/s, loss=2.3642, top1-acc=37.87%, top5-acc=70.15%, remaining_time=0:00:03.252200, arrival_time=2021-04-15 02:01:15.366134, cost_time=0:00:08.130506 2021-04-15 02:01:12,678 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=1.50ms, fps=4539 images/s, loss=2.3610, top1-acc=37.88%, top5-acc=70.24%, remaining_time=0:00:02.666390, arrival_time=2021-04-15 02:01:15.344617, cost_time=0:00:08.694784 2021-04-15 02:01:13,266 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=1.49ms, fps=4358 images/s, loss=2.3602, top1-acc=37.88%, top5-acc=70.27%, remaining_time=0:00:02.088576, arrival_time=2021-04-15 02:01:15.354539, cost_time=0:00:09.282524 2021-04-15 02:01:13,792 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=1.35ms, fps=4865 images/s, loss=2.3583, top1-acc=37.96%, top5-acc=70.30%, remaining_time=0:00:01.500200, arrival_time=2021-04-15 02:01:15.292658, cost_time=0:00:09.809022 2021-04-15 02:01:14,321 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=1.31ms, fps=4841 images/s, loss=2.3509, top1-acc=38.10%, top5-acc=70.53%, remaining_time=0:00:00.918944, arrival_time=2021-04-15 02:01:15.240517, cost_time=0:00:10.338137 2021-04-15 02:01:14,850 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=1.26ms, fps=4846 images/s, loss=2.3473, top1-acc=38.13%, top5-acc=70.62%, remaining_time=0:00:00.343158, arrival_time=2021-04-15 02:01:15.193330, cost_time=0:00:10.866757 2021-04-15 02:01:15,156 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=0.05ms, fps=4440 images/s, loss=2.3456, top1-acc=38.19%, top5-acc=70.62%, remaining_time=0:00:00, arrival_time=2021-04-15 02:01:15.156818, cost_time=0:00:11.173342 2021-04-15 02:01:15,566 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=42.19ms, fps=6277 images/s, loss=2.5149, top1-acc=34.96%, top5-acc=67.50%, remaining_time=0:00:01.223460, arrival_time=2021-04-15 02:01:16.789721, cost_time=0:00:00.407821 2021-04-15 02:01:15,840 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=2.17ms, fps=9356 images/s, loss=2.5235, top1-acc=34.63%, top5-acc=66.86%, remaining_time=0:00:00.681760, arrival_time=2021-04-15 02:01:16.521977, cost_time=0:00:00.681753 2021-04-15 02:01:16,189 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=0.17ms, fps=7331 images/s, loss=2.5227, top1-acc=34.73%, top5-acc=66.80%, remaining_time=0:00:00.343790, arrival_time=2021-04-15 02:01:16.533588, cost_time=0:00:01.031374 2021-04-15 02:01:16,429 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.05ms, fps=9694 images/s, loss=2.5499, top1-acc=34.61%, top5-acc=66.51%, remaining_time=0:00:00, arrival_time=2021-04-15 02:01:16.429430, cost_time=0:00:01.271007 2021-04-15 02:01:16,536 INFO : Epoch=0006 complete, best val top1-acc=34.61%, top5-acc=66.51% (epoch=6), remaining_time=0:42:16.473952, arrival_time=2021-04-15 02:43:33.010794, cost_time=0:01:18.447647 2021-04-15 02:01:16,538 INFO : Train start, epoch=0007, lr=0.099778 2021-04-15 02:01:17,338 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=0.29ms, fps=3200 images/s, loss=2.2503, top1-acc=39.61%, top5-acc=72.70%, remaining_time=0:00:14.877396, arrival_time=2021-04-15 02:01:32.215365, cost_time=0:00:00.799865 2021-04-15 02:01:17,929 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=1.57ms, fps=4331 images/s, loss=2.2316, top1-acc=39.98%, top5-acc=73.30%, remaining_time=0:00:12.242912, arrival_time=2021-04-15 02:01:30.172260, cost_time=0:00:01.391239 2021-04-15 02:01:18,505 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=1.83ms, fps=4447 images/s, loss=2.2161, top1-acc=40.23%, top5-acc=73.50%, remaining_time=0:00:10.885284, arrival_time=2021-04-15 02:01:29.390648, cost_time=0:00:01.967217 2021-04-15 02:01:19,082 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=1.54ms, fps=4438 images/s, loss=2.2226, top1-acc=40.57%, top5-acc=73.42%, remaining_time=0:00:09.923316, arrival_time=2021-04-15 02:01:29.005864, cost_time=0:00:02.544442 2021-04-15 02:01:19,705 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=1.88ms, fps=4114 images/s, loss=2.2237, top1-acc=40.20%, top5-acc=73.54%, remaining_time=0:00:09.247786, arrival_time=2021-04-15 02:01:28.953019, cost_time=0:00:03.167047 2021-04-15 02:01:20,297 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=1.26ms, fps=4323 images/s, loss=2.2233, top1-acc=40.50%, top5-acc=73.44%, remaining_time=0:00:08.522304, arrival_time=2021-04-15 02:01:28.820232, cost_time=0:00:03.759812 2021-04-15 02:01:20,876 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=1.32ms, fps=4427 images/s, loss=2.2281, top1-acc=40.44%, top5-acc=73.51%, remaining_time=0:00:07.809228, arrival_time=2021-04-15 02:01:28.685778, cost_time=0:00:04.338436 2021-04-15 02:01:21,427 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=1.24ms, fps=4646 images/s, loss=2.2275, top1-acc=40.54%, top5-acc=73.43%, remaining_time=0:00:07.090152, arrival_time=2021-04-15 02:01:28.518039, cost_time=0:00:04.889783 2021-04-15 02:01:22,031 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=1.24ms, fps=4247 images/s, loss=2.2225, top1-acc=40.71%, top5-acc=73.37%, remaining_time=0:00:06.469392, arrival_time=2021-04-15 02:01:28.500415, cost_time=0:00:05.492895 2021-04-15 02:01:22,652 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=1.44ms, fps=4120 images/s, loss=2.2256, top1-acc=40.75%, top5-acc=73.26%, remaining_time=0:00:05.870112, arrival_time=2021-04-15 02:01:28.522937, cost_time=0:00:06.114712 2021-04-15 02:01:23,298 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=1.28ms, fps=3966 images/s, loss=2.2252, top1-acc=40.78%, top5-acc=73.19%, remaining_time=0:00:05.285474, arrival_time=2021-04-15 02:01:28.584049, cost_time=0:00:06.760465 2021-04-15 02:01:23,938 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=1.25ms, fps=4003 images/s, loss=2.2238, top1-acc=40.80%, top5-acc=73.21%, remaining_time=0:00:04.686844, arrival_time=2021-04-15 02:01:28.625192, cost_time=0:00:07.400245 2021-04-15 02:01:24,495 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=1.25ms, fps=4595 images/s, loss=2.2242, top1-acc=40.74%, top5-acc=73.18%, remaining_time=0:00:04.040058, arrival_time=2021-04-15 02:01:28.535848, cost_time=0:00:07.957684 2021-04-15 02:01:25,065 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=1.42ms, fps=4493 images/s, loss=2.2196, top1-acc=40.76%, top5-acc=73.23%, remaining_time=0:00:03.411072, arrival_time=2021-04-15 02:01:28.476921, cost_time=0:00:08.527737 2021-04-15 02:01:25,667 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=1.94ms, fps=4256 images/s, loss=2.2202, top1-acc=40.69%, top5-acc=73.22%, remaining_time=0:00:02.799744, arrival_time=2021-04-15 02:01:28.467447, cost_time=0:00:09.129552 2021-04-15 02:01:26,309 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=1.78ms, fps=3989 images/s, loss=2.2165, top1-acc=40.73%, top5-acc=73.28%, remaining_time=0:00:02.198628, arrival_time=2021-04-15 02:01:28.508482, cost_time=0:00:09.771746 2021-04-15 02:01:26,893 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=1.28ms, fps=4386 images/s, loss=2.2148, top1-acc=40.78%, top5-acc=73.35%, remaining_time=0:00:01.583816, arrival_time=2021-04-15 02:01:28.477635, cost_time=0:00:10.355720 2021-04-15 02:01:27,441 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=1.46ms, fps=4681 images/s, loss=2.2102, top1-acc=40.86%, top5-acc=73.44%, remaining_time=0:00:00.969152, arrival_time=2021-04-15 02:01:28.410210, cost_time=0:00:10.902954 2021-04-15 02:01:28,039 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.27ms, fps=4281 images/s, loss=2.2053, top1-acc=40.99%, top5-acc=73.56%, remaining_time=0:00:00.363198, arrival_time=2021-04-15 02:01:28.402596, cost_time=0:00:11.501286 2021-04-15 02:01:28,353 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=0.05ms, fps=4338 images/s, loss=2.2031, top1-acc=41.06%, top5-acc=73.61%, remaining_time=0:00:00, arrival_time=2021-04-15 02:01:28.353261, cost_time=0:00:11.815134 2021-04-15 02:01:28,785 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=0.17ms, fps=5952 images/s, loss=2.3399, top1-acc=38.83%, top5-acc=69.61%, remaining_time=0:00:01.290300, arrival_time=2021-04-15 02:01:30.075934, cost_time=0:00:00.430102 2021-04-15 02:01:29,073 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=0.28ms, fps=8921 images/s, loss=2.3542, top1-acc=39.10%, top5-acc=69.80%, remaining_time=0:00:00.717360, arrival_time=2021-04-15 02:01:29.790327, cost_time=0:00:00.717363 2021-04-15 02:01:29,425 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=0.30ms, fps=7262 images/s, loss=2.3571, top1-acc=38.63%, top5-acc=70.03%, remaining_time=0:00:00.356800, arrival_time=2021-04-15 02:01:29.782735, cost_time=0:00:01.070385 2021-04-15 02:01:29,692 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.05ms, fps=8722 images/s, loss=2.3606, top1-acc=38.24%, top5-acc=70.19%, remaining_time=0:00:00, arrival_time=2021-04-15 02:01:29.692236, cost_time=0:00:01.336705 2021-04-15 02:01:29,801 INFO : Epoch=0007 complete, best val top1-acc=38.24%, top5-acc=70.19% (epoch=7), remaining_time=0:42:08.626170, arrival_time=2021-04-15 02:43:38.427203, cost_time=0:01:31.711828 2021-04-15 02:01:29,802 INFO : Train start, epoch=0008, lr=0.099698 2021-04-15 02:01:30,564 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=0.16ms, fps=3358 images/s, loss=2.1521, top1-acc=42.66%, top5-acc=74.49%, remaining_time=0:00:14.177850, arrival_time=2021-04-15 02:01:44.742463, cost_time=0:00:00.762251 2021-04-15 02:01:31,179 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=1.45ms, fps=4168 images/s, loss=2.1220, top1-acc=42.91%, top5-acc=75.02%, remaining_time=0:00:12.116192, arrival_time=2021-04-15 02:01:43.295382, cost_time=0:00:01.376832 2021-04-15 02:01:31,758 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=1.56ms, fps=4422 images/s, loss=2.1070, top1-acc=43.50%, top5-acc=75.38%, remaining_time=0:00:10.823532, arrival_time=2021-04-15 02:01:42.581958, cost_time=0:00:01.956064 2021-04-15 02:01:32,340 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=1.45ms, fps=4398 images/s, loss=2.1065, top1-acc=43.64%, top5-acc=75.24%, remaining_time=0:00:09.899916, arrival_time=2021-04-15 02:01:42.240711, cost_time=0:00:02.538436 2021-04-15 02:01:32,885 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=1.22ms, fps=4702 images/s, loss=2.1023, top1-acc=43.64%, top5-acc=75.33%, remaining_time=0:00:09.003090, arrival_time=2021-04-15 02:01:41.888706, cost_time=0:00:03.083236 2021-04-15 02:01:33,462 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=1.48ms, fps=4438 images/s, loss=2.1015, top1-acc=43.60%, top5-acc=75.31%, remaining_time=0:00:08.297088, arrival_time=2021-04-15 02:01:41.759913, cost_time=0:00:03.660471 2021-04-15 02:01:34,038 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.29ms, fps=4454 images/s, loss=2.0960, top1-acc=43.74%, top5-acc=75.44%, remaining_time=0:00:07.624134, arrival_time=2021-04-15 02:01:41.662102, cost_time=0:00:04.235606 2021-04-15 02:01:34,605 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=1.43ms, fps=4517 images/s, loss=2.0927, top1-acc=43.79%, top5-acc=75.56%, remaining_time=0:00:06.963944, arrival_time=2021-04-15 02:01:41.569021, cost_time=0:00:04.802691 2021-04-15 02:01:35,164 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=1.47ms, fps=4577 images/s, loss=2.0999, top1-acc=43.58%, top5-acc=75.46%, remaining_time=0:00:06.315692, arrival_time=2021-04-15 02:01:41.480449, cost_time=0:00:05.362378 2021-04-15 02:01:35,776 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=1.23ms, fps=4188 images/s, loss=2.0978, top1-acc=43.51%, top5-acc=75.49%, remaining_time=0:00:05.735040, arrival_time=2021-04-15 02:01:41.511517, cost_time=0:00:05.974041 2021-04-15 02:01:36,351 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=1.27ms, fps=4454 images/s, loss=2.0937, top1-acc=43.49%, top5-acc=75.57%, remaining_time=0:00:05.120354, arrival_time=2021-04-15 02:01:41.472025, cost_time=0:00:06.549322 2021-04-15 02:01:36,927 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=1.26ms, fps=4447 images/s, loss=2.0914, top1-acc=43.57%, top5-acc=75.66%, remaining_time=0:00:04.512728, arrival_time=2021-04-15 02:01:41.440433, cost_time=0:00:07.125348 2021-04-15 02:01:37,482 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.41ms, fps=4618 images/s, loss=2.0882, top1-acc=43.67%, top5-acc=75.78%, remaining_time=0:00:03.899082, arrival_time=2021-04-15 02:01:41.381494, cost_time=0:00:07.680058 2021-04-15 02:01:38,028 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=1.25ms, fps=4690 images/s, loss=2.0879, top1-acc=43.70%, top5-acc=75.78%, remaining_time=0:00:03.290448, arrival_time=2021-04-15 02:01:41.318996, cost_time=0:00:08.226178 2021-04-15 02:01:38,565 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=1.27ms, fps=4775 images/s, loss=2.0838, top1-acc=43.78%, top5-acc=75.95%, remaining_time=0:00:02.687228, arrival_time=2021-04-15 02:01:41.252239, cost_time=0:00:08.762653 2021-04-15 02:01:39,106 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.28ms, fps=4731 images/s, loss=2.0784, top1-acc=43.87%, top5-acc=76.07%, remaining_time=0:00:02.093436, arrival_time=2021-04-15 02:01:41.199931, cost_time=0:00:09.304140 2021-04-15 02:01:39,647 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.30ms, fps=4737 images/s, loss=2.0758, top1-acc=43.89%, top5-acc=76.15%, remaining_time=0:00:01.505686, arrival_time=2021-04-15 02:01:41.152921, cost_time=0:00:09.844893 2021-04-15 02:01:40,266 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=1.35ms, fps=4137 images/s, loss=2.0748, top1-acc=43.89%, top5-acc=76.18%, remaining_time=0:00:00.930128, arrival_time=2021-04-15 02:01:41.196445, cost_time=0:00:10.463968 2021-04-15 02:01:40,908 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.02ms, fps=3988 images/s, loss=2.0762, top1-acc=43.92%, top5-acc=76.16%, remaining_time=0:00:00.350724, arrival_time=2021-04-15 02:01:41.259298, cost_time=0:00:11.106197 2021-04-15 02:01:41,221 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=0.05ms, fps=4358 images/s, loss=2.0747, top1-acc=44.00%, top5-acc=76.18%, remaining_time=0:00:00, arrival_time=2021-04-15 02:01:41.220981, cost_time=0:00:11.418643 2021-04-15 02:01:41,618 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=0.17ms, fps=6459 images/s, loss=2.2936, top1-acc=38.59%, top5-acc=72.54%, remaining_time=0:00:01.189020, arrival_time=2021-04-15 02:01:42.807783, cost_time=0:00:00.396345 2021-04-15 02:01:41,871 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=0.19ms, fps=10130 images/s, loss=2.3079, top1-acc=38.28%, top5-acc=71.97%, remaining_time=0:00:00.649380, arrival_time=2021-04-15 02:01:42.521167, cost_time=0:00:00.649376 2021-04-15 02:01:42,182 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=0.36ms, fps=8252 images/s, loss=2.3138, top1-acc=38.48%, top5-acc=71.84%, remaining_time=0:00:00.319970, arrival_time=2021-04-15 02:01:42.502306, cost_time=0:00:00.959909 2021-04-15 02:01:42,399 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=0.05ms, fps=10692 images/s, loss=2.3138, top1-acc=39.18%, top5-acc=72.17%, remaining_time=0:00:00, arrival_time=2021-04-15 02:01:42.399612, cost_time=0:00:01.177205 2021-04-15 02:01:42,506 INFO : Epoch=0008 complete, best val top1-acc=39.18%, top5-acc=72.17% (epoch=8), remaining_time=0:41:46.010880, arrival_time=2021-04-15 02:43:28.517190, cost_time=0:01:44.417121 2021-04-15 02:01:42,507 INFO : Train start, epoch=0009, lr=0.099606 2021-04-15 02:01:43,215 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=0.18ms, fps=3614 images/s, loss=1.9775, top1-acc=46.21%, top5-acc=77.42%, remaining_time=0:00:13.174380, arrival_time=2021-04-15 02:01:56.390256, cost_time=0:00:00.708300 2021-04-15 02:01:43,748 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=1.20ms, fps=4811 images/s, loss=1.9603, top1-acc=46.17%, top5-acc=77.91%, remaining_time=0:00:10.919568, arrival_time=2021-04-15 02:01:54.667948, cost_time=0:00:01.240858 2021-04-15 02:01:44,400 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=1.39ms, fps=3927 images/s, loss=1.9762, top1-acc=46.09%, top5-acc=77.72%, remaining_time=0:00:10.475098, arrival_time=2021-04-15 02:01:54.875819, cost_time=0:00:01.893085 2021-04-15 02:01:44,946 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=1.35ms, fps=4696 images/s, loss=1.9671, top1-acc=46.31%, top5-acc=78.01%, remaining_time=0:00:09.511476, arrival_time=2021-04-15 02:01:54.457834, cost_time=0:00:02.438822 2021-04-15 02:01:45,503 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=2.35ms, fps=4596 images/s, loss=1.9694, top1-acc=46.41%, top5-acc=77.97%, remaining_time=0:00:08.748758, arrival_time=2021-04-15 02:01:54.252429, cost_time=0:00:02.996150 2021-04-15 02:01:46,078 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=1.28ms, fps=4456 images/s, loss=1.9752, top1-acc=46.24%, top5-acc=77.94%, remaining_time=0:00:08.094448, arrival_time=2021-04-15 02:01:54.173012, cost_time=0:00:03.571050 2021-04-15 02:01:46,708 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=1.79ms, fps=4070 images/s, loss=1.9756, top1-acc=46.19%, top5-acc=78.08%, remaining_time=0:00:07.560630, arrival_time=2021-04-15 02:01:54.268571, cost_time=0:00:04.200321 2021-04-15 02:01:47,317 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=1.47ms, fps=4201 images/s, loss=1.9720, top1-acc=46.25%, top5-acc=78.12%, remaining_time=0:00:06.974848, arrival_time=2021-04-15 02:01:54.292606, cost_time=0:00:04.810234 2021-04-15 02:01:47,904 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.28ms, fps=4368 images/s, loss=1.9783, top1-acc=46.21%, top5-acc=77.88%, remaining_time=0:00:06.355972, arrival_time=2021-04-15 02:01:54.260132, cost_time=0:00:05.396616 2021-04-15 02:01:48,600 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=1.34ms, fps=3680 images/s, loss=1.9780, top1-acc=46.16%, top5-acc=77.98%, remaining_time=0:00:05.848992, arrival_time=2021-04-15 02:01:54.449263, cost_time=0:00:06.092671 2021-04-15 02:01:49,156 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=1.29ms, fps=4611 images/s, loss=1.9759, top1-acc=46.36%, top5-acc=78.02%, remaining_time=0:00:05.197926, arrival_time=2021-04-15 02:01:54.353904, cost_time=0:00:06.648461 2021-04-15 02:01:49,727 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=1.59ms, fps=4482 images/s, loss=1.9758, top1-acc=46.42%, top5-acc=78.00%, remaining_time=0:00:04.572616, arrival_time=2021-04-15 02:01:54.300078, cost_time=0:00:07.219947 2021-04-15 02:01:50,293 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=0.33ms, fps=4528 images/s, loss=1.9695, top1-acc=46.62%, top5-acc=78.19%, remaining_time=0:00:03.952740, arrival_time=2021-04-15 02:01:54.246001, cost_time=0:00:07.785665 2021-04-15 02:01:50,875 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=1.34ms, fps=4405 images/s, loss=1.9665, top1-acc=46.67%, top5-acc=78.20%, remaining_time=0:00:03.346952, arrival_time=2021-04-15 02:01:54.221904, cost_time=0:00:08.367372 2021-04-15 02:01:51,423 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=1.35ms, fps=4672 images/s, loss=1.9678, top1-acc=46.68%, top5-acc=78.20%, remaining_time=0:00:02.734148, arrival_time=2021-04-15 02:01:54.157445, cost_time=0:00:08.915772 2021-04-15 02:01:51,971 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=1.33ms, fps=4674 images/s, loss=1.9687, top1-acc=46.66%, top5-acc=78.22%, remaining_time=0:00:02.129364, arrival_time=2021-04-15 02:01:54.100652, cost_time=0:00:09.463777 2021-04-15 02:01:52,555 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=1.42ms, fps=4382 images/s, loss=1.9714, top1-acc=46.54%, top5-acc=78.16%, remaining_time=0:00:01.536808, arrival_time=2021-04-15 02:01:54.092709, cost_time=0:00:10.048384 2021-04-15 02:01:53,172 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=1.43ms, fps=4157 images/s, loss=1.9718, top1-acc=46.59%, top5-acc=78.14%, remaining_time=0:00:00.947952, arrival_time=2021-04-15 02:01:54.119960, cost_time=0:00:10.664489 2021-04-15 02:01:53,738 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.19ms, fps=4522 images/s, loss=1.9706, top1-acc=46.56%, top5-acc=78.18%, remaining_time=0:00:00.354660, arrival_time=2021-04-15 02:01:54.093277, cost_time=0:00:11.230994 2021-04-15 02:01:54,048 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=0.06ms, fps=4391 images/s, loss=1.9726, top1-acc=46.50%, top5-acc=78.14%, remaining_time=0:00:00, arrival_time=2021-04-15 02:01:54.048862, cost_time=0:00:11.541349 2021-04-15 02:01:54,439 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=0.36ms, fps=6575 images/s, loss=2.4244, top1-acc=36.56%, top5-acc=67.66%, remaining_time=0:00:01.167960, arrival_time=2021-04-15 02:01:55.607690, cost_time=0:00:00.389316 2021-04-15 02:01:54,716 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=0.19ms, fps=9273 images/s, loss=2.4343, top1-acc=37.05%, top5-acc=68.03%, remaining_time=0:00:00.665740, arrival_time=2021-04-15 02:01:55.381879, cost_time=0:00:00.665743 2021-04-15 02:01:54,986 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=0.28ms, fps=9480 images/s, loss=2.4494, top1-acc=37.20%, top5-acc=67.86%, remaining_time=0:00:00.312030, arrival_time=2021-04-15 02:01:55.298509, cost_time=0:00:00.936077 2021-04-15 02:01:55,230 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=0.06ms, fps=9515 images/s, loss=2.4360, top1-acc=37.56%, top5-acc=68.24%, remaining_time=0:00:00, arrival_time=2021-04-15 02:01:55.230606, cost_time=0:00:01.180223 2021-04-15 02:01:55,289 INFO : Epoch=0009 complete, best val top1-acc=39.18%, top5-acc=72.17% (epoch=8), remaining_time=0:41:27.251851, arrival_time=2021-04-15 02:43:22.541395, cost_time=0:01:57.200347 2021-04-15 02:01:55,290 INFO : Train start, epoch=0010, lr=0.099501 2021-04-15 02:01:56,051 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=2.29ms, fps=3364 images/s, loss=1.8900, top1-acc=48.40%, top5-acc=79.73%, remaining_time=0:00:14.154972, arrival_time=2021-04-15 02:02:10.206795, cost_time=0:00:00.761018 2021-04-15 02:01:56,622 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=1.53ms, fps=4490 images/s, loss=1.8727, top1-acc=48.79%, top5-acc=80.27%, remaining_time=0:00:11.716672, arrival_time=2021-04-15 02:02:08.338915, cost_time=0:00:01.331436 2021-04-15 02:01:57,320 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=1.32ms, fps=3669 images/s, loss=1.8876, top1-acc=48.09%, top5-acc=79.84%, remaining_time=0:00:11.230232, arrival_time=2021-04-15 02:02:08.550582, cost_time=0:00:02.029552 2021-04-15 02:01:57,905 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.45ms, fps=4377 images/s, loss=1.8888, top1-acc=47.67%, top5-acc=79.56%, remaining_time=0:00:10.197408, arrival_time=2021-04-15 02:02:08.102919, cost_time=0:00:02.614711 2021-04-15 02:01:58,542 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=1.33ms, fps=4021 images/s, loss=1.8916, top1-acc=47.54%, top5-acc=79.52%, remaining_time=0:00:09.494818, arrival_time=2021-04-15 02:02:08.037251, cost_time=0:00:03.251634 2021-04-15 02:01:59,125 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=1.50ms, fps=4394 images/s, loss=1.8880, top1-acc=47.88%, top5-acc=79.41%, remaining_time=0:00:08.691624, arrival_time=2021-04-15 02:02:07.816964, cost_time=0:00:03.834544 2021-04-15 02:01:59,664 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=1.28ms, fps=4752 images/s, loss=1.8885, top1-acc=48.14%, top5-acc=79.40%, remaining_time=0:00:07.872354, arrival_time=2021-04-15 02:02:07.536720, cost_time=0:00:04.373561 2021-04-15 02:02:00,211 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=1.46ms, fps=4686 images/s, loss=1.8917, top1-acc=48.15%, top5-acc=79.34%, remaining_time=0:00:07.134348, arrival_time=2021-04-15 02:02:07.345435, cost_time=0:00:04.920261 2021-04-15 02:02:00,774 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=1.29ms, fps=4544 images/s, loss=1.8923, top1-acc=48.20%, top5-acc=79.39%, remaining_time=0:00:06.459004, arrival_time=2021-04-15 02:02:07.233858, cost_time=0:00:05.484056 2021-04-15 02:02:01,308 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=1.30ms, fps=4797 images/s, loss=1.9000, top1-acc=47.92%, top5-acc=79.43%, remaining_time=0:00:05.777280, arrival_time=2021-04-15 02:02:07.086116, cost_time=0:00:06.018039 2021-04-15 02:02:01,917 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=1.93ms, fps=4212 images/s, loss=1.8990, top1-acc=47.88%, top5-acc=79.49%, remaining_time=0:00:05.180382, arrival_time=2021-04-15 02:02:07.097338, cost_time=0:00:06.626112 2021-04-15 02:02:02,467 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=1.31ms, fps=4658 images/s, loss=1.8956, top1-acc=47.99%, top5-acc=79.53%, remaining_time=0:00:04.544876, arrival_time=2021-04-15 02:02:07.011829, cost_time=0:00:07.176150 2021-04-15 02:02:03,049 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.35ms, fps=4400 images/s, loss=1.8958, top1-acc=47.99%, top5-acc=79.60%, remaining_time=0:00:03.938814, arrival_time=2021-04-15 02:02:06.987909, cost_time=0:00:07.758287 2021-04-15 02:02:03,622 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=1.38ms, fps=4465 images/s, loss=1.8985, top1-acc=47.93%, top5-acc=79.58%, remaining_time=0:00:03.332784, arrival_time=2021-04-15 02:02:06.955540, cost_time=0:00:08.331956 2021-04-15 02:02:04,169 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=1.27ms, fps=4681 images/s, loss=1.8994, top1-acc=47.87%, top5-acc=79.60%, remaining_time=0:00:02.722924, arrival_time=2021-04-15 02:02:06.892863, cost_time=0:00:08.879136 2021-04-15 02:02:04,769 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=1.79ms, fps=4272 images/s, loss=1.9022, top1-acc=47.73%, top5-acc=79.59%, remaining_time=0:00:02.132712, arrival_time=2021-04-15 02:02:06.902235, cost_time=0:00:09.478718 2021-04-15 02:02:05,332 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=6.01ms, fps=4554 images/s, loss=1.8994, top1-acc=47.82%, top5-acc=79.65%, remaining_time=0:00:01.535716, arrival_time=2021-04-15 02:02:06.867756, cost_time=0:00:10.041163 2021-04-15 02:02:05,943 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=1.68ms, fps=4192 images/s, loss=1.8981, top1-acc=47.85%, top5-acc=79.70%, remaining_time=0:00:00.946864, arrival_time=2021-04-15 02:02:06.889942, cost_time=0:00:10.652277 2021-04-15 02:02:06,501 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=1.13ms, fps=4586 images/s, loss=1.8984, top1-acc=47.84%, top5-acc=79.65%, remaining_time=0:00:00.354024, arrival_time=2021-04-15 02:02:06.855652, cost_time=0:00:11.210774 2021-04-15 02:02:06,813 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=0.05ms, fps=4363 images/s, loss=1.8977, top1-acc=47.87%, top5-acc=79.63%, remaining_time=0:00:00, arrival_time=2021-04-15 02:02:06.813777, cost_time=0:00:11.522976 2021-04-15 02:02:07,193 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=0.41ms, fps=6774 images/s, loss=2.0612, top1-acc=44.49%, top5-acc=76.60%, remaining_time=0:00:01.133730, arrival_time=2021-04-15 02:02:08.327033, cost_time=0:00:00.377908 2021-04-15 02:02:07,503 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=2.02ms, fps=8274 images/s, loss=2.0606, top1-acc=44.49%, top5-acc=76.78%, remaining_time=0:00:00.687640, arrival_time=2021-04-15 02:02:08.190689, cost_time=0:00:00.687639 2021-04-15 02:02:07,763 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=0.19ms, fps=9858 images/s, loss=2.0713, top1-acc=44.26%, top5-acc=76.86%, remaining_time=0:00:00.315920, arrival_time=2021-04-15 02:02:08.079037, cost_time=0:00:00.947747 2021-04-15 02:02:07,996 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.06ms, fps=9953 images/s, loss=2.0724, top1-acc=44.64%, top5-acc=76.77%, remaining_time=0:00:00, arrival_time=2021-04-15 02:02:07.996542, cost_time=0:00:01.181160 2021-04-15 02:02:08,104 INFO : Epoch=0010 complete, best val top1-acc=44.64%, top5-acc=76.77% (epoch=10), remaining_time=0:41:10.284620, arrival_time=2021-04-15 02:43:18.388793, cost_time=0:02:10.014975 2021-04-15 02:02:08,105 INFO : Train start, epoch=0011, lr=0.099384 2021-04-15 02:02:08,875 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=0.18ms, fps=3322 images/s, loss=1.7997, top1-acc=50.23%, top5-acc=81.09%, remaining_time=0:00:14.331486, arrival_time=2021-04-15 02:02:23.207417, cost_time=0:00:00.770509 2021-04-15 02:02:09,434 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=1.28ms, fps=4586 images/s, loss=1.8090, top1-acc=50.45%, top5-acc=80.90%, remaining_time=0:00:11.695552, arrival_time=2021-04-15 02:02:21.130003, cost_time=0:00:01.329031 2021-04-15 02:02:10,042 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=1.68ms, fps=4212 images/s, loss=1.8233, top1-acc=50.12%, top5-acc=81.04%, remaining_time=0:00:10.719284, arrival_time=2021-04-15 02:02:20.761925, cost_time=0:00:01.937226 2021-04-15 02:02:10,609 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=1.24ms, fps=4521 images/s, loss=1.8317, top1-acc=49.80%, top5-acc=80.74%, remaining_time=0:00:09.764976, arrival_time=2021-04-15 02:02:20.374234, cost_time=0:00:02.503840 2021-04-15 02:02:11,174 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=1.22ms, fps=4531 images/s, loss=1.8364, top1-acc=49.73%, top5-acc=80.53%, remaining_time=0:00:08.961918, arrival_time=2021-04-15 02:02:20.136467, cost_time=0:00:03.069141 2021-04-15 02:02:11,720 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=1.29ms, fps=4694 images/s, loss=1.8381, top1-acc=49.65%, top5-acc=80.67%, remaining_time=0:00:08.193592, arrival_time=2021-04-15 02:02:19.913834, cost_time=0:00:03.614822 2021-04-15 02:02:12,267 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=1.17ms, fps=4684 images/s, loss=1.8350, top1-acc=49.72%, top5-acc=80.73%, remaining_time=0:00:07.491078, arrival_time=2021-04-15 02:02:19.758197, cost_time=0:00:04.161704 2021-04-15 02:02:12,847 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.43ms, fps=4416 images/s, loss=1.8332, top1-acc=49.78%, top5-acc=80.69%, remaining_time=0:00:06.875552, arrival_time=2021-04-15 02:02:19.722741, cost_time=0:00:04.741766 2021-04-15 02:02:13,381 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=1.21ms, fps=4798 images/s, loss=1.8340, top1-acc=49.71%, top5-acc=80.68%, remaining_time=0:00:06.213614, arrival_time=2021-04-15 02:02:19.594741, cost_time=0:00:05.275700 2021-04-15 02:02:13,918 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=1.46ms, fps=4766 images/s, loss=1.8412, top1-acc=49.56%, top5-acc=80.64%, remaining_time=0:00:05.580576, arrival_time=2021-04-15 02:02:19.499181, cost_time=0:00:05.813116 2021-04-15 02:02:14,456 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=3.02ms, fps=4765 images/s, loss=1.8400, top1-acc=49.58%, top5-acc=80.65%, remaining_time=0:00:04.965210, arrival_time=2021-04-15 02:02:19.421490, cost_time=0:00:06.350864 2021-04-15 02:02:15,016 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=1.26ms, fps=4574 images/s, loss=1.8411, top1-acc=49.56%, top5-acc=80.64%, remaining_time=0:00:04.376916, arrival_time=2021-04-15 02:02:19.393275, cost_time=0:00:06.910861 2021-04-15 02:02:15,718 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=1.52ms, fps=3650 images/s, loss=1.8369, top1-acc=49.57%, top5-acc=80.76%, remaining_time=0:00:03.864960, arrival_time=2021-04-15 02:02:19.583255, cost_time=0:00:07.612832 2021-04-15 02:02:16,332 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=1.27ms, fps=4173 images/s, loss=1.8367, top1-acc=49.65%, top5-acc=80.73%, remaining_time=0:00:03.290672, arrival_time=2021-04-15 02:02:19.622780, cost_time=0:00:08.226688 2021-04-15 02:02:16,884 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=1.88ms, fps=4635 images/s, loss=1.8335, top1-acc=49.68%, top5-acc=80.83%, remaining_time=0:00:02.692334, arrival_time=2021-04-15 02:02:19.577138, cost_time=0:00:08.779334 2021-04-15 02:02:17,430 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=1.42ms, fps=4694 images/s, loss=1.8353, top1-acc=49.62%, top5-acc=80.81%, remaining_time=0:00:02.098188, arrival_time=2021-04-15 02:02:19.528831, cost_time=0:00:09.325220 2021-04-15 02:02:17,983 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=1.23ms, fps=4630 images/s, loss=1.8378, top1-acc=49.61%, top5-acc=80.73%, remaining_time=0:00:01.510834, arrival_time=2021-04-15 02:02:19.494720, cost_time=0:00:09.878469 2021-04-15 02:02:18,517 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=1.31ms, fps=4802 images/s, loss=1.8378, top1-acc=49.64%, top5-acc=80.68%, remaining_time=0:00:00.925504, arrival_time=2021-04-15 02:02:19.442812, cost_time=0:00:10.411887 2021-04-15 02:02:19,103 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.25ms, fps=4374 images/s, loss=1.8375, top1-acc=49.64%, top5-acc=80.65%, remaining_time=0:00:00.347292, arrival_time=2021-04-15 02:02:19.450353, cost_time=0:00:10.997541 2021-04-15 02:02:19,413 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=0.06ms, fps=4393 images/s, loss=1.8367, top1-acc=49.64%, top5-acc=80.67%, remaining_time=0:00:00, arrival_time=2021-04-15 02:02:19.413168, cost_time=0:00:11.307761 2021-04-15 02:02:19,786 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=16.38ms, fps=6879 images/s, loss=2.3247, top1-acc=38.83%, top5-acc=71.99%, remaining_time=0:00:01.116360, arrival_time=2021-04-15 02:02:20.903191, cost_time=0:00:00.372124 2021-04-15 02:02:20,057 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=0.33ms, fps=9460 images/s, loss=2.3337, top1-acc=39.49%, top5-acc=71.56%, remaining_time=0:00:00.643040, arrival_time=2021-04-15 02:02:20.700842, cost_time=0:00:00.643047 2021-04-15 02:02:20,329 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=27.96ms, fps=9440 images/s, loss=2.3020, top1-acc=40.27%, top5-acc=71.90%, remaining_time=0:00:00.304910, arrival_time=2021-04-15 02:02:20.634378, cost_time=0:00:00.914720 2021-04-15 02:02:20,582 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.08ms, fps=9185 images/s, loss=2.3044, top1-acc=40.11%, top5-acc=71.89%, remaining_time=0:00:00, arrival_time=2021-04-15 02:02:20.582472, cost_time=0:00:01.167787 2021-04-15 02:02:20,642 INFO : Epoch=0011 complete, best val top1-acc=44.64%, top5-acc=76.77% (epoch=10), remaining_time=0:40:49.318095, arrival_time=2021-04-15 02:43:09.960193, cost_time=0:02:22.552902 2021-04-15 02:02:20,643 INFO : Train start, epoch=0012, lr=0.099255 2021-04-15 02:02:21,380 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=1.23ms, fps=3471 images/s, loss=1.7606, top1-acc=51.21%, top5-acc=82.30%, remaining_time=0:00:13.719732, arrival_time=2021-04-15 02:02:35.100686, cost_time=0:00:00.737619 2021-04-15 02:02:21,963 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=1.90ms, fps=4394 images/s, loss=1.7540, top1-acc=51.27%, top5-acc=82.30%, remaining_time=0:00:11.621280, arrival_time=2021-04-15 02:02:33.585214, cost_time=0:00:01.320596 2021-04-15 02:02:22,503 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=1.43ms, fps=4747 images/s, loss=1.7451, top1-acc=51.77%, top5-acc=82.23%, remaining_time=0:00:10.292996, arrival_time=2021-04-15 02:02:32.796527, cost_time=0:00:01.860192 2021-04-15 02:02:23,056 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=1.12ms, fps=4636 images/s, loss=1.7581, top1-acc=51.59%, top5-acc=81.86%, remaining_time=0:00:09.409452, arrival_time=2021-04-15 02:02:32.465458, cost_time=0:00:02.412674 2021-04-15 02:02:23,605 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=1.20ms, fps=4662 images/s, loss=1.7682, top1-acc=51.26%, top5-acc=81.66%, remaining_time=0:00:08.649332, arrival_time=2021-04-15 02:02:32.254805, cost_time=0:00:02.962123 2021-04-15 02:02:24,177 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.33ms, fps=4477 images/s, loss=1.7740, top1-acc=50.90%, top5-acc=81.69%, remaining_time=0:00:08.011080, arrival_time=2021-04-15 02:02:32.188745, cost_time=0:00:03.534323 2021-04-15 02:02:24,756 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=1.37ms, fps=4426 images/s, loss=1.7733, top1-acc=50.99%, top5-acc=81.72%, remaining_time=0:00:07.403508, arrival_time=2021-04-15 02:02:32.159930, cost_time=0:00:04.113078 2021-04-15 02:02:25,351 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=1.27ms, fps=4303 images/s, loss=1.7737, top1-acc=51.03%, top5-acc=81.80%, remaining_time=0:00:06.827180, arrival_time=2021-04-15 02:02:32.178931, cost_time=0:00:04.708409 2021-04-15 02:02:25,923 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=1.54ms, fps=4478 images/s, loss=1.7772, top1-acc=50.80%, top5-acc=81.68%, remaining_time=0:00:06.219232, arrival_time=2021-04-15 02:02:32.143098, cost_time=0:00:05.280460 2021-04-15 02:02:26,536 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=1.26ms, fps=4180 images/s, loss=1.7770, top1-acc=50.82%, top5-acc=81.69%, remaining_time=0:00:05.657760, arrival_time=2021-04-15 02:02:32.194577, cost_time=0:00:05.893472 2021-04-15 02:02:27,099 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=1.31ms, fps=4550 images/s, loss=1.7751, top1-acc=50.87%, top5-acc=81.73%, remaining_time=0:00:05.047770, arrival_time=2021-04-15 02:02:32.147595, cost_time=0:00:06.456488 2021-04-15 02:02:27,647 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=1.27ms, fps=4675 images/s, loss=1.7770, top1-acc=50.87%, top5-acc=81.68%, remaining_time=0:00:04.436044, arrival_time=2021-04-15 02:02:32.083830, cost_time=0:00:07.004339 2021-04-15 02:02:28,203 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.40ms, fps=4612 images/s, loss=1.7793, top1-acc=50.83%, top5-acc=81.64%, remaining_time=0:00:03.838230, arrival_time=2021-04-15 02:02:32.041750, cost_time=0:00:07.560178 2021-04-15 02:02:28,783 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=1.33ms, fps=4414 images/s, loss=1.7786, top1-acc=50.82%, top5-acc=81.68%, remaining_time=0:00:03.256176, arrival_time=2021-04-15 02:02:32.039965, cost_time=0:00:08.140457 2021-04-15 02:02:29,320 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=2.21ms, fps=4775 images/s, loss=1.7800, top1-acc=50.90%, top5-acc=81.63%, remaining_time=0:00:02.660916, arrival_time=2021-04-15 02:02:31.981188, cost_time=0:00:08.676873 2021-04-15 02:02:29,852 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=1.44ms, fps=4813 images/s, loss=1.7804, top1-acc=50.83%, top5-acc=81.61%, remaining_time=0:00:02.072088, arrival_time=2021-04-15 02:02:31.924676, cost_time=0:00:09.209238 2021-04-15 02:02:30,385 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=1.56ms, fps=4806 images/s, loss=1.7789, top1-acc=50.87%, top5-acc=81.65%, remaining_time=0:00:01.489982, arrival_time=2021-04-15 02:02:31.875545, cost_time=0:00:09.742223 2021-04-15 02:02:30,939 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=1.33ms, fps=4625 images/s, loss=1.7809, top1-acc=50.79%, top5-acc=81.63%, remaining_time=0:00:00.915216, arrival_time=2021-04-15 02:02:31.854669, cost_time=0:00:10.296115 2021-04-15 02:02:31,515 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.25ms, fps=4444 images/s, loss=1.7803, top1-acc=50.85%, top5-acc=81.66%, remaining_time=0:00:00.343338, arrival_time=2021-04-15 02:02:31.859179, cost_time=0:00:10.872439 2021-04-15 02:02:31,831 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=0.05ms, fps=4315 images/s, loss=1.7806, top1-acc=50.83%, top5-acc=81.68%, remaining_time=0:00:00, arrival_time=2021-04-15 02:02:31.831464, cost_time=0:00:11.188130 2021-04-15 02:02:32,285 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=0.40ms, fps=5665 images/s, loss=2.0939, top1-acc=44.34%, top5-acc=75.31%, remaining_time=0:00:01.355580, arrival_time=2021-04-15 02:02:33.640575, cost_time=0:00:00.451857 2021-04-15 02:02:32,560 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=0.26ms, fps=9293 images/s, loss=2.1195, top1-acc=43.65%, top5-acc=75.04%, remaining_time=0:00:00.727840, arrival_time=2021-04-15 02:02:33.288741, cost_time=0:00:00.727840 2021-04-15 02:02:32,834 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=0.17ms, fps=9385 images/s, loss=2.1125, top1-acc=43.52%, top5-acc=75.29%, remaining_time=0:00:00.333640, arrival_time=2021-04-15 02:02:33.167627, cost_time=0:00:01.000918 2021-04-15 02:02:33,084 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.05ms, fps=9284 images/s, loss=2.1163, top1-acc=43.62%, top5-acc=75.67%, remaining_time=0:00:00, arrival_time=2021-04-15 02:02:33.084188, cost_time=0:00:01.251133 2021-04-15 02:02:33,141 INFO : Epoch=0012 complete, best val top1-acc=44.64%, top5-acc=76.77% (epoch=10), remaining_time=0:40:29.158528, arrival_time=2021-04-15 02:43:02.300377, cost_time=0:02:35.052669 2021-04-15 02:02:33,142 INFO : Train start, epoch=0013, lr=0.099114 2021-04-15 02:02:33,936 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=0.18ms, fps=3225 images/s, loss=1.7524, top1-acc=50.74%, top5-acc=82.46%, remaining_time=0:00:14.765052, arrival_time=2021-04-15 02:02:48.701846, cost_time=0:00:00.793821 2021-04-15 02:02:34,464 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=1.13ms, fps=4852 images/s, loss=1.7097, top1-acc=51.95%, top5-acc=82.99%, remaining_time=0:00:11.631488, arrival_time=2021-04-15 02:02:46.096228, cost_time=0:00:01.321770 2021-04-15 02:02:35,001 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=1.56ms, fps=4770 images/s, loss=1.7065, top1-acc=52.03%, top5-acc=83.23%, remaining_time=0:00:10.285526, arrival_time=2021-04-15 02:02:45.287333, cost_time=0:00:01.858838 2021-04-15 02:02:35,530 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=1.32ms, fps=4846 images/s, loss=1.7142, top1-acc=52.17%, top5-acc=82.92%, remaining_time=0:00:09.310860, arrival_time=2021-04-15 02:02:44.841248, cost_time=0:00:02.387409 2021-04-15 02:02:36,069 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=1.32ms, fps=4754 images/s, loss=1.7098, top1-acc=52.29%, top5-acc=83.03%, remaining_time=0:00:08.544796, arrival_time=2021-04-15 02:02:44.614055, cost_time=0:00:02.926287 2021-04-15 02:02:36,655 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=1.25ms, fps=4368 images/s, loss=1.7172, top1-acc=52.05%, top5-acc=83.01%, remaining_time=0:00:07.961984, arrival_time=2021-04-15 02:02:44.617599, cost_time=0:00:03.512653 2021-04-15 02:02:37,197 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=1.41ms, fps=4728 images/s, loss=1.7191, top1-acc=52.19%, top5-acc=82.99%, remaining_time=0:00:07.297920, arrival_time=2021-04-15 02:02:44.495311, cost_time=0:00:04.054418 2021-04-15 02:02:37,798 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=1.32ms, fps=4258 images/s, loss=1.7193, top1-acc=52.11%, top5-acc=82.88%, remaining_time=0:00:06.751200, arrival_time=2021-04-15 02:02:44.550150, cost_time=0:00:04.655979 2021-04-15 02:02:38,402 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=1.26ms, fps=4248 images/s, loss=1.7139, top1-acc=52.22%, top5-acc=82.97%, remaining_time=0:00:06.194004, arrival_time=2021-04-15 02:02:44.596007, cost_time=0:00:05.259017 2021-04-15 02:02:38,960 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=1.32ms, fps=4590 images/s, loss=1.7141, top1-acc=52.26%, top5-acc=83.02%, remaining_time=0:00:05.584416, arrival_time=2021-04-15 02:02:44.544543, cost_time=0:00:05.817095 2021-04-15 02:02:39,514 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=1.28ms, fps=4623 images/s, loss=1.7172, top1-acc=52.15%, top5-acc=82.88%, remaining_time=0:00:04.981292, arrival_time=2021-04-15 02:02:44.495679, cost_time=0:00:06.371413 2021-04-15 02:02:40,095 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=1.20ms, fps=4409 images/s, loss=1.7233, top1-acc=51.93%, top5-acc=82.70%, remaining_time=0:00:04.403212, arrival_time=2021-04-15 02:02:44.498659, cost_time=0:00:06.952412 2021-04-15 02:02:40,679 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=1.27ms, fps=4389 images/s, loss=1.7252, top1-acc=51.88%, top5-acc=82.67%, remaining_time=0:00:03.826086, arrival_time=2021-04-15 02:02:44.505308, cost_time=0:00:07.536254 2021-04-15 02:02:41,249 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=1.27ms, fps=4489 images/s, loss=1.7258, top1-acc=51.87%, top5-acc=82.64%, remaining_time=0:00:03.242736, arrival_time=2021-04-15 02:02:44.492526, cost_time=0:00:08.106821 2021-04-15 02:02:41,826 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=1.16ms, fps=4440 images/s, loss=1.7289, top1-acc=51.83%, top5-acc=82.61%, remaining_time=0:00:02.662986, arrival_time=2021-04-15 02:02:44.489638, cost_time=0:00:08.683657 2021-04-15 02:02:42,381 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=1.42ms, fps=4615 images/s, loss=1.7290, top1-acc=51.84%, top5-acc=82.63%, remaining_time=0:00:02.078712, arrival_time=2021-04-15 02:02:44.460512, cost_time=0:00:09.238762 2021-04-15 02:02:42,917 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=1.41ms, fps=4787 images/s, loss=1.7297, top1-acc=51.86%, top5-acc=82.57%, remaining_time=0:00:01.494844, arrival_time=2021-04-15 02:02:44.411874, cost_time=0:00:09.774053 2021-04-15 02:02:43,456 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=1.33ms, fps=4748 images/s, loss=1.7313, top1-acc=51.84%, top5-acc=82.53%, remaining_time=0:00:00.916768, arrival_time=2021-04-15 02:02:44.373356, cost_time=0:00:10.313619 2021-04-15 02:02:43,996 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=1.40ms, fps=4749 images/s, loss=1.7325, top1-acc=51.87%, top5-acc=82.48%, remaining_time=0:00:00.342726, arrival_time=2021-04-15 02:02:44.338742, cost_time=0:00:10.853010 2021-04-15 02:02:44,322 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=0.05ms, fps=4169 images/s, loss=1.7344, top1-acc=51.80%, top5-acc=82.43%, remaining_time=0:00:00, arrival_time=2021-04-15 02:02:44.322597, cost_time=0:00:11.179642 2021-04-15 02:02:44,705 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=2.40ms, fps=6711 images/s, loss=2.3135, top1-acc=39.30%, top5-acc=72.42%, remaining_time=0:00:01.144380, arrival_time=2021-04-15 02:02:45.850064, cost_time=0:00:00.381457 2021-04-15 02:02:45,036 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=0.20ms, fps=7751 images/s, loss=2.2880, top1-acc=39.73%, top5-acc=72.85%, remaining_time=0:00:00.712180, arrival_time=2021-04-15 02:02:45.748544, cost_time=0:00:00.712187 2021-04-15 02:02:45,291 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=0.15ms, fps=10030 images/s, loss=2.2743, top1-acc=39.91%, top5-acc=73.14%, remaining_time=0:00:00.322590, arrival_time=2021-04-15 02:02:45.614510, cost_time=0:00:00.967759 2021-04-15 02:02:45,587 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=0.08ms, fps=7852 images/s, loss=2.2649, top1-acc=40.25%, top5-acc=73.20%, remaining_time=0:00:00, arrival_time=2021-04-15 02:02:45.587680, cost_time=0:00:01.263514 2021-04-15 02:02:45,702 INFO : Epoch=0013 complete, best val top1-acc=44.64%, top5-acc=76.77% (epoch=10), remaining_time=0:40:11.053271, arrival_time=2021-04-15 02:42:56.755809, cost_time=0:02:47.613328 2021-04-15 02:02:45,703 INFO : Train start, epoch=0014, lr=0.098961 2021-04-15 02:02:46,479 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=1.99ms, fps=3298 images/s, loss=1.6605, top1-acc=53.28%, top5-acc=83.59%, remaining_time=0:00:14.437878, arrival_time=2021-04-15 02:03:00.917822, cost_time=0:00:00.776232 2021-04-15 02:02:47,055 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=1.53ms, fps=4452 images/s, loss=1.6729, top1-acc=53.54%, top5-acc=83.67%, remaining_time=0:00:11.893728, arrival_time=2021-04-15 02:02:58.948990, cost_time=0:00:01.351550 2021-04-15 02:02:47,625 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=1.32ms, fps=4496 images/s, loss=1.6751, top1-acc=53.35%, top5-acc=83.48%, remaining_time=0:00:10.630972, arrival_time=2021-04-15 02:02:58.255932, cost_time=0:00:01.921248 2021-04-15 02:02:48,196 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=1.45ms, fps=4483 images/s, loss=1.6676, top1-acc=53.54%, top5-acc=83.73%, remaining_time=0:00:09.720984, arrival_time=2021-04-15 02:02:57.917275, cost_time=0:00:02.492579 2021-04-15 02:02:48,850 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=1.60ms, fps=3916 images/s, loss=1.6789, top1-acc=53.03%, top5-acc=83.62%, remaining_time=0:00:09.188072, arrival_time=2021-04-15 02:02:58.038402, cost_time=0:00:03.146602 2021-04-15 02:02:49,420 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=1.31ms, fps=4496 images/s, loss=1.6683, top1-acc=53.22%, top5-acc=83.88%, remaining_time=0:00:08.423568, arrival_time=2021-04-15 02:02:57.843589, cost_time=0:00:03.716305 2021-04-15 02:02:50,022 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=1.56ms, fps=4252 images/s, loss=1.6785, top1-acc=52.94%, top5-acc=83.69%, remaining_time=0:00:07.773696, arrival_time=2021-04-15 02:02:57.796162, cost_time=0:00:04.318750 2021-04-15 02:02:50,586 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=1.45ms, fps=4545 images/s, loss=1.6708, top1-acc=53.08%, top5-acc=83.83%, remaining_time=0:00:07.079480, arrival_time=2021-04-15 02:02:57.665575, cost_time=0:00:04.882365 2021-04-15 02:02:51,300 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=1.30ms, fps=3588 images/s, loss=1.6720, top1-acc=53.10%, top5-acc=83.81%, remaining_time=0:00:06.591080, arrival_time=2021-04-15 02:02:57.891069, cost_time=0:00:05.596187 2021-04-15 02:02:51,966 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=1.26ms, fps=3846 images/s, loss=1.6784, top1-acc=53.00%, top5-acc=83.58%, remaining_time=0:00:06.011904, arrival_time=2021-04-15 02:02:57.978045, cost_time=0:00:06.262419 2021-04-15 02:02:52,633 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=1.39ms, fps=3837 images/s, loss=1.6786, top1-acc=52.96%, top5-acc=83.55%, remaining_time=0:00:05.417914, arrival_time=2021-04-15 02:02:58.051621, cost_time=0:00:06.929912 2021-04-15 02:02:53,314 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=1.42ms, fps=3764 images/s, loss=1.6830, top1-acc=52.84%, top5-acc=83.52%, remaining_time=0:00:04.820072, arrival_time=2021-04-15 02:02:58.134393, cost_time=0:00:07.610585 2021-04-15 02:02:53,872 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=1.36ms, fps=4588 images/s, loss=1.6909, top1-acc=52.70%, top5-acc=83.36%, remaining_time=0:00:04.147308, arrival_time=2021-04-15 02:02:58.019980, cost_time=0:00:08.168953 2021-04-15 02:02:54,446 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=1.41ms, fps=4464 images/s, loss=1.6928, top1-acc=52.66%, top5-acc=83.33%, remaining_time=0:00:03.497088, arrival_time=2021-04-15 02:02:57.943579, cost_time=0:00:08.742771 2021-04-15 02:02:55,046 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=1.32ms, fps=4267 images/s, loss=1.6911, top1-acc=52.76%, top5-acc=83.31%, remaining_time=0:00:02.865202, arrival_time=2021-04-15 02:02:57.912117, cost_time=0:00:09.343117 2021-04-15 02:02:55,591 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=1.51ms, fps=4705 images/s, loss=1.6935, top1-acc=52.78%, top5-acc=83.25%, remaining_time=0:00:02.224728, arrival_time=2021-04-15 02:02:57.816162, cost_time=0:00:09.887706 2021-04-15 02:02:56,142 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=1.40ms, fps=4648 images/s, loss=1.6948, top1-acc=52.85%, top5-acc=83.21%, remaining_time=0:00:01.596530, arrival_time=2021-04-15 02:02:57.739044, cost_time=0:00:10.438798 2021-04-15 02:02:56,691 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=1.27ms, fps=4667 images/s, loss=1.6994, top1-acc=52.78%, top5-acc=83.17%, remaining_time=0:00:00.976688, arrival_time=2021-04-15 02:02:57.668074, cost_time=0:00:10.987671 2021-04-15 02:02:57,281 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.26ms, fps=4340 images/s, loss=1.6990, top1-acc=52.78%, top5-acc=83.20%, remaining_time=0:00:00.365616, arrival_time=2021-04-15 02:02:57.647291, cost_time=0:00:11.577900 2021-04-15 02:02:57,613 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=0.06ms, fps=4105 images/s, loss=1.7017, top1-acc=52.71%, top5-acc=83.13%, remaining_time=0:00:00, arrival_time=2021-04-15 02:02:57.613425, cost_time=0:00:11.909674 2021-04-15 02:02:57,987 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=0.25ms, fps=6887 images/s, loss=1.9703, top1-acc=46.05%, top5-acc=78.79%, remaining_time=0:00:01.115190, arrival_time=2021-04-15 02:02:59.102388, cost_time=0:00:00.371730 2021-04-15 02:02:58,256 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=2.06ms, fps=9526 images/s, loss=1.9934, top1-acc=45.64%, top5-acc=77.95%, remaining_time=0:00:00.640780, arrival_time=2021-04-15 02:02:58.897020, cost_time=0:00:00.640775 2021-04-15 02:02:58,547 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=14.51ms, fps=8806 images/s, loss=1.9822, top1-acc=46.29%, top5-acc=78.24%, remaining_time=0:00:00.310600, arrival_time=2021-04-15 02:02:58.857866, cost_time=0:00:00.931787 2021-04-15 02:02:58,802 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=0.05ms, fps=9112 images/s, loss=1.9892, top1-acc=46.19%, top5-acc=78.15%, remaining_time=0:00:00, arrival_time=2021-04-15 02:02:58.802264, cost_time=0:00:01.186715 2021-04-15 02:02:58,912 INFO : Epoch=0014 complete, best val top1-acc=46.19%, top5-acc=78.15% (epoch=14), remaining_time=0:40:02.365584, arrival_time=2021-04-15 02:43:01.277995, cost_time=0:03:00.823216 2021-04-15 02:02:58,913 INFO : Train start, epoch=0015, lr=0.098796 2021-04-15 02:02:59,672 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=0.16ms, fps=3375 images/s, loss=1.6076, top1-acc=54.06%, top5-acc=85.20%, remaining_time=0:00:14.108472, arrival_time=2021-04-15 02:03:13.780727, cost_time=0:00:00.758518 2021-04-15 02:03:00,233 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=1.27ms, fps=4568 images/s, loss=1.6123, top1-acc=53.65%, top5-acc=85.27%, remaining_time=0:00:11.609488, arrival_time=2021-04-15 02:03:11.842487, cost_time=0:00:01.319265 2021-04-15 02:03:00,780 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=1.48ms, fps=4676 images/s, loss=1.6240, top1-acc=54.06%, top5-acc=84.88%, remaining_time=0:00:10.331010, arrival_time=2021-04-15 02:03:11.111813, cost_time=0:00:01.867063 2021-04-15 02:03:01,413 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=1.41ms, fps=4049 images/s, loss=1.6217, top1-acc=54.19%, top5-acc=84.82%, remaining_time=0:00:09.748440, arrival_time=2021-04-15 02:03:11.161772, cost_time=0:00:02.499588 2021-04-15 02:03:01,990 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=1.45ms, fps=4438 images/s, loss=1.6313, top1-acc=53.77%, top5-acc=84.66%, remaining_time=0:00:08.984256, arrival_time=2021-04-15 02:03:10.974774, cost_time=0:00:03.076777 2021-04-15 02:03:02,525 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=1.31ms, fps=4789 images/s, loss=1.6376, top1-acc=53.83%, top5-acc=84.37%, remaining_time=0:00:08.186384, arrival_time=2021-04-15 02:03:10.711788, cost_time=0:00:03.611663 2021-04-15 02:03:03,063 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=1.16ms, fps=4762 images/s, loss=1.6292, top1-acc=53.91%, top5-acc=84.49%, remaining_time=0:00:07.469154, arrival_time=2021-04-15 02:03:10.532424, cost_time=0:00:04.149527 2021-04-15 02:03:03,637 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=1.33ms, fps=4462 images/s, loss=1.6390, top1-acc=53.72%, top5-acc=84.49%, remaining_time=0:00:06.849220, arrival_time=2021-04-15 02:03:10.486627, cost_time=0:00:04.723636 2021-04-15 02:03:04,230 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=1.34ms, fps=4319 images/s, loss=1.6487, top1-acc=53.64%, top5-acc=84.28%, remaining_time=0:00:06.261950, arrival_time=2021-04-15 02:03:10.492421, cost_time=0:00:05.316728 2021-04-15 02:03:04,857 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=1.58ms, fps=4084 images/s, loss=1.6517, top1-acc=53.51%, top5-acc=84.22%, remaining_time=0:00:05.706240, arrival_time=2021-04-15 02:03:10.563949, cost_time=0:00:05.943974 2021-04-15 02:03:05,421 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=1.45ms, fps=4549 images/s, loss=1.6513, top1-acc=53.62%, top5-acc=84.23%, remaining_time=0:00:05.087330, arrival_time=2021-04-15 02:03:10.508259, cost_time=0:00:06.507067 2021-04-15 02:03:05,990 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=1.61ms, fps=4497 images/s, loss=1.6543, top1-acc=53.57%, top5-acc=84.21%, remaining_time=0:00:04.482100, arrival_time=2021-04-15 02:03:10.472801, cost_time=0:00:07.076949 2021-04-15 02:03:06,583 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=1.39ms, fps=4318 images/s, loss=1.6573, top1-acc=53.56%, top5-acc=84.16%, remaining_time=0:00:03.894066, arrival_time=2021-04-15 02:03:10.477983, cost_time=0:00:07.670171 2021-04-15 02:03:07,155 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=1.38ms, fps=4480 images/s, loss=1.6600, top1-acc=53.55%, top5-acc=84.12%, remaining_time=0:00:03.296776, arrival_time=2021-04-15 02:03:10.452461, cost_time=0:00:08.241940 2021-04-15 02:03:07,826 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=1.30ms, fps=3821 images/s, loss=1.6611, top1-acc=53.52%, top5-acc=84.11%, remaining_time=0:00:02.733090, arrival_time=2021-04-15 02:03:10.559144, cost_time=0:00:08.912256 2021-04-15 02:03:08,404 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=1.74ms, fps=4432 images/s, loss=1.6599, top1-acc=53.52%, top5-acc=84.07%, remaining_time=0:00:02.135304, arrival_time=2021-04-15 02:03:10.539390, cost_time=0:00:09.490310 2021-04-15 02:03:08,950 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=1.26ms, fps=4693 images/s, loss=1.6606, top1-acc=53.45%, top5-acc=84.05%, remaining_time=0:00:01.534962, arrival_time=2021-04-15 02:03:10.485019, cost_time=0:00:10.036291 2021-04-15 02:03:09,493 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=1.30ms, fps=4717 images/s, loss=1.6640, top1-acc=53.36%, top5-acc=83.97%, remaining_time=0:00:00.940384, arrival_time=2021-04-15 02:03:10.433516, cost_time=0:00:10.579399 2021-04-15 02:03:10,128 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.28ms, fps=4030 images/s, loss=1.6679, top1-acc=53.30%, top5-acc=83.87%, remaining_time=0:00:00.354156, arrival_time=2021-04-15 02:03:10.482905, cost_time=0:00:11.215011 2021-04-15 02:03:10,436 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=0.10ms, fps=4423 images/s, loss=1.6690, top1-acc=53.34%, top5-acc=83.87%, remaining_time=0:00:00, arrival_time=2021-04-15 02:03:10.436610, cost_time=0:00:11.522835 2021-04-15 02:03:10,862 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=0.20ms, fps=6037 images/s, loss=2.1437, top1-acc=42.85%, top5-acc=74.53%, remaining_time=0:00:01.272150, arrival_time=2021-04-15 02:03:12.134432, cost_time=0:00:00.424047 2021-04-15 02:03:11,139 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=0.17ms, fps=9253 images/s, loss=2.0998, top1-acc=44.06%, top5-acc=75.23%, remaining_time=0:00:00.701060, arrival_time=2021-04-15 02:03:11.840348, cost_time=0:00:00.701058 2021-04-15 02:03:11,468 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=1.82ms, fps=7784 images/s, loss=2.1458, top1-acc=43.20%, top5-acc=74.43%, remaining_time=0:00:00.343450, arrival_time=2021-04-15 02:03:11.812020, cost_time=0:00:01.030344 2021-04-15 02:03:11,774 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=0.05ms, fps=7594 images/s, loss=2.1398, top1-acc=43.25%, top5-acc=74.78%, remaining_time=0:00:00, arrival_time=2021-04-15 02:03:11.774371, cost_time=0:00:01.336166 2021-04-15 02:03:11,831 INFO : Epoch=0015 complete, best val top1-acc=46.19%, top5-acc=78.15% (epoch=14), remaining_time=0:39:49.486455, arrival_time=2021-04-15 02:43:01.317790, cost_time=0:03:13.742139 2021-04-15 02:03:11,832 INFO : Train start, epoch=0016, lr=0.098618 2021-04-15 02:03:12,574 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=0.17ms, fps=3453 images/s, loss=1.6353, top1-acc=53.67%, top5-acc=84.84%, remaining_time=0:00:13.789482, arrival_time=2021-04-15 02:03:26.363453, cost_time=0:00:00.741370 2021-04-15 02:03:13,138 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=1.32ms, fps=4540 images/s, loss=1.6364, top1-acc=54.02%, top5-acc=84.55%, remaining_time=0:00:11.489280, arrival_time=2021-04-15 02:03:24.627493, cost_time=0:00:01.305602 2021-04-15 02:03:13,696 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=1.31ms, fps=4586 images/s, loss=1.6246, top1-acc=54.53%, top5-acc=84.88%, remaining_time=0:00:10.314908, arrival_time=2021-04-15 02:03:24.011646, cost_time=0:00:01.864126 2021-04-15 02:03:14,254 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=1.20ms, fps=4596 images/s, loss=1.6197, top1-acc=54.49%, top5-acc=84.80%, remaining_time=0:00:09.443928, arrival_time=2021-04-15 02:03:23.698059, cost_time=0:00:02.421517 2021-04-15 02:03:14,807 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=1.38ms, fps=4627 images/s, loss=1.6195, top1-acc=54.39%, top5-acc=84.98%, remaining_time=0:00:08.687292, arrival_time=2021-04-15 02:03:23.495019, cost_time=0:00:02.975104 2021-04-15 02:03:15,424 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=1.54ms, fps=4153 images/s, loss=1.6235, top1-acc=54.54%, top5-acc=84.85%, remaining_time=0:00:08.141640, arrival_time=2021-04-15 02:03:23.566190, cost_time=0:00:03.591928 2021-04-15 02:03:16,068 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=1.80ms, fps=3975 images/s, loss=1.6230, top1-acc=54.58%, top5-acc=84.90%, remaining_time=0:00:07.625394, arrival_time=2021-04-15 02:03:23.694329, cost_time=0:00:04.236324 2021-04-15 02:03:16,671 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=1.31ms, fps=4251 images/s, loss=1.6230, top1-acc=54.56%, top5-acc=84.84%, remaining_time=0:00:07.016376, arrival_time=2021-04-15 02:03:23.687870, cost_time=0:00:04.838868 2021-04-15 02:03:17,237 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=1.34ms, fps=4529 images/s, loss=1.6320, top1-acc=54.30%, top5-acc=84.59%, remaining_time=0:00:06.365300, arrival_time=2021-04-15 02:03:23.602465, cost_time=0:00:05.404542 2021-04-15 02:03:17,822 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=1.37ms, fps=4376 images/s, loss=1.6316, top1-acc=54.27%, top5-acc=84.60%, remaining_time=0:00:05.750304, arrival_time=2021-04-15 02:03:23.572854, cost_time=0:00:05.989858 2021-04-15 02:03:18,388 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=1.33ms, fps=4526 images/s, loss=1.6272, top1-acc=54.35%, top5-acc=84.67%, remaining_time=0:00:05.125600, arrival_time=2021-04-15 02:03:23.514262, cost_time=0:00:06.556049 2021-04-15 02:03:18,936 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=1.35ms, fps=4680 images/s, loss=1.6248, top1-acc=54.38%, top5-acc=84.72%, remaining_time=0:00:04.498820, arrival_time=2021-04-15 02:03:23.434826, cost_time=0:00:07.103388 2021-04-15 02:03:19,477 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=1.27ms, fps=4729 images/s, loss=1.6333, top1-acc=54.13%, top5-acc=84.50%, remaining_time=0:00:03.881328, arrival_time=2021-04-15 02:03:23.359042, cost_time=0:00:07.645025 2021-04-15 02:03:20,040 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=1.30ms, fps=4553 images/s, loss=1.6340, top1-acc=54.13%, top5-acc=84.49%, remaining_time=0:00:03.283112, arrival_time=2021-04-15 02:03:23.323565, cost_time=0:00:08.207828 2021-04-15 02:03:20,614 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=1.37ms, fps=4463 images/s, loss=1.6340, top1-acc=54.18%, top5-acc=84.48%, remaining_time=0:00:02.693070, arrival_time=2021-04-15 02:03:23.307489, cost_time=0:00:08.781811 2021-04-15 02:03:21,252 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=1.44ms, fps=4018 images/s, loss=1.6343, top1-acc=54.17%, top5-acc=84.43%, remaining_time=0:00:02.119356, arrival_time=2021-04-15 02:03:23.371339, cost_time=0:00:09.419292 2021-04-15 02:03:21,912 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=1.52ms, fps=3876 images/s, loss=1.6362, top1-acc=54.08%, top5-acc=84.41%, remaining_time=0:00:01.541696, arrival_time=2021-04-15 02:03:23.454606, cost_time=0:00:10.080294 2021-04-15 02:03:22,481 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=1.54ms, fps=4506 images/s, loss=1.6404, top1-acc=53.97%, top5-acc=84.32%, remaining_time=0:00:00.946560, arrival_time=2021-04-15 02:03:23.427909, cost_time=0:00:10.648728 2021-04-15 02:03:23,098 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=1.17ms, fps=4152 images/s, loss=1.6412, top1-acc=53.91%, top5-acc=84.30%, remaining_time=0:00:00.355758, arrival_time=2021-04-15 02:03:23.454021, cost_time=0:00:11.265662 2021-04-15 02:03:23,403 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=0.05ms, fps=4461 images/s, loss=1.6420, top1-acc=53.89%, top5-acc=84.29%, remaining_time=0:00:00, arrival_time=2021-04-15 02:03:23.403444, cost_time=0:00:11.570851 2021-04-15 02:03:23,772 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=3.25ms, fps=6973 images/s, loss=2.3021, top1-acc=41.72%, top5-acc=73.44%, remaining_time=0:00:01.101360, arrival_time=2021-04-15 02:03:24.873540, cost_time=0:00:00.367124 2021-04-15 02:03:24,045 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=1.91ms, fps=9371 images/s, loss=2.2696, top1-acc=41.82%, top5-acc=73.71%, remaining_time=0:00:00.640660, arrival_time=2021-04-15 02:03:24.686346, cost_time=0:00:00.640655 2021-04-15 02:03:24,382 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=67.99ms, fps=7612 images/s, loss=2.2614, top1-acc=41.64%, top5-acc=73.98%, remaining_time=0:00:00.325750, arrival_time=2021-04-15 02:03:24.708045, cost_time=0:00:00.977251 2021-04-15 02:03:24,622 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=0.05ms, fps=9657 images/s, loss=2.3083, top1-acc=41.23%, top5-acc=73.62%, remaining_time=0:00:00, arrival_time=2021-04-15 02:03:24.622845, cost_time=0:00:01.217825 2021-04-15 02:03:24,680 INFO : Epoch=0016 complete, best val top1-acc=46.19%, top5-acc=78.15% (epoch=14), remaining_time=0:39:35.796592, arrival_time=2021-04-15 02:43:00.476786, cost_time=0:03:26.591008 2021-04-15 02:03:24,681 INFO : Train start, epoch=0017, lr=0.098429 2021-04-15 02:03:25,495 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=0.17ms, fps=3143 images/s, loss=1.6490, top1-acc=53.83%, top5-acc=84.53%, remaining_time=0:00:15.148956, arrival_time=2021-04-15 02:03:40.644742, cost_time=0:00:00.814461 2021-04-15 02:03:26,160 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=1.29ms, fps=3852 images/s, loss=1.6062, top1-acc=55.37%, top5-acc=84.88%, remaining_time=0:00:13.018368, arrival_time=2021-04-15 02:03:39.179113, cost_time=0:00:01.479351 2021-04-15 02:03:26,792 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=1.31ms, fps=4058 images/s, loss=1.5864, top1-acc=55.76%, top5-acc=85.23%, remaining_time=0:00:11.679096, arrival_time=2021-04-15 02:03:38.471107, cost_time=0:00:02.110682 2021-04-15 02:03:27,365 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=1.47ms, fps=4466 images/s, loss=1.5959, top1-acc=55.47%, top5-acc=85.05%, remaining_time=0:00:10.468692, arrival_time=2021-04-15 02:03:37.834324, cost_time=0:00:02.684274 2021-04-15 02:03:27,934 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=1.39ms, fps=4500 images/s, loss=1.5936, top1-acc=55.44%, top5-acc=85.29%, remaining_time=0:00:09.500512, arrival_time=2021-04-15 02:03:37.435432, cost_time=0:00:03.253581 2021-04-15 02:03:28,500 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=1.22ms, fps=4528 images/s, loss=1.5943, top1-acc=55.39%, top5-acc=85.33%, remaining_time=0:00:08.657216, arrival_time=2021-04-15 02:03:37.157877, cost_time=0:00:03.819332 2021-04-15 02:03:29,076 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=1.24ms, fps=4445 images/s, loss=1.5965, top1-acc=55.36%, top5-acc=85.18%, remaining_time=0:00:07.912044, arrival_time=2021-04-15 02:03:36.988943, cost_time=0:00:04.395572 2021-04-15 02:03:29,641 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=1.57ms, fps=4534 images/s, loss=1.5969, top1-acc=55.23%, top5-acc=85.12%, remaining_time=0:00:07.192812, arrival_time=2021-04-15 02:03:36.834719, cost_time=0:00:04.960564 2021-04-15 02:03:30,233 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.45ms, fps=4332 images/s, loss=1.5938, top1-acc=55.32%, top5-acc=85.11%, remaining_time=0:00:06.538822, arrival_time=2021-04-15 02:03:36.772025, cost_time=0:00:05.551804 2021-04-15 02:03:30,804 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=1.27ms, fps=4483 images/s, loss=1.5964, top1-acc=55.29%, top5-acc=85.03%, remaining_time=0:00:05.878464, arrival_time=2021-04-15 02:03:36.683203, cost_time=0:00:06.123405 2021-04-15 02:03:31,405 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=1.45ms, fps=4268 images/s, loss=1.6009, top1-acc=55.18%, top5-acc=84.91%, remaining_time=0:00:05.256664, arrival_time=2021-04-15 02:03:36.661704, cost_time=0:00:06.723616 2021-04-15 02:03:31,984 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=2.04ms, fps=4426 images/s, loss=1.6093, top1-acc=55.01%, top5-acc=84.79%, remaining_time=0:00:04.624980, arrival_time=2021-04-15 02:03:36.608925, cost_time=0:00:07.302563 2021-04-15 02:03:32,559 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=1.69ms, fps=4449 images/s, loss=1.6098, top1-acc=54.96%, top5-acc=84.77%, remaining_time=0:00:03.999864, arrival_time=2021-04-15 02:03:36.559746, cost_time=0:00:07.878499 2021-04-15 02:03:33,117 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=1.27ms, fps=4599 images/s, loss=1.6121, top1-acc=54.87%, top5-acc=84.68%, remaining_time=0:00:03.374224, arrival_time=2021-04-15 02:03:36.491214, cost_time=0:00:08.435587 2021-04-15 02:03:33,707 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=1.21ms, fps=4336 images/s, loss=1.6113, top1-acc=54.95%, top5-acc=84.65%, remaining_time=0:00:02.768142, arrival_time=2021-04-15 02:03:36.475953, cost_time=0:00:09.026476 2021-04-15 02:03:34,288 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=1.29ms, fps=4409 images/s, loss=1.6090, top1-acc=55.00%, top5-acc=84.70%, remaining_time=0:00:02.161692, arrival_time=2021-04-15 02:03:36.450522, cost_time=0:00:09.607499 2021-04-15 02:03:34,908 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.34ms, fps=4134 images/s, loss=1.6097, top1-acc=55.02%, top5-acc=84.65%, remaining_time=0:00:01.564134, arrival_time=2021-04-15 02:03:36.472556, cost_time=0:00:10.226992 2021-04-15 02:03:35,465 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=1.23ms, fps=4601 images/s, loss=1.6093, top1-acc=55.02%, top5-acc=84.66%, remaining_time=0:00:00.958576, arrival_time=2021-04-15 02:03:36.423881, cost_time=0:00:10.783930 2021-04-15 02:03:36,045 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.03ms, fps=4418 images/s, loss=1.6102, top1-acc=54.97%, top5-acc=84.62%, remaining_time=0:00:00.358866, arrival_time=2021-04-15 02:03:36.404293, cost_time=0:00:11.364100 2021-04-15 02:03:36,349 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=0.06ms, fps=4474 images/s, loss=1.6112, top1-acc=54.96%, top5-acc=84.62%, remaining_time=0:00:00, arrival_time=2021-04-15 02:03:36.349765, cost_time=0:00:11.668449 2021-04-15 02:03:36,803 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=0.24ms, fps=5658 images/s, loss=2.2423, top1-acc=42.85%, top5-acc=73.40%, remaining_time=0:00:01.357440, arrival_time=2021-04-15 02:03:38.161323, cost_time=0:00:00.452477 2021-04-15 02:03:37,124 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=45.95ms, fps=7991 images/s, loss=2.2824, top1-acc=40.68%, top5-acc=72.70%, remaining_time=0:00:00.773260, arrival_time=2021-04-15 02:03:37.897945, cost_time=0:00:00.773253 2021-04-15 02:03:37,435 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=0.15ms, fps=8246 images/s, loss=2.2618, top1-acc=41.28%, top5-acc=72.76%, remaining_time=0:00:00.361390, arrival_time=2021-04-15 02:03:37.796938, cost_time=0:00:01.084172 2021-04-15 02:03:37,743 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=1.49ms, fps=7554 images/s, loss=2.2468, top1-acc=41.47%, top5-acc=73.09%, remaining_time=0:00:00, arrival_time=2021-04-15 02:03:37.743016, cost_time=0:00:01.391584 2021-04-15 02:03:37,831 INFO : Epoch=0017 complete, best val top1-acc=46.19%, top5-acc=78.15% (epoch=14), remaining_time=0:39:25.463856, arrival_time=2021-04-15 02:43:03.295592, cost_time=0:03:39.742538 2021-04-15 02:03:37,833 INFO : Train start, epoch=0018, lr=0.098228 2021-04-15 02:03:38,697 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=0.17ms, fps=2960 images/s, loss=1.5083, top1-acc=58.16%, top5-acc=86.52%, remaining_time=0:00:16.084164, arrival_time=2021-04-15 02:03:54.782015, cost_time=0:00:00.864745 2021-04-15 02:03:39,329 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=1.38ms, fps=4058 images/s, loss=1.5528, top1-acc=56.15%, top5-acc=85.88%, remaining_time=0:00:13.164448, arrival_time=2021-04-15 02:03:52.493510, cost_time=0:00:01.495960 2021-04-15 02:03:39,934 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=1.32ms, fps=4229 images/s, loss=1.5559, top1-acc=55.91%, top5-acc=85.78%, remaining_time=0:00:11.629296, arrival_time=2021-04-15 02:03:51.564082, cost_time=0:00:02.101680 2021-04-15 02:03:40,562 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=1.43ms, fps=4080 images/s, loss=1.5552, top1-acc=56.08%, top5-acc=85.54%, remaining_time=0:00:10.644972, arrival_time=2021-04-15 02:03:51.207574, cost_time=0:00:02.729498 2021-04-15 02:03:41,226 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=1.85ms, fps=3859 images/s, loss=1.5588, top1-acc=56.14%, top5-acc=85.66%, remaining_time=0:00:09.908436, arrival_time=2021-04-15 02:03:51.134836, cost_time=0:00:03.393297 2021-04-15 02:03:41,909 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=1.46ms, fps=3752 images/s, loss=1.5542, top1-acc=56.46%, top5-acc=85.70%, remaining_time=0:00:09.238752, arrival_time=2021-04-15 02:03:51.147785, cost_time=0:00:04.075929 2021-04-15 02:03:42,506 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=1.37ms, fps=4285 images/s, loss=1.5548, top1-acc=56.45%, top5-acc=85.61%, remaining_time=0:00:08.412768, arrival_time=2021-04-15 02:03:50.919617, cost_time=0:00:04.673744 2021-04-15 02:03:43,055 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=1.19ms, fps=4666 images/s, loss=1.5567, top1-acc=56.40%, top5-acc=85.51%, remaining_time=0:00:07.572944, arrival_time=2021-04-15 02:03:50.628754, cost_time=0:00:05.222697 2021-04-15 02:03:43,615 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=1.20ms, fps=4574 images/s, loss=1.5639, top1-acc=56.11%, top5-acc=85.46%, remaining_time=0:00:06.810818, arrival_time=2021-04-15 02:03:50.426670, cost_time=0:00:05.782751 2021-04-15 02:03:44,199 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=1.19ms, fps=4386 images/s, loss=1.5658, top1-acc=56.01%, top5-acc=85.36%, remaining_time=0:00:06.112128, arrival_time=2021-04-15 02:03:50.312034, cost_time=0:00:06.366805 2021-04-15 02:03:44,809 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=1.30ms, fps=4202 images/s, loss=1.5639, top1-acc=56.09%, top5-acc=85.38%, remaining_time=0:00:05.454206, arrival_time=2021-04-15 02:03:50.263630, cost_time=0:00:06.976327 2021-04-15 02:03:45,361 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=2.25ms, fps=4640 images/s, loss=1.5625, top1-acc=56.12%, top5-acc=85.43%, remaining_time=0:00:04.768012, arrival_time=2021-04-15 02:03:50.129573, cost_time=0:00:07.528386 2021-04-15 02:03:45,928 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.39ms, fps=4522 images/s, loss=1.5664, top1-acc=56.08%, top5-acc=85.39%, remaining_time=0:00:04.109820, arrival_time=2021-04-15 02:03:50.038031, cost_time=0:00:08.095092 2021-04-15 02:03:46,470 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=1.32ms, fps=4728 images/s, loss=1.5661, top1-acc=56.05%, top5-acc=85.43%, remaining_time=0:00:03.454752, arrival_time=2021-04-15 02:03:49.924744, cost_time=0:00:08.636896 2021-04-15 02:03:47,043 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=1.21ms, fps=4466 images/s, loss=1.5694, top1-acc=55.89%, top5-acc=85.38%, remaining_time=0:00:02.824538, arrival_time=2021-04-15 02:03:49.868059, cost_time=0:00:09.210415 2021-04-15 02:03:47,610 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=1.18ms, fps=4516 images/s, loss=1.5677, top1-acc=55.93%, top5-acc=85.43%, remaining_time=0:00:02.199960, arrival_time=2021-04-15 02:03:49.810685, cost_time=0:00:09.777569 2021-04-15 02:03:48,166 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=1.37ms, fps=4609 images/s, loss=1.5692, top1-acc=55.90%, top5-acc=85.44%, remaining_time=0:00:01.580410, arrival_time=2021-04-15 02:03:49.746990, cost_time=0:00:10.333478 2021-04-15 02:03:48,718 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=1.25ms, fps=4640 images/s, loss=1.5728, top1-acc=55.80%, top5-acc=85.33%, remaining_time=0:00:00.967600, arrival_time=2021-04-15 02:03:49.686308, cost_time=0:00:10.885523 2021-04-15 02:03:49,322 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=1.29ms, fps=4242 images/s, loss=1.5786, top1-acc=55.71%, top5-acc=85.19%, remaining_time=0:00:00.362826, arrival_time=2021-04-15 02:03:49.685444, cost_time=0:00:11.489518 2021-04-15 02:03:49,714 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=0.06ms, fps=3473 images/s, loss=1.5786, top1-acc=55.67%, top5-acc=85.22%, remaining_time=0:00:00, arrival_time=2021-04-15 02:03:49.714573, cost_time=0:00:11.881463 2021-04-15 02:03:50,146 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=2.49ms, fps=5955 images/s, loss=2.1017, top1-acc=45.23%, top5-acc=76.13%, remaining_time=0:00:01.289520, arrival_time=2021-04-15 02:03:51.435773, cost_time=0:00:00.429844 2021-04-15 02:03:50,428 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=0.29ms, fps=9075 images/s, loss=2.1244, top1-acc=44.73%, top5-acc=76.11%, remaining_time=0:00:00.712380, arrival_time=2021-04-15 02:03:51.141173, cost_time=0:00:00.712387 2021-04-15 02:03:50,757 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=0.31ms, fps=7802 images/s, loss=2.1017, top1-acc=45.17%, top5-acc=76.54%, remaining_time=0:00:00.346990, arrival_time=2021-04-15 02:03:51.104327, cost_time=0:00:01.040969 2021-04-15 02:03:51,060 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.05ms, fps=7671 images/s, loss=2.1145, top1-acc=44.96%, top5-acc=76.87%, remaining_time=0:00:00, arrival_time=2021-04-15 02:03:51.060085, cost_time=0:00:01.343747 2021-04-15 02:03:51,120 INFO : Epoch=0018 complete, best val top1-acc=46.19%, top5-acc=78.15% (epoch=14), remaining_time=0:39:16.204942, arrival_time=2021-04-15 02:43:07.325388, cost_time=0:03:53.031251 2021-04-15 02:03:51,121 INFO : Train start, epoch=0019, lr=0.098015 2021-04-15 02:03:51,846 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=0.17ms, fps=3533 images/s, loss=1.5168, top1-acc=58.09%, top5-acc=85.27%, remaining_time=0:00:13.477932, arrival_time=2021-04-15 02:04:05.324191, cost_time=0:00:00.724625 2021-04-15 02:03:52,391 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=1.26ms, fps=4699 images/s, loss=1.5074, top1-acc=57.71%, top5-acc=85.80%, remaining_time=0:00:11.173536, arrival_time=2021-04-15 02:04:03.564878, cost_time=0:00:01.269712 2021-04-15 02:03:52,938 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=1.37ms, fps=4686 images/s, loss=1.5118, top1-acc=57.17%, top5-acc=86.09%, remaining_time=0:00:10.050636, arrival_time=2021-04-15 02:04:02.988649, cost_time=0:00:01.816371 2021-04-15 02:03:53,493 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=1.49ms, fps=4610 images/s, loss=1.5272, top1-acc=56.73%, top5-acc=86.04%, remaining_time=0:00:09.250956, arrival_time=2021-04-15 02:04:02.744696, cost_time=0:00:02.372051 2021-04-15 02:03:54,094 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=1.34ms, fps=4268 images/s, loss=1.5343, top1-acc=56.55%, top5-acc=85.98%, remaining_time=0:00:08.679262, arrival_time=2021-04-15 02:04:02.773278, cost_time=0:00:02.972373 2021-04-15 02:03:54,651 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=1.31ms, fps=4592 images/s, loss=1.5438, top1-acc=56.33%, top5-acc=86.00%, remaining_time=0:00:08.001832, arrival_time=2021-04-15 02:04:02.653688, cost_time=0:00:03.530210 2021-04-15 02:03:55,225 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=1.20ms, fps=4467 images/s, loss=1.5477, top1-acc=56.16%, top5-acc=85.81%, remaining_time=0:00:07.386624, arrival_time=2021-04-15 02:04:02.611936, cost_time=0:00:04.103668 2021-04-15 02:03:55,801 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=1.57ms, fps=4445 images/s, loss=1.5494, top1-acc=55.98%, top5-acc=85.76%, remaining_time=0:00:06.785884, arrival_time=2021-04-15 02:04:02.587438, cost_time=0:00:04.679908 2021-04-15 02:03:56,390 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=1.24ms, fps=4349 images/s, loss=1.5480, top1-acc=56.05%, top5-acc=85.72%, remaining_time=0:00:06.205664, arrival_time=2021-04-15 02:04:02.596228, cost_time=0:00:05.268920 2021-04-15 02:03:56,967 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=1.29ms, fps=4444 images/s, loss=1.5472, top1-acc=56.07%, top5-acc=85.74%, remaining_time=0:00:05.611584, arrival_time=2021-04-15 02:04:02.578562, cost_time=0:00:05.845350 2021-04-15 02:03:57,650 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=1.83ms, fps=3746 images/s, loss=1.5490, top1-acc=56.09%, top5-acc=85.75%, remaining_time=0:00:05.104616, arrival_time=2021-04-15 02:04:02.755416, cost_time=0:00:06.529145 2021-04-15 02:03:58,245 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=1.57ms, fps=4308 images/s, loss=1.5512, top1-acc=55.92%, top5-acc=85.70%, remaining_time=0:00:04.511740, arrival_time=2021-04-15 02:04:02.757237, cost_time=0:00:07.123783 2021-04-15 02:03:58,866 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=1.48ms, fps=4124 images/s, loss=1.5522, top1-acc=55.91%, top5-acc=85.64%, remaining_time=0:00:03.932082, arrival_time=2021-04-15 02:04:02.798783, cost_time=0:00:07.745052 2021-04-15 02:03:59,491 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=1.44ms, fps=4097 images/s, loss=1.5552, top1-acc=55.83%, top5-acc=85.57%, remaining_time=0:00:03.348072, arrival_time=2021-04-15 02:04:02.839937, cost_time=0:00:08.370179 2021-04-15 02:04:00,237 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=1.27ms, fps=3437 images/s, loss=1.5595, top1-acc=55.72%, top5-acc=85.46%, remaining_time=0:00:02.795420, arrival_time=2021-04-15 02:04:03.032540, cost_time=0:00:09.115474 2021-04-15 02:04:00,851 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=1.56ms, fps=4172 images/s, loss=1.5634, top1-acc=55.71%, top5-acc=85.39%, remaining_time=0:00:02.189124, arrival_time=2021-04-15 02:04:03.040224, cost_time=0:00:09.729454 2021-04-15 02:04:01,438 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=1.35ms, fps=4364 images/s, loss=1.5661, top1-acc=55.67%, top5-acc=85.34%, remaining_time=0:00:01.577810, arrival_time=2021-04-15 02:04:03.015826, cost_time=0:00:10.316368 2021-04-15 02:04:02,044 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=1.52ms, fps=4221 images/s, loss=1.5718, top1-acc=55.59%, top5-acc=85.23%, remaining_time=0:00:00.970944, arrival_time=2021-04-15 02:04:03.015745, cost_time=0:00:10.923156 2021-04-15 02:04:02,648 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=1.10ms, fps=4242 images/s, loss=1.5687, top1-acc=55.65%, top5-acc=85.28%, remaining_time=0:00:00.364008, arrival_time=2021-04-15 02:04:03.012694, cost_time=0:00:11.526997 2021-04-15 02:04:02,989 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=0.08ms, fps=3991 images/s, loss=1.5676, top1-acc=55.68%, top5-acc=85.30%, remaining_time=0:00:00, arrival_time=2021-04-15 02:04:02.989862, cost_time=0:00:11.868207 2021-04-15 02:04:03,392 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=0.28ms, fps=6380 images/s, loss=1.9984, top1-acc=47.62%, top5-acc=77.11%, remaining_time=0:00:01.203660, arrival_time=2021-04-15 02:04:04.596408, cost_time=0:00:00.401217 2021-04-15 02:04:03,697 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=0.36ms, fps=8402 images/s, loss=2.0208, top1-acc=46.95%, top5-acc=77.42%, remaining_time=0:00:00.706200, arrival_time=2021-04-15 02:04:04.403933, cost_time=0:00:00.706192 2021-04-15 02:04:04,008 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=0.27ms, fps=8237 images/s, loss=2.0234, top1-acc=46.87%, top5-acc=77.36%, remaining_time=0:00:00.339110, arrival_time=2021-04-15 02:04:04.347977, cost_time=0:00:01.017331 2021-04-15 02:04:04,286 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=0.05ms, fps=8364 images/s, loss=2.0253, top1-acc=46.70%, top5-acc=77.42%, remaining_time=0:00:00, arrival_time=2021-04-15 02:04:04.286560, cost_time=0:00:01.295042 2021-04-15 02:04:04,395 INFO : Epoch=0019 complete, best val top1-acc=46.70%, top5-acc=77.42% (epoch=19), remaining_time=0:39:06.389337, arrival_time=2021-04-15 02:43:10.784596, cost_time=0:04:06.306058 2021-04-15 02:04:04,396 INFO : Train start, epoch=0020, lr=0.097790 2021-04-15 02:04:05,203 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=0.31ms, fps=3171 images/s, loss=1.4987, top1-acc=57.11%, top5-acc=85.78%, remaining_time=0:00:15.017454, arrival_time=2021-04-15 02:04:20.221386, cost_time=0:00:00.807393 2021-04-15 02:04:05,847 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=1.52ms, fps=3980 images/s, loss=1.4878, top1-acc=57.40%, top5-acc=86.50%, remaining_time=0:00:12.768624, arrival_time=2021-04-15 02:04:18.616139, cost_time=0:00:01.450977 2021-04-15 02:04:06,434 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=1.37ms, fps=4362 images/s, loss=1.4926, top1-acc=57.43%, top5-acc=86.47%, remaining_time=0:00:11.277708, arrival_time=2021-04-15 02:04:17.712391, cost_time=0:00:02.038142 2021-04-15 02:04:06,963 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=1.29ms, fps=4841 images/s, loss=1.4967, top1-acc=57.19%, top5-acc=86.51%, remaining_time=0:00:10.012236, arrival_time=2021-04-15 02:04:16.976017, cost_time=0:00:02.567237 2021-04-15 02:04:07,494 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=1.41ms, fps=4829 images/s, loss=1.5203, top1-acc=56.81%, top5-acc=86.01%, remaining_time=0:00:09.045138, arrival_time=2021-04-15 02:04:16.539333, cost_time=0:00:03.097666 2021-04-15 02:04:08,023 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.24ms, fps=4837 images/s, loss=1.5179, top1-acc=56.81%, top5-acc=86.15%, remaining_time=0:00:08.221880, arrival_time=2021-04-15 02:04:16.245699, cost_time=0:00:03.627282 2021-04-15 02:04:08,554 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=1.25ms, fps=4824 images/s, loss=1.5132, top1-acc=57.00%, top5-acc=86.30%, remaining_time=0:00:07.484904, arrival_time=2021-04-15 02:04:16.039735, cost_time=0:00:04.158298 2021-04-15 02:04:09,084 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=1.38ms, fps=4835 images/s, loss=1.5163, top1-acc=56.93%, top5-acc=86.31%, remaining_time=0:00:06.797832, arrival_time=2021-04-15 02:04:15.882492, cost_time=0:00:04.688128 2021-04-15 02:04:09,620 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=1.36ms, fps=4781 images/s, loss=1.5099, top1-acc=57.17%, top5-acc=86.44%, remaining_time=0:00:06.152558, arrival_time=2021-04-15 02:04:15.772967, cost_time=0:00:05.223877 2021-04-15 02:04:10,166 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=1.35ms, fps=4696 images/s, loss=1.5144, top1-acc=57.11%, top5-acc=86.40%, remaining_time=0:00:05.538624, arrival_time=2021-04-15 02:04:15.704661, cost_time=0:00:05.769426 2021-04-15 02:04:10,701 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=1.30ms, fps=4781 images/s, loss=1.5197, top1-acc=56.92%, top5-acc=86.25%, remaining_time=0:00:04.929692, arrival_time=2021-04-15 02:04:15.631636, cost_time=0:00:06.305404 2021-04-15 02:04:11,332 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=1.33ms, fps=4065 images/s, loss=1.5247, top1-acc=56.77%, top5-acc=86.11%, remaining_time=0:00:04.392496, arrival_time=2021-04-15 02:04:15.724554, cost_time=0:00:06.935525 2021-04-15 02:04:11,905 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=1.28ms, fps=4464 images/s, loss=1.5298, top1-acc=56.69%, top5-acc=85.98%, remaining_time=0:00:03.812424, arrival_time=2021-04-15 02:04:15.718319, cost_time=0:00:07.509291 2021-04-15 02:04:12,486 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=1.81ms, fps=4415 images/s, loss=1.5323, top1-acc=56.70%, top5-acc=85.95%, remaining_time=0:00:03.235848, arrival_time=2021-04-15 02:04:15.722049, cost_time=0:00:08.089656 2021-04-15 02:04:13,054 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=1.17ms, fps=4509 images/s, loss=1.5346, top1-acc=56.64%, top5-acc=85.87%, remaining_time=0:00:02.655074, arrival_time=2021-04-15 02:04:15.709417, cost_time=0:00:08.657808 2021-04-15 02:04:13,597 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=1.33ms, fps=4715 images/s, loss=1.5391, top1-acc=56.49%, top5-acc=85.83%, remaining_time=0:00:02.070252, arrival_time=2021-04-15 02:04:15.667926, cost_time=0:00:09.201073 2021-04-15 02:04:14,153 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=1.47ms, fps=4614 images/s, loss=1.5437, top1-acc=56.35%, top5-acc=85.74%, remaining_time=0:00:01.492166, arrival_time=2021-04-15 02:04:15.645143, cost_time=0:00:09.756412 2021-04-15 02:04:14,698 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=1.27ms, fps=4696 images/s, loss=1.5443, top1-acc=56.41%, top5-acc=85.72%, remaining_time=0:00:00.915728, arrival_time=2021-04-15 02:04:15.614280, cost_time=0:00:10.302013 2021-04-15 02:04:15,237 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=0.98ms, fps=4752 images/s, loss=1.5445, top1-acc=56.42%, top5-acc=85.76%, remaining_time=0:00:00.342348, arrival_time=2021-04-15 02:04:15.579952, cost_time=0:00:10.841078 2021-04-15 02:04:15,554 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=0.07ms, fps=4301 images/s, loss=1.5454, top1-acc=56.44%, top5-acc=85.74%, remaining_time=0:00:00, arrival_time=2021-04-15 02:04:15.554209, cost_time=0:00:11.157634 2021-04-15 02:04:15,919 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=9.28ms, fps=7042 images/s, loss=2.2426, top1-acc=43.36%, top5-acc=73.67%, remaining_time=0:00:01.090530, arrival_time=2021-04-15 02:04:17.009953, cost_time=0:00:00.363512 2021-04-15 02:04:16,186 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=0.15ms, fps=9616 images/s, loss=2.1796, top1-acc=43.91%, top5-acc=74.08%, remaining_time=0:00:00.630040, arrival_time=2021-04-15 02:04:16.815997, cost_time=0:00:00.630044 2021-04-15 02:04:16,484 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=14.73ms, fps=8580 images/s, loss=2.1504, top1-acc=44.41%, top5-acc=74.62%, remaining_time=0:00:00.309590, arrival_time=2021-04-15 02:04:16.794277, cost_time=0:00:00.928774 2021-04-15 02:04:16,728 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=0.06ms, fps=9549 images/s, loss=2.1498, top1-acc=44.14%, top5-acc=74.43%, remaining_time=0:00:00, arrival_time=2021-04-15 02:04:16.727959, cost_time=0:00:01.172072 2021-04-15 02:04:16,784 INFO : Epoch=0020 complete, best val top1-acc=46.70%, top5-acc=77.42% (epoch=19), remaining_time=0:38:48.256800, arrival_time=2021-04-15 02:43:05.041201, cost_time=0:04:18.695207 2021-04-15 02:04:16,785 INFO : Train start, epoch=0021, lr=0.097553 2021-04-15 02:04:17,521 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=1.26ms, fps=3479 images/s, loss=1.5020, top1-acc=57.89%, top5-acc=86.21%, remaining_time=0:00:13.687926, arrival_time=2021-04-15 02:04:31.209433, cost_time=0:00:00.735914 2021-04-15 02:04:18,061 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=1.20ms, fps=4745 images/s, loss=1.5090, top1-acc=57.58%, top5-acc=86.35%, remaining_time=0:00:11.227040, arrival_time=2021-04-15 02:04:29.288433, cost_time=0:00:01.275796 2021-04-15 02:04:18,595 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=1.23ms, fps=4800 images/s, loss=1.4757, top1-acc=58.46%, top5-acc=86.82%, remaining_time=0:00:10.012456, arrival_time=2021-04-15 02:04:28.607516, cost_time=0:00:01.809467 2021-04-15 02:04:19,142 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=1.42ms, fps=4677 images/s, loss=1.4708, top1-acc=58.80%, top5-acc=86.74%, remaining_time=0:00:09.193080, arrival_time=2021-04-15 02:04:28.335868, cost_time=0:00:02.357194 2021-04-15 02:04:19,674 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=1.33ms, fps=4815 images/s, loss=1.4791, top1-acc=58.42%, top5-acc=86.74%, remaining_time=0:00:08.436318, arrival_time=2021-04-15 02:04:28.111045, cost_time=0:00:02.889133 2021-04-15 02:04:20,319 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=1.24ms, fps=3971 images/s, loss=1.4745, top1-acc=58.39%, top5-acc=86.82%, remaining_time=0:00:08.010808, arrival_time=2021-04-15 02:04:28.330558, cost_time=0:00:03.534154 2021-04-15 02:04:20,886 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=1.35ms, fps=4522 images/s, loss=1.4848, top1-acc=58.18%, top5-acc=86.68%, remaining_time=0:00:07.380954, arrival_time=2021-04-15 02:04:28.267138, cost_time=0:00:04.100543 2021-04-15 02:04:21,466 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=1.34ms, fps=4412 images/s, loss=1.4942, top1-acc=57.99%, top5-acc=86.47%, remaining_time=0:00:06.787972, arrival_time=2021-04-15 02:04:28.254889, cost_time=0:00:04.681324 2021-04-15 02:04:22,024 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=1.21ms, fps=4596 images/s, loss=1.4947, top1-acc=57.97%, top5-acc=86.48%, remaining_time=0:00:06.169942, arrival_time=2021-04-15 02:04:28.194173, cost_time=0:00:05.238631 2021-04-15 02:04:22,650 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=1.35ms, fps=4090 images/s, loss=1.5034, top1-acc=57.63%, top5-acc=86.36%, remaining_time=0:00:05.630208, arrival_time=2021-04-15 02:04:28.280737, cost_time=0:00:05.864834 2021-04-15 02:04:23,308 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=1.24ms, fps=3896 images/s, loss=1.5102, top1-acc=57.50%, top5-acc=86.27%, remaining_time=0:00:05.099370, arrival_time=2021-04-15 02:04:28.407374, cost_time=0:00:06.522402 2021-04-15 02:04:23,930 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=1.34ms, fps=4118 images/s, loss=1.5105, top1-acc=57.49%, top5-acc=86.27%, remaining_time=0:00:04.524812, arrival_time=2021-04-15 02:04:28.454963, cost_time=0:00:07.144482 2021-04-15 02:04:24,587 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=1.32ms, fps=3896 images/s, loss=1.5150, top1-acc=57.32%, top5-acc=86.20%, remaining_time=0:00:03.960990, arrival_time=2021-04-15 02:04:28.548613, cost_time=0:00:07.802011 2021-04-15 02:04:25,217 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=1.31ms, fps=4070 images/s, loss=1.5168, top1-acc=57.23%, top5-acc=86.15%, remaining_time=0:00:03.372544, arrival_time=2021-04-15 02:04:28.589555, cost_time=0:00:08.431420 2021-04-15 02:04:25,818 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=1.18ms, fps=4262 images/s, loss=1.5154, top1-acc=57.20%, top5-acc=86.23%, remaining_time=0:00:02.769936, arrival_time=2021-04-15 02:04:28.587955, cost_time=0:00:09.032343 2021-04-15 02:04:26,399 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=1.27ms, fps=4406 images/s, loss=1.5169, top1-acc=57.12%, top5-acc=86.15%, remaining_time=0:00:02.163132, arrival_time=2021-04-15 02:04:28.562666, cost_time=0:00:09.613916 2021-04-15 02:04:26,971 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=1.53ms, fps=4479 images/s, loss=1.5155, top1-acc=57.12%, top5-acc=86.16%, remaining_time=0:00:01.557842, arrival_time=2021-04-15 02:04:28.529332, cost_time=0:00:10.185902 2021-04-15 02:04:27,515 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=1.27ms, fps=4713 images/s, loss=1.5173, top1-acc=57.12%, top5-acc=86.14%, remaining_time=0:00:00.953728, arrival_time=2021-04-15 02:04:28.468722, cost_time=0:00:10.729410 2021-04-15 02:04:28,055 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.35ms, fps=4739 images/s, loss=1.5175, top1-acc=57.13%, top5-acc=86.16%, remaining_time=0:00:00.355890, arrival_time=2021-04-15 02:04:28.411442, cost_time=0:00:11.269906 2021-04-15 02:04:28,369 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=0.06ms, fps=4338 images/s, loss=1.5184, top1-acc=57.11%, top5-acc=86.16%, remaining_time=0:00:00, arrival_time=2021-04-15 02:04:28.369469, cost_time=0:00:11.583869 2021-04-15 02:04:28,747 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=12.20ms, fps=6809 images/s, loss=1.8376, top1-acc=50.27%, top5-acc=79.61%, remaining_time=0:00:01.127850, arrival_time=2021-04-15 02:04:29.874922, cost_time=0:00:00.375951 2021-04-15 02:04:29,030 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=1.65ms, fps=9045 images/s, loss=1.9038, top1-acc=49.36%, top5-acc=79.12%, remaining_time=0:00:00.659300, arrival_time=2021-04-15 02:04:29.689722, cost_time=0:00:00.659305 2021-04-15 02:04:29,345 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=15.26ms, fps=8149 images/s, loss=1.8930, top1-acc=49.23%, top5-acc=79.31%, remaining_time=0:00:00.324600, arrival_time=2021-04-15 02:04:29.669539, cost_time=0:00:00.973792 2021-04-15 02:04:29,609 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=1.10ms, fps=8782 images/s, loss=1.9005, top1-acc=49.34%, top5-acc=79.30%, remaining_time=0:00:00, arrival_time=2021-04-15 02:04:29.609517, cost_time=0:00:01.238429 2021-04-15 02:04:29,741 INFO : Epoch=0021 complete, best val top1-acc=49.34%, top5-acc=79.30% (epoch=21), remaining_time=0:38:35.510885, arrival_time=2021-04-15 02:43:05.252203, cost_time=0:04:31.652120 2021-04-15 02:04:29,742 INFO : Train start, epoch=0022, lr=0.097304 2021-04-15 02:04:30,494 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=1.27ms, fps=3405 images/s, loss=1.4599, top1-acc=58.95%, top5-acc=86.72%, remaining_time=0:00:13.982922, arrival_time=2021-04-15 02:04:44.477299, cost_time=0:00:00.751771 2021-04-15 02:04:31,038 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=1.16ms, fps=4710 images/s, loss=1.4528, top1-acc=59.53%, top5-acc=87.56%, remaining_time=0:00:11.401456, arrival_time=2021-04-15 02:04:42.439673, cost_time=0:00:01.295613 2021-04-15 02:04:31,589 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=1.36ms, fps=4648 images/s, loss=1.4710, top1-acc=58.68%, top5-acc=87.25%, remaining_time=0:00:10.218462, arrival_time=2021-04-15 02:04:41.807788, cost_time=0:00:01.846715 2021-04-15 02:04:32,211 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=1.49ms, fps=4117 images/s, loss=1.4836, top1-acc=58.16%, top5-acc=87.05%, remaining_time=0:00:09.628476, arrival_time=2021-04-15 02:04:41.839914, cost_time=0:00:02.468828 2021-04-15 02:04:32,752 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=1.41ms, fps=4733 images/s, loss=1.4851, top1-acc=58.04%, top5-acc=87.05%, remaining_time=0:00:08.789492, arrival_time=2021-04-15 02:04:41.542181, cost_time=0:00:03.010077 2021-04-15 02:04:33,302 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=1.25ms, fps=4655 images/s, loss=1.4852, top1-acc=58.02%, top5-acc=87.02%, remaining_time=0:00:08.070104, arrival_time=2021-04-15 02:04:41.373050, cost_time=0:00:03.560337 2021-04-15 02:04:33,849 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=1.25ms, fps=4684 images/s, loss=1.4821, top1-acc=58.21%, top5-acc=86.99%, remaining_time=0:00:07.392924, arrival_time=2021-04-15 02:04:41.242737, cost_time=0:00:04.107208 2021-04-15 02:04:34,404 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=1.22ms, fps=4614 images/s, loss=1.4884, top1-acc=58.14%, top5-acc=86.77%, remaining_time=0:00:06.760364, arrival_time=2021-04-15 02:04:41.165315, cost_time=0:00:04.662351 2021-04-15 02:04:34,944 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=1.33ms, fps=4749 images/s, loss=1.4968, top1-acc=57.88%, top5-acc=86.57%, remaining_time=0:00:06.126482, arrival_time=2021-04-15 02:04:41.070853, cost_time=0:00:05.201761 2021-04-15 02:04:35,515 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=1.32ms, fps=4488 images/s, loss=1.5042, top1-acc=57.71%, top5-acc=86.43%, remaining_time=0:00:05.541600, arrival_time=2021-04-15 02:04:41.056770, cost_time=0:00:05.772485 2021-04-15 02:04:36,084 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=1.28ms, fps=4499 images/s, loss=1.5071, top1-acc=57.67%, top5-acc=86.30%, remaining_time=0:00:04.958330, arrival_time=2021-04-15 02:04:41.042987, cost_time=0:00:06.342050 2021-04-15 02:04:36,663 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=1.57ms, fps=4424 images/s, loss=1.5049, top1-acc=57.79%, top5-acc=86.39%, remaining_time=0:00:04.383300, arrival_time=2021-04-15 02:04:41.046906, cost_time=0:00:06.921002 2021-04-15 02:04:37,221 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=1.23ms, fps=4593 images/s, loss=1.5059, top1-acc=57.77%, top5-acc=86.32%, remaining_time=0:00:03.796848, arrival_time=2021-04-15 02:04:41.018194, cost_time=0:00:07.478691 2021-04-15 02:04:37,824 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.25ms, fps=4250 images/s, loss=1.5109, top1-acc=57.65%, top5-acc=86.21%, remaining_time=0:00:03.232544, arrival_time=2021-04-15 02:04:41.056573, cost_time=0:00:08.081407 2021-04-15 02:04:38,435 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=1.30ms, fps=4189 images/s, loss=1.5117, top1-acc=57.62%, top5-acc=86.22%, remaining_time=0:00:02.665838, arrival_time=2021-04-15 02:04:41.101402, cost_time=0:00:08.692956 2021-04-15 02:04:39,049 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=1.24ms, fps=4171 images/s, loss=1.5123, top1-acc=57.59%, top5-acc=86.25%, remaining_time=0:00:02.094084, arrival_time=2021-04-15 02:04:41.143806, cost_time=0:00:09.307117 2021-04-15 02:04:39,662 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=1.26ms, fps=4181 images/s, loss=1.5171, top1-acc=57.45%, top5-acc=86.16%, remaining_time=0:00:01.517152, arrival_time=2021-04-15 02:04:41.179520, cost_time=0:00:09.919762 2021-04-15 02:04:40,280 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=1.29ms, fps=4143 images/s, loss=1.5138, top1-acc=57.54%, top5-acc=86.22%, remaining_time=0:00:00.936720, arrival_time=2021-04-15 02:04:41.217432, cost_time=0:00:10.538055 2021-04-15 02:04:40,894 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=1.30ms, fps=4174 images/s, loss=1.5121, top1-acc=57.58%, top5-acc=86.25%, remaining_time=0:00:00.352164, arrival_time=2021-04-15 02:04:41.246597, cost_time=0:00:11.151822 2021-04-15 02:04:41,254 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=0.06ms, fps=3786 images/s, loss=1.5108, top1-acc=57.57%, top5-acc=86.29%, remaining_time=0:00:00, arrival_time=2021-04-15 02:04:41.254078, cost_time=0:00:11.511487 2021-04-15 02:04:41,693 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=0.18ms, fps=5847 images/s, loss=1.9565, top1-acc=47.73%, top5-acc=77.70%, remaining_time=0:00:01.313520, arrival_time=2021-04-15 02:04:43.007033, cost_time=0:00:00.437840 2021-04-15 02:04:41,929 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=0.16ms, fps=10877 images/s, loss=1.9075, top1-acc=48.57%, top5-acc=79.02%, remaining_time=0:00:00.673620, arrival_time=2021-04-15 02:04:42.602906, cost_time=0:00:00.673621 2021-04-15 02:04:42,216 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=1.89ms, fps=8911 images/s, loss=1.8944, top1-acc=48.98%, top5-acc=79.23%, remaining_time=0:00:00.320410, arrival_time=2021-04-15 02:04:42.537293, cost_time=0:00:00.961225 2021-04-15 02:04:42,487 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=0.05ms, fps=8575 images/s, loss=1.9020, top1-acc=49.04%, top5-acc=79.43%, remaining_time=0:00:00, arrival_time=2021-04-15 02:04:42.487719, cost_time=0:00:01.232075 2021-04-15 02:04:42,544 INFO : Epoch=0022 complete, best val top1-acc=49.34%, top5-acc=79.30% (epoch=21), remaining_time=0:38:21.503688, arrival_time=2021-04-15 02:43:04.048394, cost_time=0:04:44.455512 2021-04-15 02:04:42,545 INFO : Train start, epoch=0023, lr=0.097044 2021-04-15 02:04:43,318 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=1.24ms, fps=3313 images/s, loss=1.4531, top1-acc=57.73%, top5-acc=87.03%, remaining_time=0:00:14.373336, arrival_time=2021-04-15 02:04:57.691990, cost_time=0:00:00.772756 2021-04-15 02:04:43,861 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=1.43ms, fps=4721 images/s, loss=1.4450, top1-acc=58.46%, top5-acc=87.36%, remaining_time=0:00:11.575168, arrival_time=2021-04-15 02:04:55.436434, cost_time=0:00:01.315354 2021-04-15 02:04:44,392 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=1.31ms, fps=4824 images/s, loss=1.4636, top1-acc=57.90%, top5-acc=87.02%, remaining_time=0:00:10.216968, arrival_time=2021-04-15 02:04:54.609310, cost_time=0:00:01.846434 2021-04-15 02:04:44,935 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=1.29ms, fps=4714 images/s, loss=1.4561, top1-acc=58.18%, top5-acc=87.04%, remaining_time=0:00:09.320532, arrival_time=2021-04-15 02:04:54.256320, cost_time=0:00:02.389878 2021-04-15 02:04:45,486 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=1.23ms, fps=4652 images/s, loss=1.4578, top1-acc=58.16%, top5-acc=86.98%, remaining_time=0:00:08.586260, arrival_time=2021-04-15 02:04:54.072712, cost_time=0:00:02.940516 2021-04-15 02:04:46,059 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=1.42ms, fps=4471 images/s, loss=1.4633, top1-acc=57.99%, top5-acc=87.00%, remaining_time=0:00:07.963752, arrival_time=2021-04-15 02:04:54.023127, cost_time=0:00:03.513427 2021-04-15 02:04:46,713 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=1.43ms, fps=3917 images/s, loss=1.4721, top1-acc=57.95%, top5-acc=86.84%, remaining_time=0:00:07.501536, arrival_time=2021-04-15 02:04:54.214923, cost_time=0:00:04.167486 2021-04-15 02:04:47,294 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=1.43ms, fps=4407 images/s, loss=1.4805, top1-acc=57.70%, top5-acc=86.75%, remaining_time=0:00:06.885644, arrival_time=2021-04-15 02:04:54.180279, cost_time=0:00:04.748727 2021-04-15 02:04:47,858 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=1.32ms, fps=4541 images/s, loss=1.4844, top1-acc=57.60%, top5-acc=86.69%, remaining_time=0:00:06.257286, arrival_time=2021-04-15 02:04:54.116043, cost_time=0:00:05.312769 2021-04-15 02:04:48,437 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=1.46ms, fps=4426 images/s, loss=1.4902, top1-acc=57.52%, top5-acc=86.66%, remaining_time=0:00:05.656032, arrival_time=2021-04-15 02:04:54.093618, cost_time=0:00:05.891671 2021-04-15 02:04:49,023 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=1.38ms, fps=4370 images/s, loss=1.4873, top1-acc=57.56%, top5-acc=86.69%, remaining_time=0:00:05.064454, arrival_time=2021-04-15 02:04:54.088139, cost_time=0:00:06.477777 2021-04-15 02:04:49,585 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=1.32ms, fps=4560 images/s, loss=1.4857, top1-acc=57.61%, top5-acc=86.75%, remaining_time=0:00:04.458312, arrival_time=2021-04-15 02:04:54.043830, cost_time=0:00:07.039494 2021-04-15 02:04:50,181 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=1.81ms, fps=4299 images/s, loss=1.4858, top1-acc=57.62%, top5-acc=86.70%, remaining_time=0:00:03.876576, arrival_time=2021-04-15 02:04:54.058170, cost_time=0:00:07.635685 2021-04-15 02:04:50,760 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=1.40ms, fps=4426 images/s, loss=1.4863, top1-acc=57.62%, top5-acc=86.67%, remaining_time=0:00:03.285744, arrival_time=2021-04-15 02:04:54.046109, cost_time=0:00:08.214428 2021-04-15 02:04:51,316 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=1.46ms, fps=4643 images/s, loss=1.4857, top1-acc=57.67%, top5-acc=86.73%, remaining_time=0:00:02.689758, arrival_time=2021-04-15 02:04:54.006631, cost_time=0:00:08.770885 2021-04-15 02:04:51,853 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=1.23ms, fps=4772 images/s, loss=1.4898, top1-acc=57.59%, top5-acc=86.67%, remaining_time=0:00:02.094264, arrival_time=2021-04-15 02:04:53.948041, cost_time=0:00:09.307868 2021-04-15 02:04:52,386 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=1.26ms, fps=4810 images/s, loss=1.4926, top1-acc=57.52%, top5-acc=86.60%, remaining_time=0:00:01.505010, arrival_time=2021-04-15 02:04:53.891394, cost_time=0:00:09.840480 2021-04-15 02:04:52,945 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=1.21ms, fps=4580 images/s, loss=1.4945, top1-acc=57.47%, top5-acc=86.63%, remaining_time=0:00:00.924416, arrival_time=2021-04-15 02:04:53.870012, cost_time=0:00:10.399697 2021-04-15 02:04:53,488 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.05ms, fps=4721 images/s, loss=1.4964, top1-acc=57.40%, top5-acc=86.63%, remaining_time=0:00:00.345546, arrival_time=2021-04-15 02:04:53.833756, cost_time=0:00:10.942245 2021-04-15 02:04:53,807 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=0.05ms, fps=4271 images/s, loss=1.4950, top1-acc=57.48%, top5-acc=86.63%, remaining_time=0:00:00, arrival_time=2021-04-15 02:04:53.807087, cost_time=0:00:11.261153 2021-04-15 02:04:54,226 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=0.28ms, fps=6134 images/s, loss=1.9379, top1-acc=47.34%, top5-acc=79.45%, remaining_time=0:00:01.251990, arrival_time=2021-04-15 02:04:55.478135, cost_time=0:00:00.417332 2021-04-15 02:04:54,500 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=0.28ms, fps=9350 images/s, loss=1.9314, top1-acc=48.05%, top5-acc=79.55%, remaining_time=0:00:00.691440, arrival_time=2021-04-15 02:04:55.191732, cost_time=0:00:00.691443 2021-04-15 02:04:54,808 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=0.29ms, fps=8331 images/s, loss=1.9447, top1-acc=47.63%, top5-acc=79.45%, remaining_time=0:00:00.333050, arrival_time=2021-04-15 02:04:55.141019, cost_time=0:00:00.999152 2021-04-15 02:04:55,051 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=0.06ms, fps=9528 images/s, loss=1.9346, top1-acc=47.87%, top5-acc=79.23%, remaining_time=0:00:00, arrival_time=2021-04-15 02:04:55.051773, cost_time=0:00:01.242974 2021-04-15 02:04:55,126 INFO : Epoch=0023 complete, best val top1-acc=49.34%, top5-acc=79.30% (epoch=21), remaining_time=0:38:05.896944, arrival_time=2021-04-15 02:43:01.023614, cost_time=0:04:57.037466 2021-04-15 02:04:55,127 INFO : Train start, epoch=0024, lr=0.096772 2021-04-15 02:04:55,874 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=0.18ms, fps=3427 images/s, loss=1.4430, top1-acc=58.36%, top5-acc=87.70%, remaining_time=0:00:13.893084, arrival_time=2021-04-15 02:05:09.767948, cost_time=0:00:00.746936 2021-04-15 02:04:56,420 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=1.33ms, fps=4699 images/s, loss=1.4332, top1-acc=58.61%, top5-acc=88.03%, remaining_time=0:00:11.369952, arrival_time=2021-04-15 02:05:07.789920, cost_time=0:00:01.292039 2021-04-15 02:04:56,949 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=1.24ms, fps=4839 images/s, loss=1.4064, top1-acc=58.87%, top5-acc=88.37%, remaining_time=0:00:10.078690, arrival_time=2021-04-15 02:05:07.028049, cost_time=0:00:01.821439 2021-04-15 02:04:57,490 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=1.20ms, fps=4734 images/s, loss=1.4050, top1-acc=59.24%, top5-acc=88.24%, remaining_time=0:00:09.213984, arrival_time=2021-04-15 02:05:06.704464, cost_time=0:00:02.362552 2021-04-15 02:04:58,109 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=1.28ms, fps=4140 images/s, loss=1.4170, top1-acc=59.01%, top5-acc=88.01%, remaining_time=0:00:08.704958, arrival_time=2021-04-15 02:05:06.814081, cost_time=0:00:02.981148 2021-04-15 02:04:58,764 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=1.31ms, fps=3909 images/s, loss=1.4271, top1-acc=58.87%, top5-acc=87.78%, remaining_time=0:00:08.242824, arrival_time=2021-04-15 02:05:07.007312, cost_time=0:00:03.636546 2021-04-15 02:04:59,346 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=1.23ms, fps=4400 images/s, loss=1.4333, top1-acc=58.76%, top5-acc=87.60%, remaining_time=0:00:07.593642, arrival_time=2021-04-15 02:05:06.940280, cost_time=0:00:04.218706 2021-04-15 02:04:59,910 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=1.32ms, fps=4545 images/s, loss=1.4393, top1-acc=58.73%, top5-acc=87.46%, remaining_time=0:00:06.934248, arrival_time=2021-04-15 02:05:06.844453, cost_time=0:00:04.782277 2021-04-15 02:05:00,466 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=1.19ms, fps=4605 images/s, loss=1.4423, top1-acc=58.68%, top5-acc=87.49%, remaining_time=0:00:06.287496, arrival_time=2021-04-15 02:05:06.753976, cost_time=0:00:05.338465 2021-04-15 02:05:01,008 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=1.33ms, fps=4724 images/s, loss=1.4449, top1-acc=58.75%, top5-acc=87.43%, remaining_time=0:00:05.645664, arrival_time=2021-04-15 02:05:06.654482, cost_time=0:00:05.880887 2021-04-15 02:05:01,582 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=1.31ms, fps=4469 images/s, loss=1.4528, top1-acc=58.64%, top5-acc=87.29%, remaining_time=0:00:05.045878, arrival_time=2021-04-15 02:05:06.627916, cost_time=0:00:06.454058 2021-04-15 02:05:02,193 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=2.43ms, fps=4190 images/s, loss=1.4569, top1-acc=58.57%, top5-acc=87.28%, remaining_time=0:00:04.474728, arrival_time=2021-04-15 02:05:06.668114, cost_time=0:00:07.065378 2021-04-15 02:05:02,753 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=0.20ms, fps=4578 images/s, loss=1.4602, top1-acc=58.56%, top5-acc=87.28%, remaining_time=0:00:03.871230, arrival_time=2021-04-15 02:05:06.624365, cost_time=0:00:07.625213 2021-04-15 02:05:03,316 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=1.25ms, fps=4549 images/s, loss=1.4650, top1-acc=58.49%, top5-acc=87.18%, remaining_time=0:00:03.275272, arrival_time=2021-04-15 02:05:06.591424, cost_time=0:00:08.188227 2021-04-15 02:05:03,941 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=1.37ms, fps=4094 images/s, loss=1.4670, top1-acc=58.44%, top5-acc=87.13%, remaining_time=0:00:02.702914, arrival_time=2021-04-15 02:05:06.644713, cost_time=0:00:08.813783 2021-04-15 02:05:04,553 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=1.40ms, fps=4192 images/s, loss=1.4713, top1-acc=58.31%, top5-acc=87.00%, remaining_time=0:00:02.120652, arrival_time=2021-04-15 02:05:06.673708, cost_time=0:00:09.425087 2021-04-15 02:05:05,191 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=1.32ms, fps=4015 images/s, loss=1.4754, top1-acc=58.22%, top5-acc=86.90%, remaining_time=0:00:01.539070, arrival_time=2021-04-15 02:05:06.730181, cost_time=0:00:10.063183 2021-04-15 02:05:05,791 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=1.53ms, fps=4267 images/s, loss=1.4790, top1-acc=58.14%, top5-acc=86.86%, remaining_time=0:00:00.947872, arrival_time=2021-04-15 02:05:06.739340, cost_time=0:00:10.663482 2021-04-15 02:05:06,361 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=1.05ms, fps=4494 images/s, loss=1.4781, top1-acc=58.19%, top5-acc=86.87%, remaining_time=0:00:00.354744, arrival_time=2021-04-15 02:05:06.716282, cost_time=0:00:11.233561 2021-04-15 02:05:06,706 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=0.06ms, fps=3951 images/s, loss=1.4798, top1-acc=58.18%, top5-acc=86.84%, remaining_time=0:00:00, arrival_time=2021-04-15 02:05:06.706174, cost_time=0:00:11.578253 2021-04-15 02:05:07,104 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=0.17ms, fps=6449 images/s, loss=1.7863, top1-acc=50.94%, top5-acc=81.02%, remaining_time=0:00:01.190820, arrival_time=2021-04-15 02:05:08.295616, cost_time=0:00:00.396942 2021-04-15 02:05:07,398 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=0.19ms, fps=8739 images/s, loss=1.8143, top1-acc=50.53%, top5-acc=80.74%, remaining_time=0:00:00.690300, arrival_time=2021-04-15 02:05:08.088363, cost_time=0:00:00.690304 2021-04-15 02:05:07,703 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=37.24ms, fps=8398 images/s, loss=1.8220, top1-acc=50.25%, top5-acc=80.83%, remaining_time=0:00:00.331810, arrival_time=2021-04-15 02:05:08.034995, cost_time=0:00:00.995416 2021-04-15 02:05:07,988 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.06ms, fps=8145 images/s, loss=1.8399, top1-acc=50.44%, top5-acc=80.64%, remaining_time=0:00:00, arrival_time=2021-04-15 02:05:07.988312, cost_time=0:00:01.280558 2021-04-15 02:05:08,096 INFO : Epoch=0024 complete, best val top1-acc=50.44%, top5-acc=80.64% (epoch=24), remaining_time=0:37:53.388480, arrival_time=2021-04-15 02:43:01.485202, cost_time=0:05:10.007519 2021-04-15 02:05:08,097 INFO : Train start, epoch=0025, lr=0.096489 2021-04-15 02:05:08,816 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=1.43ms, fps=3565 images/s, loss=1.4106, top1-acc=59.37%, top5-acc=87.89%, remaining_time=0:00:13.355544, arrival_time=2021-04-15 02:05:22.171533, cost_time=0:00:00.718036 2021-04-15 02:05:09,377 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=1.15ms, fps=4566 images/s, loss=1.4097, top1-acc=59.96%, top5-acc=87.89%, remaining_time=0:00:11.255904, arrival_time=2021-04-15 02:05:20.632924, cost_time=0:00:01.279083 2021-04-15 02:05:09,973 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=1.40ms, fps=4291 images/s, loss=1.4055, top1-acc=59.71%, top5-acc=87.92%, remaining_time=0:00:10.380146, arrival_time=2021-04-15 02:05:20.354022, cost_time=0:00:01.875938 2021-04-15 02:05:10,516 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=1.24ms, fps=4722 images/s, loss=1.4089, top1-acc=59.66%, top5-acc=87.74%, remaining_time=0:00:09.431760, arrival_time=2021-04-15 02:05:19.948107, cost_time=0:00:02.418398 2021-04-15 02:05:11,067 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=1.30ms, fps=4651 images/s, loss=1.4142, top1-acc=59.69%, top5-acc=87.91%, remaining_time=0:00:08.670064, arrival_time=2021-04-15 02:05:19.737193, cost_time=0:00:02.969177 2021-04-15 02:05:11,734 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=1.55ms, fps=3840 images/s, loss=1.4228, top1-acc=59.49%, top5-acc=87.74%, remaining_time=0:00:08.241872, arrival_time=2021-04-15 02:05:19.975952, cost_time=0:00:03.636125 2021-04-15 02:05:12,393 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=1.45ms, fps=3882 images/s, loss=1.4252, top1-acc=59.36%, top5-acc=87.76%, remaining_time=0:00:07.732620, arrival_time=2021-04-15 02:05:20.126455, cost_time=0:00:04.295888 2021-04-15 02:05:12,997 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=1.45ms, fps=4245 images/s, loss=1.4345, top1-acc=59.27%, top5-acc=87.62%, remaining_time=0:00:07.103956, arrival_time=2021-04-15 02:05:20.101197, cost_time=0:00:04.899294 2021-04-15 02:05:13,631 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=1.31ms, fps=4038 images/s, loss=1.4438, top1-acc=59.07%, top5-acc=87.50%, remaining_time=0:00:06.517410, arrival_time=2021-04-15 02:05:20.149004, cost_time=0:00:05.533643 2021-04-15 02:05:14,296 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=1.43ms, fps=3850 images/s, loss=1.4420, top1-acc=59.14%, top5-acc=87.51%, remaining_time=0:00:05.950944, arrival_time=2021-04-15 02:05:20.247824, cost_time=0:00:06.198857 2021-04-15 02:05:14,942 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.23ms, fps=3969 images/s, loss=1.4457, top1-acc=59.05%, top5-acc=87.44%, remaining_time=0:00:05.351006, arrival_time=2021-04-15 02:05:20.293323, cost_time=0:00:06.844364 2021-04-15 02:05:15,598 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=1.45ms, fps=3901 images/s, loss=1.4490, top1-acc=58.88%, top5-acc=87.40%, remaining_time=0:00:04.750608, arrival_time=2021-04-15 02:05:20.349477, cost_time=0:00:07.500919 2021-04-15 02:05:16,235 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=1.31ms, fps=4022 images/s, loss=1.4478, top1-acc=58.81%, top5-acc=87.39%, remaining_time=0:00:04.131468, arrival_time=2021-04-15 02:05:20.367182, cost_time=0:00:08.137763 2021-04-15 02:05:16,842 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=1.43ms, fps=4220 images/s, loss=1.4484, top1-acc=58.84%, top5-acc=87.34%, remaining_time=0:00:03.497928, arrival_time=2021-04-15 02:05:20.340667, cost_time=0:00:08.744752 2021-04-15 02:05:17,469 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=1.56ms, fps=4088 images/s, loss=1.4495, top1-acc=58.80%, top5-acc=87.33%, remaining_time=0:00:02.873896, arrival_time=2021-04-15 02:05:20.343363, cost_time=0:00:09.371429 2021-04-15 02:05:18,083 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=1.43ms, fps=4175 images/s, loss=1.4538, top1-acc=58.77%, top5-acc=87.28%, remaining_time=0:00:02.246688, arrival_time=2021-04-15 02:05:20.329864, cost_time=0:00:09.985209 2021-04-15 02:05:18,710 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=1.83ms, fps=4085 images/s, loss=1.4564, top1-acc=58.71%, top5-acc=87.26%, remaining_time=0:00:01.623050, arrival_time=2021-04-15 02:05:20.333275, cost_time=0:00:10.612270 2021-04-15 02:05:19,328 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=1.29ms, fps=4144 images/s, loss=1.4585, top1-acc=58.64%, top5-acc=87.21%, remaining_time=0:00:00.998256, arrival_time=2021-04-15 02:05:20.326544, cost_time=0:00:11.230335 2021-04-15 02:05:19,953 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=1.07ms, fps=4097 images/s, loss=1.4628, top1-acc=58.51%, top5-acc=87.13%, remaining_time=0:00:00.374382, arrival_time=2021-04-15 02:05:20.327848, cost_time=0:00:11.855519 2021-04-15 02:05:20,311 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=0.06ms, fps=3801 images/s, loss=1.4660, top1-acc=58.45%, top5-acc=87.11%, remaining_time=0:00:00, arrival_time=2021-04-15 02:05:20.311577, cost_time=0:00:12.213645 2021-04-15 02:05:20,762 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=0.30ms, fps=5704 images/s, loss=1.8231, top1-acc=51.13%, top5-acc=81.02%, remaining_time=0:00:01.346340, arrival_time=2021-04-15 02:05:22.108448, cost_time=0:00:00.448779 2021-04-15 02:05:20,996 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=0.18ms, fps=10952 images/s, loss=1.8684, top1-acc=49.77%, top5-acc=80.31%, remaining_time=0:00:00.683200, arrival_time=2021-04-15 02:05:21.679594, cost_time=0:00:00.683209 2021-04-15 02:05:21,279 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=1.78ms, fps=9067 images/s, loss=1.8778, top1-acc=49.75%, top5-acc=80.10%, remaining_time=0:00:00.321960, arrival_time=2021-04-15 02:05:21.601012, cost_time=0:00:00.965867 2021-04-15 02:05:21,552 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.07ms, fps=8499 images/s, loss=1.8714, top1-acc=49.21%, top5-acc=79.86%, remaining_time=0:00:00, arrival_time=2021-04-15 02:05:21.552359, cost_time=0:00:01.239174 2021-04-15 02:05:21,621 INFO : Epoch=0025 complete, best val top1-acc=50.44%, top5-acc=80.64% (epoch=24), remaining_time=0:37:44.727150, arrival_time=2021-04-15 02:43:06.348798, cost_time=0:05:23.532459 2021-04-15 02:05:21,622 INFO : Train start, epoch=0026, lr=0.096194 2021-04-15 02:05:22,350 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=2.21ms, fps=3518 images/s, loss=1.3950, top1-acc=61.02%, top5-acc=88.09%, remaining_time=0:00:13.534290, arrival_time=2021-04-15 02:05:35.884964, cost_time=0:00:00.727647 2021-04-15 02:05:22,929 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=1.27ms, fps=4429 images/s, loss=1.3979, top1-acc=61.05%, top5-acc=87.75%, remaining_time=0:00:11.494384, arrival_time=2021-04-15 02:05:34.423549, cost_time=0:00:01.306178 2021-04-15 02:05:23,478 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=1.39ms, fps=4663 images/s, loss=1.3993, top1-acc=60.52%, top5-acc=87.89%, remaining_time=0:00:10.266934, arrival_time=2021-04-15 02:05:33.745388, cost_time=0:00:01.855469 2021-04-15 02:05:24,073 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=1.35ms, fps=4307 images/s, loss=1.4072, top1-acc=60.37%, top5-acc=87.81%, remaining_time=0:00:09.555780, arrival_time=2021-04-15 02:05:33.629014, cost_time=0:00:02.450210 2021-04-15 02:05:24,667 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=1.29ms, fps=4308 images/s, loss=1.4131, top1-acc=60.22%, top5-acc=87.70%, remaining_time=0:00:08.891108, arrival_time=2021-04-15 02:05:33.559008, cost_time=0:00:03.044916 2021-04-15 02:05:25,194 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=1.18ms, fps=4865 images/s, loss=1.4173, top1-acc=60.06%, top5-acc=87.64%, remaining_time=0:00:08.095264, arrival_time=2021-04-15 02:05:33.289704, cost_time=0:00:03.571450 2021-04-15 02:05:25,723 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=1.27ms, fps=4846 images/s, loss=1.4179, top1-acc=60.01%, top5-acc=87.67%, remaining_time=0:00:07.380072, arrival_time=2021-04-15 02:05:33.103114, cost_time=0:00:04.100055 2021-04-15 02:05:26,288 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=1.71ms, fps=4528 images/s, loss=1.4262, top1-acc=59.84%, top5-acc=87.50%, remaining_time=0:00:06.765352, arrival_time=2021-04-15 02:05:33.054080, cost_time=0:00:04.665740 2021-04-15 02:05:26,841 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=1.37ms, fps=4633 images/s, loss=1.4262, top1-acc=59.82%, top5-acc=87.60%, remaining_time=0:00:06.146304, arrival_time=2021-04-15 02:05:32.987952, cost_time=0:00:05.218586 2021-04-15 02:05:27,402 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.42ms, fps=4566 images/s, loss=1.4248, top1-acc=59.78%, top5-acc=87.64%, remaining_time=0:00:05.548608, arrival_time=2021-04-15 02:05:32.951478, cost_time=0:00:05.779829 2021-04-15 02:05:27,963 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=1.25ms, fps=4569 images/s, loss=1.4272, top1-acc=59.57%, top5-acc=87.63%, remaining_time=0:00:04.957212, arrival_time=2021-04-15 02:05:32.921009, cost_time=0:00:06.340639 2021-04-15 02:05:28,559 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.29ms, fps=4302 images/s, loss=1.4292, top1-acc=59.48%, top5-acc=87.59%, remaining_time=0:00:04.393028, arrival_time=2021-04-15 02:05:32.952452, cost_time=0:00:06.936408 2021-04-15 02:05:29,160 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=1.28ms, fps=4261 images/s, loss=1.4279, top1-acc=59.55%, top5-acc=87.55%, remaining_time=0:00:03.826812, arrival_time=2021-04-15 02:05:32.987479, cost_time=0:00:07.537648 2021-04-15 02:05:29,784 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=1.24ms, fps=4106 images/s, loss=1.4319, top1-acc=59.48%, top5-acc=87.49%, remaining_time=0:00:03.264576, arrival_time=2021-04-15 02:05:33.049239, cost_time=0:00:08.161509 2021-04-15 02:05:30,396 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=1.32ms, fps=4185 images/s, loss=1.4356, top1-acc=59.35%, top5-acc=87.45%, remaining_time=0:00:02.690678, arrival_time=2021-04-15 02:05:33.087620, cost_time=0:00:08.773957 2021-04-15 02:05:31,037 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=1.31ms, fps=3996 images/s, loss=1.4378, top1-acc=59.30%, top5-acc=87.36%, remaining_time=0:00:02.118348, arrival_time=2021-04-15 02:05:33.156235, cost_time=0:00:09.414889 2021-04-15 02:05:31,646 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=1.26ms, fps=4211 images/s, loss=1.4369, top1-acc=59.30%, top5-acc=87.38%, remaining_time=0:00:01.532960, arrival_time=2021-04-15 02:05:33.179121, cost_time=0:00:10.023172 2021-04-15 02:05:32,214 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=1.32ms, fps=4511 images/s, loss=1.4427, top1-acc=59.16%, top5-acc=87.30%, remaining_time=0:00:00.941424, arrival_time=2021-04-15 02:05:33.155467, cost_time=0:00:10.590982 2021-04-15 02:05:32,760 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=1.15ms, fps=4692 images/s, loss=1.4462, top1-acc=59.05%, top5-acc=87.22%, remaining_time=0:00:00.351696, arrival_time=2021-04-15 02:05:33.111749, cost_time=0:00:11.137061 2021-04-15 02:05:33,068 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=0.05ms, fps=4417 images/s, loss=1.4467, top1-acc=59.04%, top5-acc=87.22%, remaining_time=0:00:00, arrival_time=2021-04-15 02:05:33.068316, cost_time=0:00:11.445346 2021-04-15 02:05:33,426 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=1.78ms, fps=7170 images/s, loss=2.1512, top1-acc=43.98%, top5-acc=75.08%, remaining_time=0:00:01.071120, arrival_time=2021-04-15 02:05:34.498051, cost_time=0:00:00.357035 2021-04-15 02:05:33,729 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=0.37ms, fps=8474 images/s, loss=2.1286, top1-acc=44.39%, top5-acc=75.20%, remaining_time=0:00:00.659480, arrival_time=2021-04-15 02:05:34.388848, cost_time=0:00:00.659477 2021-04-15 02:05:34,027 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=3.69ms, fps=8601 images/s, loss=2.1555, top1-acc=44.18%, top5-acc=75.03%, remaining_time=0:00:00.319130, arrival_time=2021-04-15 02:05:34.346461, cost_time=0:00:00.957399 2021-04-15 02:05:34,260 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=0.05ms, fps=9987 images/s, loss=2.1875, top1-acc=43.68%, top5-acc=74.98%, remaining_time=0:00:00, arrival_time=2021-04-15 02:05:34.260013, cost_time=0:00:01.190141 2021-04-15 02:05:34,317 INFO : Epoch=0026 complete, best val top1-acc=50.44%, top5-acc=80.64% (epoch=24), remaining_time=0:37:30.144336, arrival_time=2021-04-15 02:43:04.461968, cost_time=0:05:36.228451 2021-04-15 02:05:34,318 INFO : Train start, epoch=0027, lr=0.095888 2021-04-15 02:05:35,129 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=0.18ms, fps=3156 images/s, loss=1.3589, top1-acc=61.33%, top5-acc=88.48%, remaining_time=0:00:15.087762, arrival_time=2021-04-15 02:05:50.217640, cost_time=0:00:00.811166 2021-04-15 02:05:35,787 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=1.43ms, fps=3897 images/s, loss=1.3719, top1-acc=61.00%, top5-acc=88.65%, remaining_time=0:00:12.921568, arrival_time=2021-04-15 02:05:48.708634, cost_time=0:00:01.468354 2021-04-15 02:05:36,390 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=1.75ms, fps=4242 images/s, loss=1.3942, top1-acc=60.05%, top5-acc=88.49%, remaining_time=0:00:11.465952, arrival_time=2021-04-15 02:05:47.856812, cost_time=0:00:02.072152 2021-04-15 02:05:36,988 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=1.85ms, fps=4285 images/s, loss=1.4049, top1-acc=59.97%, top5-acc=88.03%, remaining_time=0:00:10.412688, arrival_time=2021-04-15 02:05:47.401303, cost_time=0:00:02.669904 2021-04-15 02:05:37,569 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=1.27ms, fps=4408 images/s, loss=1.4034, top1-acc=60.29%, top5-acc=87.95%, remaining_time=0:00:09.493066, arrival_time=2021-04-15 02:05:47.062830, cost_time=0:00:03.251048 2021-04-15 02:05:38,194 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=1.26ms, fps=4098 images/s, loss=1.4082, top1-acc=60.18%, top5-acc=87.99%, remaining_time=0:00:08.785600, arrival_time=2021-04-15 02:05:46.980376, cost_time=0:00:03.876020 2021-04-15 02:05:38,816 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=1.26ms, fps=4119 images/s, loss=1.4129, top1-acc=59.97%, top5-acc=87.90%, remaining_time=0:00:08.096256, arrival_time=2021-04-15 02:05:46.912915, cost_time=0:00:04.497942 2021-04-15 02:05:39,495 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=1.35ms, fps=3775 images/s, loss=1.4194, top1-acc=59.70%, top5-acc=87.71%, remaining_time=0:00:07.505896, arrival_time=2021-04-15 02:05:47.001158, cost_time=0:00:05.176463 2021-04-15 02:05:40,094 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=1.32ms, fps=4277 images/s, loss=1.4218, top1-acc=59.66%, top5-acc=87.71%, remaining_time=0:00:06.802444, arrival_time=2021-04-15 02:05:46.896786, cost_time=0:00:05.775620 2021-04-15 02:05:40,660 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=1.26ms, fps=4524 images/s, loss=1.4239, top1-acc=59.51%, top5-acc=87.73%, remaining_time=0:00:06.088128, arrival_time=2021-04-15 02:05:46.748787, cost_time=0:00:06.341811 2021-04-15 02:05:41,193 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=1.24ms, fps=4807 images/s, loss=1.4247, top1-acc=59.49%, top5-acc=87.73%, remaining_time=0:00:05.374914, arrival_time=2021-04-15 02:05:46.568568, cost_time=0:00:06.874916 2021-04-15 02:05:41,766 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=1.31ms, fps=4475 images/s, loss=1.4272, top1-acc=59.53%, top5-acc=87.72%, remaining_time=0:00:04.716712, arrival_time=2021-04-15 02:05:46.482857, cost_time=0:00:07.447431 2021-04-15 02:05:42,342 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=1.33ms, fps=4442 images/s, loss=1.4288, top1-acc=59.45%, top5-acc=87.70%, remaining_time=0:00:04.073784, arrival_time=2021-04-15 02:05:46.416612, cost_time=0:00:08.024120 2021-04-15 02:05:42,899 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=1.46ms, fps=4606 images/s, loss=1.4331, top1-acc=59.38%, top5-acc=87.62%, remaining_time=0:00:03.432072, arrival_time=2021-04-15 02:05:46.331081, cost_time=0:00:08.580215 2021-04-15 02:05:43,446 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=1.25ms, fps=4683 images/s, loss=1.4318, top1-acc=59.40%, top5-acc=87.65%, remaining_time=0:00:02.799054, arrival_time=2021-04-15 02:05:46.245171, cost_time=0:00:09.127404 2021-04-15 02:05:43,989 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=1.37ms, fps=4714 images/s, loss=1.4320, top1-acc=59.37%, top5-acc=87.65%, remaining_time=0:00:02.175912, arrival_time=2021-04-15 02:05:46.165381, cost_time=0:00:09.670758 2021-04-15 02:05:44,537 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=1.28ms, fps=4677 images/s, loss=1.4354, top1-acc=59.24%, top5-acc=87.59%, remaining_time=0:00:01.562834, arrival_time=2021-04-15 02:05:46.100012, cost_time=0:00:10.218473 2021-04-15 02:05:45,089 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=1.48ms, fps=4636 images/s, loss=1.4342, top1-acc=59.27%, top5-acc=87.61%, remaining_time=0:00:00.957424, arrival_time=2021-04-15 02:05:46.047090, cost_time=0:00:10.770953 2021-04-15 02:05:45,706 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.03ms, fps=4150 images/s, loss=1.4390, top1-acc=59.09%, top5-acc=87.52%, remaining_time=0:00:00.359628, arrival_time=2021-04-15 02:05:46.066554, cost_time=0:00:11.388226 2021-04-15 02:05:46,016 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=0.05ms, fps=4393 images/s, loss=1.4410, top1-acc=59.06%, top5-acc=87.49%, remaining_time=0:00:00, arrival_time=2021-04-15 02:05:46.016807, cost_time=0:00:11.698102 2021-04-15 02:05:46,455 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=0.18ms, fps=5861 images/s, loss=1.9275, top1-acc=48.67%, top5-acc=79.49%, remaining_time=0:00:01.310370, arrival_time=2021-04-15 02:05:47.765584, cost_time=0:00:00.436789 2021-04-15 02:05:46,744 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=0.30ms, fps=8880 images/s, loss=1.9508, top1-acc=47.93%, top5-acc=79.53%, remaining_time=0:00:00.725380, arrival_time=2021-04-15 02:05:47.469336, cost_time=0:00:00.725377 2021-04-15 02:05:46,998 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=0.18ms, fps=10065 images/s, loss=1.9385, top1-acc=48.41%, top5-acc=79.58%, remaining_time=0:00:00.326810, arrival_time=2021-04-15 02:05:47.325667, cost_time=0:00:00.980436 2021-04-15 02:05:47,257 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=0.07ms, fps=8996 images/s, loss=1.9417, top1-acc=48.52%, top5-acc=79.66%, remaining_time=0:00:00, arrival_time=2021-04-15 02:05:47.257078, cost_time=0:00:01.238658 2021-04-15 02:05:47,323 INFO : Epoch=0027 complete, best val top1-acc=50.44%, top5-acc=80.64% (epoch=24), remaining_time=0:37:17.688049, arrival_time=2021-04-15 02:43:05.011807, cost_time=0:05:49.234561 2021-04-15 02:05:47,325 INFO : Train start, epoch=0028, lr=0.095570 2021-04-15 02:05:48,120 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=0.18ms, fps=3218 images/s, loss=1.4139, top1-acc=60.00%, top5-acc=88.28%, remaining_time=0:00:14.797044, arrival_time=2021-04-15 02:06:02.917692, cost_time=0:00:00.795537 2021-04-15 02:05:48,662 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=1.25ms, fps=4731 images/s, loss=1.4043, top1-acc=60.16%, top5-acc=88.50%, remaining_time=0:00:11.765600, arrival_time=2021-04-15 02:06:00.427691, cost_time=0:00:01.336992 2021-04-15 02:05:49,213 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=1.22ms, fps=4644 images/s, loss=1.3985, top1-acc=60.33%, top5-acc=88.46%, remaining_time=0:00:10.449866, arrival_time=2021-04-15 02:05:59.663541, cost_time=0:00:01.888527 2021-04-15 02:05:49,777 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=1.24ms, fps=4543 images/s, loss=1.3939, top1-acc=60.58%, top5-acc=88.35%, remaining_time=0:00:09.564672, arrival_time=2021-04-15 02:05:59.342258, cost_time=0:00:02.452491 2021-04-15 02:05:50,325 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.28ms, fps=4676 images/s, loss=1.4062, top1-acc=60.25%, top5-acc=88.23%, remaining_time=0:00:08.760730, arrival_time=2021-04-15 02:05:59.086102, cost_time=0:00:03.000273 2021-04-15 02:05:50,919 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=1.25ms, fps=4310 images/s, loss=1.4077, top1-acc=60.04%, top5-acc=88.16%, remaining_time=0:00:08.147760, arrival_time=2021-04-15 02:05:59.067447, cost_time=0:00:03.594581 2021-04-15 02:05:51,491 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=1.14ms, fps=4476 images/s, loss=1.4113, top1-acc=59.94%, top5-acc=88.07%, remaining_time=0:00:07.500276, arrival_time=2021-04-15 02:05:58.992180, cost_time=0:00:04.166792 2021-04-15 02:05:52,033 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=1.34ms, fps=4731 images/s, loss=1.4120, top1-acc=59.94%, top5-acc=87.99%, remaining_time=0:00:06.826948, arrival_time=2021-04-15 02:05:58.860305, cost_time=0:00:04.708257 2021-04-15 02:05:52,620 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=1.19ms, fps=4360 images/s, loss=1.4171, top1-acc=59.77%, top5-acc=87.88%, remaining_time=0:00:06.237252, arrival_time=2021-04-15 02:05:58.858114, cost_time=0:00:05.295757 2021-04-15 02:05:53,170 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=1.37ms, fps=4666 images/s, loss=1.4207, top1-acc=59.60%, top5-acc=87.75%, remaining_time=0:00:05.610912, arrival_time=2021-04-15 02:05:58.780883, cost_time=0:00:05.844746 2021-04-15 02:05:53,771 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=2.12ms, fps=4262 images/s, loss=1.4223, top1-acc=59.63%, top5-acc=87.67%, remaining_time=0:00:05.039600, arrival_time=2021-04-15 02:05:58.810761, cost_time=0:00:06.446045 2021-04-15 02:05:54,409 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=1.72ms, fps=4016 images/s, loss=1.4228, top1-acc=59.58%, top5-acc=87.69%, remaining_time=0:00:04.486432, arrival_time=2021-04-15 02:05:58.895519, cost_time=0:00:07.083898 2021-04-15 02:05:54,970 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=1.25ms, fps=4567 images/s, loss=1.4229, top1-acc=59.56%, top5-acc=87.72%, remaining_time=0:00:03.881328, arrival_time=2021-04-15 02:05:58.851461, cost_time=0:00:07.645004 2021-04-15 02:05:55,548 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=1.39ms, fps=4427 images/s, loss=1.4215, top1-acc=59.60%, top5-acc=87.73%, remaining_time=0:00:03.289440, arrival_time=2021-04-15 02:05:58.838195, cost_time=0:00:08.223642 2021-04-15 02:05:56,129 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=1.38ms, fps=4413 images/s, loss=1.4216, top1-acc=59.67%, top5-acc=87.74%, remaining_time=0:00:02.699924, arrival_time=2021-04-15 02:05:58.829180, cost_time=0:00:08.804065 2021-04-15 02:05:56,707 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=1.60ms, fps=4427 images/s, loss=1.4209, top1-acc=59.67%, top5-acc=87.76%, remaining_time=0:00:02.111148, arrival_time=2021-04-15 02:05:58.819089, cost_time=0:00:09.382827 2021-04-15 02:05:57,275 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=1.30ms, fps=4516 images/s, loss=1.4261, top1-acc=59.53%, top5-acc=87.68%, remaining_time=0:00:01.521780, arrival_time=2021-04-15 02:05:58.796909, cost_time=0:00:09.950015 2021-04-15 02:05:57,849 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=1.31ms, fps=4457 images/s, loss=1.4252, top1-acc=59.55%, top5-acc=87.69%, remaining_time=0:00:00.935536, arrival_time=2021-04-15 02:05:58.785379, cost_time=0:00:10.524731 2021-04-15 02:05:58,429 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.26ms, fps=4416 images/s, loss=1.4266, top1-acc=59.50%, top5-acc=87.68%, remaining_time=0:00:00.350676, arrival_time=2021-04-15 02:05:58.780581, cost_time=0:00:11.104736 2021-04-15 02:05:58,752 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=0.05ms, fps=4217 images/s, loss=1.4314, top1-acc=59.40%, top5-acc=87.60%, remaining_time=0:00:00, arrival_time=2021-04-15 02:05:58.752862, cost_time=0:00:11.427721 2021-04-15 02:05:59,172 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=0.29ms, fps=6131 images/s, loss=1.9765, top1-acc=46.17%, top5-acc=78.83%, remaining_time=0:00:01.252650, arrival_time=2021-04-15 02:06:00.425413, cost_time=0:00:00.417551 2021-04-15 02:05:59,477 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=0.17ms, fps=8404 images/s, loss=1.9529, top1-acc=46.72%, top5-acc=78.69%, remaining_time=0:00:00.722500, arrival_time=2021-04-15 02:06:00.200189, cost_time=0:00:00.722493 2021-04-15 02:05:59,780 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=0.15ms, fps=8457 images/s, loss=1.9633, top1-acc=46.56%, top5-acc=78.71%, remaining_time=0:00:00.341840, arrival_time=2021-04-15 02:06:00.122562, cost_time=0:00:01.025525 2021-04-15 02:06:00,175 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.07ms, fps=5885 images/s, loss=1.9533, top1-acc=46.91%, top5-acc=78.38%, remaining_time=0:00:00, arrival_time=2021-04-15 02:06:00.175273, cost_time=0:00:01.420083 2021-04-15 02:06:00,235 INFO : Epoch=0028 complete, best val top1-acc=50.44%, top5-acc=80.64% (epoch=24), remaining_time=0:37:04.610160, arrival_time=2021-04-15 02:43:04.845172, cost_time=0:06:02.145826 2021-04-15 02:06:00,236 INFO : Train start, epoch=0029, lr=0.095241 2021-04-15 02:06:00,995 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=0.15ms, fps=3372 images/s, loss=1.3804, top1-acc=60.86%, top5-acc=88.20%, remaining_time=0:00:14.121306, arrival_time=2021-04-15 02:06:15.116661, cost_time=0:00:00.759213 2021-04-15 02:06:01,561 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=1.25ms, fps=4528 images/s, loss=1.3751, top1-acc=60.96%, top5-acc=88.30%, remaining_time=0:00:11.658592, arrival_time=2021-04-15 02:06:13.219583, cost_time=0:00:01.324847 2021-04-15 02:06:02,126 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=1.29ms, fps=4533 images/s, loss=1.3804, top1-acc=60.44%, top5-acc=88.35%, remaining_time=0:00:10.457502, arrival_time=2021-04-15 02:06:12.583554, cost_time=0:00:01.889909 2021-04-15 02:06:02,781 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=2.02ms, fps=3908 images/s, loss=1.3888, top1-acc=60.46%, top5-acc=88.10%, remaining_time=0:00:09.926592, arrival_time=2021-04-15 02:06:12.708072, cost_time=0:00:02.545280 2021-04-15 02:06:03,421 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=1.28ms, fps=4005 images/s, loss=1.3776, top1-acc=60.72%, top5-acc=88.37%, remaining_time=0:00:09.300200, arrival_time=2021-04-15 02:06:12.721398, cost_time=0:00:03.185003 2021-04-15 02:06:04,053 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=1.99ms, fps=4055 images/s, loss=1.3821, top1-acc=60.77%, top5-acc=88.40%, remaining_time=0:00:08.651504, arrival_time=2021-04-15 02:06:12.704470, cost_time=0:00:03.816812 2021-04-15 02:06:04,651 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=1.43ms, fps=4283 images/s, loss=1.3832, top1-acc=60.59%, top5-acc=88.43%, remaining_time=0:00:07.946820, arrival_time=2021-04-15 02:06:12.597878, cost_time=0:00:04.414905 2021-04-15 02:06:05,260 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=1.42ms, fps=4201 images/s, loss=1.3878, top1-acc=60.46%, top5-acc=88.31%, remaining_time=0:00:07.285728, arrival_time=2021-04-15 02:06:12.546532, cost_time=0:00:05.024641 2021-04-15 02:06:05,937 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=1.37ms, fps=3788 images/s, loss=1.3872, top1-acc=60.46%, top5-acc=88.32%, remaining_time=0:00:06.714358, arrival_time=2021-04-15 02:06:12.651458, cost_time=0:00:05.700873 2021-04-15 02:06:06,561 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=1.35ms, fps=4103 images/s, loss=1.3879, top1-acc=60.38%, top5-acc=88.29%, remaining_time=0:00:06.072384, arrival_time=2021-04-15 02:06:12.633989, cost_time=0:00:06.325401 2021-04-15 02:06:07,191 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=1.92ms, fps=4067 images/s, loss=1.3963, top1-acc=60.22%, top5-acc=88.13%, remaining_time=0:00:05.437866, arrival_time=2021-04-15 02:06:12.629488, cost_time=0:00:06.955389 2021-04-15 02:06:07,769 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=1.31ms, fps=4431 images/s, loss=1.3976, top1-acc=60.23%, top5-acc=88.12%, remaining_time=0:00:04.771280, arrival_time=2021-04-15 02:06:12.541093, cost_time=0:00:07.533655 2021-04-15 02:06:08,309 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=1.39ms, fps=4747 images/s, loss=1.4013, top1-acc=60.11%, top5-acc=88.06%, remaining_time=0:00:04.098732, arrival_time=2021-04-15 02:06:12.408178, cost_time=0:00:08.073294 2021-04-15 02:06:08,886 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=1.30ms, fps=4439 images/s, loss=1.4038, top1-acc=60.06%, top5-acc=88.01%, remaining_time=0:00:03.460128, arrival_time=2021-04-15 02:06:12.346670, cost_time=0:00:08.650303 2021-04-15 02:06:09,469 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=1.27ms, fps=4393 images/s, loss=1.4066, top1-acc=59.98%, top5-acc=87.97%, remaining_time=0:00:02.831622, arrival_time=2021-04-15 02:06:12.301341, cost_time=0:00:09.233561 2021-04-15 02:06:10,023 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=1.25ms, fps=4626 images/s, loss=1.4106, top1-acc=59.91%, top5-acc=87.89%, remaining_time=0:00:02.202120, arrival_time=2021-04-15 02:06:12.225563, cost_time=0:00:09.787256 2021-04-15 02:06:10,569 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=1.18ms, fps=4691 images/s, loss=1.4155, top1-acc=59.76%, top5-acc=87.84%, remaining_time=0:00:01.580436, arrival_time=2021-04-15 02:06:12.150135, cost_time=0:00:10.333554 2021-04-15 02:06:11,110 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=1.25ms, fps=4739 images/s, loss=1.4157, top1-acc=59.74%, top5-acc=87.82%, remaining_time=0:00:00.966592, arrival_time=2021-04-15 02:06:12.076906, cost_time=0:00:10.874111 2021-04-15 02:06:11,668 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=1.15ms, fps=4587 images/s, loss=1.4161, top1-acc=59.70%, top5-acc=87.80%, remaining_time=0:00:00.361032, arrival_time=2021-04-15 02:06:12.029853, cost_time=0:00:11.432633 2021-04-15 02:06:11,981 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=0.05ms, fps=4361 images/s, loss=1.4187, top1-acc=59.67%, top5-acc=87.78%, remaining_time=0:00:00, arrival_time=2021-04-15 02:06:11.981100, cost_time=0:00:11.744961 2021-04-15 02:06:12,364 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=0.20ms, fps=6703 images/s, loss=2.3192, top1-acc=40.27%, top5-acc=72.81%, remaining_time=0:00:01.145700, arrival_time=2021-04-15 02:06:13.510282, cost_time=0:00:00.381897 2021-04-15 02:06:12,652 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=0.25ms, fps=8891 images/s, loss=2.3144, top1-acc=40.18%, top5-acc=72.66%, remaining_time=0:00:00.670160, arrival_time=2021-04-15 02:06:13.322976, cost_time=0:00:00.670160 2021-04-15 02:06:12,985 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=0.15ms, fps=7702 images/s, loss=2.2998, top1-acc=40.46%, top5-acc=73.09%, remaining_time=0:00:00.334280, arrival_time=2021-04-15 02:06:13.319769, cost_time=0:00:01.002834 2021-04-15 02:06:13,316 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=0.05ms, fps=7008 images/s, loss=2.2765, top1-acc=41.25%, top5-acc=73.25%, remaining_time=0:00:00, arrival_time=2021-04-15 02:06:13.316830, cost_time=0:00:01.334186 2021-04-15 02:06:13,373 INFO : Epoch=0029 complete, best val top1-acc=50.44%, top5-acc=80.64% (epoch=24), remaining_time=0:36:52.881075, arrival_time=2021-04-15 02:43:06.254182, cost_time=0:06:15.283916 2021-04-15 02:06:13,374 INFO : Train start, epoch=0030, lr=0.094901 2021-04-15 02:06:14,173 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=0.18ms, fps=3204 images/s, loss=1.3883, top1-acc=59.84%, top5-acc=88.16%, remaining_time=0:00:14.859540, arrival_time=2021-04-15 02:06:29.032889, cost_time=0:00:00.798902 2021-04-15 02:06:14,729 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=1.50ms, fps=4606 images/s, loss=1.3794, top1-acc=60.64%, top5-acc=88.03%, remaining_time=0:00:11.925408, arrival_time=2021-04-15 02:06:26.655047, cost_time=0:00:01.355152 2021-04-15 02:06:15,299 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=1.16ms, fps=4498 images/s, loss=1.3786, top1-acc=60.69%, top5-acc=88.07%, remaining_time=0:00:10.651224, arrival_time=2021-04-15 02:06:25.950541, cost_time=0:00:01.924935 2021-04-15 02:06:15,852 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=1.34ms, fps=4629 images/s, loss=1.3814, top1-acc=60.65%, top5-acc=87.94%, remaining_time=0:00:09.665448, arrival_time=2021-04-15 02:06:25.518155, cost_time=0:00:02.478330 2021-04-15 02:06:16,428 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=1.22ms, fps=4446 images/s, loss=1.3757, top1-acc=60.90%, top5-acc=88.05%, remaining_time=0:00:08.918848, arrival_time=2021-04-15 02:06:25.347643, cost_time=0:00:03.054419 2021-04-15 02:06:17,014 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=1.24ms, fps=4376 images/s, loss=1.3814, top1-acc=60.68%, top5-acc=87.93%, remaining_time=0:00:08.250032, arrival_time=2021-04-15 02:06:25.264247, cost_time=0:00:03.639690 2021-04-15 02:06:17,572 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=1.37ms, fps=4586 images/s, loss=1.3821, top1-acc=60.58%, top5-acc=87.94%, remaining_time=0:00:07.557480, arrival_time=2021-04-15 02:06:25.130434, cost_time=0:00:04.198575 2021-04-15 02:06:18,172 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=1.27ms, fps=4272 images/s, loss=1.3896, top1-acc=60.30%, top5-acc=87.85%, remaining_time=0:00:06.957216, arrival_time=2021-04-15 02:06:25.129735, cost_time=0:00:04.798117 2021-04-15 02:06:18,714 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=1.18ms, fps=4730 images/s, loss=1.3938, top1-acc=60.23%, top5-acc=87.82%, remaining_time=0:00:06.288980, arrival_time=2021-04-15 02:06:25.003080, cost_time=0:00:05.339721 2021-04-15 02:06:19,295 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=1.24ms, fps=4404 images/s, loss=1.3915, top1-acc=60.27%, top5-acc=87.86%, remaining_time=0:00:05.684544, arrival_time=2021-04-15 02:06:24.980283, cost_time=0:00:05.921363 2021-04-15 02:06:19,870 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=1.28ms, fps=4460 images/s, loss=1.3958, top1-acc=60.13%, top5-acc=87.82%, remaining_time=0:00:05.078472, arrival_time=2021-04-15 02:06:24.948580, cost_time=0:00:06.495722 2021-04-15 02:06:20,403 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=1.33ms, fps=4803 images/s, loss=1.3983, top1-acc=60.14%, top5-acc=87.79%, remaining_time=0:00:04.451700, arrival_time=2021-04-15 02:06:24.855117, cost_time=0:00:07.029037 2021-04-15 02:06:20,952 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=1.27ms, fps=4669 images/s, loss=1.4020, top1-acc=60.06%, top5-acc=87.79%, remaining_time=0:00:03.847074, arrival_time=2021-04-15 02:06:24.799167, cost_time=0:00:07.577631 2021-04-15 02:06:21,481 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=1.35ms, fps=4836 images/s, loss=1.4046, top1-acc=59.93%, top5-acc=87.78%, remaining_time=0:00:03.243016, arrival_time=2021-04-15 02:06:24.724923, cost_time=0:00:08.107526 2021-04-15 02:06:22,021 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=1.30ms, fps=4747 images/s, loss=1.4031, top1-acc=59.98%, top5-acc=87.85%, remaining_time=0:00:02.651808, arrival_time=2021-04-15 02:06:24.673370, cost_time=0:00:08.647174 2021-04-15 02:06:22,552 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=1.26ms, fps=4825 images/s, loss=1.4034, top1-acc=59.98%, top5-acc=87.87%, remaining_time=0:00:02.065068, arrival_time=2021-04-15 02:06:24.617597, cost_time=0:00:09.178138 2021-04-15 02:06:23,094 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=1.49ms, fps=4723 images/s, loss=1.4084, top1-acc=59.86%, top5-acc=87.78%, remaining_time=0:00:01.486654, arrival_time=2021-04-15 02:06:24.581492, cost_time=0:00:09.720458 2021-04-15 02:06:23,633 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=1.25ms, fps=4758 images/s, loss=1.4094, top1-acc=59.81%, top5-acc=87.82%, remaining_time=0:00:00.911904, arrival_time=2021-04-15 02:06:24.545138, cost_time=0:00:10.258848 2021-04-15 02:06:24,187 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=1.00ms, fps=4619 images/s, loss=1.4094, top1-acc=59.80%, top5-acc=87.85%, remaining_time=0:00:00.341478, arrival_time=2021-04-15 02:06:24.529276, cost_time=0:00:10.813435 2021-04-15 02:06:24,503 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=0.05ms, fps=4312 images/s, loss=1.4102, top1-acc=59.80%, top5-acc=87.87%, remaining_time=0:00:00, arrival_time=2021-04-15 02:06:24.503524, cost_time=0:00:11.129163 2021-04-15 02:06:24,921 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=1.80ms, fps=6148 images/s, loss=2.0117, top1-acc=48.91%, top5-acc=78.83%, remaining_time=0:00:01.249230, arrival_time=2021-04-15 02:06:26.170776, cost_time=0:00:00.416412 2021-04-15 02:06:25,179 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=0.16ms, fps=9937 images/s, loss=2.0732, top1-acc=46.93%, top5-acc=78.26%, remaining_time=0:00:00.674340, arrival_time=2021-04-15 02:06:25.853869, cost_time=0:00:00.674340 2021-04-15 02:06:25,445 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=1.62ms, fps=9630 images/s, loss=2.0760, top1-acc=46.26%, top5-acc=77.85%, remaining_time=0:00:00.313550, arrival_time=2021-04-15 02:06:25.759406, cost_time=0:00:00.940655 2021-04-15 02:06:25,824 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=0.08ms, fps=6132 images/s, loss=2.1134, top1-acc=46.05%, top5-acc=77.72%, remaining_time=0:00:00, arrival_time=2021-04-15 02:06:25.824636, cost_time=0:00:01.319521 2021-04-15 02:06:25,882 INFO : Epoch=0030 complete, best val top1-acc=50.44%, top5-acc=80.64% (epoch=24), remaining_time=0:36:37.493270, arrival_time=2021-04-15 02:43:03.375379, cost_time=0:06:27.792916 2021-04-15 02:06:25,883 INFO : Train start, epoch=0031, lr=0.094550 2021-04-15 02:06:26,704 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=0.18ms, fps=3120 images/s, loss=1.3462, top1-acc=61.48%, top5-acc=89.10%, remaining_time=0:00:15.263160, arrival_time=2021-04-15 02:06:41.967170, cost_time=0:00:00.820605 2021-04-15 02:06:27,347 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=1.21ms, fps=3979 images/s, loss=1.3445, top1-acc=62.03%, top5-acc=89.08%, remaining_time=0:00:12.886368, arrival_time=2021-04-15 02:06:40.234134, cost_time=0:00:01.464356 2021-04-15 02:06:27,909 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=1.27ms, fps=4562 images/s, loss=1.3554, top1-acc=61.43%, top5-acc=88.93%, remaining_time=0:00:11.209814, arrival_time=2021-04-15 02:06:39.119159, cost_time=0:00:02.025883 2021-04-15 02:06:28,506 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=2.18ms, fps=4289 images/s, loss=1.3584, top1-acc=61.32%, top5-acc=89.05%, remaining_time=0:00:10.230792, arrival_time=2021-04-15 02:06:38.737453, cost_time=0:00:02.623271 2021-04-15 02:06:29,087 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=1.32ms, fps=4413 images/s, loss=1.3545, top1-acc=61.53%, top5-acc=89.06%, remaining_time=0:00:09.354658, arrival_time=2021-04-15 02:06:38.441772, cost_time=0:00:03.203649 2021-04-15 02:06:29,635 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=1.27ms, fps=4675 images/s, loss=1.3419, top1-acc=61.75%, top5-acc=89.10%, remaining_time=0:00:08.503808, arrival_time=2021-04-15 02:06:38.138933, cost_time=0:00:03.751701 2021-04-15 02:06:30,203 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=1.46ms, fps=4505 images/s, loss=1.3428, top1-acc=61.71%, top5-acc=89.14%, remaining_time=0:00:07.776594, arrival_time=2021-04-15 02:06:37.980315, cost_time=0:00:04.320317 2021-04-15 02:06:30,780 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=1.20ms, fps=4443 images/s, loss=1.3468, top1-acc=61.56%, top5-acc=89.07%, remaining_time=0:00:07.100476, arrival_time=2021-04-15 02:06:37.880879, cost_time=0:00:04.896860 2021-04-15 02:06:31,315 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=1.44ms, fps=4790 images/s, loss=1.3470, top1-acc=61.52%, top5-acc=89.06%, remaining_time=0:00:06.397524, arrival_time=2021-04-15 02:06:37.712823, cost_time=0:00:05.431887 2021-04-15 02:06:31,877 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=1.25ms, fps=4556 images/s, loss=1.3519, top1-acc=61.27%, top5-acc=88.98%, remaining_time=0:00:05.754432, arrival_time=2021-04-15 02:06:37.632072, cost_time=0:00:05.994243 2021-04-15 02:06:32,451 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=1.43ms, fps=4462 images/s, loss=1.3598, top1-acc=61.07%, top5-acc=88.75%, remaining_time=0:00:05.135232, arrival_time=2021-04-15 02:06:37.586949, cost_time=0:00:06.568318 2021-04-15 02:06:33,072 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=2.19ms, fps=4129 images/s, loss=1.3611, top1-acc=61.15%, top5-acc=88.61%, remaining_time=0:00:04.552780, arrival_time=2021-04-15 02:06:37.624881, cost_time=0:00:07.188652 2021-04-15 02:06:33,677 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=1.45ms, fps=4235 images/s, loss=1.3656, top1-acc=60.93%, top5-acc=88.58%, remaining_time=0:00:03.956766, arrival_time=2021-04-15 02:06:37.633808, cost_time=0:00:07.793629 2021-04-15 02:06:34,223 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=1.32ms, fps=4684 images/s, loss=1.3713, top1-acc=60.72%, top5-acc=88.48%, remaining_time=0:00:03.336200, arrival_time=2021-04-15 02:06:37.560109, cost_time=0:00:08.340493 2021-04-15 02:06:34,835 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=1.31ms, fps=4191 images/s, loss=1.3785, top1-acc=60.57%, top5-acc=88.33%, remaining_time=0:00:02.745188, arrival_time=2021-04-15 02:06:37.580378, cost_time=0:00:08.951752 2021-04-15 02:06:35,434 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=1.56ms, fps=4272 images/s, loss=1.3841, top1-acc=60.43%, top5-acc=88.24%, remaining_time=0:00:02.149092, arrival_time=2021-04-15 02:06:37.583958, cost_time=0:00:09.551461 2021-04-15 02:06:35,983 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=1.53ms, fps=4673 images/s, loss=1.3862, top1-acc=60.42%, top5-acc=88.17%, remaining_time=0:00:01.544634, arrival_time=2021-04-15 02:06:37.527689, cost_time=0:00:10.099592 2021-04-15 02:06:36,564 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=1.24ms, fps=4407 images/s, loss=1.3863, top1-acc=60.47%, top5-acc=88.17%, remaining_time=0:00:00.949424, arrival_time=2021-04-15 02:06:37.513827, cost_time=0:00:10.680989 2021-04-15 02:06:37,186 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.10ms, fps=4121 images/s, loss=1.3918, top1-acc=60.38%, top5-acc=88.11%, remaining_time=0:00:00.356922, arrival_time=2021-04-15 02:06:37.542904, cost_time=0:00:11.302588 2021-04-15 02:06:37,502 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=0.05ms, fps=4304 images/s, loss=1.3936, top1-acc=60.34%, top5-acc=88.09%, remaining_time=0:00:00, arrival_time=2021-04-15 02:06:37.502308, cost_time=0:00:11.618923 2021-04-15 02:06:37,984 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=42.68ms, fps=5329 images/s, loss=1.7775, top1-acc=52.42%, top5-acc=81.76%, remaining_time=0:00:01.441260, arrival_time=2021-04-15 02:06:39.425580, cost_time=0:00:00.480424 2021-04-15 02:06:38,225 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=0.15ms, fps=10630 images/s, loss=1.7965, top1-acc=50.88%, top5-acc=81.13%, remaining_time=0:00:00.721580, arrival_time=2021-04-15 02:06:38.947046, cost_time=0:00:00.721578 2021-04-15 02:06:38,575 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=0.41ms, fps=7323 images/s, loss=1.7998, top1-acc=51.00%, top5-acc=80.91%, remaining_time=0:00:00.357150, arrival_time=2021-04-15 02:06:38.932540, cost_time=0:00:01.071450 2021-04-15 02:06:38,796 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.05ms, fps=10523 images/s, loss=1.7946, top1-acc=51.13%, top5-acc=80.92%, remaining_time=0:00:00, arrival_time=2021-04-15 02:06:38.796258, cost_time=0:00:01.292385 2021-04-15 02:06:38,935 INFO : Epoch=0031 complete, best val top1-acc=51.13%, top5-acc=80.92% (epoch=31), remaining_time=0:36:25.260077, arrival_time=2021-04-15 02:43:04.195791, cost_time=0:06:40.846512 2021-04-15 02:06:38,936 INFO : Train start, epoch=0032, lr=0.094188 2021-04-15 02:06:39,702 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=1.21ms, fps=3346 images/s, loss=1.3613, top1-acc=61.29%, top5-acc=89.30%, remaining_time=0:00:14.232348, arrival_time=2021-04-15 02:06:53.934479, cost_time=0:00:00.765180 2021-04-15 02:06:40,236 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=1.28ms, fps=4790 images/s, loss=1.3781, top1-acc=60.68%, top5-acc=88.65%, remaining_time=0:00:11.439824, arrival_time=2021-04-15 02:06:51.676764, cost_time=0:00:01.299981 2021-04-15 02:06:40,782 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=1.29ms, fps=4695 images/s, loss=1.3569, top1-acc=61.09%, top5-acc=88.93%, remaining_time=0:00:10.211822, arrival_time=2021-04-15 02:06:50.994290, cost_time=0:00:01.845516 2021-04-15 02:06:41,348 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=1.27ms, fps=4530 images/s, loss=1.3444, top1-acc=61.47%, top5-acc=88.96%, remaining_time=0:00:09.402900, arrival_time=2021-04-15 02:06:50.750903, cost_time=0:00:02.411012 2021-04-15 02:06:41,910 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=1.26ms, fps=4557 images/s, loss=1.3390, top1-acc=61.59%, top5-acc=89.00%, remaining_time=0:00:08.681890, arrival_time=2021-04-15 02:06:50.592125, cost_time=0:00:02.973237 2021-04-15 02:06:42,472 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=1.27ms, fps=4560 images/s, loss=1.3388, top1-acc=61.53%, top5-acc=88.94%, remaining_time=0:00:08.012848, arrival_time=2021-04-15 02:06:50.484917, cost_time=0:00:03.535110 2021-04-15 02:06:43,046 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=1.23ms, fps=4458 images/s, loss=1.3431, top1-acc=61.51%, top5-acc=88.91%, remaining_time=0:00:07.397586, arrival_time=2021-04-15 02:06:50.444286, cost_time=0:00:04.109743 2021-04-15 02:06:43,633 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=1.38ms, fps=4368 images/s, loss=1.3503, top1-acc=61.48%, top5-acc=88.88%, remaining_time=0:00:06.809316, arrival_time=2021-04-15 02:06:50.442394, cost_time=0:00:04.696116 2021-04-15 02:06:44,201 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=1.33ms, fps=4505 images/s, loss=1.3492, top1-acc=61.50%, top5-acc=88.85%, remaining_time=0:00:06.200682, arrival_time=2021-04-15 02:06:50.402446, cost_time=0:00:05.264728 2021-04-15 02:06:44,753 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=1.49ms, fps=4644 images/s, loss=1.3518, top1-acc=61.36%, top5-acc=88.77%, remaining_time=0:00:05.583840, arrival_time=2021-04-15 02:06:50.337433, cost_time=0:00:05.816522 2021-04-15 02:06:45,330 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=1.41ms, fps=4445 images/s, loss=1.3613, top1-acc=61.15%, top5-acc=88.57%, remaining_time=0:00:04.998148, arrival_time=2021-04-15 02:06:50.328299, cost_time=0:00:06.392982 2021-04-15 02:06:45,892 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=1.87ms, fps=4557 images/s, loss=1.3611, top1-acc=61.16%, top5-acc=88.59%, remaining_time=0:00:04.405188, arrival_time=2021-04-15 02:06:50.297703, cost_time=0:00:06.955504 2021-04-15 02:06:46,566 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.31ms, fps=3803 images/s, loss=1.3605, top1-acc=61.20%, top5-acc=88.55%, remaining_time=0:00:03.873276, arrival_time=2021-04-15 02:06:50.439397, cost_time=0:00:07.629167 2021-04-15 02:06:47,126 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=1.54ms, fps=4574 images/s, loss=1.3632, top1-acc=61.14%, top5-acc=88.51%, remaining_time=0:00:03.275664, arrival_time=2021-04-15 02:06:50.401895, cost_time=0:00:08.189205 2021-04-15 02:06:47,709 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=1.37ms, fps=4390 images/s, loss=1.3639, top1-acc=61.10%, top5-acc=88.51%, remaining_time=0:00:02.690356, arrival_time=2021-04-15 02:06:50.400215, cost_time=0:00:08.772892 2021-04-15 02:06:48,339 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=1.41ms, fps=4070 images/s, loss=1.3710, top1-acc=60.90%, top5-acc=88.40%, remaining_time=0:00:02.115504, arrival_time=2021-04-15 02:06:50.454753, cost_time=0:00:09.402297 2021-04-15 02:06:48,901 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=1.51ms, fps=4560 images/s, loss=1.3717, top1-acc=60.88%, top5-acc=88.36%, remaining_time=0:00:01.523912, arrival_time=2021-04-15 02:06:50.424919, cost_time=0:00:09.964049 2021-04-15 02:06:49,454 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=1.34ms, fps=4626 images/s, loss=1.3744, top1-acc=60.85%, top5-acc=88.32%, remaining_time=0:00:00.934912, arrival_time=2021-04-15 02:06:50.389780, cost_time=0:00:10.517829 2021-04-15 02:06:50,040 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.15ms, fps=4375 images/s, loss=1.3757, top1-acc=60.82%, top5-acc=88.27%, remaining_time=0:00:00.350640, arrival_time=2021-04-15 02:06:50.391253, cost_time=0:00:11.103652 2021-04-15 02:06:50,367 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=0.06ms, fps=4160 images/s, loss=1.3782, top1-acc=60.76%, top5-acc=88.20%, remaining_time=0:00:00, arrival_time=2021-04-15 02:06:50.367900, cost_time=0:00:11.430957 2021-04-15 02:06:50,790 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=1.98ms, fps=6076 images/s, loss=1.8347, top1-acc=50.47%, top5-acc=81.25%, remaining_time=0:00:01.264020, arrival_time=2021-04-15 02:06:52.054927, cost_time=0:00:00.421335 2021-04-15 02:06:51,116 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=0.39ms, fps=7871 images/s, loss=1.8188, top1-acc=51.43%, top5-acc=81.39%, remaining_time=0:00:00.746900, arrival_time=2021-04-15 02:06:51.863421, cost_time=0:00:00.746904 2021-04-15 02:06:51,408 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=4.41ms, fps=8775 images/s, loss=1.8309, top1-acc=50.79%, top5-acc=81.34%, remaining_time=0:00:00.346350, arrival_time=2021-04-15 02:06:51.755006, cost_time=0:00:01.039049 2021-04-15 02:06:51,675 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=0.06ms, fps=8697 images/s, loss=1.8349, top1-acc=50.30%, top5-acc=81.12%, remaining_time=0:00:00, arrival_time=2021-04-15 02:06:51.675804, cost_time=0:00:01.306238 2021-04-15 02:06:51,732 INFO : Epoch=0032 complete, best val top1-acc=51.13%, top5-acc=80.92% (epoch=31), remaining_time=0:36:11.626800, arrival_time=2021-04-15 02:43:03.359176, cost_time=0:06:53.643193 2021-04-15 02:06:51,733 INFO : Train start, epoch=0033, lr=0.093815 2021-04-15 02:06:52,499 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=0.20ms, fps=3342 images/s, loss=1.3663, top1-acc=61.25%, top5-acc=88.83%, remaining_time=0:00:14.249274, arrival_time=2021-04-15 02:07:06.748850, cost_time=0:00:00.766088 2021-04-15 02:06:53,049 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=1.41ms, fps=4657 images/s, loss=1.3591, top1-acc=60.88%, top5-acc=89.02%, remaining_time=0:00:11.582208, arrival_time=2021-04-15 02:07:04.631900, cost_time=0:00:01.316164 2021-04-15 02:06:53,637 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=1.26ms, fps=4359 images/s, loss=1.3512, top1-acc=61.02%, top5-acc=89.08%, remaining_time=0:00:10.534858, arrival_time=2021-04-15 02:07:04.172240, cost_time=0:00:01.903898 2021-04-15 02:06:54,195 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=1.52ms, fps=4593 images/s, loss=1.3497, top1-acc=61.23%, top5-acc=88.94%, remaining_time=0:00:09.600240, arrival_time=2021-04-15 02:07:03.795374, cost_time=0:00:02.461608 2021-04-15 02:06:54,796 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=1.26ms, fps=4262 images/s, loss=1.3653, top1-acc=60.63%, top5-acc=88.69%, remaining_time=0:00:08.942938, arrival_time=2021-04-15 02:07:03.739066, cost_time=0:00:03.062634 2021-04-15 02:06:55,324 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=1.33ms, fps=4847 images/s, loss=1.3651, top1-acc=60.72%, top5-acc=88.68%, remaining_time=0:00:08.139872, arrival_time=2021-04-15 02:07:03.464470, cost_time=0:00:03.591107 2021-04-15 02:06:55,863 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=1.29ms, fps=4750 images/s, loss=1.3744, top1-acc=60.48%, top5-acc=88.49%, remaining_time=0:00:07.434630, arrival_time=2021-04-15 02:07:03.298495, cost_time=0:00:04.130378 2021-04-15 02:06:56,409 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=1.45ms, fps=4691 images/s, loss=1.3714, top1-acc=60.51%, top5-acc=88.52%, remaining_time=0:00:06.780896, arrival_time=2021-04-15 02:07:03.190849, cost_time=0:00:04.676459 2021-04-15 02:06:56,994 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=1.33ms, fps=4383 images/s, loss=1.3683, top1-acc=60.63%, top5-acc=88.55%, remaining_time=0:00:06.196230, arrival_time=2021-04-15 02:07:03.190728, cost_time=0:00:05.260919 2021-04-15 02:06:57,571 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=1.43ms, fps=4439 images/s, loss=1.3685, top1-acc=60.65%, top5-acc=88.56%, remaining_time=0:00:05.604672, arrival_time=2021-04-15 02:07:03.176349, cost_time=0:00:05.838181 2021-04-15 02:06:58,187 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=1.30ms, fps=4158 images/s, loss=1.3709, top1-acc=60.44%, top5-acc=88.49%, remaining_time=0:00:05.046050, arrival_time=2021-04-15 02:07:03.233830, cost_time=0:00:06.454213 2021-04-15 02:06:58,732 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=1.33ms, fps=4707 images/s, loss=1.3710, top1-acc=60.48%, top5-acc=88.50%, remaining_time=0:00:04.432472, arrival_time=2021-04-15 02:07:03.164621, cost_time=0:00:06.998650 2021-04-15 02:06:59,281 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=1.56ms, fps=4660 images/s, loss=1.3749, top1-acc=60.35%, top5-acc=88.43%, remaining_time=0:00:03.832224, arrival_time=2021-04-15 02:07:03.114085, cost_time=0:00:07.548376 2021-04-15 02:06:59,820 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=1.35ms, fps=4755 images/s, loss=1.3756, top1-acc=60.42%, top5-acc=88.37%, remaining_time=0:00:03.234840, arrival_time=2021-04-15 02:07:03.055436, cost_time=0:00:08.087035 2021-04-15 02:07:00,407 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=3.69ms, fps=4366 images/s, loss=1.3790, top1-acc=60.35%, top5-acc=88.41%, remaining_time=0:00:02.659996, arrival_time=2021-04-15 02:07:03.067361, cost_time=0:00:08.673854 2021-04-15 02:07:00,959 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=1.28ms, fps=4639 images/s, loss=1.3789, top1-acc=60.42%, top5-acc=88.36%, remaining_time=0:00:02.075868, arrival_time=2021-04-15 02:07:03.035411, cost_time=0:00:09.226055 2021-04-15 02:07:01,521 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=1.43ms, fps=4561 images/s, loss=1.3761, top1-acc=60.53%, top5-acc=88.37%, remaining_time=0:00:01.496924, arrival_time=2021-04-15 02:07:03.018028, cost_time=0:00:09.787616 2021-04-15 02:07:02,109 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=1.82ms, fps=4352 images/s, loss=1.3740, top1-acc=60.59%, top5-acc=88.39%, remaining_time=0:00:00.922336, arrival_time=2021-04-15 02:07:03.032119, cost_time=0:00:10.376224 2021-04-15 02:07:02,692 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=1.38ms, fps=4395 images/s, loss=1.3746, top1-acc=60.54%, top5-acc=88.37%, remaining_time=0:00:00.346080, arrival_time=2021-04-15 02:07:03.038828, cost_time=0:00:10.959186 2021-04-15 02:07:03,019 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=0.05ms, fps=4172 images/s, loss=1.3769, top1-acc=60.49%, top5-acc=88.38%, remaining_time=0:00:00, arrival_time=2021-04-15 02:07:03.019181, cost_time=0:00:11.285696 2021-04-15 02:07:03,421 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=4.18ms, fps=6393 images/s, loss=1.7883, top1-acc=51.17%, top5-acc=81.80%, remaining_time=0:00:01.201260, arrival_time=2021-04-15 02:07:04.622555, cost_time=0:00:00.400425 2021-04-15 02:07:03,705 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=0.37ms, fps=9010 images/s, loss=1.8516, top1-acc=49.84%, top5-acc=80.66%, remaining_time=0:00:00.684900, arrival_time=2021-04-15 02:07:04.390697, cost_time=0:00:00.684898 2021-04-15 02:07:03,981 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=47.85ms, fps=9294 images/s, loss=1.8222, top1-acc=50.33%, top5-acc=80.79%, remaining_time=0:00:00.320270, arrival_time=2021-04-15 02:07:04.301929, cost_time=0:00:00.960802 2021-04-15 02:07:04,269 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.05ms, fps=8073 images/s, loss=1.8220, top1-acc=50.30%, top5-acc=80.84%, remaining_time=0:00:00, arrival_time=2021-04-15 02:07:04.269343, cost_time=0:00:01.248514 2021-04-15 02:07:04,326 INFO : Epoch=0033 complete, best val top1-acc=51.13%, top5-acc=80.92% (epoch=31), remaining_time=0:35:57.018927, arrival_time=2021-04-15 02:43:01.345402, cost_time=0:07:06.237283 2021-04-15 02:07:04,327 INFO : Train start, epoch=0034, lr=0.093432 2021-04-15 02:07:05,074 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=0.25ms, fps=3428 images/s, loss=1.3491, top1-acc=60.04%, top5-acc=88.98%, remaining_time=0:00:13.891410, arrival_time=2021-04-15 02:07:18.965961, cost_time=0:00:00.746851 2021-04-15 02:07:05,613 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=1.30ms, fps=4754 images/s, loss=1.3274, top1-acc=61.25%, top5-acc=89.10%, remaining_time=0:00:11.313984, arrival_time=2021-04-15 02:07:16.927383, cost_time=0:00:01.285689 2021-04-15 02:07:06,152 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=1.46ms, fps=4747 images/s, loss=1.3090, top1-acc=61.85%, top5-acc=89.34%, remaining_time=0:00:10.099606, arrival_time=2021-04-15 02:07:16.252554, cost_time=0:00:01.825241 2021-04-15 02:07:06,682 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=1.31ms, fps=4838 images/s, loss=1.3071, top1-acc=62.03%, top5-acc=89.35%, remaining_time=0:00:09.183564, arrival_time=2021-04-15 02:07:15.866024, cost_time=0:00:02.354751 2021-04-15 02:07:07,231 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=1.38ms, fps=4669 images/s, loss=1.3136, top1-acc=61.90%, top5-acc=89.38%, remaining_time=0:00:08.477928, arrival_time=2021-04-15 02:07:15.709050, cost_time=0:00:02.903410 2021-04-15 02:07:07,804 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=1.72ms, fps=4468 images/s, loss=1.3105, top1-acc=62.06%, top5-acc=89.49%, remaining_time=0:00:07.880520, arrival_time=2021-04-15 02:07:15.684924, cost_time=0:00:03.476674 2021-04-15 02:07:08,450 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=1.45ms, fps=3967 images/s, loss=1.3140, top1-acc=61.98%, top5-acc=89.54%, remaining_time=0:00:07.420392, arrival_time=2021-04-15 02:07:15.870621, cost_time=0:00:04.122410 2021-04-15 02:07:09,113 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=1.80ms, fps=3863 images/s, loss=1.3232, top1-acc=61.95%, top5-acc=89.37%, remaining_time=0:00:06.939352, arrival_time=2021-04-15 02:07:16.052885, cost_time=0:00:04.785769 2021-04-15 02:07:09,824 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=1.42ms, fps=3601 images/s, loss=1.3281, top1-acc=61.79%, top5-acc=89.31%, remaining_time=0:00:06.474374, arrival_time=2021-04-15 02:07:16.299192, cost_time=0:00:05.497105 2021-04-15 02:07:10,456 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=1.35ms, fps=4055 images/s, loss=1.3314, top1-acc=61.67%, top5-acc=89.20%, remaining_time=0:00:05.883648, arrival_time=2021-04-15 02:07:16.340176, cost_time=0:00:06.128804 2021-04-15 02:07:10,991 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=1.37ms, fps=4785 images/s, loss=1.3375, top1-acc=61.54%, top5-acc=89.07%, remaining_time=0:00:05.210138, arrival_time=2021-04-15 02:07:16.202016, cost_time=0:00:06.664108 2021-04-15 02:07:11,569 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=2.09ms, fps=4432 images/s, loss=1.3387, top1-acc=61.55%, top5-acc=89.03%, remaining_time=0:00:04.586676, arrival_time=2021-04-15 02:07:16.156578, cost_time=0:00:07.242121 2021-04-15 02:07:12,178 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=1.22ms, fps=4213 images/s, loss=1.3444, top1-acc=61.39%, top5-acc=88.87%, remaining_time=0:00:03.985806, arrival_time=2021-04-15 02:07:16.164351, cost_time=0:00:07.850829 2021-04-15 02:07:12,798 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=1.27ms, fps=4130 images/s, loss=1.3476, top1-acc=61.30%, top5-acc=88.86%, remaining_time=0:00:03.388448, arrival_time=2021-04-15 02:07:16.187269, cost_time=0:00:08.471105 2021-04-15 02:07:13,380 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=1.31ms, fps=4406 images/s, loss=1.3517, top1-acc=61.26%, top5-acc=88.83%, remaining_time=0:00:02.776100, arrival_time=2021-04-15 02:07:16.156274, cost_time=0:00:09.052475 2021-04-15 02:07:13,911 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=1.46ms, fps=4820 images/s, loss=1.3562, top1-acc=61.12%, top5-acc=88.78%, remaining_time=0:00:02.156400, arrival_time=2021-04-15 02:07:16.068094, cost_time=0:00:09.583929 2021-04-15 02:07:14,498 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=1.30ms, fps=4367 images/s, loss=1.3602, top1-acc=61.07%, top5-acc=88.70%, remaining_time=0:00:01.555502, arrival_time=2021-04-15 02:07:16.053787, cost_time=0:00:10.170538 2021-04-15 02:07:15,119 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=1.38ms, fps=4121 images/s, loss=1.3604, top1-acc=61.08%, top5-acc=88.66%, remaining_time=0:00:00.959312, arrival_time=2021-04-15 02:07:16.079224, cost_time=0:00:10.792198 2021-04-15 02:07:15,753 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.09ms, fps=4040 images/s, loss=1.3625, top1-acc=60.99%, top5-acc=88.66%, remaining_time=0:00:00.360828, arrival_time=2021-04-15 02:07:16.114747, cost_time=0:00:11.426208 2021-04-15 02:07:16,093 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=1.06ms, fps=4009 images/s, loss=1.3631, top1-acc=61.03%, top5-acc=88.66%, remaining_time=0:00:00, arrival_time=2021-04-15 02:07:16.093515, cost_time=0:00:11.765803 2021-04-15 02:07:16,458 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=0.20ms, fps=7048 images/s, loss=1.9165, top1-acc=49.18%, top5-acc=78.83%, remaining_time=0:00:01.089720, arrival_time=2021-04-15 02:07:17.548162, cost_time=0:00:00.363243 2021-04-15 02:07:16,728 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=2.17ms, fps=9483 images/s, loss=1.8950, top1-acc=49.47%, top5-acc=79.57%, remaining_time=0:00:00.633520, arrival_time=2021-04-15 02:07:17.362269, cost_time=0:00:00.633521 2021-04-15 02:07:17,042 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=0.28ms, fps=8188 images/s, loss=1.8808, top1-acc=49.39%, top5-acc=80.00%, remaining_time=0:00:00.315520, arrival_time=2021-04-15 02:07:17.357434, cost_time=0:00:00.946557 2021-04-15 02:07:17,275 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=0.06ms, fps=9945 images/s, loss=1.9007, top1-acc=49.28%, top5-acc=79.66%, remaining_time=0:00:00, arrival_time=2021-04-15 02:07:17.275752, cost_time=0:00:01.180572 2021-04-15 02:07:17,348 INFO : Epoch=0034 complete, best val top1-acc=51.13%, top5-acc=80.92% (epoch=31), remaining_time=0:35:44.617080, arrival_time=2021-04-15 02:43:01.965199, cost_time=0:07:19.258921 2021-04-15 02:07:17,349 INFO : Train start, epoch=0035, lr=0.093037 2021-04-15 02:07:18,124 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=1.24ms, fps=3301 images/s, loss=1.3219, top1-acc=62.62%, top5-acc=89.69%, remaining_time=0:00:14.424300, arrival_time=2021-04-15 02:07:32.549235, cost_time=0:00:00.775502 2021-04-15 02:07:18,756 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=1.32ms, fps=4201 images/s, loss=1.3420, top1-acc=61.84%, top5-acc=89.36%, remaining_time=0:00:12.377728, arrival_time=2021-04-15 02:07:31.133725, cost_time=0:00:01.406567 2021-04-15 02:07:19,374 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=1.29ms, fps=4144 images/s, loss=1.3201, top1-acc=62.03%, top5-acc=89.61%, remaining_time=0:00:11.203174, arrival_time=2021-04-15 02:07:30.577256, cost_time=0:00:02.024657 2021-04-15 02:07:19,948 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=1.44ms, fps=4460 images/s, loss=1.3211, top1-acc=62.10%, top5-acc=89.43%, remaining_time=0:00:10.136100, arrival_time=2021-04-15 02:07:30.084548, cost_time=0:00:02.599012 2021-04-15 02:07:20,528 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=1.92ms, fps=4418 images/s, loss=1.3225, top1-acc=61.94%, top5-acc=89.52%, remaining_time=0:00:09.281950, arrival_time=2021-04-15 02:07:29.810181, cost_time=0:00:03.178758 2021-04-15 02:07:21,080 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=1.38ms, fps=4637 images/s, loss=1.3246, top1-acc=61.85%, top5-acc=89.47%, remaining_time=0:00:08.457704, arrival_time=2021-04-15 02:07:29.538460, cost_time=0:00:03.731330 2021-04-15 02:07:21,645 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=1.43ms, fps=4536 images/s, loss=1.3318, top1-acc=61.55%, top5-acc=89.28%, remaining_time=0:00:07.732872, arrival_time=2021-04-15 02:07:29.378367, cost_time=0:00:04.296060 2021-04-15 02:07:22,236 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=1.47ms, fps=4334 images/s, loss=1.3323, top1-acc=61.57%, top5-acc=89.34%, remaining_time=0:00:07.086208, arrival_time=2021-04-15 02:07:29.322708, cost_time=0:00:04.887047 2021-04-15 02:07:22,858 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=1.52ms, fps=4118 images/s, loss=1.3358, top1-acc=61.38%, top5-acc=89.28%, remaining_time=0:00:06.488472, arrival_time=2021-04-15 02:07:29.346981, cost_time=0:00:05.509068 2021-04-15 02:07:23,496 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=1.41ms, fps=4018 images/s, loss=1.3333, top1-acc=61.48%, top5-acc=89.27%, remaining_time=0:00:05.900640, arrival_time=2021-04-15 02:07:29.396625, cost_time=0:00:06.146472 2021-04-15 02:07:24,094 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=1.87ms, fps=4284 images/s, loss=1.3374, top1-acc=61.38%, top5-acc=89.19%, remaining_time=0:00:05.273004, arrival_time=2021-04-15 02:07:29.367024, cost_time=0:00:06.744590 2021-04-15 02:07:24,676 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=1.39ms, fps=4402 images/s, loss=1.3403, top1-acc=61.38%, top5-acc=89.11%, remaining_time=0:00:04.640104, arrival_time=2021-04-15 02:07:29.316108, cost_time=0:00:07.326507 2021-04-15 02:07:25,274 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=1.44ms, fps=4280 images/s, loss=1.3434, top1-acc=61.27%, top5-acc=89.04%, remaining_time=0:00:04.023492, arrival_time=2021-04-15 02:07:29.298049, cost_time=0:00:07.925087 2021-04-15 02:07:25,850 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=1.31ms, fps=4450 images/s, loss=1.3440, top1-acc=61.28%, top5-acc=89.00%, remaining_time=0:00:03.400376, arrival_time=2021-04-15 02:07:29.250716, cost_time=0:00:08.500889 2021-04-15 02:07:26,493 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=1.28ms, fps=3984 images/s, loss=1.3460, top1-acc=61.22%, top5-acc=88.98%, remaining_time=0:00:02.804114, arrival_time=2021-04-15 02:07:29.297511, cost_time=0:00:09.143836 2021-04-15 02:07:27,061 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=1.49ms, fps=4515 images/s, loss=1.3492, top1-acc=61.12%, top5-acc=88.94%, remaining_time=0:00:02.185092, arrival_time=2021-04-15 02:07:29.246024, cost_time=0:00:09.711471 2021-04-15 02:07:27,590 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=1.40ms, fps=4838 images/s, loss=1.3507, top1-acc=61.12%, top5-acc=88.90%, remaining_time=0:00:01.566266, arrival_time=2021-04-15 02:07:29.156750, cost_time=0:00:10.241047 2021-04-15 02:07:28,120 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=1.48ms, fps=4834 images/s, loss=1.3522, top1-acc=61.12%, top5-acc=88.90%, remaining_time=0:00:00.957424, arrival_time=2021-04-15 02:07:29.077870, cost_time=0:00:10.771019 2021-04-15 02:07:28,655 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=1.18ms, fps=4790 images/s, loss=1.3544, top1-acc=61.03%, top5-acc=88.86%, remaining_time=0:00:00.357024, arrival_time=2021-04-15 02:07:29.012343, cost_time=0:00:11.305850 2021-04-15 02:07:28,960 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=0.05ms, fps=4459 images/s, loss=1.3559, top1-acc=61.00%, top5-acc=88.82%, remaining_time=0:00:00, arrival_time=2021-04-15 02:07:28.960649, cost_time=0:00:11.611206 2021-04-15 02:07:29,323 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=0.28ms, fps=7079 images/s, loss=1.8440, top1-acc=50.98%, top5-acc=80.94%, remaining_time=0:00:01.084830, arrival_time=2021-04-15 02:07:30.408761, cost_time=0:00:00.361607 2021-04-15 02:07:29,576 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=0.17ms, fps=10138 images/s, loss=1.8253, top1-acc=51.23%, top5-acc=80.94%, remaining_time=0:00:00.614440, arrival_time=2021-04-15 02:07:30.191205, cost_time=0:00:00.614450 2021-04-15 02:07:29,914 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=0.37ms, fps=7578 images/s, loss=1.8291, top1-acc=51.17%, top5-acc=80.99%, remaining_time=0:00:00.317520, arrival_time=2021-04-15 02:07:30.232430, cost_time=0:00:00.952551 2021-04-15 02:07:30,176 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=0.05ms, fps=8881 images/s, loss=1.8087, top1-acc=51.36%, top5-acc=81.08%, remaining_time=0:00:00, arrival_time=2021-04-15 02:07:30.176553, cost_time=0:00:01.214240 2021-04-15 02:07:30,287 INFO : Epoch=0035 complete, best val top1-acc=51.36%, top5-acc=81.08% (epoch=35), remaining_time=0:35:31.792575, arrival_time=2021-04-15 02:43:02.080192, cost_time=0:07:32.198410 2021-04-15 02:07:30,288 INFO : Train start, epoch=0036, lr=0.092632 2021-04-15 02:07:31,020 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=1.48ms, fps=3500 images/s, loss=1.2727, top1-acc=63.75%, top5-acc=89.77%, remaining_time=0:00:13.604226, arrival_time=2021-04-15 02:07:44.624555, cost_time=0:00:00.731411 2021-04-15 02:07:31,564 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=1.22ms, fps=4707 images/s, loss=1.2653, top1-acc=64.28%, top5-acc=89.69%, remaining_time=0:00:11.225984, arrival_time=2021-04-15 02:07:42.790560, cost_time=0:00:01.275671 2021-04-15 02:07:32,107 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=1.38ms, fps=4722 images/s, loss=1.2583, top1-acc=64.27%, top5-acc=89.82%, remaining_time=0:00:10.060596, arrival_time=2021-04-15 02:07:42.167659, cost_time=0:00:01.818171 2021-04-15 02:07:32,661 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=1.39ms, fps=4622 images/s, loss=1.2705, top1-acc=63.67%, top5-acc=89.66%, remaining_time=0:00:09.252360, arrival_time=2021-04-15 02:07:41.913648, cost_time=0:00:02.372395 2021-04-15 02:07:33,217 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=1.24ms, fps=4609 images/s, loss=1.2867, top1-acc=63.14%, top5-acc=89.60%, remaining_time=0:00:08.550052, arrival_time=2021-04-15 02:07:41.767048, cost_time=0:00:02.928107 2021-04-15 02:07:33,789 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=1.30ms, fps=4471 images/s, loss=1.2897, top1-acc=63.10%, top5-acc=89.59%, remaining_time=0:00:07.935736, arrival_time=2021-04-15 02:07:41.725688, cost_time=0:00:03.501064 2021-04-15 02:07:34,362 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=1.85ms, fps=4475 images/s, loss=1.3000, top1-acc=62.91%, top5-acc=89.36%, remaining_time=0:00:07.332192, arrival_time=2021-04-15 02:07:41.694552, cost_time=0:00:04.073475 2021-04-15 02:07:34,912 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=1.42ms, fps=4659 images/s, loss=1.3098, top1-acc=62.69%, top5-acc=89.21%, remaining_time=0:00:06.703640, arrival_time=2021-04-15 02:07:41.615754, cost_time=0:00:04.623223 2021-04-15 02:07:35,461 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=1.34ms, fps=4667 images/s, loss=1.3207, top1-acc=62.31%, top5-acc=89.06%, remaining_time=0:00:06.091608, arrival_time=2021-04-15 02:07:41.552696, cost_time=0:00:05.172105 2021-04-15 02:07:36,009 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=1.29ms, fps=4671 images/s, loss=1.3248, top1-acc=62.07%, top5-acc=89.07%, remaining_time=0:00:05.491872, arrival_time=2021-04-15 02:07:41.501461, cost_time=0:00:05.720706 2021-04-15 02:07:36,578 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=1.32ms, fps=4502 images/s, loss=1.3270, top1-acc=62.03%, top5-acc=88.98%, remaining_time=0:00:04.917394, arrival_time=2021-04-15 02:07:41.495953, cost_time=0:00:06.289672 2021-04-15 02:07:37,153 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=1.28ms, fps=4453 images/s, loss=1.3279, top1-acc=62.03%, top5-acc=88.98%, remaining_time=0:00:04.347732, arrival_time=2021-04-15 02:07:41.501598, cost_time=0:00:06.864896 2021-04-15 02:07:37,719 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=1.26ms, fps=4533 images/s, loss=1.3317, top1-acc=61.89%, top5-acc=88.90%, remaining_time=0:00:03.772230, arrival_time=2021-04-15 02:07:41.491295, cost_time=0:00:07.430176 2021-04-15 02:07:38,274 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=2.93ms, fps=4615 images/s, loss=1.3362, top1-acc=61.85%, top5-acc=88.86%, remaining_time=0:00:03.194072, arrival_time=2021-04-15 02:07:41.468168, cost_time=0:00:07.985213 2021-04-15 02:07:38,852 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=1.48ms, fps=4431 images/s, loss=1.3379, top1-acc=61.74%, top5-acc=88.85%, remaining_time=0:00:02.626094, arrival_time=2021-04-15 02:07:41.478349, cost_time=0:00:08.563293 2021-04-15 02:07:39,399 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=1.32ms, fps=4683 images/s, loss=1.3434, top1-acc=61.59%, top5-acc=88.76%, remaining_time=0:00:02.049840, arrival_time=2021-04-15 02:07:41.449159, cost_time=0:00:09.110430 2021-04-15 02:07:39,947 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=1.21ms, fps=4673 images/s, loss=1.3429, top1-acc=61.65%, top5-acc=88.75%, remaining_time=0:00:01.477190, arrival_time=2021-04-15 02:07:41.424722, cost_time=0:00:09.658627 2021-04-15 02:07:40,510 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=1.30ms, fps=4548 images/s, loss=1.3484, top1-acc=61.49%, top5-acc=88.68%, remaining_time=0:00:00.908608, arrival_time=2021-04-15 02:07:41.419336, cost_time=0:00:10.221835 2021-04-15 02:07:41,098 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.22ms, fps=4355 images/s, loss=1.3532, top1-acc=61.36%, top5-acc=88.59%, remaining_time=0:00:00.341370, arrival_time=2021-04-15 02:07:41.440287, cost_time=0:00:10.810040 2021-04-15 02:07:41,405 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=0.05ms, fps=4441 images/s, loss=1.3543, top1-acc=61.37%, top5-acc=88.57%, remaining_time=0:00:00, arrival_time=2021-04-15 02:07:41.405537, cost_time=0:00:11.116593 2021-04-15 02:07:41,769 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=0.18ms, fps=7075 images/s, loss=2.0310, top1-acc=45.00%, top5-acc=77.70%, remaining_time=0:00:01.085430, arrival_time=2021-04-15 02:07:42.854488, cost_time=0:00:00.361809 2021-04-15 02:07:42,019 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=0.16ms, fps=10221 images/s, loss=2.0358, top1-acc=45.18%, top5-acc=77.38%, remaining_time=0:00:00.612620, arrival_time=2021-04-15 02:07:42.632466, cost_time=0:00:00.612617 2021-04-15 02:07:42,305 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=0.32ms, fps=8979 images/s, loss=2.0429, top1-acc=45.52%, top5-acc=77.17%, remaining_time=0:00:00.299340, arrival_time=2021-04-15 02:07:42.604620, cost_time=0:00:00.898035 2021-04-15 02:07:42,546 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=0.05ms, fps=9652 images/s, loss=2.0500, top1-acc=46.07%, top5-acc=77.22%, remaining_time=0:00:00, arrival_time=2021-04-15 02:07:42.546005, cost_time=0:00:01.138786 2021-04-15 02:07:42,613 INFO : Epoch=0036 complete, best val top1-acc=51.36%, top5-acc=81.08% (epoch=35), remaining_time=0:35:16.164816, arrival_time=2021-04-15 02:42:58.778017, cost_time=0:07:44.523999 2021-04-15 02:07:42,614 INFO : Train start, epoch=0037, lr=0.092216 2021-04-15 02:07:43,351 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=2.24ms, fps=3473 images/s, loss=1.3370, top1-acc=61.80%, top5-acc=89.53%, remaining_time=0:00:13.711734, arrival_time=2021-04-15 02:07:57.063407, cost_time=0:00:00.737194 2021-04-15 02:07:43,876 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=1.20ms, fps=4878 images/s, loss=1.2924, top1-acc=63.01%, top5-acc=90.00%, remaining_time=0:00:11.108240, arrival_time=2021-04-15 02:07:54.985022, cost_time=0:00:01.262303 2021-04-15 02:07:44,406 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=1.39ms, fps=4840 images/s, loss=1.2999, top1-acc=62.80%, top5-acc=89.49%, remaining_time=0:00:09.913022, arrival_time=2021-04-15 02:07:54.319015, cost_time=0:00:01.791513 2021-04-15 02:07:44,956 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=1.29ms, fps=4651 images/s, loss=1.3006, top1-acc=62.89%, top5-acc=89.54%, remaining_time=0:00:09.134736, arrival_time=2021-04-15 02:07:54.091441, cost_time=0:00:02.342223 2021-04-15 02:07:45,517 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=1.41ms, fps=4567 images/s, loss=1.2997, top1-acc=62.92%, top5-acc=89.52%, remaining_time=0:00:08.476906, arrival_time=2021-04-15 02:07:53.994439, cost_time=0:00:02.903050 2021-04-15 02:07:46,077 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=1.39ms, fps=4574 images/s, loss=1.2936, top1-acc=63.01%, top5-acc=89.71%, remaining_time=0:00:07.849648, arrival_time=2021-04-15 02:07:53.927221, cost_time=0:00:03.463083 2021-04-15 02:07:46,654 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=1.29ms, fps=4439 images/s, loss=1.3042, top1-acc=62.70%, top5-acc=89.48%, remaining_time=0:00:07.272342, arrival_time=2021-04-15 02:07:53.927009, cost_time=0:00:04.040175 2021-04-15 02:07:47,242 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=1.33ms, fps=4357 images/s, loss=1.3066, top1-acc=62.60%, top5-acc=89.38%, remaining_time=0:00:06.710716, arrival_time=2021-04-15 02:07:53.953254, cost_time=0:00:04.628052 2021-04-15 02:07:47,787 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=1.27ms, fps=4698 images/s, loss=1.3064, top1-acc=62.56%, top5-acc=89.46%, remaining_time=0:00:06.092986, arrival_time=2021-04-15 02:07:53.880732, cost_time=0:00:05.173267 2021-04-15 02:07:48,389 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=1.37ms, fps=4257 images/s, loss=1.3114, top1-acc=62.31%, top5-acc=89.38%, remaining_time=0:00:05.543904, arrival_time=2021-04-15 02:07:53.933343, cost_time=0:00:05.774885 2021-04-15 02:07:48,980 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=1.40ms, fps=4338 images/s, loss=1.3143, top1-acc=62.31%, top5-acc=89.33%, remaining_time=0:00:04.976734, arrival_time=2021-04-15 02:07:53.956814, cost_time=0:00:06.365593 2021-04-15 02:07:49,557 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=1.20ms, fps=4439 images/s, loss=1.3144, top1-acc=62.35%, top5-acc=89.37%, remaining_time=0:00:04.396980, arrival_time=2021-04-15 02:07:53.954062, cost_time=0:00:06.942606 2021-04-15 02:07:50,149 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.30ms, fps=4326 images/s, loss=1.3190, top1-acc=62.20%, top5-acc=89.28%, remaining_time=0:00:03.825294, arrival_time=2021-04-15 02:07:53.974651, cost_time=0:00:07.534734 2021-04-15 02:07:50,719 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=2.44ms, fps=4498 images/s, loss=1.3231, top1-acc=62.17%, top5-acc=89.19%, remaining_time=0:00:03.241784, arrival_time=2021-04-15 02:07:53.960764, cost_time=0:00:08.104489 2021-04-15 02:07:51,246 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=1.37ms, fps=4855 images/s, loss=1.3219, top1-acc=62.20%, top5-acc=89.19%, remaining_time=0:00:02.647162, arrival_time=2021-04-15 02:07:53.893731, cost_time=0:00:08.632092 2021-04-15 02:07:51,796 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=1.37ms, fps=4657 images/s, loss=1.3276, top1-acc=62.02%, top5-acc=89.10%, remaining_time=0:00:02.065968, arrival_time=2021-04-15 02:07:53.862567, cost_time=0:00:09.182117 2021-04-15 02:07:52,370 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=1.46ms, fps=4466 images/s, loss=1.3320, top1-acc=61.86%, top5-acc=89.04%, remaining_time=0:00:01.492036, arrival_time=2021-04-15 02:07:53.862273, cost_time=0:00:09.755667 2021-04-15 02:07:52,962 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=1.43ms, fps=4324 images/s, loss=1.3365, top1-acc=61.67%, top5-acc=88.96%, remaining_time=0:00:00.919840, arrival_time=2021-04-15 02:07:53.882555, cost_time=0:00:10.348230 2021-04-15 02:07:53,515 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=1.17ms, fps=4634 images/s, loss=1.3360, top1-acc=61.64%, top5-acc=89.00%, remaining_time=0:00:00.344244, arrival_time=2021-04-15 02:07:53.859757, cost_time=0:00:10.901044 2021-04-15 02:07:53,824 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=0.05ms, fps=4402 images/s, loss=1.3376, top1-acc=61.60%, top5-acc=88.96%, remaining_time=0:00:00, arrival_time=2021-04-15 02:07:53.824775, cost_time=0:00:11.210304 2021-04-15 02:07:54,220 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=19.99ms, fps=6506 images/s, loss=1.9857, top1-acc=47.15%, top5-acc=77.81%, remaining_time=0:00:01.180380, arrival_time=2021-04-15 02:07:55.400445, cost_time=0:00:00.393457 2021-04-15 02:07:54,553 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=0.18ms, fps=7689 images/s, loss=1.9803, top1-acc=47.91%, top5-acc=77.77%, remaining_time=0:00:00.726840, arrival_time=2021-04-15 02:07:55.280366, cost_time=0:00:00.726844 2021-04-15 02:07:54,845 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=30.14ms, fps=8785 images/s, loss=1.9821, top1-acc=47.88%, top5-acc=77.97%, remaining_time=0:00:00.339650, arrival_time=2021-04-15 02:07:55.185152, cost_time=0:00:01.018945 2021-04-15 02:07:55,097 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.05ms, fps=9233 images/s, loss=2.0051, top1-acc=47.57%, top5-acc=77.70%, remaining_time=0:00:00, arrival_time=2021-04-15 02:07:55.097090, cost_time=0:00:01.270542 2021-04-15 02:07:55,158 INFO : Epoch=0037 complete, best val top1-acc=51.36%, top5-acc=81.08% (epoch=35), remaining_time=0:35:01.683206, arrival_time=2021-04-15 02:42:56.841583, cost_time=0:07:57.069186 2021-04-15 02:07:55,159 INFO : Train start, epoch=0038, lr=0.091790 2021-04-15 02:07:55,852 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=1.25ms, fps=3694 images/s, loss=1.2686, top1-acc=63.83%, top5-acc=89.84%, remaining_time=0:00:12.889056, arrival_time=2021-04-15 02:08:08.741643, cost_time=0:00:00.692959 2021-04-15 02:07:56,483 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=1.72ms, fps=4060 images/s, loss=1.2755, top1-acc=63.57%, top5-acc=89.63%, remaining_time=0:00:11.649792, arrival_time=2021-04-15 02:08:08.133324, cost_time=0:00:01.323844 2021-04-15 02:07:57,053 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=1.37ms, fps=4498 images/s, loss=1.2856, top1-acc=63.29%, top5-acc=89.60%, remaining_time=0:00:10.477422, arrival_time=2021-04-15 02:08:07.530571, cost_time=0:00:01.893509 2021-04-15 02:07:57,613 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=1.39ms, fps=4573 images/s, loss=1.2759, top1-acc=63.45%, top5-acc=89.84%, remaining_time=0:00:09.569352, arrival_time=2021-04-15 02:08:07.182662, cost_time=0:00:02.453668 2021-04-15 02:07:58,165 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=1.31ms, fps=4637 images/s, loss=1.2817, top1-acc=63.21%, top5-acc=89.87%, remaining_time=0:00:08.777666, arrival_time=2021-04-15 02:08:06.943358, cost_time=0:00:03.006051 2021-04-15 02:07:58,809 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=1.97ms, fps=3981 images/s, loss=1.2874, top1-acc=63.10%, top5-acc=89.77%, remaining_time=0:00:08.272200, arrival_time=2021-04-15 02:08:07.081319, cost_time=0:00:03.649475 2021-04-15 02:07:59,462 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=1.33ms, fps=3918 images/s, loss=1.2925, top1-acc=62.94%, top5-acc=89.68%, remaining_time=0:00:07.745850, arrival_time=2021-04-15 02:08:07.208771, cost_time=0:00:04.303277 2021-04-15 02:08:00,055 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=1.44ms, fps=4322 images/s, loss=1.2961, top1-acc=62.91%, top5-acc=89.59%, remaining_time=0:00:07.099200, arrival_time=2021-04-15 02:08:07.154839, cost_time=0:00:04.895999 2021-04-15 02:08:00,595 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=1.26ms, fps=4744 images/s, loss=1.3067, top1-acc=62.50%, top5-acc=89.45%, remaining_time=0:00:06.402400, arrival_time=2021-04-15 02:08:06.998021, cost_time=0:00:05.435956 2021-04-15 02:08:01,162 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=1.22ms, fps=4521 images/s, loss=1.3103, top1-acc=62.42%, top5-acc=89.39%, remaining_time=0:00:05.762496, arrival_time=2021-04-15 02:08:06.924787, cost_time=0:00:06.002574 2021-04-15 02:08:01,705 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=1.25ms, fps=4716 images/s, loss=1.3156, top1-acc=62.30%, top5-acc=89.32%, remaining_time=0:00:05.117774, arrival_time=2021-04-15 02:08:06.823403, cost_time=0:00:06.545991 2021-04-15 02:08:02,258 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=1.52ms, fps=4638 images/s, loss=1.3182, top1-acc=62.32%, top5-acc=89.25%, remaining_time=0:00:04.495628, arrival_time=2021-04-15 02:08:06.753671, cost_time=0:00:07.098336 2021-04-15 02:08:02,834 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=1.33ms, fps=4448 images/s, loss=1.3197, top1-acc=62.22%, top5-acc=89.28%, remaining_time=0:00:03.896178, arrival_time=2021-04-15 02:08:06.730217, cost_time=0:00:07.674354 2021-04-15 02:08:03,373 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=1.19ms, fps=4745 images/s, loss=1.3210, top1-acc=62.18%, top5-acc=89.28%, remaining_time=0:00:03.285744, arrival_time=2021-04-15 02:08:06.659684, cost_time=0:00:08.214295 2021-04-15 02:08:03,979 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=1.39ms, fps=4251 images/s, loss=1.3211, top1-acc=62.20%, top5-acc=89.20%, remaining_time=0:00:02.703834, arrival_time=2021-04-15 02:08:06.680259, cost_time=0:00:08.816786 2021-04-15 02:08:04,561 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=1.31ms, fps=4401 images/s, loss=1.3239, top1-acc=62.17%, top5-acc=89.17%, remaining_time=0:00:02.115360, arrival_time=2021-04-15 02:08:06.676614, cost_time=0:00:09.401611 2021-04-15 02:08:05,137 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=1.29ms, fps=4448 images/s, loss=1.3269, top1-acc=62.03%, top5-acc=89.09%, remaining_time=0:00:01.525966, arrival_time=2021-04-15 02:08:06.663251, cost_time=0:00:09.977503 2021-04-15 02:08:05,710 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=1.28ms, fps=4470 images/s, loss=1.3273, top1-acc=61.99%, top5-acc=89.12%, remaining_time=0:00:00.937840, arrival_time=2021-04-15 02:08:06.648266, cost_time=0:00:10.550771 2021-04-15 02:08:06,304 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=1.57ms, fps=4315 images/s, loss=1.3291, top1-acc=61.97%, top5-acc=89.08%, remaining_time=0:00:00.351930, arrival_time=2021-04-15 02:08:06.656082, cost_time=0:00:11.144463 2021-04-15 02:08:06,650 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=1.07ms, fps=3936 images/s, loss=1.3314, top1-acc=61.86%, top5-acc=89.06%, remaining_time=0:00:00, arrival_time=2021-04-15 02:08:06.650133, cost_time=0:00:11.490510 2021-04-15 02:08:07,049 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=0.39ms, fps=6444 images/s, loss=2.1787, top1-acc=45.55%, top5-acc=74.49%, remaining_time=0:00:01.191660, arrival_time=2021-04-15 02:08:08.240647, cost_time=0:00:00.397222 2021-04-15 02:08:07,335 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=0.19ms, fps=8954 images/s, loss=2.1701, top1-acc=45.33%, top5-acc=74.63%, remaining_time=0:00:00.683600, arrival_time=2021-04-15 02:08:08.018966, cost_time=0:00:00.683594 2021-04-15 02:08:07,690 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=0.31ms, fps=7209 images/s, loss=2.1582, top1-acc=45.39%, top5-acc=75.17%, remaining_time=0:00:00.346380, arrival_time=2021-04-15 02:08:08.037300, cost_time=0:00:01.039153 2021-04-15 02:08:07,969 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=0.06ms, fps=8355 images/s, loss=2.1570, top1-acc=45.26%, top5-acc=75.10%, remaining_time=0:00:00, arrival_time=2021-04-15 02:08:07.969037, cost_time=0:00:01.317343 2021-04-15 02:08:08,039 INFO : Epoch=0038 complete, best val top1-acc=51.36%, top5-acc=81.08% (epoch=35), remaining_time=0:34:48.735984, arrival_time=2021-04-15 02:42:56.775620, cost_time=0:08:09.950435 2021-04-15 02:08:08,040 INFO : Train start, epoch=0039, lr=0.091354 2021-04-15 02:08:08,775 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=2.39ms, fps=3485 images/s, loss=1.2897, top1-acc=62.46%, top5-acc=90.12%, remaining_time=0:00:13.664490, arrival_time=2021-04-15 02:08:22.440191, cost_time=0:00:00.734654 2021-04-15 02:08:09,351 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=1.31ms, fps=4446 images/s, loss=1.2781, top1-acc=63.30%, top5-acc=89.86%, remaining_time=0:00:11.534512, arrival_time=2021-04-15 02:08:20.886307, cost_time=0:00:01.310749 2021-04-15 02:08:09,927 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=1.61ms, fps=4450 images/s, loss=1.2713, top1-acc=63.63%, top5-acc=89.88%, remaining_time=0:00:10.438080, arrival_time=2021-04-15 02:08:20.365520, cost_time=0:00:01.886397 2021-04-15 02:08:10,463 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=1.21ms, fps=4775 images/s, loss=1.2771, top1-acc=63.61%, top5-acc=89.75%, remaining_time=0:00:09.449232, arrival_time=2021-04-15 02:08:19.913142, cost_time=0:00:02.422864 2021-04-15 02:08:11,022 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=1.62ms, fps=4589 images/s, loss=1.2893, top1-acc=63.05%, top5-acc=89.71%, remaining_time=0:00:08.704666, arrival_time=2021-04-15 02:08:19.726792, cost_time=0:00:02.981052 2021-04-15 02:08:11,635 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=1.21ms, fps=4179 images/s, loss=1.2971, top1-acc=62.78%, top5-acc=89.61%, remaining_time=0:00:08.146536, arrival_time=2021-04-15 02:08:19.781617, cost_time=0:00:03.594035 2021-04-15 02:08:12,239 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=1.32ms, fps=4236 images/s, loss=1.2957, top1-acc=62.71%, top5-acc=89.71%, remaining_time=0:00:07.557606, arrival_time=2021-04-15 02:08:19.797358, cost_time=0:00:04.198661 2021-04-15 02:08:12,883 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=1.67ms, fps=3977 images/s, loss=1.2923, top1-acc=62.78%, top5-acc=89.79%, remaining_time=0:00:07.022060, arrival_time=2021-04-15 02:08:19.905883, cost_time=0:00:04.842777 2021-04-15 02:08:13,504 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=0.18ms, fps=4131 images/s, loss=1.2958, top1-acc=62.62%, top5-acc=89.75%, remaining_time=0:00:06.433988, arrival_time=2021-04-15 02:08:19.937925, cost_time=0:00:05.462802 2021-04-15 02:08:14,121 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=1.34ms, fps=4147 images/s, loss=1.3003, top1-acc=62.48%, top5-acc=89.71%, remaining_time=0:00:05.837376, arrival_time=2021-04-15 02:08:19.959075, cost_time=0:00:06.080648 2021-04-15 02:08:14,697 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=1.96ms, fps=4447 images/s, loss=1.3037, top1-acc=62.39%, top5-acc=89.66%, remaining_time=0:00:05.204290, arrival_time=2021-04-15 02:08:19.902094, cost_time=0:00:06.656695 2021-04-15 02:08:15,333 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=1.44ms, fps=4031 images/s, loss=1.3087, top1-acc=62.27%, top5-acc=89.59%, remaining_time=0:00:04.618368, arrival_time=2021-04-15 02:08:19.951774, cost_time=0:00:07.292208 2021-04-15 02:08:15,968 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=1.45ms, fps=4032 images/s, loss=1.3118, top1-acc=62.11%, top5-acc=89.53%, remaining_time=0:00:04.024878, arrival_time=2021-04-15 02:08:19.993735, cost_time=0:00:07.927797 2021-04-15 02:08:16,676 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=1.31ms, fps=3620 images/s, loss=1.3144, top1-acc=62.06%, top5-acc=89.45%, remaining_time=0:00:03.454136, arrival_time=2021-04-15 02:08:20.130713, cost_time=0:00:08.635392 2021-04-15 02:08:17,227 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=1.29ms, fps=4651 images/s, loss=1.3184, top1-acc=62.02%, top5-acc=89.37%, remaining_time=0:00:02.817132, arrival_time=2021-04-15 02:08:20.044581, cost_time=0:00:09.186371 2021-04-15 02:08:17,757 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=1.26ms, fps=4830 images/s, loss=1.3210, top1-acc=61.96%, top5-acc=89.35%, remaining_time=0:00:02.186280, arrival_time=2021-04-15 02:08:19.944177, cost_time=0:00:09.716848 2021-04-15 02:08:18,301 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=1.30ms, fps=4715 images/s, loss=1.3204, top1-acc=62.01%, top5-acc=89.35%, remaining_time=0:00:01.569204, arrival_time=2021-04-15 02:08:19.870372, cost_time=0:00:10.260125 2021-04-15 02:08:18,951 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=1.35ms, fps=3936 images/s, loss=1.3216, top1-acc=61.99%, top5-acc=89.34%, remaining_time=0:00:00.969840, arrival_time=2021-04-15 02:08:19.921738, cost_time=0:00:10.910783 2021-04-15 02:08:19,569 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=1.12ms, fps=4150 images/s, loss=1.3215, top1-acc=61.99%, top5-acc=89.35%, remaining_time=0:00:00.364044, arrival_time=2021-04-15 02:08:19.933152, cost_time=0:00:11.528043 2021-04-15 02:08:19,882 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=0.05ms, fps=4350 images/s, loss=1.3210, top1-acc=61.96%, top5-acc=89.35%, remaining_time=0:00:00, arrival_time=2021-04-15 02:08:19.882178, cost_time=0:00:11.841135 2021-04-15 02:08:20,240 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=0.25ms, fps=7171 images/s, loss=1.6573, top1-acc=54.88%, top5-acc=83.67%, remaining_time=0:00:01.070940, arrival_time=2021-04-15 02:08:21.311700, cost_time=0:00:00.356982 2021-04-15 02:08:20,556 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=0.27ms, fps=8130 images/s, loss=1.6784, top1-acc=54.00%, top5-acc=83.16%, remaining_time=0:00:00.672180, arrival_time=2021-04-15 02:08:21.228140, cost_time=0:00:00.672180 2021-04-15 02:08:20,820 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=0.16ms, fps=9700 images/s, loss=1.6852, top1-acc=53.80%, top5-acc=83.14%, remaining_time=0:00:00.312140, arrival_time=2021-04-15 02:08:21.132329, cost_time=0:00:00.936416 2021-04-15 02:08:21,148 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=0.06ms, fps=7064 images/s, loss=1.6863, top1-acc=53.25%, top5-acc=82.84%, remaining_time=0:00:00, arrival_time=2021-04-15 02:08:21.148948, cost_time=0:00:01.265189 2021-04-15 02:08:21,257 INFO : Epoch=0039 complete, best val top1-acc=53.25%, top5-acc=82.84% (epoch=39), remaining_time=0:34:37.183038, arrival_time=2021-04-15 02:42:58.440816, cost_time=0:08:23.168577 2021-04-15 02:08:21,258 INFO : Train start, epoch=0040, lr=0.090907 2021-04-15 02:08:22,025 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=0.18ms, fps=3342 images/s, loss=1.3392, top1-acc=60.86%, top5-acc=89.37%, remaining_time=0:00:14.249460, arrival_time=2021-04-15 02:08:36.274597, cost_time=0:00:00.766102 2021-04-15 02:08:22,582 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=1.19ms, fps=4594 images/s, loss=1.3455, top1-acc=61.09%, top5-acc=89.12%, remaining_time=0:00:11.648384, arrival_time=2021-04-15 02:08:34.231102, cost_time=0:00:01.323682 2021-04-15 02:08:23,171 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=1.27ms, fps=4354 images/s, loss=1.3204, top1-acc=61.99%, top5-acc=89.44%, remaining_time=0:00:10.579180, arrival_time=2021-04-15 02:08:33.750156, cost_time=0:00:01.911898 2021-04-15 02:08:23,759 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=1.29ms, fps=4353 images/s, loss=1.3058, top1-acc=62.62%, top5-acc=89.44%, remaining_time=0:00:09.751248, arrival_time=2021-04-15 02:08:33.510629, cost_time=0:00:02.500340 2021-04-15 02:08:24,307 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=1.25ms, fps=4678 images/s, loss=1.3067, top1-acc=62.67%, top5-acc=89.48%, remaining_time=0:00:08.900014, arrival_time=2021-04-15 02:08:33.206997, cost_time=0:00:03.047937 2021-04-15 02:08:24,846 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=1.27ms, fps=4753 images/s, loss=1.3024, top1-acc=62.86%, top5-acc=89.57%, remaining_time=0:00:08.130352, arrival_time=2021-04-15 02:08:32.976325, cost_time=0:00:03.586930 2021-04-15 02:08:25,374 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=1.22ms, fps=4844 images/s, loss=1.3038, top1-acc=62.66%, top5-acc=89.56%, remaining_time=0:00:07.408296, arrival_time=2021-04-15 02:08:32.783047, cost_time=0:00:04.115717 2021-04-15 02:08:25,915 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=1.37ms, fps=4741 images/s, loss=1.3021, top1-acc=62.77%, top5-acc=89.60%, remaining_time=0:00:06.751200, arrival_time=2021-04-15 02:08:32.666271, cost_time=0:00:04.656034 2021-04-15 02:08:26,513 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=1.34ms, fps=4278 images/s, loss=1.3023, top1-acc=62.84%, top5-acc=89.57%, remaining_time=0:00:06.188916, arrival_time=2021-04-15 02:08:32.702747, cost_time=0:00:05.254720 2021-04-15 02:08:27,115 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=1.36ms, fps=4261 images/s, loss=1.3037, top1-acc=62.79%, top5-acc=89.60%, remaining_time=0:00:05.621760, arrival_time=2021-04-15 02:08:32.736834, cost_time=0:00:05.856014 2021-04-15 02:08:27,736 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=1.64ms, fps=4126 images/s, loss=1.3041, top1-acc=62.78%, top5-acc=89.54%, remaining_time=0:00:05.063766, arrival_time=2021-04-15 02:08:32.799763, cost_time=0:00:06.476892 2021-04-15 02:08:28,331 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=1.28ms, fps=4302 images/s, loss=1.3016, top1-acc=62.88%, top5-acc=89.59%, remaining_time=0:00:04.479212, arrival_time=2021-04-15 02:08:32.810664, cost_time=0:00:07.072391 2021-04-15 02:08:28,935 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=1.25ms, fps=4245 images/s, loss=1.2999, top1-acc=62.85%, top5-acc=89.62%, remaining_time=0:00:03.897036, arrival_time=2021-04-15 02:08:32.832032, cost_time=0:00:07.675946 2021-04-15 02:08:29,537 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=1.54ms, fps=4254 images/s, loss=1.2987, top1-acc=62.92%, top5-acc=89.64%, remaining_time=0:00:03.311224, arrival_time=2021-04-15 02:08:32.848415, cost_time=0:00:08.278046 2021-04-15 02:08:30,181 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=1.53ms, fps=3974 images/s, loss=1.3033, top1-acc=62.81%, top5-acc=89.55%, remaining_time=0:00:02.736310, arrival_time=2021-04-15 02:08:32.918123, cost_time=0:00:08.922760 2021-04-15 02:08:30,771 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=1.28ms, fps=4346 images/s, loss=1.3080, top1-acc=62.67%, top5-acc=89.45%, remaining_time=0:00:02.140236, arrival_time=2021-04-15 02:08:32.911485, cost_time=0:00:09.512205 2021-04-15 02:08:31,327 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=1.18ms, fps=4606 images/s, loss=1.3086, top1-acc=62.63%, top5-acc=89.46%, remaining_time=0:00:01.539850, arrival_time=2021-04-15 02:08:32.867170, cost_time=0:00:10.068278 2021-04-15 02:08:31,886 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=1.28ms, fps=4578 images/s, loss=1.3121, top1-acc=62.52%, top5-acc=89.42%, remaining_time=0:00:00.944704, arrival_time=2021-04-15 02:08:32.831587, cost_time=0:00:10.627835 2021-04-15 02:08:32,419 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.00ms, fps=4810 images/s, loss=1.3125, top1-acc=62.53%, top5-acc=89.38%, remaining_time=0:00:00.352434, arrival_time=2021-04-15 02:08:32.771917, cost_time=0:00:11.160452 2021-04-15 02:08:32,727 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=0.05ms, fps=4420 images/s, loss=1.3123, top1-acc=62.54%, top5-acc=89.41%, remaining_time=0:00:00, arrival_time=2021-04-15 02:08:32.727486, cost_time=0:00:11.468455 2021-04-15 02:08:33,102 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=2.31ms, fps=6848 images/s, loss=1.9914, top1-acc=47.15%, top5-acc=78.59%, remaining_time=0:00:01.121400, arrival_time=2021-04-15 02:08:34.224322, cost_time=0:00:00.373801 2021-04-15 02:08:33,423 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=0.19ms, fps=8008 images/s, loss=1.9604, top1-acc=47.71%, top5-acc=79.37%, remaining_time=0:00:00.693920, arrival_time=2021-04-15 02:08:34.116902, cost_time=0:00:00.693923 2021-04-15 02:08:33,672 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=0.15ms, fps=10274 images/s, loss=1.9506, top1-acc=47.99%, top5-acc=79.34%, remaining_time=0:00:00.314460, arrival_time=2021-04-15 02:08:33.986906, cost_time=0:00:00.943390 2021-04-15 02:08:33,963 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=0.05ms, fps=7974 images/s, loss=1.9678, top1-acc=47.80%, top5-acc=79.31%, remaining_time=0:00:00, arrival_time=2021-04-15 02:08:33.963706, cost_time=0:00:01.234651 2021-04-15 02:08:34,020 INFO : Epoch=0040 complete, best val top1-acc=53.25%, top5-acc=82.84% (epoch=39), remaining_time=0:34:23.724480, arrival_time=2021-04-15 02:42:57.744783, cost_time=0:08:35.931119 2021-04-15 02:08:34,021 INFO : Train start, epoch=0041, lr=0.090451 2021-04-15 02:08:34,954 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=2.14ms, fps=2745 images/s, loss=1.3215, top1-acc=62.27%, top5-acc=89.61%, remaining_time=0:00:17.349150, arrival_time=2021-04-15 02:08:52.303360, cost_time=0:00:00.932752 2021-04-15 02:08:35,525 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=1.16ms, fps=4481 images/s, loss=1.2937, top1-acc=63.01%, top5-acc=89.75%, remaining_time=0:00:13.239776, arrival_time=2021-04-15 02:08:48.765684, cost_time=0:00:01.504522 2021-04-15 02:08:36,116 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=1.38ms, fps=4341 images/s, loss=1.2922, top1-acc=63.26%, top5-acc=89.66%, remaining_time=0:00:11.590120, arrival_time=2021-04-15 02:08:47.706095, cost_time=0:00:02.094588 2021-04-15 02:08:36,667 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=1.31ms, fps=4648 images/s, loss=1.2866, top1-acc=63.50%, top5-acc=89.65%, remaining_time=0:00:10.317996, arrival_time=2021-04-15 02:08:46.985092, cost_time=0:00:02.645633 2021-04-15 02:08:37,282 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=1.52ms, fps=4161 images/s, loss=1.2893, top1-acc=63.24%, top5-acc=89.67%, remaining_time=0:00:09.522850, arrival_time=2021-04-15 02:08:46.805514, cost_time=0:00:03.261240 2021-04-15 02:08:37,830 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=1.28ms, fps=4675 images/s, loss=1.2883, top1-acc=63.07%, top5-acc=89.78%, remaining_time=0:00:08.634504, arrival_time=2021-04-15 02:08:46.465240, cost_time=0:00:03.809346 2021-04-15 02:08:38,392 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=1.25ms, fps=4562 images/s, loss=1.2919, top1-acc=63.05%, top5-acc=89.79%, remaining_time=0:00:07.867566, arrival_time=2021-04-15 02:08:46.259905, cost_time=0:00:04.370891 2021-04-15 02:08:39,011 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=1.22ms, fps=4136 images/s, loss=1.2983, top1-acc=62.77%, top5-acc=89.66%, remaining_time=0:00:07.235964, arrival_time=2021-04-15 02:08:46.247709, cost_time=0:00:04.990326 2021-04-15 02:08:39,578 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=1.85ms, fps=4525 images/s, loss=1.2966, top1-acc=62.83%, top5-acc=89.67%, remaining_time=0:00:06.544440, arrival_time=2021-04-15 02:08:46.122422, cost_time=0:00:05.556593 2021-04-15 02:08:40,141 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=1.43ms, fps=4542 images/s, loss=1.2966, top1-acc=62.89%, top5-acc=89.60%, remaining_time=0:00:05.875680, arrival_time=2021-04-15 02:08:46.017559, cost_time=0:00:06.120487 2021-04-15 02:08:40,707 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=1.19ms, fps=4533 images/s, loss=1.2998, top1-acc=62.81%, top5-acc=89.58%, remaining_time=0:00:05.226908, arrival_time=2021-04-15 02:08:45.933911, cost_time=0:00:06.685532 2021-04-15 02:08:41,284 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=1.31ms, fps=4437 images/s, loss=1.3063, top1-acc=62.70%, top5-acc=89.49%, remaining_time=0:00:04.599900, arrival_time=2021-04-15 02:08:45.884342, cost_time=0:00:07.263043 2021-04-15 02:08:41,827 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=1.12ms, fps=4717 images/s, loss=1.3092, top1-acc=62.58%, top5-acc=89.45%, remaining_time=0:00:03.963102, arrival_time=2021-04-15 02:08:45.790589, cost_time=0:00:07.806094 2021-04-15 02:08:42,361 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=1.27ms, fps=4798 images/s, loss=1.3089, top1-acc=62.57%, top5-acc=89.46%, remaining_time=0:00:03.335976, arrival_time=2021-04-15 02:08:45.697306, cost_time=0:00:08.339949 2021-04-15 02:08:42,912 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=1.29ms, fps=4645 images/s, loss=1.3116, top1-acc=62.51%, top5-acc=89.40%, remaining_time=0:00:02.726696, arrival_time=2021-04-15 02:08:45.639570, cost_time=0:00:08.891421 2021-04-15 02:08:43,466 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=1.28ms, fps=4629 images/s, loss=1.3138, top1-acc=62.39%, top5-acc=89.41%, remaining_time=0:00:02.125116, arrival_time=2021-04-15 02:08:45.591448, cost_time=0:00:09.444895 2021-04-15 02:08:44,018 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.28ms, fps=4641 images/s, loss=1.3162, top1-acc=62.35%, top5-acc=89.33%, remaining_time=0:00:01.528956, arrival_time=2021-04-15 02:08:45.547327, cost_time=0:00:09.996981 2021-04-15 02:08:44,568 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=1.47ms, fps=4656 images/s, loss=1.3170, top1-acc=62.33%, top5-acc=89.34%, remaining_time=0:00:00.937520, arrival_time=2021-04-15 02:08:45.506042, cost_time=0:00:10.547119 2021-04-15 02:08:45,142 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=0.99ms, fps=4465 images/s, loss=1.3175, top1-acc=62.32%, top5-acc=89.33%, remaining_time=0:00:00.351186, arrival_time=2021-04-15 02:08:45.493380, cost_time=0:00:11.120817 2021-04-15 02:08:45,452 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=0.05ms, fps=4392 images/s, loss=1.3199, top1-acc=62.34%, top5-acc=89.29%, remaining_time=0:00:00, arrival_time=2021-04-15 02:08:45.452132, cost_time=0:00:11.430746 2021-04-15 02:08:45,846 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=0.25ms, fps=6511 images/s, loss=1.7886, top1-acc=53.40%, top5-acc=80.90%, remaining_time=0:00:01.179510, arrival_time=2021-04-15 02:08:47.026404, cost_time=0:00:00.393168 2021-04-15 02:08:46,090 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=2.03ms, fps=10546 images/s, loss=1.8472, top1-acc=51.80%, top5-acc=80.57%, remaining_time=0:00:00.636220, arrival_time=2021-04-15 02:08:46.726227, cost_time=0:00:00.636225 2021-04-15 02:08:46,483 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=0.38ms, fps=6519 images/s, loss=1.8413, top1-acc=51.84%, top5-acc=80.77%, remaining_time=0:00:00.343130, arrival_time=2021-04-15 02:08:46.826331, cost_time=0:00:01.029396 2021-04-15 02:08:46,748 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=0.05ms, fps=8755 images/s, loss=1.8538, top1-acc=51.59%, top5-acc=80.48%, remaining_time=0:00:00, arrival_time=2021-04-15 02:08:46.748663, cost_time=0:00:01.294951 2021-04-15 02:08:46,808 INFO : Epoch=0041 complete, best val top1-acc=53.25%, top5-acc=82.84% (epoch=39), remaining_time=0:34:10.397538, arrival_time=2021-04-15 02:42:57.205611, cost_time=0:08:48.718880 2021-04-15 02:08:46,809 INFO : Train start, epoch=0042, lr=0.089984 2021-04-15 02:08:47,635 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=0.17ms, fps=3098 images/s, loss=1.3088, top1-acc=61.05%, top5-acc=88.83%, remaining_time=0:00:15.367692, arrival_time=2021-04-15 02:09:03.003309, cost_time=0:00:00.826218 2021-04-15 02:08:48,282 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=1.26ms, fps=3959 images/s, loss=1.2776, top1-acc=62.27%, top5-acc=89.53%, remaining_time=0:00:12.965216, arrival_time=2021-04-15 02:09:01.247892, cost_time=0:00:01.473321 2021-04-15 02:08:48,876 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=1.27ms, fps=4315 images/s, loss=1.2743, top1-acc=62.30%, top5-acc=89.93%, remaining_time=0:00:11.436902, arrival_time=2021-04-15 02:09:00.313279, cost_time=0:00:02.066914 2021-04-15 02:08:49,459 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=1.29ms, fps=4391 images/s, loss=1.2791, top1-acc=62.56%, top5-acc=89.90%, remaining_time=0:00:10.337028, arrival_time=2021-04-15 02:08:59.796921, cost_time=0:00:02.650528 2021-04-15 02:08:50,030 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=1.26ms, fps=4491 images/s, loss=1.2832, top1-acc=62.67%, top5-acc=89.73%, remaining_time=0:00:09.405028, arrival_time=2021-04-15 02:08:59.435284, cost_time=0:00:03.220896 2021-04-15 02:08:50,678 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=1.83ms, fps=3953 images/s, loss=1.2860, top1-acc=62.46%, top5-acc=89.72%, remaining_time=0:00:08.769280, arrival_time=2021-04-15 02:08:59.447427, cost_time=0:00:03.868776 2021-04-15 02:08:51,285 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=1.27ms, fps=4221 images/s, loss=1.2839, top1-acc=62.63%, top5-acc=89.76%, remaining_time=0:00:08.056062, arrival_time=2021-04-15 02:08:59.341046, cost_time=0:00:04.475621 2021-04-15 02:08:51,837 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=1.41ms, fps=4634 images/s, loss=1.2837, top1-acc=62.69%, top5-acc=89.82%, remaining_time=0:00:07.291180, arrival_time=2021-04-15 02:08:59.128929, cost_time=0:00:05.028386 2021-04-15 02:08:52,369 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=1.29ms, fps=4819 images/s, loss=1.2808, top1-acc=62.80%, top5-acc=89.84%, remaining_time=0:00:06.548362, arrival_time=2021-04-15 02:08:58.917692, cost_time=0:00:05.559964 2021-04-15 02:08:52,934 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=1.31ms, fps=4529 images/s, loss=1.2865, top1-acc=62.61%, top5-acc=89.66%, remaining_time=0:00:05.880480, arrival_time=2021-04-15 02:08:58.815381, cost_time=0:00:06.125536 2021-04-15 02:08:53,524 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=1.31ms, fps=4345 images/s, loss=1.2916, top1-acc=62.55%, top5-acc=89.55%, remaining_time=0:00:05.249956, arrival_time=2021-04-15 02:08:58.774386, cost_time=0:00:06.715074 2021-04-15 02:08:54,106 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=1.27ms, fps=4405 images/s, loss=1.2896, top1-acc=62.55%, top5-acc=89.63%, remaining_time=0:00:04.621180, arrival_time=2021-04-15 02:08:58.727148, cost_time=0:00:07.296561 2021-04-15 02:08:54,717 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=1.34ms, fps=4191 images/s, loss=1.2951, top1-acc=62.48%, top5-acc=89.53%, remaining_time=0:00:04.014780, arrival_time=2021-04-15 02:08:58.732072, cost_time=0:00:07.907868 2021-04-15 02:08:55,281 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=1.29ms, fps=4545 images/s, loss=1.2981, top1-acc=62.48%, top5-acc=89.49%, remaining_time=0:00:03.388616, arrival_time=2021-04-15 02:08:58.669565, cost_time=0:00:08.471559 2021-04-15 02:08:55,892 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.43ms, fps=4187 images/s, loss=1.3014, top1-acc=62.34%, top5-acc=89.44%, remaining_time=0:00:02.785576, arrival_time=2021-04-15 02:08:58.678341, cost_time=0:00:09.083399 2021-04-15 02:08:56,438 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=1.33ms, fps=4693 images/s, loss=1.3039, top1-acc=62.34%, top5-acc=89.38%, remaining_time=0:00:02.166588, arrival_time=2021-04-15 02:08:58.605326, cost_time=0:00:09.629230 2021-04-15 02:08:57,083 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=2.02ms, fps=3974 images/s, loss=1.3080, top1-acc=62.22%, top5-acc=89.32%, remaining_time=0:00:01.571336, arrival_time=2021-04-15 02:08:58.654811, cost_time=0:00:10.274080 2021-04-15 02:08:57,667 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=1.43ms, fps=4386 images/s, loss=1.3073, top1-acc=62.16%, top5-acc=89.30%, remaining_time=0:00:00.965168, arrival_time=2021-04-15 02:08:58.632649, cost_time=0:00:10.858119 2021-04-15 02:08:58,218 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.26ms, fps=4647 images/s, loss=1.3076, top1-acc=62.17%, top5-acc=89.30%, remaining_time=0:00:00.360294, arrival_time=2021-04-15 02:08:58.578961, cost_time=0:00:11.409308 2021-04-15 02:08:58,532 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=0.10ms, fps=4341 images/s, loss=1.3092, top1-acc=62.17%, top5-acc=89.30%, remaining_time=0:00:00, arrival_time=2021-04-15 02:08:58.532329, cost_time=0:00:11.722911 2021-04-15 02:08:58,979 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=0.20ms, fps=5745 images/s, loss=1.8789, top1-acc=50.08%, top5-acc=80.86%, remaining_time=0:00:01.336800, arrival_time=2021-04-15 02:09:00.316468, cost_time=0:00:00.445605 2021-04-15 02:08:59,268 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=0.26ms, fps=8876 images/s, loss=1.8665, top1-acc=49.75%, top5-acc=81.17%, remaining_time=0:00:00.734360, arrival_time=2021-04-15 02:09:00.002801, cost_time=0:00:00.734361 2021-04-15 02:08:59,601 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=0.18ms, fps=7702 images/s, loss=1.8659, top1-acc=49.99%, top5-acc=80.72%, remaining_time=0:00:00.355710, arrival_time=2021-04-15 02:08:59.956875, cost_time=0:00:01.067118 2021-04-15 02:08:59,864 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=0.05ms, fps=8827 images/s, loss=1.8822, top1-acc=49.46%, top5-acc=80.80%, remaining_time=0:00:00, arrival_time=2021-04-15 02:08:59.864299, cost_time=0:00:01.330258 2021-04-15 02:08:59,930 INFO : Epoch=0042 complete, best val top1-acc=53.25%, top5-acc=82.84% (epoch=39), remaining_time=0:33:58.354998, arrival_time=2021-04-15 02:42:58.285390, cost_time=0:09:01.841195 2021-04-15 02:08:59,931 INFO : Train start, epoch=0043, lr=0.089508 2021-04-15 02:09:00,649 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=0.16ms, fps=3566 images/s, loss=1.2588, top1-acc=63.95%, top5-acc=89.69%, remaining_time=0:00:13.350894, arrival_time=2021-04-15 02:09:14.000467, cost_time=0:00:00.717792 2021-04-15 02:09:01,299 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=1.22ms, fps=3944 images/s, loss=1.2362, top1-acc=64.79%, top5-acc=90.43%, remaining_time=0:00:12.032592, arrival_time=2021-04-15 02:09:13.331643, cost_time=0:00:01.367332 2021-04-15 02:09:01,917 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=1.37ms, fps=4145 images/s, loss=1.2398, top1-acc=64.58%, top5-acc=90.43%, remaining_time=0:00:10.985050, arrival_time=2021-04-15 02:09:12.902020, cost_time=0:00:01.985258 2021-04-15 02:09:02,522 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.35ms, fps=4234 images/s, loss=1.2392, top1-acc=64.66%, top5-acc=90.28%, remaining_time=0:00:10.101936, arrival_time=2021-04-15 02:09:12.623996, cost_time=0:00:02.590239 2021-04-15 02:09:03,097 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=1.15ms, fps=4452 images/s, loss=1.2446, top1-acc=64.50%, top5-acc=90.27%, remaining_time=0:00:09.244282, arrival_time=2021-04-15 02:09:12.341838, cost_time=0:00:03.165847 2021-04-15 02:09:03,668 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=1.29ms, fps=4488 images/s, loss=1.2477, top1-acc=64.37%, top5-acc=90.25%, remaining_time=0:00:08.469536, arrival_time=2021-04-15 02:09:12.137810, cost_time=0:00:03.736566 2021-04-15 02:09:04,219 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=1.32ms, fps=4644 images/s, loss=1.2586, top1-acc=64.03%, top5-acc=90.08%, remaining_time=0:00:07.718634, arrival_time=2021-04-15 02:09:11.938540, cost_time=0:00:04.288103 2021-04-15 02:09:04,766 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=1.25ms, fps=4687 images/s, loss=1.2687, top1-acc=63.71%, top5-acc=89.96%, remaining_time=0:00:07.010576, arrival_time=2021-04-15 02:09:11.777196, cost_time=0:00:04.834897 2021-04-15 02:09:05,366 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=1.26ms, fps=4268 images/s, loss=1.2677, top1-acc=63.73%, top5-acc=89.93%, remaining_time=0:00:06.401340, arrival_time=2021-04-15 02:09:11.768113, cost_time=0:00:05.435067 2021-04-15 02:09:05,962 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=1.29ms, fps=4299 images/s, loss=1.2710, top1-acc=63.53%, top5-acc=89.86%, remaining_time=0:00:05.789664, arrival_time=2021-04-15 02:09:11.752357, cost_time=0:00:06.030904 2021-04-15 02:09:06,505 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=1.18ms, fps=4723 images/s, loss=1.2736, top1-acc=63.36%, top5-acc=89.77%, remaining_time=0:00:05.139274, arrival_time=2021-04-15 02:09:11.644506, cost_time=0:00:06.573518 2021-04-15 02:09:07,051 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=1.23ms, fps=4687 images/s, loss=1.2766, top1-acc=63.27%, top5-acc=89.73%, remaining_time=0:00:04.509384, arrival_time=2021-04-15 02:09:11.561125, cost_time=0:00:07.120033 2021-04-15 02:09:07,612 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=1.26ms, fps=4572 images/s, loss=1.2784, top1-acc=63.25%, top5-acc=89.70%, remaining_time=0:00:03.899214, arrival_time=2021-04-15 02:09:11.511245, cost_time=0:00:07.680320 2021-04-15 02:09:08,175 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=1.23ms, fps=4546 images/s, loss=1.2848, top1-acc=63.14%, top5-acc=89.65%, remaining_time=0:00:03.297504, arrival_time=2021-04-15 02:09:11.472962, cost_time=0:00:08.243737 2021-04-15 02:09:08,702 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=1.41ms, fps=4859 images/s, loss=1.2866, top1-acc=63.07%, top5-acc=89.65%, remaining_time=0:00:02.689758, arrival_time=2021-04-15 02:09:11.392407, cost_time=0:00:08.770929 2021-04-15 02:09:09,228 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=1.16ms, fps=4874 images/s, loss=1.2890, top1-acc=62.89%, top5-acc=89.67%, remaining_time=0:00:02.091708, arrival_time=2021-04-15 02:09:11.319945, cost_time=0:00:09.296517 2021-04-15 02:09:09,755 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=1.24ms, fps=4859 images/s, loss=1.2880, top1-acc=62.90%, top5-acc=89.71%, remaining_time=0:00:01.502462, arrival_time=2021-04-15 02:09:11.257890, cost_time=0:00:09.823721 2021-04-15 02:09:10,282 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=1.33ms, fps=4864 images/s, loss=1.2909, top1-acc=62.80%, top5-acc=89.64%, remaining_time=0:00:00.920032, arrival_time=2021-04-15 02:09:11.202088, cost_time=0:00:10.350343 2021-04-15 02:09:10,813 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=1.15ms, fps=4822 images/s, loss=1.2923, top1-acc=62.73%, top5-acc=89.58%, remaining_time=0:00:00.343626, arrival_time=2021-04-15 02:09:11.156850, cost_time=0:00:10.881513 2021-04-15 02:09:11,119 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=0.05ms, fps=4447 images/s, loss=1.2941, top1-acc=62.68%, top5-acc=89.56%, remaining_time=0:00:00, arrival_time=2021-04-15 02:09:11.119402, cost_time=0:00:11.187693 2021-04-15 02:09:11,485 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=0.28ms, fps=7027 images/s, loss=1.7960, top1-acc=52.23%, top5-acc=81.64%, remaining_time=0:00:01.092900, arrival_time=2021-04-15 02:09:12.578283, cost_time=0:00:00.364304 2021-04-15 02:09:11,741 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=1.55ms, fps=10014 images/s, loss=1.8034, top1-acc=51.84%, top5-acc=81.37%, remaining_time=0:00:00.620280, arrival_time=2021-04-15 02:09:12.361636, cost_time=0:00:00.620284 2021-04-15 02:09:12,097 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=0.19ms, fps=7191 images/s, loss=1.7880, top1-acc=51.91%, top5-acc=81.67%, remaining_time=0:00:00.325540, arrival_time=2021-04-15 02:09:12.423212, cost_time=0:00:00.976612 2021-04-15 02:09:12,338 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=0.05ms, fps=9670 images/s, loss=1.7940, top1-acc=52.06%, top5-acc=81.77%, remaining_time=0:00:00, arrival_time=2021-04-15 02:09:12.337959, cost_time=0:00:01.216825 2021-04-15 02:09:12,396 INFO : Epoch=0043 complete, best val top1-acc=53.25%, top5-acc=82.84% (epoch=39), remaining_time=0:33:43.867218, arrival_time=2021-04-15 02:42:56.264019, cost_time=0:09:14.307601 2021-04-15 02:09:12,398 INFO : Train start, epoch=0044, lr=0.089022 2021-04-15 02:09:13,139 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=1.26ms, fps=3455 images/s, loss=1.2927, top1-acc=62.58%, top5-acc=89.45%, remaining_time=0:00:13.782786, arrival_time=2021-04-15 02:09:26.921925, cost_time=0:00:00.741010 2021-04-15 02:09:13,665 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=1.28ms, fps=4868 images/s, loss=1.2681, top1-acc=63.14%, top5-acc=90.04%, remaining_time=0:00:11.151712, arrival_time=2021-04-15 02:09:24.817076, cost_time=0:00:01.267237 2021-04-15 02:09:14,194 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=1.29ms, fps=4844 images/s, loss=1.2481, top1-acc=63.75%, top5-acc=90.42%, remaining_time=0:00:09.937922, arrival_time=2021-04-15 02:09:24.132072, cost_time=0:00:01.796019 2021-04-15 02:09:14,730 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=1.12ms, fps=4778 images/s, loss=1.2508, top1-acc=63.51%, top5-acc=90.47%, remaining_time=0:00:09.095112, arrival_time=2021-04-15 02:09:23.825311, cost_time=0:00:02.332072 2021-04-15 02:09:15,284 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=1.39ms, fps=4621 images/s, loss=1.2645, top1-acc=63.21%, top5-acc=90.29%, remaining_time=0:00:08.428142, arrival_time=2021-04-15 02:09:23.712648, cost_time=0:00:02.886373 2021-04-15 02:09:15,840 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=1.25ms, fps=4607 images/s, loss=1.2680, top1-acc=63.12%, top5-acc=90.17%, remaining_time=0:00:07.802728, arrival_time=2021-04-15 02:09:23.643257, cost_time=0:00:03.442381 2021-04-15 02:09:16,385 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=1.41ms, fps=4704 images/s, loss=1.2671, top1-acc=63.10%, top5-acc=90.20%, remaining_time=0:00:07.176456, arrival_time=2021-04-15 02:09:23.561469, cost_time=0:00:03.986887 2021-04-15 02:09:16,926 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=1.25ms, fps=4727 images/s, loss=1.2727, top1-acc=63.01%, top5-acc=90.09%, remaining_time=0:00:06.566644, arrival_time=2021-04-15 02:09:23.493529, cost_time=0:00:04.528745 2021-04-15 02:09:17,561 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=0.29ms, fps=4035 images/s, loss=1.2785, top1-acc=62.74%, top5-acc=90.01%, remaining_time=0:00:06.081538, arrival_time=2021-04-15 02:09:23.643283, cost_time=0:00:05.163606 2021-04-15 02:09:18,127 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=1.53ms, fps=4533 images/s, loss=1.2773, top1-acc=62.80%, top5-acc=89.97%, remaining_time=0:00:05.499456, arrival_time=2021-04-15 02:09:23.626388, cost_time=0:00:05.728638 2021-04-15 02:09:18,705 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=1.35ms, fps=4430 images/s, loss=1.2791, top1-acc=62.87%, top5-acc=89.88%, remaining_time=0:00:04.931068, arrival_time=2021-04-15 02:09:23.636432, cost_time=0:00:06.307225 2021-04-15 02:09:19,276 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=0.19ms, fps=4484 images/s, loss=1.2766, top1-acc=63.06%, top5-acc=89.83%, remaining_time=0:00:04.356396, arrival_time=2021-04-15 02:09:23.633073, cost_time=0:00:06.878546 2021-04-15 02:09:19,866 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=1.30ms, fps=4341 images/s, loss=1.2765, top1-acc=63.03%, top5-acc=89.83%, remaining_time=0:00:03.791766, arrival_time=2021-04-15 02:09:23.658585, cost_time=0:00:07.468593 2021-04-15 02:09:20,438 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.27ms, fps=4498 images/s, loss=1.2741, top1-acc=63.07%, top5-acc=89.91%, remaining_time=0:00:03.215352, arrival_time=2021-04-15 02:09:23.651815, cost_time=0:00:08.038331 2021-04-15 02:09:21,075 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=1.72ms, fps=4019 images/s, loss=1.2721, top1-acc=63.19%, top5-acc=89.91%, remaining_time=0:00:02.661054, arrival_time=2021-04-15 02:09:23.736739, cost_time=0:00:08.677398 2021-04-15 02:09:21,665 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=1.17ms, fps=4348 images/s, loss=1.2736, top1-acc=63.14%, top5-acc=89.90%, remaining_time=0:00:02.085012, arrival_time=2021-04-15 02:09:23.749971, cost_time=0:00:09.266768 2021-04-15 02:09:22,211 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=1.36ms, fps=4687 images/s, loss=1.2791, top1-acc=63.03%, top5-acc=89.78%, remaining_time=0:00:01.500876, arrival_time=2021-04-15 02:09:23.712470, cost_time=0:00:09.813468 2021-04-15 02:09:22,759 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=1.74ms, fps=4673 images/s, loss=1.2805, top1-acc=63.04%, top5-acc=89.77%, remaining_time=0:00:00.921040, arrival_time=2021-04-15 02:09:23.680899, cost_time=0:00:10.361660 2021-04-15 02:09:23,318 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=1.97ms, fps=4587 images/s, loss=1.2838, top1-acc=62.97%, top5-acc=89.72%, remaining_time=0:00:00.344850, arrival_time=2021-04-15 02:09:23.663270, cost_time=0:00:10.920268 2021-04-15 02:09:23,623 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=0.06ms, fps=4470 images/s, loss=1.2869, top1-acc=62.92%, top5-acc=89.65%, remaining_time=0:00:00, arrival_time=2021-04-15 02:09:23.623054, cost_time=0:00:11.224942 2021-04-15 02:09:23,990 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=8.79ms, fps=7004 images/s, loss=1.8787, top1-acc=48.87%, top5-acc=80.70%, remaining_time=0:00:01.096470, arrival_time=2021-04-15 02:09:25.086582, cost_time=0:00:00.365487 2021-04-15 02:09:24,232 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=2.13ms, fps=10594 images/s, loss=1.8614, top1-acc=49.61%, top5-acc=80.94%, remaining_time=0:00:00.607460, arrival_time=2021-04-15 02:09:24.839525, cost_time=0:00:00.607452 2021-04-15 02:09:24,530 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=4.49ms, fps=8584 images/s, loss=1.8434, top1-acc=49.92%, top5-acc=81.11%, remaining_time=0:00:00.302000, arrival_time=2021-04-15 02:09:24.832647, cost_time=0:00:00.905985 2021-04-15 02:09:24,779 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.05ms, fps=9356 images/s, loss=1.8301, top1-acc=49.86%, top5-acc=81.17%, remaining_time=0:00:00, arrival_time=2021-04-15 02:09:24.778985, cost_time=0:00:01.154386 2021-04-15 02:09:24,836 INFO : Epoch=0044 complete, best val top1-acc=53.25%, top5-acc=82.84% (epoch=39), remaining_time=0:33:29.375940, arrival_time=2021-04-15 02:42:54.212215, cost_time=0:09:26.747080 2021-04-15 02:09:24,838 INFO : Train start, epoch=0045, lr=0.088526 2021-04-15 02:09:25,592 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=1.54ms, fps=3398 images/s, loss=1.2186, top1-acc=64.22%, top5-acc=91.13%, remaining_time=0:00:14.012124, arrival_time=2021-04-15 02:09:39.604220, cost_time=0:00:00.753336 2021-04-15 02:09:26,277 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=1.66ms, fps=3738 images/s, loss=1.2528, top1-acc=64.18%, top5-acc=90.49%, remaining_time=0:00:12.658624, arrival_time=2021-04-15 02:09:38.935904, cost_time=0:00:01.438487 2021-04-15 02:09:26,864 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=1.29ms, fps=4361 images/s, loss=1.2443, top1-acc=64.01%, top5-acc=90.33%, remaining_time=0:00:11.209814, arrival_time=2021-04-15 02:09:38.074446, cost_time=0:00:02.025877 2021-04-15 02:09:27,411 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=1.66ms, fps=4682 images/s, loss=1.2510, top1-acc=63.62%, top5-acc=90.49%, remaining_time=0:00:10.034544, arrival_time=2021-04-15 02:09:37.446305, cost_time=0:00:02.572955 2021-04-15 02:09:27,970 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=1.62ms, fps=4583 images/s, loss=1.2415, top1-acc=63.98%, top5-acc=90.60%, remaining_time=0:00:09.145440, arrival_time=2021-04-15 02:09:37.116189, cost_time=0:00:03.131981 2021-04-15 02:09:28,560 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=1.41ms, fps=4347 images/s, loss=1.2412, top1-acc=64.10%, top5-acc=90.64%, remaining_time=0:00:08.434856, arrival_time=2021-04-15 02:09:36.994880, cost_time=0:00:03.721257 2021-04-15 02:09:29,135 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=1.44ms, fps=4449 images/s, loss=1.2356, top1-acc=64.44%, top5-acc=90.62%, remaining_time=0:00:07.734636, arrival_time=2021-04-15 02:09:36.870435, cost_time=0:00:04.297027 2021-04-15 02:09:29,687 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=1.53ms, fps=4646 images/s, loss=1.2418, top1-acc=64.29%, top5-acc=90.39%, remaining_time=0:00:07.030180, arrival_time=2021-04-15 02:09:36.717374, cost_time=0:00:04.848405 2021-04-15 02:09:30,286 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=1.49ms, fps=4278 images/s, loss=1.2499, top1-acc=64.05%, top5-acc=90.29%, remaining_time=0:00:06.415544, arrival_time=2021-04-15 02:09:36.701512, cost_time=0:00:05.447134 2021-04-15 02:09:30,854 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=1.37ms, fps=4505 images/s, loss=1.2520, top1-acc=63.91%, top5-acc=90.30%, remaining_time=0:00:05.775264, arrival_time=2021-04-15 02:09:36.629960, cost_time=0:00:06.015916 2021-04-15 02:09:31,404 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=1.37ms, fps=4658 images/s, loss=1.2589, top1-acc=63.72%, top5-acc=90.25%, remaining_time=0:00:05.133340, arrival_time=2021-04-15 02:09:36.537966, cost_time=0:00:06.565855 2021-04-15 02:09:31,974 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=2.17ms, fps=4491 images/s, loss=1.2584, top1-acc=63.73%, top5-acc=90.22%, remaining_time=0:00:04.519568, arrival_time=2021-04-15 02:09:36.494504, cost_time=0:00:07.136172 2021-04-15 02:09:32,575 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=1.36ms, fps=4267 images/s, loss=1.2623, top1-acc=63.64%, top5-acc=90.20%, remaining_time=0:00:03.927726, arrival_time=2021-04-15 02:09:36.503012, cost_time=0:00:07.736385 2021-04-15 02:09:33,176 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=1.52ms, fps=4262 images/s, loss=1.2678, top1-acc=63.44%, top5-acc=90.13%, remaining_time=0:00:03.335080, arrival_time=2021-04-15 02:09:36.511714, cost_time=0:00:08.337735 2021-04-15 02:09:33,775 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=1.46ms, fps=4278 images/s, loss=1.2703, top1-acc=63.42%, top5-acc=90.06%, remaining_time=0:00:02.740634, arrival_time=2021-04-15 02:09:36.516277, cost_time=0:00:08.936870 2021-04-15 02:09:34,345 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=1.37ms, fps=4495 images/s, loss=1.2715, top1-acc=63.37%, top5-acc=90.04%, remaining_time=0:00:02.139012, arrival_time=2021-04-15 02:09:36.484474, cost_time=0:00:09.506687 2021-04-15 02:09:34,948 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=1.27ms, fps=4247 images/s, loss=1.2723, top1-acc=63.29%, top5-acc=90.02%, remaining_time=0:00:01.546194, arrival_time=2021-04-15 02:09:36.494744, cost_time=0:00:10.109769 2021-04-15 02:09:35,515 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=1.35ms, fps=4588 images/s, loss=1.2742, top1-acc=63.28%, top5-acc=90.02%, remaining_time=0:00:00.949072, arrival_time=2021-04-15 02:09:36.464963, cost_time=0:00:10.677109 2021-04-15 02:09:36,220 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.19ms, fps=3634 images/s, loss=1.2802, top1-acc=63.13%, top5-acc=89.90%, remaining_time=0:00:00.359430, arrival_time=2021-04-15 02:09:36.580220, cost_time=0:00:11.381964 2021-04-15 02:09:36,537 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=0.07ms, fps=4294 images/s, loss=1.2811, top1-acc=63.12%, top5-acc=89.87%, remaining_time=0:00:00, arrival_time=2021-04-15 02:09:36.537902, cost_time=0:00:11.699117 2021-04-15 02:09:36,960 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=5.31ms, fps=6085 images/s, loss=1.9150, top1-acc=50.86%, top5-acc=79.53%, remaining_time=0:00:01.261980, arrival_time=2021-04-15 02:09:38.222329, cost_time=0:00:00.420664 2021-04-15 02:09:37,239 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=2.19ms, fps=9201 images/s, loss=1.8507, top1-acc=51.23%, top5-acc=80.55%, remaining_time=0:00:00.699220, arrival_time=2021-04-15 02:09:37.938161, cost_time=0:00:00.699219 2021-04-15 02:09:37,554 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=22.76ms, fps=8120 images/s, loss=1.8425, top1-acc=51.64%, top5-acc=80.81%, remaining_time=0:00:00.338310, arrival_time=2021-04-15 02:09:37.892905, cost_time=0:00:01.014916 2021-04-15 02:09:37,800 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=0.05ms, fps=9434 images/s, loss=1.8350, top1-acc=51.26%, top5-acc=80.93%, remaining_time=0:00:00, arrival_time=2021-04-15 02:09:37.800822, cost_time=0:00:01.261159 2021-04-15 02:09:37,865 INFO : Epoch=0045 complete, best val top1-acc=53.25%, top5-acc=82.84% (epoch=39), remaining_time=0:33:17.007135, arrival_time=2021-04-15 02:42:54.872624, cost_time=0:09:39.776267 2021-04-15 02:09:37,867 INFO : Train start, epoch=0046, lr=0.088020 2021-04-15 02:09:38,603 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=0.18ms, fps=3477 images/s, loss=1.2849, top1-acc=63.24%, top5-acc=89.41%, remaining_time=0:00:13.694622, arrival_time=2021-04-15 02:09:52.298489, cost_time=0:00:00.736268 2021-04-15 02:09:39,180 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=1.33ms, fps=4446 images/s, loss=1.2570, top1-acc=63.69%, top5-acc=90.18%, remaining_time=0:00:11.549120, arrival_time=2021-04-15 02:09:50.729121, cost_time=0:00:01.312408 2021-04-15 02:09:39,803 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=1.38ms, fps=4105 images/s, loss=1.2562, top1-acc=63.45%, top5-acc=90.14%, remaining_time=0:00:10.714470, arrival_time=2021-04-15 02:09:50.518423, cost_time=0:00:01.936361 2021-04-15 02:09:40,351 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=1.45ms, fps=4675 images/s, loss=1.2439, top1-acc=63.69%, top5-acc=90.55%, remaining_time=0:00:09.688536, arrival_time=2021-04-15 02:09:50.040359, cost_time=0:00:02.484224 2021-04-15 02:09:40,966 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=1.61ms, fps=4169 images/s, loss=1.2399, top1-acc=63.78%, top5-acc=90.55%, remaining_time=0:00:09.047766, arrival_time=2021-04-15 02:09:50.013913, cost_time=0:00:03.098557 2021-04-15 02:09:41,494 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=1.16ms, fps=4846 images/s, loss=1.2500, top1-acc=63.77%, top5-acc=90.33%, remaining_time=0:00:08.221608, arrival_time=2021-04-15 02:09:49.716352, cost_time=0:00:03.627153 2021-04-15 02:09:42,034 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.20ms, fps=4750 images/s, loss=1.2531, top1-acc=63.68%, top5-acc=90.32%, remaining_time=0:00:07.499520, arrival_time=2021-04-15 02:09:49.533528, cost_time=0:00:04.166421 2021-04-15 02:09:42,647 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=2.03ms, fps=4176 images/s, loss=1.2558, top1-acc=63.70%, top5-acc=90.28%, remaining_time=0:00:06.930768, arrival_time=2021-04-15 02:09:49.578240, cost_time=0:00:04.779823 2021-04-15 02:09:43,243 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=1.46ms, fps=4302 images/s, loss=1.2585, top1-acc=63.59%, top5-acc=90.28%, remaining_time=0:00:06.330956, arrival_time=2021-04-15 02:09:49.573970, cost_time=0:00:05.375345 2021-04-15 02:09:43,822 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=1.32ms, fps=4422 images/s, loss=1.2581, top1-acc=63.66%, top5-acc=90.25%, remaining_time=0:00:05.716608, arrival_time=2021-04-15 02:09:49.538973, cost_time=0:00:05.954768 2021-04-15 02:09:44,356 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=1.30ms, fps=4801 images/s, loss=1.2633, top1-acc=63.45%, top5-acc=90.15%, remaining_time=0:00:05.072710, arrival_time=2021-04-15 02:09:49.428688, cost_time=0:00:06.488386 2021-04-15 02:09:44,962 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=1.33ms, fps=4222 images/s, loss=1.2653, top1-acc=63.36%, top5-acc=90.07%, remaining_time=0:00:04.493576, arrival_time=2021-04-15 02:09:49.456333, cost_time=0:00:07.095071 2021-04-15 02:09:45,552 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=1.36ms, fps=4347 images/s, loss=1.2689, top1-acc=63.20%, top5-acc=90.02%, remaining_time=0:00:03.901458, arrival_time=2021-04-15 02:09:49.453810, cost_time=0:00:07.684751 2021-04-15 02:09:46,199 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=1.37ms, fps=4002 images/s, loss=1.2704, top1-acc=63.18%, top5-acc=89.99%, remaining_time=0:00:03.332616, arrival_time=2021-04-15 02:09:49.531931, cost_time=0:00:08.331582 2021-04-15 02:09:46,860 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=1.68ms, fps=3874 images/s, loss=1.2716, top1-acc=63.20%, top5-acc=89.93%, remaining_time=0:00:02.757884, arrival_time=2021-04-15 02:09:49.618591, cost_time=0:00:08.993031 2021-04-15 02:09:47,456 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=1.78ms, fps=4305 images/s, loss=1.2717, top1-acc=63.23%, top5-acc=89.94%, remaining_time=0:00:02.157372, arrival_time=2021-04-15 02:09:49.613397, cost_time=0:00:09.588392 2021-04-15 02:09:47,999 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=1.37ms, fps=4716 images/s, loss=1.2709, top1-acc=63.26%, top5-acc=89.95%, remaining_time=0:00:01.549548, arrival_time=2021-04-15 02:09:49.548768, cost_time=0:00:10.131631 2021-04-15 02:09:48,579 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=1.21ms, fps=4416 images/s, loss=1.2689, top1-acc=63.34%, top5-acc=89.97%, remaining_time=0:00:00.952144, arrival_time=2021-04-15 02:09:49.531471, cost_time=0:00:10.711676 2021-04-15 02:09:49,132 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=0.96ms, fps=4632 images/s, loss=1.2703, top1-acc=63.32%, top5-acc=89.97%, remaining_time=0:00:00.355734, arrival_time=2021-04-15 02:09:49.488196, cost_time=0:00:11.264877 2021-04-15 02:09:49,454 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=1.06ms, fps=4233 images/s, loss=1.2697, top1-acc=63.35%, top5-acc=89.98%, remaining_time=0:00:00, arrival_time=2021-04-15 02:09:49.454049, cost_time=0:00:11.586477 2021-04-15 02:09:49,819 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=1.53ms, fps=7042 images/s, loss=1.7218, top1-acc=54.65%, top5-acc=84.06%, remaining_time=0:00:01.090620, arrival_time=2021-04-15 02:09:50.909780, cost_time=0:00:00.363537 2021-04-15 02:09:50,145 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=0.39ms, fps=7854 images/s, loss=1.7253, top1-acc=54.20%, top5-acc=83.34%, remaining_time=0:00:00.689780, arrival_time=2021-04-15 02:09:50.835218, cost_time=0:00:00.689777 2021-04-15 02:09:50,455 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=0.28ms, fps=8261 images/s, loss=1.7258, top1-acc=54.17%, top5-acc=82.92%, remaining_time=0:00:00.333370, arrival_time=2021-04-15 02:09:50.789111, cost_time=0:00:01.000120 2021-04-15 02:09:50,698 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=0.05ms, fps=9576 images/s, loss=1.7341, top1-acc=53.84%, top5-acc=82.81%, remaining_time=0:00:00, arrival_time=2021-04-15 02:09:50.698383, cost_time=0:00:01.242695 2021-04-15 02:09:50,817 INFO : Epoch=0046 complete, best val top1-acc=53.84%, top5-acc=82.81% (epoch=46), remaining_time=0:33:04.349598, arrival_time=2021-04-15 02:42:55.166617, cost_time=0:09:52.727809 2021-04-15 02:09:50,818 INFO : Train start, epoch=0047, lr=0.087506 2021-04-15 02:09:51,562 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=0.17ms, fps=3440 images/s, loss=1.2695, top1-acc=63.44%, top5-acc=90.27%, remaining_time=0:00:13.843422, arrival_time=2021-04-15 02:10:05.406032, cost_time=0:00:00.744267 2021-04-15 02:09:52,107 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=1.33ms, fps=4700 images/s, loss=1.2335, top1-acc=64.34%, top5-acc=90.86%, remaining_time=0:00:11.345664, arrival_time=2021-04-15 02:10:03.453293, cost_time=0:00:01.289274 2021-04-15 02:09:52,640 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=1.27ms, fps=4812 images/s, loss=1.2228, top1-acc=64.65%, top5-acc=90.92%, remaining_time=0:00:10.080018, arrival_time=2021-04-15 02:10:02.720045, cost_time=0:00:01.821683 2021-04-15 02:09:53,193 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=1.31ms, fps=4628 images/s, loss=1.2369, top1-acc=64.12%, top5-acc=90.67%, remaining_time=0:00:09.263124, arrival_time=2021-04-15 02:10:02.456619, cost_time=0:00:02.375148 2021-04-15 02:09:53,738 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=1.21ms, fps=4698 images/s, loss=1.2334, top1-acc=64.36%, top5-acc=90.73%, remaining_time=0:00:08.527568, arrival_time=2021-04-15 02:10:02.266319, cost_time=0:00:02.920401 2021-04-15 02:09:54,295 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=1.14ms, fps=4597 images/s, loss=1.2397, top1-acc=64.21%, top5-acc=90.61%, remaining_time=0:00:07.882560, arrival_time=2021-04-15 02:10:02.178513, cost_time=0:00:03.477612 2021-04-15 02:09:54,830 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=1.26ms, fps=4794 images/s, loss=1.2484, top1-acc=63.95%, top5-acc=90.55%, remaining_time=0:00:07.221438, arrival_time=2021-04-15 02:10:02.051668, cost_time=0:00:04.011879 2021-04-15 02:09:55,357 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=1.26ms, fps=4863 images/s, loss=1.2478, top1-acc=64.00%, top5-acc=90.51%, remaining_time=0:00:06.581028, arrival_time=2021-04-15 02:10:01.938003, cost_time=0:00:04.538634 2021-04-15 02:09:55,888 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=1.31ms, fps=4823 images/s, loss=1.2506, top1-acc=64.05%, top5-acc=90.35%, remaining_time=0:00:05.971086, arrival_time=2021-04-15 02:10:01.859201, cost_time=0:00:05.069761 2021-04-15 02:09:56,432 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=1.43ms, fps=4708 images/s, loss=1.2542, top1-acc=63.93%, top5-acc=90.21%, remaining_time=0:00:05.389344, arrival_time=2021-04-15 02:10:01.821594, cost_time=0:00:05.613897 2021-04-15 02:09:56,961 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=1.27ms, fps=4840 images/s, loss=1.2547, top1-acc=63.89%, top5-acc=90.17%, remaining_time=0:00:04.802842, arrival_time=2021-04-15 02:10:01.764358, cost_time=0:00:06.143163 2021-04-15 02:09:57,505 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.27ms, fps=4708 images/s, loss=1.2589, top1-acc=63.80%, top5-acc=90.12%, remaining_time=0:00:04.235252, arrival_time=2021-04-15 02:10:01.740887, cost_time=0:00:06.687287 2021-04-15 02:09:58,035 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=1.42ms, fps=4836 images/s, loss=1.2548, top1-acc=63.85%, top5-acc=90.17%, remaining_time=0:00:03.663990, arrival_time=2021-04-15 02:10:01.699313, cost_time=0:00:07.216937 2021-04-15 02:09:58,615 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=1.37ms, fps=4419 images/s, loss=1.2545, top1-acc=63.82%, top5-acc=90.18%, remaining_time=0:00:03.118640, arrival_time=2021-04-15 02:10:01.733662, cost_time=0:00:07.796612 2021-04-15 02:09:59,186 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=1.45ms, fps=4487 images/s, loss=1.2553, top1-acc=63.79%, top5-acc=90.14%, remaining_time=0:00:02.566064, arrival_time=2021-04-15 02:10:01.752061, cost_time=0:00:08.367648 2021-04-15 02:09:59,738 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=1.29ms, fps=4634 images/s, loss=1.2598, top1-acc=63.68%, top5-acc=90.10%, remaining_time=0:00:02.007108, arrival_time=2021-04-15 02:10:01.745861, cost_time=0:00:08.920404 2021-04-15 02:10:00,314 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=1.54ms, fps=4453 images/s, loss=1.2628, top1-acc=63.58%, top5-acc=90.02%, remaining_time=0:00:01.452282, arrival_time=2021-04-15 02:10:01.766247, cost_time=0:00:09.495623 2021-04-15 02:10:00,907 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=1.77ms, fps=4320 images/s, loss=1.2669, top1-acc=63.46%, top5-acc=89.99%, remaining_time=0:00:00.896768, arrival_time=2021-04-15 02:10:01.803744, cost_time=0:00:10.088570 2021-04-15 02:10:01,464 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.47ms, fps=4596 images/s, loss=1.2708, top1-acc=63.36%, top5-acc=89.91%, remaining_time=0:00:00.336186, arrival_time=2021-04-15 02:10:01.800536, cost_time=0:00:10.645959 2021-04-15 02:10:01,778 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=0.05ms, fps=4342 images/s, loss=1.2701, top1-acc=63.42%, top5-acc=89.93%, remaining_time=0:00:00, arrival_time=2021-04-15 02:10:01.778155, cost_time=0:00:10.959786 2021-04-15 02:10:02,196 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=0.40ms, fps=6142 images/s, loss=1.7058, top1-acc=52.85%, top5-acc=82.54%, remaining_time=0:00:01.250310, arrival_time=2021-04-15 02:10:03.447064, cost_time=0:00:00.416767 2021-04-15 02:10:02,489 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=0.19ms, fps=8759 images/s, loss=1.7187, top1-acc=52.95%, top5-acc=82.56%, remaining_time=0:00:00.709500, arrival_time=2021-04-15 02:10:03.198936, cost_time=0:00:00.709500 2021-04-15 02:10:02,771 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=0.18ms, fps=9103 images/s, loss=1.7059, top1-acc=53.39%, top5-acc=82.71%, remaining_time=0:00:00.330350, arrival_time=2021-04-15 02:10:03.101344, cost_time=0:00:00.991049 2021-04-15 02:10:03,049 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=0.07ms, fps=8356 images/s, loss=1.7531, top1-acc=52.77%, top5-acc=82.35%, remaining_time=0:00:00, arrival_time=2021-04-15 02:10:03.048959, cost_time=0:00:01.269034 2021-04-15 02:10:03,115 INFO : Epoch=0047 complete, best val top1-acc=53.84%, top5-acc=82.81% (epoch=46), remaining_time=0:32:49.552170, arrival_time=2021-04-15 02:42:52.667205, cost_time=0:10:05.025845 2021-04-15 02:10:03,116 INFO : Train start, epoch=0048, lr=0.086982 2021-04-15 02:10:03,824 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=0.28ms, fps=3613 images/s, loss=1.1703, top1-acc=66.05%, top5-acc=91.41%, remaining_time=0:00:13.179216, arrival_time=2021-04-15 02:10:17.003951, cost_time=0:00:00.708556 2021-04-15 02:10:04,388 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=1.17ms, fps=4545 images/s, loss=1.1846, top1-acc=65.72%, top5-acc=91.13%, remaining_time=0:00:11.195184, arrival_time=2021-04-15 02:10:15.583539, cost_time=0:00:01.272172 2021-04-15 02:10:04,944 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=1.30ms, fps=4603 images/s, loss=1.1959, top1-acc=65.42%, top5-acc=90.77%, remaining_time=0:00:10.118696, arrival_time=2021-04-15 02:10:15.063549, cost_time=0:00:01.828676 2021-04-15 02:10:05,540 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=1.23ms, fps=4303 images/s, loss=1.2033, top1-acc=65.26%, top5-acc=90.59%, remaining_time=0:00:09.453132, arrival_time=2021-04-15 02:10:14.993192, cost_time=0:00:02.423882 2021-04-15 02:10:06,132 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=1.71ms, fps=4327 images/s, loss=1.2235, top1-acc=64.66%, top5-acc=90.36%, remaining_time=0:00:08.806136, arrival_time=2021-04-15 02:10:14.938103, cost_time=0:00:03.015790 2021-04-15 02:10:06,703 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=1.59ms, fps=4481 images/s, loss=1.2348, top1-acc=64.36%, top5-acc=90.10%, remaining_time=0:00:08.131304, arrival_time=2021-04-15 02:10:14.834850, cost_time=0:00:03.587351 2021-04-15 02:10:07,282 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=1.98ms, fps=4428 images/s, loss=1.2357, top1-acc=64.15%, top5-acc=90.26%, remaining_time=0:00:07.498386, arrival_time=2021-04-15 02:10:14.780358, cost_time=0:00:04.165788 2021-04-15 02:10:07,823 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=1.40ms, fps=4730 images/s, loss=1.2329, top1-acc=64.15%, top5-acc=90.35%, remaining_time=0:00:06.825556, arrival_time=2021-04-15 02:10:14.649041, cost_time=0:00:04.707296 2021-04-15 02:10:08,386 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=1.38ms, fps=4553 images/s, loss=1.2409, top1-acc=63.88%, top5-acc=90.33%, remaining_time=0:00:06.206724, arrival_time=2021-04-15 02:10:14.592820, cost_time=0:00:05.269897 2021-04-15 02:10:08,962 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=1.18ms, fps=4447 images/s, loss=1.2460, top1-acc=63.75%, top5-acc=90.24%, remaining_time=0:00:05.612064, arrival_time=2021-04-15 02:10:14.574253, cost_time=0:00:05.845937 2021-04-15 02:10:09,506 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=1.43ms, fps=4709 images/s, loss=1.2533, top1-acc=63.62%, top5-acc=90.14%, remaining_time=0:00:04.995826, arrival_time=2021-04-15 02:10:14.502058, cost_time=0:00:06.390054 2021-04-15 02:10:10,072 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=1.51ms, fps=4528 images/s, loss=1.2549, top1-acc=63.58%, top5-acc=90.15%, remaining_time=0:00:04.405340, arrival_time=2021-04-15 02:10:14.477394, cost_time=0:00:06.955756 2021-04-15 02:10:10,629 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=1.56ms, fps=4595 images/s, loss=1.2568, top1-acc=63.54%, top5-acc=90.14%, remaining_time=0:00:03.814470, arrival_time=2021-04-15 02:10:14.444027, cost_time=0:00:07.513356 2021-04-15 02:10:11,188 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=1.20ms, fps=4585 images/s, loss=1.2582, top1-acc=63.58%, top5-acc=90.08%, remaining_time=0:00:03.228848, arrival_time=2021-04-15 02:10:14.417204, cost_time=0:00:08.072167 2021-04-15 02:10:11,756 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=1.48ms, fps=4512 images/s, loss=1.2573, top1-acc=63.59%, top5-acc=90.09%, remaining_time=0:00:02.649554, arrival_time=2021-04-15 02:10:14.405627, cost_time=0:00:08.639896 2021-04-15 02:10:12,349 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=1.46ms, fps=4315 images/s, loss=1.2600, top1-acc=63.49%, top5-acc=90.07%, remaining_time=0:00:02.077524, arrival_time=2021-04-15 02:10:14.427232, cost_time=0:00:09.233442 2021-04-15 02:10:12,990 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=1.29ms, fps=3997 images/s, loss=1.2614, top1-acc=63.49%, top5-acc=90.03%, remaining_time=0:00:01.510210, arrival_time=2021-04-15 02:10:14.500922, cost_time=0:00:09.874523 2021-04-15 02:10:13,575 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=1.30ms, fps=4377 images/s, loss=1.2658, top1-acc=63.39%, top5-acc=89.92%, remaining_time=0:00:00.929744, arrival_time=2021-04-15 02:10:14.505622, cost_time=0:00:10.459698 2021-04-15 02:10:14,128 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.04ms, fps=4638 images/s, loss=1.2675, top1-acc=63.30%, top5-acc=89.89%, remaining_time=0:00:00.347748, arrival_time=2021-04-15 02:10:14.475942, cost_time=0:00:11.011996 2021-04-15 02:10:14,445 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=0.05ms, fps=4291 images/s, loss=1.2685, top1-acc=63.25%, top5-acc=89.86%, remaining_time=0:00:00, arrival_time=2021-04-15 02:10:14.445563, cost_time=0:00:11.329317 2021-04-15 02:10:14,820 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=1.92ms, fps=6852 images/s, loss=1.7998, top1-acc=51.91%, top5-acc=80.23%, remaining_time=0:00:01.120740, arrival_time=2021-04-15 02:10:15.941651, cost_time=0:00:00.373584 2021-04-15 02:10:15,102 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=2.21ms, fps=9111 images/s, loss=1.8149, top1-acc=51.56%, top5-acc=80.29%, remaining_time=0:00:00.654960, arrival_time=2021-04-15 02:10:15.757233, cost_time=0:00:00.654963 2021-04-15 02:10:15,371 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=8.35ms, fps=9537 images/s, loss=1.7900, top1-acc=51.73%, top5-acc=80.74%, remaining_time=0:00:00.307940, arrival_time=2021-04-15 02:10:15.679038, cost_time=0:00:00.923805 2021-04-15 02:10:15,634 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=0.05ms, fps=8820 images/s, loss=1.7877, top1-acc=51.90%, top5-acc=80.75%, remaining_time=0:00:00, arrival_time=2021-04-15 02:10:15.634447, cost_time=0:00:01.187177 2021-04-15 02:10:15,692 INFO : Epoch=0048 complete, best val top1-acc=53.84%, top5-acc=82.81% (epoch=46), remaining_time=0:32:35.743112, arrival_time=2021-04-15 02:42:51.435396, cost_time=0:10:17.603101 2021-04-15 02:10:15,693 INFO : Train start, epoch=0049, lr=0.086448 2021-04-15 02:10:16,509 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=0.17ms, fps=3137 images/s, loss=1.2150, top1-acc=65.27%, top5-acc=90.12%, remaining_time=0:00:15.176112, arrival_time=2021-04-15 02:10:31.685447, cost_time=0:00:00.815924 2021-04-15 02:10:17,065 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=1.20ms, fps=4605 images/s, loss=1.2259, top1-acc=64.51%, top5-acc=90.02%, remaining_time=0:00:12.074656, arrival_time=2021-04-15 02:10:29.140187, cost_time=0:00:01.372117 2021-04-15 02:10:17,602 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=1.43ms, fps=4770 images/s, loss=1.2212, top1-acc=64.45%, top5-acc=90.21%, remaining_time=0:00:10.563908, arrival_time=2021-04-15 02:10:28.166441, cost_time=0:00:01.909126 2021-04-15 02:10:18,136 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=1.48ms, fps=4799 images/s, loss=1.2181, top1-acc=64.37%, top5-acc=90.56%, remaining_time=0:00:09.527076, arrival_time=2021-04-15 02:10:27.663328, cost_time=0:00:02.442841 2021-04-15 02:10:18,668 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=1.49ms, fps=4811 images/s, loss=1.2100, top1-acc=64.70%, top5-acc=90.71%, remaining_time=0:00:08.687876, arrival_time=2021-04-15 02:10:27.356601, cost_time=0:00:02.975309 2021-04-15 02:10:19,201 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=1.31ms, fps=4811 images/s, loss=1.2143, top1-acc=64.58%, top5-acc=90.72%, remaining_time=0:00:07.951104, arrival_time=2021-04-15 02:10:27.152332, cost_time=0:00:03.507816 2021-04-15 02:10:19,750 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=1.24ms, fps=4661 images/s, loss=1.2113, top1-acc=64.64%, top5-acc=90.76%, remaining_time=0:00:07.303338, arrival_time=2021-04-15 02:10:27.054166, cost_time=0:00:04.057418 2021-04-15 02:10:20,340 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=1.26ms, fps=4343 images/s, loss=1.2190, top1-acc=64.42%, top5-acc=90.75%, remaining_time=0:00:06.738324, arrival_time=2021-04-15 02:10:27.078874, cost_time=0:00:04.647136 2021-04-15 02:10:20,904 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.27ms, fps=4542 images/s, loss=1.2293, top1-acc=64.23%, top5-acc=90.59%, remaining_time=0:00:06.137400, arrival_time=2021-04-15 02:10:27.041851, cost_time=0:00:05.211019 2021-04-15 02:10:21,454 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=1.32ms, fps=4656 images/s, loss=1.2350, top1-acc=64.09%, top5-acc=90.45%, remaining_time=0:00:05.530752, arrival_time=2021-04-15 02:10:26.985515, cost_time=0:00:05.761249 2021-04-15 02:10:22,135 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=1.35ms, fps=3764 images/s, loss=1.2394, top1-acc=64.09%, top5-acc=90.37%, remaining_time=0:00:05.036504, arrival_time=2021-04-15 02:10:27.171993, cost_time=0:00:06.442056 2021-04-15 02:10:22,729 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=1.43ms, fps=4314 images/s, loss=1.2413, top1-acc=63.97%, top5-acc=90.35%, remaining_time=0:00:04.456032, arrival_time=2021-04-15 02:10:27.185280, cost_time=0:00:07.035826 2021-04-15 02:10:23,345 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=1.46ms, fps=4159 images/s, loss=1.2453, top1-acc=63.86%, top5-acc=90.31%, remaining_time=0:00:03.884694, arrival_time=2021-04-15 02:10:27.229887, cost_time=0:00:07.651695 2021-04-15 02:10:23,983 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=1.32ms, fps=4011 images/s, loss=1.2483, top1-acc=63.69%, top5-acc=90.32%, remaining_time=0:00:03.316152, arrival_time=2021-04-15 02:10:27.300062, cost_time=0:00:08.290446 2021-04-15 02:10:24,574 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=1.40ms, fps=4341 images/s, loss=1.2534, top1-acc=63.57%, top5-acc=90.23%, remaining_time=0:00:02.723430, arrival_time=2021-04-15 02:10:27.297535, cost_time=0:00:08.880690 2021-04-15 02:10:25,126 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=1.29ms, fps=4637 images/s, loss=1.2566, top1-acc=63.48%, top5-acc=90.16%, remaining_time=0:00:02.122452, arrival_time=2021-04-15 02:10:27.249140, cost_time=0:00:09.433077 2021-04-15 02:10:25,738 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=2.22ms, fps=4192 images/s, loss=1.2567, top1-acc=63.54%, top5-acc=90.16%, remaining_time=0:00:01.536236, arrival_time=2021-04-15 02:10:27.274294, cost_time=0:00:10.044636 2021-04-15 02:10:26,374 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=1.33ms, fps=4023 images/s, loss=1.2572, top1-acc=63.53%, top5-acc=90.17%, remaining_time=0:00:00.949456, arrival_time=2021-04-15 02:10:27.324182, cost_time=0:00:10.681314 2021-04-15 02:10:26,936 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=1.17ms, fps=4558 images/s, loss=1.2566, top1-acc=63.55%, top5-acc=90.17%, remaining_time=0:00:00.355050, arrival_time=2021-04-15 02:10:27.291836, cost_time=0:00:11.243311 2021-04-15 02:10:27,302 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=0.08ms, fps=3726 images/s, loss=1.2588, top1-acc=63.53%, top5-acc=90.15%, remaining_time=0:00:00, arrival_time=2021-04-15 02:10:27.302175, cost_time=0:00:11.608756 2021-04-15 02:10:27,703 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=9.06ms, fps=6406 images/s, loss=2.0485, top1-acc=44.96%, top5-acc=77.07%, remaining_time=0:00:01.198890, arrival_time=2021-04-15 02:10:28.902376, cost_time=0:00:00.399634 2021-04-15 02:10:27,984 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=0.18ms, fps=9117 images/s, loss=2.0349, top1-acc=45.84%, top5-acc=77.46%, remaining_time=0:00:00.680740, arrival_time=2021-04-15 02:10:28.665401, cost_time=0:00:00.680741 2021-04-15 02:10:28,379 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=0.20ms, fps=6490 images/s, loss=2.0243, top1-acc=46.45%, top5-acc=77.64%, remaining_time=0:00:00.358580, arrival_time=2021-04-15 02:10:28.738154, cost_time=0:00:01.075743 2021-04-15 02:10:28,659 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=0.05ms, fps=8295 images/s, loss=2.0157, top1-acc=46.51%, top5-acc=77.75%, remaining_time=0:00:00, arrival_time=2021-04-15 02:10:28.659619, cost_time=0:00:01.355703 2021-04-15 02:10:28,716 INFO : Epoch=0049 complete, best val top1-acc=53.84%, top5-acc=82.81% (epoch=46), remaining_time=0:32:23.361695, arrival_time=2021-04-15 02:42:52.078187, cost_time=0:10:30.627294 2021-04-15 02:10:28,717 INFO : Train start, epoch=0050, lr=0.085906 2021-04-15 02:10:29,422 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=2.19ms, fps=3631 images/s, loss=1.2321, top1-acc=65.12%, top5-acc=90.94%, remaining_time=0:00:13.112628, arrival_time=2021-04-15 02:10:42.535276, cost_time=0:00:00.704979 2021-04-15 02:10:29,948 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=1.26ms, fps=4870 images/s, loss=1.2005, top1-acc=66.09%, top5-acc=90.76%, remaining_time=0:00:10.832800, arrival_time=2021-04-15 02:10:40.781468, cost_time=0:00:01.231007 2021-04-15 02:10:30,478 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=1.32ms, fps=4834 images/s, loss=1.2116, top1-acc=65.52%, top5-acc=90.79%, remaining_time=0:00:09.743370, arrival_time=2021-04-15 02:10:40.221898, cost_time=0:00:01.760859 2021-04-15 02:10:31,007 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=1.37ms, fps=4845 images/s, loss=1.2028, top1-acc=65.17%, top5-acc=91.06%, remaining_time=0:00:08.929440, arrival_time=2021-04-15 02:10:39.936723, cost_time=0:00:02.289614 2021-04-15 02:10:31,565 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=1.20ms, fps=4588 images/s, loss=1.2039, top1-acc=65.27%, top5-acc=90.87%, remaining_time=0:00:08.316014, arrival_time=2021-04-15 02:10:39.881614, cost_time=0:00:02.847939 2021-04-15 02:10:32,149 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=1.23ms, fps=4387 images/s, loss=1.2067, top1-acc=65.33%, top5-acc=90.79%, remaining_time=0:00:07.778656, arrival_time=2021-04-15 02:10:39.928073, cost_time=0:00:03.431753 2021-04-15 02:10:32,692 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=1.35ms, fps=4714 images/s, loss=1.2047, top1-acc=65.15%, top5-acc=90.93%, remaining_time=0:00:07.155288, arrival_time=2021-04-15 02:10:39.848087, cost_time=0:00:03.975134 2021-04-15 02:10:33,226 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=1.29ms, fps=4798 images/s, loss=1.2110, top1-acc=64.82%, top5-acc=90.86%, remaining_time=0:00:06.538108, arrival_time=2021-04-15 02:10:39.764835, cost_time=0:00:04.509055 2021-04-15 02:10:33,785 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=1.27ms, fps=4588 images/s, loss=1.2107, top1-acc=64.80%, top5-acc=90.91%, remaining_time=0:00:05.968224, arrival_time=2021-04-15 02:10:39.753263, cost_time=0:00:05.067362 2021-04-15 02:10:34,334 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=1.24ms, fps=4665 images/s, loss=1.2099, top1-acc=64.70%, top5-acc=90.93%, remaining_time=0:00:05.391840, arrival_time=2021-04-15 02:10:39.725981, cost_time=0:00:05.616481 2021-04-15 02:10:34,901 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=1.62ms, fps=4517 images/s, loss=1.2099, top1-acc=64.67%, top5-acc=90.85%, remaining_time=0:00:04.834404, arrival_time=2021-04-15 02:10:39.735686, cost_time=0:00:06.183595 2021-04-15 02:10:35,460 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=1.30ms, fps=4583 images/s, loss=1.2201, top1-acc=64.45%, top5-acc=90.71%, remaining_time=0:00:04.270288, arrival_time=2021-04-15 02:10:39.730530, cost_time=0:00:06.742522 2021-04-15 02:10:36,047 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=1.32ms, fps=4378 images/s, loss=1.2221, top1-acc=64.37%, top5-acc=90.72%, remaining_time=0:00:03.721410, arrival_time=2021-04-15 02:10:39.769161, cost_time=0:00:07.330088 2021-04-15 02:10:36,638 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=1.35ms, fps=4336 images/s, loss=1.2249, top1-acc=64.26%, top5-acc=90.67%, remaining_time=0:00:03.168312, arrival_time=2021-04-15 02:10:39.806832, cost_time=0:00:07.920726 2021-04-15 02:10:37,203 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=1.54ms, fps=4533 images/s, loss=1.2289, top1-acc=64.21%, top5-acc=90.60%, remaining_time=0:00:02.602404, arrival_time=2021-04-15 02:10:39.806195, cost_time=0:00:08.486106 2021-04-15 02:10:37,849 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=1.75ms, fps=3970 images/s, loss=1.2365, top1-acc=64.03%, top5-acc=90.51%, remaining_time=0:00:02.054520, arrival_time=2021-04-15 02:10:39.903509, cost_time=0:00:09.131279 2021-04-15 02:10:38,398 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=1.32ms, fps=4663 images/s, loss=1.2421, top1-acc=63.94%, top5-acc=90.39%, remaining_time=0:00:01.480570, arrival_time=2021-04-15 02:10:39.878970, cost_time=0:00:09.680732 2021-04-15 02:10:38,954 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=1.26ms, fps=4611 images/s, loss=1.2443, top1-acc=63.83%, top5-acc=90.35%, remaining_time=0:00:00.909904, arrival_time=2021-04-15 02:10:39.863993, cost_time=0:00:10.236339 2021-04-15 02:10:39,506 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=1.11ms, fps=4639 images/s, loss=1.2479, top1-acc=63.75%, top5-acc=90.28%, remaining_time=0:00:00.340698, arrival_time=2021-04-15 02:10:39.847109, cost_time=0:00:10.788755 2021-04-15 02:10:39,812 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=0.05ms, fps=4447 images/s, loss=1.2504, top1-acc=63.71%, top5-acc=90.24%, remaining_time=0:00:00, arrival_time=2021-04-15 02:10:39.812573, cost_time=0:00:11.094926 2021-04-15 02:10:40,177 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=0.18ms, fps=7051 images/s, loss=1.8006, top1-acc=50.59%, top5-acc=81.41%, remaining_time=0:00:01.089180, arrival_time=2021-04-15 02:10:41.266422, cost_time=0:00:00.363059 2021-04-15 02:10:40,422 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=1.63ms, fps=10437 images/s, loss=1.7604, top1-acc=51.82%, top5-acc=81.93%, remaining_time=0:00:00.608660, arrival_time=2021-04-15 02:10:41.031478, cost_time=0:00:00.608654 2021-04-15 02:10:40,713 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=0.19ms, fps=8829 images/s, loss=1.7704, top1-acc=51.68%, top5-acc=81.84%, remaining_time=0:00:00.299640, arrival_time=2021-04-15 02:10:41.012731, cost_time=0:00:00.898920 2021-04-15 02:10:40,960 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=0.05ms, fps=9399 images/s, loss=1.7511, top1-acc=51.98%, top5-acc=81.91%, remaining_time=0:00:00, arrival_time=2021-04-15 02:10:40.960230, cost_time=0:00:01.146071 2021-04-15 02:10:41,020 INFO : Epoch=0050 complete, best val top1-acc=53.84%, top5-acc=82.81% (epoch=46), remaining_time=0:32:08.793600, arrival_time=2021-04-15 02:42:49.814015, cost_time=0:10:42.931222 2021-04-15 02:10:41,021 INFO : Train start, epoch=0051, lr=0.085355 2021-04-15 02:10:41,733 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=1.32ms, fps=3598 images/s, loss=1.2139, top1-acc=64.61%, top5-acc=90.59%, remaining_time=0:00:13.232598, arrival_time=2021-04-15 02:10:54.965785, cost_time=0:00:00.711431 2021-04-15 02:10:42,265 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=1.29ms, fps=4809 images/s, loss=1.2016, top1-acc=65.14%, top5-acc=90.66%, remaining_time=0:00:10.947552, arrival_time=2021-04-15 02:10:53.213360, cost_time=0:00:01.244042 2021-04-15 02:10:42,848 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=1.35ms, fps=4396 images/s, loss=1.2087, top1-acc=65.09%, top5-acc=90.59%, remaining_time=0:00:10.107740, arrival_time=2021-04-15 02:10:52.956235, cost_time=0:00:01.826711 2021-04-15 02:10:43,416 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=1.97ms, fps=4514 images/s, loss=1.2038, top1-acc=65.05%, top5-acc=90.73%, remaining_time=0:00:09.337380, arrival_time=2021-04-15 02:10:52.753340, cost_time=0:00:02.394191 2021-04-15 02:10:44,024 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=1.23ms, fps=4211 images/s, loss=1.2120, top1-acc=64.87%, top5-acc=90.65%, remaining_time=0:00:08.767008, arrival_time=2021-04-15 02:10:52.791197, cost_time=0:00:03.002417 2021-04-15 02:10:44,558 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=1.36ms, fps=4795 images/s, loss=1.2116, top1-acc=64.91%, top5-acc=90.70%, remaining_time=0:00:08.016384, arrival_time=2021-04-15 02:10:52.574811, cost_time=0:00:03.536660 2021-04-15 02:10:45,110 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=1.32ms, fps=4638 images/s, loss=1.2142, top1-acc=64.82%, top5-acc=90.61%, remaining_time=0:00:07.360038, arrival_time=2021-04-15 02:10:52.470789, cost_time=0:00:04.088941 2021-04-15 02:10:45,680 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=1.48ms, fps=4495 images/s, loss=1.2177, top1-acc=64.81%, top5-acc=90.53%, remaining_time=0:00:06.755376, arrival_time=2021-04-15 02:10:52.436029, cost_time=0:00:04.658887 2021-04-15 02:10:46,286 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=1.56ms, fps=4228 images/s, loss=1.2179, top1-acc=64.87%, top5-acc=90.57%, remaining_time=0:00:06.200576, arrival_time=2021-04-15 02:10:52.487169, cost_time=0:00:05.264667 2021-04-15 02:10:46,914 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=1.30ms, fps=4084 images/s, loss=1.2253, top1-acc=64.54%, top5-acc=90.45%, remaining_time=0:00:05.656608, arrival_time=2021-04-15 02:10:52.570720, cost_time=0:00:05.892341 2021-04-15 02:10:47,507 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=1.39ms, fps=4316 images/s, loss=1.2310, top1-acc=64.41%, top5-acc=90.35%, remaining_time=0:00:05.070732, arrival_time=2021-04-15 02:10:52.578456, cost_time=0:00:06.485869 2021-04-15 02:10:48,065 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=1.80ms, fps=4596 images/s, loss=1.2347, top1-acc=64.33%, top5-acc=90.35%, remaining_time=0:00:04.460820, arrival_time=2021-04-15 02:10:52.526034, cost_time=0:00:07.043436 2021-04-15 02:10:48,639 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=1.43ms, fps=4461 images/s, loss=1.2326, top1-acc=64.34%, top5-acc=90.40%, remaining_time=0:00:03.867468, arrival_time=2021-04-15 02:10:52.506916, cost_time=0:00:07.617675 2021-04-15 02:10:49,242 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=1.33ms, fps=4249 images/s, loss=1.2389, top1-acc=64.17%, top5-acc=90.30%, remaining_time=0:00:03.288208, arrival_time=2021-04-15 02:10:52.530616, cost_time=0:00:08.220549 2021-04-15 02:10:49,803 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=1.51ms, fps=4570 images/s, loss=1.2405, top1-acc=64.16%, top5-acc=90.26%, remaining_time=0:00:02.692886, arrival_time=2021-04-15 02:10:52.495911, cost_time=0:00:08.781222 2021-04-15 02:10:50,372 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=1.25ms, fps=4496 images/s, loss=1.2411, top1-acc=64.07%, top5-acc=90.26%, remaining_time=0:00:02.103948, arrival_time=2021-04-15 02:10:52.476673, cost_time=0:00:09.350956 2021-04-15 02:10:50,989 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=1.40ms, fps=4150 images/s, loss=1.2438, top1-acc=64.02%, top5-acc=90.20%, remaining_time=0:00:01.524536, arrival_time=2021-04-15 02:10:52.514368, cost_time=0:00:09.968064 2021-04-15 02:10:51,622 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=2.01ms, fps=4046 images/s, loss=1.2434, top1-acc=64.02%, top5-acc=90.23%, remaining_time=0:00:00.942320, arrival_time=2021-04-15 02:10:52.565219, cost_time=0:00:10.601061 2021-04-15 02:10:52,223 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.23ms, fps=4268 images/s, loss=1.2449, top1-acc=64.00%, top5-acc=90.20%, remaining_time=0:00:00.353730, arrival_time=2021-04-15 02:10:52.576850, cost_time=0:00:11.201357 2021-04-15 02:10:52,541 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=0.05ms, fps=4276 images/s, loss=1.2452, top1-acc=64.00%, top5-acc=90.22%, remaining_time=0:00:00, arrival_time=2021-04-15 02:10:52.541546, cost_time=0:00:11.519785 2021-04-15 02:10:52,934 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=0.36ms, fps=6544 images/s, loss=1.6974, top1-acc=53.91%, top5-acc=82.89%, remaining_time=0:00:01.173480, arrival_time=2021-04-15 02:10:54.107831, cost_time=0:00:00.391157 2021-04-15 02:10:53,237 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=0.15ms, fps=8453 images/s, loss=1.7037, top1-acc=53.44%, top5-acc=82.93%, remaining_time=0:00:00.694480, arrival_time=2021-04-15 02:10:53.932092, cost_time=0:00:00.694471 2021-04-15 02:10:53,529 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=0.23ms, fps=8782 images/s, loss=1.6832, top1-acc=53.96%, top5-acc=83.26%, remaining_time=0:00:00.328760, arrival_time=2021-04-15 02:10:53.858186, cost_time=0:00:00.986291 2021-04-15 02:10:53,763 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=0.05ms, fps=9913 images/s, loss=1.6740, top1-acc=53.76%, top5-acc=83.43%, remaining_time=0:00:00, arrival_time=2021-04-15 02:10:53.763761, cost_time=0:00:01.220634 2021-04-15 02:10:53,820 INFO : Epoch=0051 complete, best val top1-acc=53.84%, top5-acc=82.81% (epoch=46), remaining_time=0:31:55.763924, arrival_time=2021-04-15 02:42:49.584357, cost_time=0:10:55.731253 2021-04-15 02:10:53,821 INFO : Train start, epoch=0052, lr=0.084796 2021-04-15 02:10:54,561 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=1.27ms, fps=3462 images/s, loss=1.2144, top1-acc=63.98%, top5-acc=91.05%, remaining_time=0:00:13.754142, arrival_time=2021-04-15 02:11:08.315146, cost_time=0:00:00.739474 2021-04-15 02:10:55,133 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=1.28ms, fps=4473 images/s, loss=1.1880, top1-acc=65.20%, top5-acc=91.54%, remaining_time=0:00:11.547008, arrival_time=2021-04-15 02:11:06.680688, cost_time=0:00:01.312152 2021-04-15 02:10:55,724 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=1.31ms, fps=4334 images/s, loss=1.1880, top1-acc=65.33%, top5-acc=91.43%, remaining_time=0:00:10.530874, arrival_time=2021-04-15 02:11:06.255574, cost_time=0:00:01.903167 2021-04-15 02:10:56,273 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=1.41ms, fps=4670 images/s, loss=1.1933, top1-acc=65.02%, top5-acc=91.42%, remaining_time=0:00:09.561708, arrival_time=2021-04-15 02:11:05.834943, cost_time=0:00:02.451701 2021-04-15 02:10:56,832 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=1.63ms, fps=4576 images/s, loss=1.1967, top1-acc=65.03%, top5-acc=91.16%, remaining_time=0:00:08.793288, arrival_time=2021-04-15 02:11:05.626226, cost_time=0:00:03.011408 2021-04-15 02:10:57,386 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=1.20ms, fps=4630 images/s, loss=1.2006, top1-acc=65.01%, top5-acc=91.18%, remaining_time=0:00:08.079760, arrival_time=2021-04-15 02:11:05.465909, cost_time=0:00:03.564620 2021-04-15 02:10:57,913 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=1.15ms, fps=4857 images/s, loss=1.2091, top1-acc=64.84%, top5-acc=91.02%, remaining_time=0:00:07.365582, arrival_time=2021-04-15 02:11:05.279088, cost_time=0:00:04.091974 2021-04-15 02:10:58,466 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=1.25ms, fps=4633 images/s, loss=1.2139, top1-acc=64.80%, top5-acc=91.00%, remaining_time=0:00:06.735076, arrival_time=2021-04-15 02:11:05.201450, cost_time=0:00:04.644844 2021-04-15 02:10:59,054 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=1.39ms, fps=4353 images/s, loss=1.2134, top1-acc=64.82%, top5-acc=90.98%, remaining_time=0:00:06.163688, arrival_time=2021-04-15 02:11:05.218568, cost_time=0:00:05.233281 2021-04-15 02:10:59,630 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=1.35ms, fps=4455 images/s, loss=1.2127, top1-acc=64.79%, top5-acc=91.01%, remaining_time=0:00:05.576064, arrival_time=2021-04-15 02:11:05.206022, cost_time=0:00:05.808425 2021-04-15 02:11:00,183 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=1.64ms, fps=4631 images/s, loss=1.2165, top1-acc=64.63%, top5-acc=90.92%, remaining_time=0:00:04.973638, arrival_time=2021-04-15 02:11:05.156748, cost_time=0:00:06.361586 2021-04-15 02:11:00,790 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=1.26ms, fps=4219 images/s, loss=1.2138, top1-acc=64.73%, top5-acc=90.97%, remaining_time=0:00:04.413548, arrival_time=2021-04-15 02:11:05.203784, cost_time=0:00:06.968704 2021-04-15 02:11:01,378 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=1.50ms, fps=4354 images/s, loss=1.2181, top1-acc=64.62%, top5-acc=90.93%, remaining_time=0:00:03.836580, arrival_time=2021-04-15 02:11:05.215041, cost_time=0:00:07.556933 2021-04-15 02:11:01,965 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=1.55ms, fps=4362 images/s, loss=1.2215, top1-acc=64.60%, top5-acc=90.85%, remaining_time=0:00:03.257688, arrival_time=2021-04-15 02:11:05.223511, cost_time=0:00:08.144178 2021-04-15 02:11:02,558 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=1.56ms, fps=4325 images/s, loss=1.2239, top1-acc=64.58%, top5-acc=90.74%, remaining_time=0:00:02.679224, arrival_time=2021-04-15 02:11:05.237439, cost_time=0:00:08.736636 2021-04-15 02:11:03,109 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=1.40ms, fps=4646 images/s, loss=1.2285, top1-acc=64.49%, top5-acc=90.71%, remaining_time=0:00:02.089800, arrival_time=2021-04-15 02:11:05.199617, cost_time=0:00:09.288079 2021-04-15 02:11:03,696 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=1.26ms, fps=4364 images/s, loss=1.2321, top1-acc=64.40%, top5-acc=90.69%, remaining_time=0:00:01.510340, arrival_time=2021-04-15 02:11:05.207170, cost_time=0:00:09.875264 2021-04-15 02:11:04,243 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=1.27ms, fps=4687 images/s, loss=1.2346, top1-acc=64.39%, top5-acc=90.64%, remaining_time=0:00:00.926384, arrival_time=2021-04-15 02:11:05.169787, cost_time=0:00:10.421876 2021-04-15 02:11:04,794 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.11ms, fps=4652 images/s, loss=1.2369, top1-acc=64.33%, top5-acc=90.57%, remaining_time=0:00:00.346500, arrival_time=2021-04-15 02:11:05.140480, cost_time=0:00:10.972453 2021-04-15 02:11:05,098 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=0.05ms, fps=4466 images/s, loss=1.2402, top1-acc=64.28%, top5-acc=90.52%, remaining_time=0:00:00, arrival_time=2021-04-15 02:11:05.098845, cost_time=0:00:11.277324 2021-04-15 02:11:05,502 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=0.18ms, fps=6372 images/s, loss=1.8244, top1-acc=50.31%, top5-acc=81.37%, remaining_time=0:00:01.205280, arrival_time=2021-04-15 02:11:06.707604, cost_time=0:00:00.401765 2021-04-15 02:11:05,764 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=2.02ms, fps=9781 images/s, loss=1.8433, top1-acc=49.94%, top5-acc=80.74%, remaining_time=0:00:00.664000, arrival_time=2021-04-15 02:11:06.428497, cost_time=0:00:00.664004 2021-04-15 02:11:06,035 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=0.34ms, fps=9447 images/s, loss=1.8256, top1-acc=50.53%, top5-acc=81.15%, remaining_time=0:00:00.311770, arrival_time=2021-04-15 02:11:06.347554, cost_time=0:00:00.935296 2021-04-15 02:11:06,320 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=0.06ms, fps=8164 images/s, loss=1.8327, top1-acc=50.42%, top5-acc=81.30%, remaining_time=0:00:00, arrival_time=2021-04-15 02:11:06.320272, cost_time=0:00:01.219796 2021-04-15 02:11:06,392 INFO : Epoch=0052 complete, best val top1-acc=53.84%, top5-acc=82.81% (epoch=46), remaining_time=0:31:42.094076, arrival_time=2021-04-15 02:42:48.486625, cost_time=0:11:08.303345 2021-04-15 02:11:06,393 INFO : Train start, epoch=0053, lr=0.084227 2021-04-15 02:11:07,142 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=2.44ms, fps=3421 images/s, loss=1.2007, top1-acc=64.53%, top5-acc=90.27%, remaining_time=0:00:13.918752, arrival_time=2021-04-15 02:11:21.061040, cost_time=0:00:00.748319 2021-04-15 02:11:07,740 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=1.34ms, fps=4279 images/s, loss=1.1800, top1-acc=65.98%, top5-acc=90.64%, remaining_time=0:00:11.852544, arrival_time=2021-04-15 02:11:19.593409, cost_time=0:00:01.346889 2021-04-15 02:11:08,363 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=1.28ms, fps=4117 images/s, loss=1.1885, top1-acc=65.61%, top5-acc=90.95%, remaining_time=0:00:10.895576, arrival_time=2021-04-15 02:11:19.258639, cost_time=0:00:01.969083 2021-04-15 02:11:08,962 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=1.26ms, fps=4273 images/s, loss=1.1881, top1-acc=65.68%, top5-acc=91.00%, remaining_time=0:00:10.017228, arrival_time=2021-04-15 02:11:18.979734, cost_time=0:00:02.568532 2021-04-15 02:11:09,586 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=1.47ms, fps=4105 images/s, loss=1.1891, top1-acc=65.61%, top5-acc=90.93%, remaining_time=0:00:09.321954, arrival_time=2021-04-15 02:11:18.908408, cost_time=0:00:03.192436 2021-04-15 02:11:10,154 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=1.26ms, fps=4509 images/s, loss=1.1949, top1-acc=65.38%, top5-acc=90.95%, remaining_time=0:00:08.524208, arrival_time=2021-04-15 02:11:18.678828, cost_time=0:00:03.760652 2021-04-15 02:11:10,773 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=1.29ms, fps=4137 images/s, loss=1.1970, top1-acc=65.35%, top5-acc=90.98%, remaining_time=0:00:07.883568, arrival_time=2021-04-15 02:11:18.657285, cost_time=0:00:04.379739 2021-04-15 02:11:11,326 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=1.40ms, fps=4635 images/s, loss=1.1989, top1-acc=65.33%, top5-acc=90.85%, remaining_time=0:00:07.151980, arrival_time=2021-04-15 02:11:18.478356, cost_time=0:00:04.932394 2021-04-15 02:11:11,966 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=1.47ms, fps=4002 images/s, loss=1.1998, top1-acc=65.35%, top5-acc=90.79%, remaining_time=0:00:06.562990, arrival_time=2021-04-15 02:11:18.529335, cost_time=0:00:05.572355 2021-04-15 02:11:12,578 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=1.43ms, fps=4185 images/s, loss=1.2044, top1-acc=65.21%, top5-acc=90.78%, remaining_time=0:00:05.937120, arrival_time=2021-04-15 02:11:18.515652, cost_time=0:00:06.184480 2021-04-15 02:11:13,239 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=1.33ms, fps=3877 images/s, loss=1.2083, top1-acc=65.15%, top5-acc=90.74%, remaining_time=0:00:05.351780, arrival_time=2021-04-15 02:11:18.591002, cost_time=0:00:06.845250 2021-04-15 02:11:13,819 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=1.33ms, fps=4418 images/s, loss=1.2135, top1-acc=65.00%, top5-acc=90.69%, remaining_time=0:00:04.702500, arrival_time=2021-04-15 02:11:18.521520, cost_time=0:00:07.424958 2021-04-15 02:11:14,379 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=1.28ms, fps=4572 images/s, loss=1.2143, top1-acc=64.90%, top5-acc=90.75%, remaining_time=0:00:04.054116, arrival_time=2021-04-15 02:11:18.433522, cost_time=0:00:07.985418 2021-04-15 02:11:14,955 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=1.27ms, fps=4445 images/s, loss=1.2172, top1-acc=64.75%, top5-acc=90.74%, remaining_time=0:00:03.424680, arrival_time=2021-04-15 02:11:18.380316, cost_time=0:00:08.561665 2021-04-15 02:11:15,501 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=1.37ms, fps=4691 images/s, loss=1.2218, top1-acc=64.65%, top5-acc=90.61%, remaining_time=0:00:02.793028, arrival_time=2021-04-15 02:11:18.294740, cost_time=0:00:09.107663 2021-04-15 02:11:16,051 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=1.46ms, fps=4662 images/s, loss=1.2268, top1-acc=64.52%, top5-acc=90.54%, remaining_time=0:00:02.172888, arrival_time=2021-04-15 02:11:18.224158, cost_time=0:00:09.657224 2021-04-15 02:11:16,596 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=1.30ms, fps=4703 images/s, loss=1.2282, top1-acc=64.48%, top5-acc=90.54%, remaining_time=0:00:01.560312, arrival_time=2021-04-15 02:11:18.156315, cost_time=0:00:10.202036 2021-04-15 02:11:17,214 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=1.29ms, fps=4142 images/s, loss=1.2293, top1-acc=64.45%, top5-acc=90.52%, remaining_time=0:00:00.961824, arrival_time=2021-04-15 02:11:18.176280, cost_time=0:00:10.820482 2021-04-15 02:11:17,761 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=1.08ms, fps=4680 images/s, loss=1.2331, top1-acc=64.34%, top5-acc=90.49%, remaining_time=0:00:00.358980, arrival_time=2021-04-15 02:11:18.120809, cost_time=0:00:11.367795 2021-04-15 02:11:18,071 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=0.05ms, fps=4395 images/s, loss=1.2351, top1-acc=64.26%, top5-acc=90.48%, remaining_time=0:00:00, arrival_time=2021-04-15 02:11:18.071719, cost_time=0:00:11.677756 2021-04-15 02:11:18,452 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=0.19ms, fps=6755 images/s, loss=1.7210, top1-acc=53.32%, top5-acc=83.16%, remaining_time=0:00:01.136940, arrival_time=2021-04-15 02:11:19.589241, cost_time=0:00:00.378979 2021-04-15 02:11:18,700 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=0.17ms, fps=10664 images/s, loss=1.7010, top1-acc=53.96%, top5-acc=83.28%, remaining_time=0:00:00.627460, arrival_time=2021-04-15 02:11:19.328247, cost_time=0:00:00.627461 2021-04-15 02:11:19,003 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=5.94ms, fps=8479 images/s, loss=1.6856, top1-acc=53.88%, top5-acc=83.23%, remaining_time=0:00:00.309910, arrival_time=2021-04-15 02:11:19.312962, cost_time=0:00:00.929720 2021-04-15 02:11:19,243 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=0.05ms, fps=9657 images/s, loss=1.6663, top1-acc=54.16%, top5-acc=83.20%, remaining_time=0:00:00, arrival_time=2021-04-15 02:11:19.243606, cost_time=0:00:01.170300 2021-04-15 02:11:19,372 INFO : Epoch=0053 complete, best val top1-acc=54.16%, top5-acc=83.20% (epoch=53), remaining_time=0:31:29.595771, arrival_time=2021-04-15 02:42:48.967802, cost_time=0:11:21.282825 2021-04-15 02:11:19,373 INFO : Train start, epoch=0054, lr=0.083651 2021-04-15 02:11:20,142 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=1.45ms, fps=3329 images/s, loss=1.1999, top1-acc=65.23%, top5-acc=90.59%, remaining_time=0:00:14.303586, arrival_time=2021-04-15 02:11:34.445893, cost_time=0:00:00.769008 2021-04-15 02:11:20,695 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=1.29ms, fps=4634 images/s, loss=1.2083, top1-acc=65.08%, top5-acc=90.84%, remaining_time=0:00:11.632192, arrival_time=2021-04-15 02:11:32.327321, cost_time=0:00:01.321843 2021-04-15 02:11:21,239 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=1.33ms, fps=4703 images/s, loss=1.1875, top1-acc=65.38%, top5-acc=91.21%, remaining_time=0:00:10.328188, arrival_time=2021-04-15 02:11:31.568004, cost_time=0:00:01.866529 2021-04-15 02:11:21,802 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=1.41ms, fps=4549 images/s, loss=1.2036, top1-acc=64.79%, top5-acc=91.06%, remaining_time=0:00:09.475284, arrival_time=2021-04-15 02:11:31.278125, cost_time=0:00:02.429548 2021-04-15 02:11:22,351 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=1.36ms, fps=4672 images/s, loss=1.1993, top1-acc=64.91%, top5-acc=91.02%, remaining_time=0:00:08.695176, arrival_time=2021-04-15 02:11:31.046249, cost_time=0:00:02.977786 2021-04-15 02:11:22,941 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=1.24ms, fps=4337 images/s, loss=1.2066, top1-acc=64.74%, top5-acc=90.90%, remaining_time=0:00:08.088192, arrival_time=2021-04-15 02:11:31.029789, cost_time=0:00:03.568308 2021-04-15 02:11:23,518 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=1.19ms, fps=4444 images/s, loss=1.2077, top1-acc=64.71%, top5-acc=90.92%, remaining_time=0:00:07.460460, arrival_time=2021-04-15 02:11:30.978443, cost_time=0:00:04.144691 2021-04-15 02:11:24,045 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=1.24ms, fps=4853 images/s, loss=1.2089, top1-acc=64.62%, top5-acc=90.93%, remaining_time=0:00:06.775212, arrival_time=2021-04-15 02:11:30.821061, cost_time=0:00:04.672560 2021-04-15 02:11:24,589 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=1.45ms, fps=4716 images/s, loss=1.2169, top1-acc=64.56%, top5-acc=90.75%, remaining_time=0:00:06.142912, arrival_time=2021-04-15 02:11:30.732000, cost_time=0:00:05.215678 2021-04-15 02:11:25,129 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=1.17ms, fps=4739 images/s, loss=1.2116, top1-acc=64.71%, top5-acc=90.78%, remaining_time=0:00:05.526240, arrival_time=2021-04-15 02:11:30.656084, cost_time=0:00:05.756548 2021-04-15 02:11:25,668 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=1.37ms, fps=4754 images/s, loss=1.2122, top1-acc=64.59%, top5-acc=90.79%, remaining_time=0:00:04.921866, arrival_time=2021-04-15 02:11:30.590580, cost_time=0:00:06.295424 2021-04-15 02:11:26,277 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=2.45ms, fps=4210 images/s, loss=1.2084, top1-acc=64.66%, top5-acc=90.85%, remaining_time=0:00:04.372432, arrival_time=2021-04-15 02:11:30.649604, cost_time=0:00:06.903789 2021-04-15 02:11:26,870 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.23ms, fps=4322 images/s, loss=1.2108, top1-acc=64.63%, top5-acc=90.81%, remaining_time=0:00:03.806022, arrival_time=2021-04-15 02:11:30.675978, cost_time=0:00:07.496667 2021-04-15 02:11:27,496 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=1.26ms, fps=4091 images/s, loss=1.2143, top1-acc=64.56%, top5-acc=90.77%, remaining_time=0:00:03.249120, arrival_time=2021-04-15 02:11:30.745201, cost_time=0:00:08.122787 2021-04-15 02:11:28,095 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=1.39ms, fps=4272 images/s, loss=1.2146, top1-acc=64.63%, top5-acc=90.70%, remaining_time=0:00:02.674854, arrival_time=2021-04-15 02:11:30.770544, cost_time=0:00:08.722309 2021-04-15 02:11:28,676 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.46ms, fps=4409 images/s, loss=1.2181, top1-acc=64.61%, top5-acc=90.66%, remaining_time=0:00:02.093292, arrival_time=2021-04-15 02:11:30.770098, cost_time=0:00:09.303502 2021-04-15 02:11:29,267 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=1.28ms, fps=4339 images/s, loss=1.2240, top1-acc=64.48%, top5-acc=90.52%, remaining_time=0:00:01.513200, arrival_time=2021-04-15 02:11:30.780425, cost_time=0:00:09.893938 2021-04-15 02:11:29,814 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=1.40ms, fps=4678 images/s, loss=1.2291, top1-acc=64.39%, top5-acc=90.42%, remaining_time=0:00:00.928144, arrival_time=2021-04-15 02:11:30.742984, cost_time=0:00:10.441548 2021-04-15 02:11:30,352 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.28ms, fps=4764 images/s, loss=1.2300, top1-acc=64.37%, top5-acc=90.42%, remaining_time=0:00:00.346716, arrival_time=2021-04-15 02:11:30.699310, cost_time=0:00:10.979262 2021-04-15 02:11:30,728 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=0.08ms, fps=3621 images/s, loss=1.2338, top1-acc=64.28%, top5-acc=90.38%, remaining_time=0:00:00, arrival_time=2021-04-15 02:11:30.728661, cost_time=0:00:11.355326 2021-04-15 02:11:31,162 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=17.93ms, fps=5935 images/s, loss=1.7049, top1-acc=53.28%, top5-acc=82.19%, remaining_time=0:00:01.293900, arrival_time=2021-04-15 02:11:32.456580, cost_time=0:00:00.431299 2021-04-15 02:11:31,504 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=59.63ms, fps=7499 images/s, loss=1.6919, top1-acc=53.71%, top5-acc=82.48%, remaining_time=0:00:00.773120, arrival_time=2021-04-15 02:11:32.277721, cost_time=0:00:00.773110 2021-04-15 02:11:31,825 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=2.24ms, fps=8007 images/s, loss=1.6953, top1-acc=53.54%, top5-acc=82.55%, remaining_time=0:00:00.364520, arrival_time=2021-04-15 02:11:32.189454, cost_time=0:00:01.093560 2021-04-15 02:11:32,105 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=1.14ms, fps=8270 images/s, loss=1.6789, top1-acc=53.81%, top5-acc=82.92%, remaining_time=0:00:00, arrival_time=2021-04-15 02:11:32.105874, cost_time=0:00:01.374553 2021-04-15 02:11:32,173 INFO : Epoch=0054 complete, best val top1-acc=54.16%, top5-acc=83.20% (epoch=53), remaining_time=0:31:16.596984, arrival_time=2021-04-15 02:42:48.770007, cost_time=0:11:34.083815 2021-04-15 02:11:32,174 INFO : Train start, epoch=0055, lr=0.083066 2021-04-15 02:11:32,883 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=1.98ms, fps=3608 images/s, loss=1.1639, top1-acc=66.87%, top5-acc=91.41%, remaining_time=0:00:13.195584, arrival_time=2021-04-15 02:11:46.079422, cost_time=0:00:00.709437 2021-04-15 02:11:33,440 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=1.55ms, fps=4602 images/s, loss=1.1651, top1-acc=66.76%, top5-acc=92.17%, remaining_time=0:00:11.141152, arrival_time=2021-04-15 02:11:44.581602, cost_time=0:00:01.266049 2021-04-15 02:11:33,981 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=1.21ms, fps=4735 images/s, loss=1.1703, top1-acc=66.43%, top5-acc=91.84%, remaining_time=0:00:09.999176, arrival_time=2021-04-15 02:11:43.980669, cost_time=0:00:01.807092 2021-04-15 02:11:34,508 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.18ms, fps=4861 images/s, loss=1.1742, top1-acc=66.28%, top5-acc=91.65%, remaining_time=0:00:09.102912, arrival_time=2021-04-15 02:11:43.611388, cost_time=0:00:02.334067 2021-04-15 02:11:35,056 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=1.22ms, fps=4677 images/s, loss=1.1850, top1-acc=65.70%, top5-acc=91.52%, remaining_time=0:00:08.414856, arrival_time=2021-04-15 02:11:43.471058, cost_time=0:00:02.881808 2021-04-15 02:11:35,609 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=1.25ms, fps=4631 images/s, loss=1.1893, top1-acc=65.45%, top5-acc=91.54%, remaining_time=0:00:07.785728, arrival_time=2021-04-15 02:11:43.395012, cost_time=0:00:03.434896 2021-04-15 02:11:36,178 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=1.26ms, fps=4503 images/s, loss=1.1971, top1-acc=65.18%, top5-acc=91.37%, remaining_time=0:00:07.206570, arrival_time=2021-04-15 02:11:43.384644, cost_time=0:00:04.003679 2021-04-15 02:11:36,735 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=1.30ms, fps=4599 images/s, loss=1.1997, top1-acc=65.10%, top5-acc=91.24%, remaining_time=0:00:06.613044, arrival_time=2021-04-15 02:11:43.348152, cost_time=0:00:04.560709 2021-04-15 02:11:37,266 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=1.20ms, fps=4822 images/s, loss=1.1989, top1-acc=65.23%, top5-acc=91.21%, remaining_time=0:00:05.997268, arrival_time=2021-04-15 02:11:43.263665, cost_time=0:00:05.091989 2021-04-15 02:11:37,858 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=1.37ms, fps=4325 images/s, loss=1.2018, top1-acc=65.14%, top5-acc=91.12%, remaining_time=0:00:05.456832, arrival_time=2021-04-15 02:11:43.315578, cost_time=0:00:05.684213 2021-04-15 02:11:38,392 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=1.29ms, fps=4798 images/s, loss=1.2040, top1-acc=65.02%, top5-acc=91.04%, remaining_time=0:00:04.861752, arrival_time=2021-04-15 02:11:43.254707, cost_time=0:00:06.218558 2021-04-15 02:11:39,011 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=1.31ms, fps=4145 images/s, loss=1.2084, top1-acc=64.89%, top5-acc=90.96%, remaining_time=0:00:04.329796, arrival_time=2021-04-15 02:11:43.340754, cost_time=0:00:06.836478 2021-04-15 02:11:39,640 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=1.35ms, fps=4067 images/s, loss=1.2082, top1-acc=64.88%, top5-acc=90.96%, remaining_time=0:00:03.790710, arrival_time=2021-04-15 02:11:43.431605, cost_time=0:00:07.466488 2021-04-15 02:11:40,256 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=1.28ms, fps=4164 images/s, loss=1.2073, top1-acc=64.97%, top5-acc=90.96%, remaining_time=0:00:03.232656, arrival_time=2021-04-15 02:11:43.488629, cost_time=0:00:08.081573 2021-04-15 02:11:40,876 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=1.44ms, fps=4130 images/s, loss=1.2100, top1-acc=64.95%, top5-acc=90.89%, remaining_time=0:00:02.668552, arrival_time=2021-04-15 02:11:43.544810, cost_time=0:00:08.701762 2021-04-15 02:11:41,489 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=1.29ms, fps=4175 images/s, loss=1.2141, top1-acc=64.80%, top5-acc=90.78%, remaining_time=0:00:02.095992, arrival_time=2021-04-15 02:11:43.585848, cost_time=0:00:09.315461 2021-04-15 02:11:42,104 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=1.31ms, fps=4168 images/s, loss=1.2164, top1-acc=64.70%, top5-acc=90.75%, remaining_time=0:00:01.518686, arrival_time=2021-04-15 02:11:43.622996, cost_time=0:00:09.929908 2021-04-15 02:11:42,720 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=1.38ms, fps=4158 images/s, loss=1.2178, top1-acc=64.64%, top5-acc=90.78%, remaining_time=0:00:00.937408, arrival_time=2021-04-15 02:11:43.657757, cost_time=0:00:10.545874 2021-04-15 02:11:43,312 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=1.09ms, fps=4329 images/s, loss=1.2188, top1-acc=64.63%, top5-acc=90.76%, remaining_time=0:00:00.351720, arrival_time=2021-04-15 02:11:43.663920, cost_time=0:00:11.137812 2021-04-15 02:11:43,651 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=0.08ms, fps=4010 images/s, loss=1.2182, top1-acc=64.64%, top5-acc=90.77%, remaining_time=0:00:00, arrival_time=2021-04-15 02:11:43.651654, cost_time=0:00:11.477273 2021-04-15 02:11:44,075 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=55.68ms, fps=6058 images/s, loss=1.7795, top1-acc=52.30%, top5-acc=81.95%, remaining_time=0:00:01.267770, arrival_time=2021-04-15 02:11:45.343631, cost_time=0:00:00.422588 2021-04-15 02:11:44,317 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=0.17ms, fps=10631 images/s, loss=1.7564, top1-acc=52.60%, top5-acc=81.91%, remaining_time=0:00:00.663840, arrival_time=2021-04-15 02:11:44.980898, cost_time=0:00:00.663840 2021-04-15 02:11:44,604 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=17.82ms, fps=8921 images/s, loss=1.7703, top1-acc=52.16%, top5-acc=81.73%, remaining_time=0:00:00.317040, arrival_time=2021-04-15 02:11:44.921390, cost_time=0:00:00.951134 2021-04-15 02:11:44,892 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=0.06ms, fps=8056 images/s, loss=1.7588, top1-acc=52.03%, top5-acc=82.08%, remaining_time=0:00:00, arrival_time=2021-04-15 02:11:44.892619, cost_time=0:00:01.239424 2021-04-15 02:11:44,951 INFO : Epoch=0055 complete, best val top1-acc=54.16%, top5-acc=83.20% (epoch=53), remaining_time=0:31:03.545655, arrival_time=2021-04-15 02:42:48.496977, cost_time=0:11:46.862127 2021-04-15 02:11:44,952 INFO : Train start, epoch=0056, lr=0.082472 2021-04-15 02:11:45,675 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=0.16ms, fps=3540 images/s, loss=1.1746, top1-acc=64.53%, top5-acc=91.60%, remaining_time=0:00:13.450962, arrival_time=2021-04-15 02:11:59.126769, cost_time=0:00:00.723174 2021-04-15 02:11:46,204 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=1.35ms, fps=4850 images/s, loss=1.1772, top1-acc=65.00%, top5-acc=91.76%, remaining_time=0:00:11.011968, arrival_time=2021-04-15 02:11:57.215964, cost_time=0:00:01.251354 2021-04-15 02:11:46,733 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=1.39ms, fps=4841 images/s, loss=1.1766, top1-acc=65.26%, top5-acc=91.43%, remaining_time=0:00:09.852100, arrival_time=2021-04-15 02:11:56.585231, cost_time=0:00:01.780494 2021-04-15 02:11:47,280 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=1.35ms, fps=4679 images/s, loss=1.1698, top1-acc=65.48%, top5-acc=91.49%, remaining_time=0:00:09.079044, arrival_time=2021-04-15 02:11:56.359638, cost_time=0:00:02.327947 2021-04-15 02:11:47,845 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=1.23ms, fps=4534 images/s, loss=1.1698, top1-acc=65.45%, top5-acc=91.36%, remaining_time=0:00:08.447414, arrival_time=2021-04-15 02:11:56.293031, cost_time=0:00:02.892972 2021-04-15 02:11:48,413 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=1.30ms, fps=4510 images/s, loss=1.1781, top1-acc=65.21%, top5-acc=91.37%, remaining_time=0:00:07.844888, arrival_time=2021-04-15 02:11:56.258524, cost_time=0:00:03.461001 2021-04-15 02:11:48,976 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=1.18ms, fps=4549 images/s, loss=1.1773, top1-acc=65.27%, top5-acc=91.40%, remaining_time=0:00:07.243236, arrival_time=2021-04-15 02:11:56.219898, cost_time=0:00:04.024027 2021-04-15 02:11:49,531 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.38ms, fps=4618 images/s, loss=1.1838, top1-acc=65.12%, top5-acc=91.27%, remaining_time=0:00:06.639144, arrival_time=2021-04-15 02:11:56.170519, cost_time=0:00:04.578734 2021-04-15 02:11:50,125 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=1.34ms, fps=4309 images/s, loss=1.1854, top1-acc=65.13%, top5-acc=91.21%, remaining_time=0:00:06.092880, arrival_time=2021-04-15 02:11:56.218757, cost_time=0:00:05.173162 2021-04-15 02:11:50,670 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=1.32ms, fps=4706 images/s, loss=1.1887, top1-acc=64.96%, top5-acc=91.19%, remaining_time=0:00:05.488992, arrival_time=2021-04-15 02:11:56.159352, cost_time=0:00:05.717721 2021-04-15 02:11:51,243 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=1.42ms, fps=4466 images/s, loss=1.1954, top1-acc=64.78%, top5-acc=91.08%, remaining_time=0:00:04.918598, arrival_time=2021-04-15 02:11:56.162440, cost_time=0:00:06.291202 2021-04-15 02:11:51,807 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=1.32ms, fps=4549 images/s, loss=1.1967, top1-acc=64.85%, top5-acc=91.04%, remaining_time=0:00:04.341044, arrival_time=2021-04-15 02:11:56.148050, cost_time=0:00:06.854286 2021-04-15 02:11:52,379 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=1.28ms, fps=4479 images/s, loss=1.1995, top1-acc=64.80%, top5-acc=90.99%, remaining_time=0:00:03.770382, arrival_time=2021-04-15 02:11:56.149522, cost_time=0:00:07.426468 2021-04-15 02:11:52,960 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=1.25ms, fps=4406 images/s, loss=1.1994, top1-acc=64.84%, top5-acc=90.98%, remaining_time=0:00:03.203200, arrival_time=2021-04-15 02:11:56.163782, cost_time=0:00:08.007932 2021-04-15 02:11:53,533 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=1.27ms, fps=4475 images/s, loss=1.2038, top1-acc=64.73%, top5-acc=90.84%, remaining_time=0:00:02.631338, arrival_time=2021-04-15 02:11:56.164436, cost_time=0:00:08.580386 2021-04-15 02:11:54,127 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=1.32ms, fps=4312 images/s, loss=1.2054, top1-acc=64.72%, top5-acc=90.87%, remaining_time=0:00:02.064276, arrival_time=2021-04-15 02:11:56.191509, cost_time=0:00:09.174588 2021-04-15 02:11:54,670 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=1.35ms, fps=4714 images/s, loss=1.2112, top1-acc=64.54%, top5-acc=90.77%, remaining_time=0:00:01.486290, arrival_time=2021-04-15 02:11:56.156932, cost_time=0:00:09.717989 2021-04-15 02:11:55,224 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=1.31ms, fps=4626 images/s, loss=1.2139, top1-acc=64.48%, top5-acc=90.79%, remaining_time=0:00:00.913056, arrival_time=2021-04-15 02:11:56.137487, cost_time=0:00:10.271791 2021-04-15 02:11:55,762 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.14ms, fps=4764 images/s, loss=1.2172, top1-acc=64.40%, top5-acc=90.71%, remaining_time=0:00:00.341352, arrival_time=2021-04-15 02:11:56.103561, cost_time=0:00:10.809503 2021-04-15 02:11:56,081 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=0.05ms, fps=4270 images/s, loss=1.2198, top1-acc=64.36%, top5-acc=90.72%, remaining_time=0:00:00, arrival_time=2021-04-15 02:11:56.081155, cost_time=0:00:11.128533 2021-04-15 02:11:56,470 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=1.93ms, fps=6601 images/s, loss=1.6166, top1-acc=55.23%, top5-acc=83.55%, remaining_time=0:00:01.163340, arrival_time=2021-04-15 02:11:57.633859, cost_time=0:00:00.387778 2021-04-15 02:11:56,725 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=0.24ms, fps=10043 images/s, loss=1.6654, top1-acc=53.95%, top5-acc=82.95%, remaining_time=0:00:00.643060, arrival_time=2021-04-15 02:11:57.368829, cost_time=0:00:00.643060 2021-04-15 02:11:57,041 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=0.28ms, fps=8116 images/s, loss=1.6698, top1-acc=53.82%, top5-acc=83.22%, remaining_time=0:00:00.319590, arrival_time=2021-04-15 02:11:57.361116, cost_time=0:00:00.958771 2021-04-15 02:11:57,323 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=0.05ms, fps=8254 images/s, loss=1.6485, top1-acc=53.91%, top5-acc=83.43%, remaining_time=0:00:00, arrival_time=2021-04-15 02:11:57.322978, cost_time=0:00:01.240280 2021-04-15 02:11:57,382 INFO : Epoch=0056 complete, best val top1-acc=54.16%, top5-acc=83.20% (epoch=53), remaining_time=0:30:49.611312, arrival_time=2021-04-15 02:42:46.993824, cost_time=0:11:59.293311 2021-04-15 02:11:57,383 INFO : Train start, epoch=0057, lr=0.081871 2021-04-15 02:11:58,118 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=1.24ms, fps=3484 images/s, loss=1.2344, top1-acc=64.14%, top5-acc=90.00%, remaining_time=0:00:13.665606, arrival_time=2021-04-15 02:12:11.784080, cost_time=0:00:00.734712 2021-04-15 02:11:58,693 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=1.25ms, fps=4457 images/s, loss=1.2059, top1-acc=64.88%, top5-acc=90.72%, remaining_time=0:00:11.522544, arrival_time=2021-04-15 02:12:10.215698, cost_time=0:00:01.309387 2021-04-15 02:11:59,234 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=1.21ms, fps=4736 images/s, loss=1.2005, top1-acc=65.08%, top5-acc=90.77%, remaining_time=0:00:10.237884, arrival_time=2021-04-15 02:12:09.471860, cost_time=0:00:01.850212 2021-04-15 02:11:59,788 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=1.28ms, fps=4619 images/s, loss=1.1945, top1-acc=65.09%, top5-acc=90.91%, remaining_time=0:00:09.378876, arrival_time=2021-04-15 02:12:09.167474, cost_time=0:00:02.404831 2021-04-15 02:12:00,394 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=1.46ms, fps=4226 images/s, loss=1.1932, top1-acc=65.30%, top5-acc=90.84%, remaining_time=0:00:08.791828, arrival_time=2021-04-15 02:12:09.186495, cost_time=0:00:03.010899 2021-04-15 02:12:01,001 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=1.36ms, fps=4223 images/s, loss=1.1907, top1-acc=65.35%, top5-acc=91.00%, remaining_time=0:00:08.199576, arrival_time=2021-04-15 02:12:09.200772, cost_time=0:00:03.617432 2021-04-15 02:12:01,573 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=1.23ms, fps=4475 images/s, loss=1.1917, top1-acc=65.26%, top5-acc=91.08%, remaining_time=0:00:07.541604, arrival_time=2021-04-15 02:12:09.115120, cost_time=0:00:04.189757 2021-04-15 02:12:02,219 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=1.80ms, fps=3965 images/s, loss=1.1887, top1-acc=65.32%, top5-acc=91.17%, remaining_time=0:00:07.011852, arrival_time=2021-04-15 02:12:09.231373, cost_time=0:00:04.835752 2021-04-15 02:12:02,827 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=1.31ms, fps=4216 images/s, loss=1.1853, top1-acc=65.37%, top5-acc=91.19%, remaining_time=0:00:06.410986, arrival_time=2021-04-15 02:12:09.238113, cost_time=0:00:05.443273 2021-04-15 02:12:03,391 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=1.67ms, fps=4540 images/s, loss=1.1876, top1-acc=65.36%, top5-acc=91.16%, remaining_time=0:00:05.767392, arrival_time=2021-04-15 02:12:09.158859, cost_time=0:00:06.007699 2021-04-15 02:12:03,925 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=1.21ms, fps=4796 images/s, loss=1.1884, top1-acc=65.32%, top5-acc=91.18%, remaining_time=0:00:05.114506, arrival_time=2021-04-15 02:12:09.040134, cost_time=0:00:06.541776 2021-04-15 02:12:04,458 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=1.16ms, fps=4811 images/s, loss=1.1948, top1-acc=65.26%, top5-acc=91.11%, remaining_time=0:00:04.480428, arrival_time=2021-04-15 02:12:08.938613, cost_time=0:00:07.074409 2021-04-15 02:12:04,988 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=1.40ms, fps=4832 images/s, loss=1.1975, top1-acc=65.20%, top5-acc=91.05%, remaining_time=0:00:03.860802, arrival_time=2021-04-15 02:12:08.849141, cost_time=0:00:07.604582 2021-04-15 02:12:05,517 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=1.23ms, fps=4841 images/s, loss=1.2000, top1-acc=65.16%, top5-acc=91.02%, remaining_time=0:00:03.253488, arrival_time=2021-04-15 02:12:08.770992, cost_time=0:00:08.133675 2021-04-15 02:12:06,043 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=1.21ms, fps=4870 images/s, loss=1.2027, top1-acc=65.21%, top5-acc=90.98%, remaining_time=0:00:02.655672, arrival_time=2021-04-15 02:12:08.699252, cost_time=0:00:08.659793 2021-04-15 02:12:06,647 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=1.34ms, fps=4245 images/s, loss=1.2084, top1-acc=65.11%, top5-acc=90.88%, remaining_time=0:00:02.084256, arrival_time=2021-04-15 02:12:08.731400, cost_time=0:00:09.263331 2021-04-15 02:12:07,225 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=1.42ms, fps=4428 images/s, loss=1.2111, top1-acc=65.02%, top5-acc=90.83%, remaining_time=0:00:01.505244, arrival_time=2021-04-15 02:12:08.730919, cost_time=0:00:09.841908 2021-04-15 02:12:07,768 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=1.30ms, fps=4724 images/s, loss=1.2144, top1-acc=64.90%, top5-acc=90.76%, remaining_time=0:00:00.923040, arrival_time=2021-04-15 02:12:08.690999, cost_time=0:00:10.384113 2021-04-15 02:12:08,303 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.08ms, fps=4789 images/s, loss=1.2162, top1-acc=64.84%, top5-acc=90.74%, remaining_time=0:00:00.344814, arrival_time=2021-04-15 02:12:08.647782, cost_time=0:00:10.919199 2021-04-15 02:12:08,626 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=0.05ms, fps=4203 images/s, loss=1.2152, top1-acc=64.88%, top5-acc=90.77%, remaining_time=0:00:00, arrival_time=2021-04-15 02:12:08.626907, cost_time=0:00:11.243151 2021-04-15 02:12:09,106 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=48.01ms, fps=5363 images/s, loss=1.9066, top1-acc=50.04%, top5-acc=80.27%, remaining_time=0:00:01.432050, arrival_time=2021-04-15 02:12:10.537990, cost_time=0:00:00.477347 2021-04-15 02:12:09,380 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=0.17ms, fps=9331 images/s, loss=1.9125, top1-acc=49.22%, top5-acc=79.69%, remaining_time=0:00:00.752140, arrival_time=2021-04-15 02:12:10.132812, cost_time=0:00:00.752142 2021-04-15 02:12:09,715 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=61.28ms, fps=7645 images/s, loss=1.8982, top1-acc=49.54%, top5-acc=80.26%, remaining_time=0:00:00.362440, arrival_time=2021-04-15 02:12:10.078295, cost_time=0:00:01.087313 2021-04-15 02:12:09,993 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=0.05ms, fps=8369 images/s, loss=1.8985, top1-acc=49.52%, top5-acc=80.06%, remaining_time=0:00:00, arrival_time=2021-04-15 02:12:09.993371, cost_time=0:00:01.364850 2021-04-15 02:12:10,057 INFO : Epoch=0057 complete, best val top1-acc=54.16%, top5-acc=83.20% (epoch=53), remaining_time=0:30:36.340363, arrival_time=2021-04-15 02:42:46.397448, cost_time=0:12:11.967862 2021-04-15 02:12:10,058 INFO : Train start, epoch=0058, lr=0.081262 2021-04-15 02:12:10,787 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=1.29ms, fps=3512 images/s, loss=1.1409, top1-acc=66.13%, top5-acc=92.07%, remaining_time=0:00:13.559028, arrival_time=2021-04-15 02:12:24.346949, cost_time=0:00:00.728975 2021-04-15 02:12:11,356 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=1.20ms, fps=4508 images/s, loss=1.1618, top1-acc=65.84%, top5-acc=91.56%, remaining_time=0:00:11.415888, arrival_time=2021-04-15 02:12:22.772059, cost_time=0:00:01.297257 2021-04-15 02:12:11,918 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=1.16ms, fps=4559 images/s, loss=1.1582, top1-acc=66.08%, top5-acc=91.67%, remaining_time=0:00:10.287186, arrival_time=2021-04-15 02:12:22.205240, cost_time=0:00:01.859128 2021-04-15 02:12:12,484 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=1.17ms, fps=4518 images/s, loss=1.1556, top1-acc=66.15%, top5-acc=91.66%, remaining_time=0:00:09.461556, arrival_time=2021-04-15 02:12:21.946504, cost_time=0:00:02.426023 2021-04-15 02:12:13,061 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=1.26ms, fps=4442 images/s, loss=1.1625, top1-acc=66.16%, top5-acc=91.41%, remaining_time=0:00:08.767738, arrival_time=2021-04-15 02:12:21.829310, cost_time=0:00:03.002659 2021-04-15 02:12:13,591 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=1.26ms, fps=4830 images/s, loss=1.1729, top1-acc=65.82%, top5-acc=91.37%, remaining_time=0:00:08.008224, arrival_time=2021-04-15 02:12:21.600179, cost_time=0:00:03.533029 2021-04-15 02:12:14,175 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=1.26ms, fps=4388 images/s, loss=1.1763, top1-acc=65.77%, top5-acc=91.27%, remaining_time=0:00:07.410060, arrival_time=2021-04-15 02:12:21.585730, cost_time=0:00:04.116710 2021-04-15 02:12:14,764 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=1.35ms, fps=4351 images/s, loss=1.1767, top1-acc=65.73%, top5-acc=91.30%, remaining_time=0:00:06.823004, arrival_time=2021-04-15 02:12:21.587421, cost_time=0:00:04.705496 2021-04-15 02:12:15,298 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=1.23ms, fps=4799 images/s, loss=1.1821, top1-acc=65.54%, top5-acc=91.23%, remaining_time=0:00:06.170684, arrival_time=2021-04-15 02:12:21.468880, cost_time=0:00:05.239269 2021-04-15 02:12:15,848 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=1.29ms, fps=4656 images/s, loss=1.1930, top1-acc=65.18%, top5-acc=91.09%, remaining_time=0:00:05.557920, arrival_time=2021-04-15 02:12:21.406288, cost_time=0:00:05.789453 2021-04-15 02:12:16,457 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=1.32ms, fps=4204 images/s, loss=1.1948, top1-acc=65.13%, top5-acc=91.06%, remaining_time=0:00:05.002706, arrival_time=2021-04-15 02:12:21.460410, cost_time=0:00:06.398782 2021-04-15 02:12:17,059 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=1.45ms, fps=4258 images/s, loss=1.1977, top1-acc=65.09%, top5-acc=91.03%, remaining_time=0:00:04.433536, arrival_time=2021-04-15 02:12:21.492796, cost_time=0:00:07.000303 2021-04-15 02:12:17,718 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=1.34ms, fps=3884 images/s, loss=1.1993, top1-acc=64.97%, top5-acc=91.06%, remaining_time=0:00:03.888786, arrival_time=2021-04-15 02:12:21.607648, cost_time=0:00:07.659785 2021-04-15 02:12:18,269 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=1.25ms, fps=4652 images/s, loss=1.2025, top1-acc=64.89%, top5-acc=91.01%, remaining_time=0:00:03.284400, arrival_time=2021-04-15 02:12:21.554272, cost_time=0:00:08.210950 2021-04-15 02:12:18,829 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=1.59ms, fps=4577 images/s, loss=1.2027, top1-acc=64.84%, top5-acc=91.01%, remaining_time=0:00:02.689666, arrival_time=2021-04-15 02:12:21.519213, cost_time=0:00:08.770625 2021-04-15 02:12:19,416 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=1.29ms, fps=4366 images/s, loss=1.2053, top1-acc=64.85%, top5-acc=90.95%, remaining_time=0:00:02.105388, arrival_time=2021-04-15 02:12:21.521573, cost_time=0:00:09.357225 2021-04-15 02:12:20,026 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.53ms, fps=4196 images/s, loss=1.2057, top1-acc=64.86%, top5-acc=90.92%, remaining_time=0:00:01.524484, arrival_time=2021-04-15 02:12:21.551226, cost_time=0:00:09.967820 2021-04-15 02:12:20,628 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=1.32ms, fps=4258 images/s, loss=1.2065, top1-acc=64.83%, top5-acc=90.90%, remaining_time=0:00:00.939504, arrival_time=2021-04-15 02:12:21.567852, cost_time=0:00:10.569424 2021-04-15 02:12:21,259 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.16ms, fps=4061 images/s, loss=1.2036, top1-acc=64.94%, top5-acc=90.93%, remaining_time=0:00:00.353688, arrival_time=2021-04-15 02:12:21.612679, cost_time=0:00:11.200078 2021-04-15 02:12:21,598 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=0.06ms, fps=4014 images/s, loss=1.2039, top1-acc=64.94%, top5-acc=90.92%, remaining_time=0:00:00, arrival_time=2021-04-15 02:12:21.598107, cost_time=0:00:11.539197 2021-04-15 02:12:21,995 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=1.76ms, fps=6471 images/s, loss=1.7048, top1-acc=54.61%, top5-acc=83.05%, remaining_time=0:00:01.186740, arrival_time=2021-04-15 02:12:23.182038, cost_time=0:00:00.395585 2021-04-15 02:12:22,270 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=2.56ms, fps=9315 images/s, loss=1.7189, top1-acc=54.41%, top5-acc=82.75%, remaining_time=0:00:00.670740, arrival_time=2021-04-15 02:12:22.941184, cost_time=0:00:00.670738 2021-04-15 02:12:22,587 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=53.15ms, fps=8078 images/s, loss=1.7269, top1-acc=54.11%, top5-acc=82.51%, remaining_time=0:00:00.329320, arrival_time=2021-04-15 02:12:22.916992, cost_time=0:00:00.987967 2021-04-15 02:12:22,864 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=0.05ms, fps=8382 images/s, loss=1.7370, top1-acc=53.37%, top5-acc=82.35%, remaining_time=0:00:00, arrival_time=2021-04-15 02:12:22.864742, cost_time=0:00:01.265057 2021-04-15 02:12:22,921 INFO : Epoch=0058 complete, best val top1-acc=54.16%, top5-acc=83.20% (epoch=53), remaining_time=0:30:23.554202, arrival_time=2021-04-15 02:42:46.475357, cost_time=0:12:24.831972 2021-04-15 02:12:22,922 INFO : Train start, epoch=0059, lr=0.080645 2021-04-15 02:12:23,723 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=0.18ms, fps=3197 images/s, loss=1.1904, top1-acc=65.55%, top5-acc=91.72%, remaining_time=0:00:14.893206, arrival_time=2021-04-15 02:12:38.616183, cost_time=0:00:00.800711 2021-04-15 02:12:24,382 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=1.46ms, fps=3884 images/s, loss=1.1724, top1-acc=65.88%, top5-acc=91.68%, remaining_time=0:00:12.849760, arrival_time=2021-04-15 02:12:37.232224, cost_time=0:00:01.460202 2021-04-15 02:12:25,035 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=1.32ms, fps=3921 images/s, loss=1.1526, top1-acc=66.52%, top5-acc=91.68%, remaining_time=0:00:11.694202, arrival_time=2021-04-15 02:12:36.729889, cost_time=0:00:02.113419 2021-04-15 02:12:25,646 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=1.52ms, fps=4195 images/s, loss=1.1587, top1-acc=66.43%, top5-acc=91.71%, remaining_time=0:00:10.623444, arrival_time=2021-04-15 02:12:36.269644, cost_time=0:00:02.723941 2021-04-15 02:12:26,259 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=1.25ms, fps=4178 images/s, loss=1.1563, top1-acc=66.36%, top5-acc=91.81%, remaining_time=0:00:09.744040, arrival_time=2021-04-15 02:12:36.003304, cost_time=0:00:03.336999 2021-04-15 02:12:26,869 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=1.52ms, fps=4197 images/s, loss=1.1616, top1-acc=66.27%, top5-acc=91.61%, remaining_time=0:00:08.947168, arrival_time=2021-04-15 02:12:35.816700, cost_time=0:00:03.947270 2021-04-15 02:12:27,479 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=1.29ms, fps=4198 images/s, loss=1.1714, top1-acc=66.00%, top5-acc=91.41%, remaining_time=0:00:08.203482, arrival_time=2021-04-15 02:12:35.683214, cost_time=0:00:04.557475 2021-04-15 02:12:28,098 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=1.65ms, fps=4142 images/s, loss=1.1741, top1-acc=65.93%, top5-acc=91.40%, remaining_time=0:00:07.504968, arrival_time=2021-04-15 02:12:35.603082, cost_time=0:00:05.175835 2021-04-15 02:12:28,722 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=1.31ms, fps=4104 images/s, loss=1.1759, top1-acc=65.84%, top5-acc=91.43%, remaining_time=0:00:06.831064, arrival_time=2021-04-15 02:12:35.553364, cost_time=0:00:05.799965 2021-04-15 02:12:29,336 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=1.53ms, fps=4170 images/s, loss=1.1788, top1-acc=65.83%, top5-acc=91.35%, remaining_time=0:00:06.157920, arrival_time=2021-04-15 02:12:35.494633, cost_time=0:00:06.414462 2021-04-15 02:12:29,954 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=1.31ms, fps=4150 images/s, loss=1.1822, top1-acc=65.85%, top5-acc=91.29%, remaining_time=0:00:05.497464, arrival_time=2021-04-15 02:12:35.451490, cost_time=0:00:07.031686 2021-04-15 02:12:30,573 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=1.48ms, fps=4134 images/s, loss=1.1815, top1-acc=65.82%, top5-acc=91.31%, remaining_time=0:00:04.845912, arrival_time=2021-04-15 02:12:35.419650, cost_time=0:00:07.651481 2021-04-15 02:12:31,192 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=1.67ms, fps=4139 images/s, loss=1.1846, top1-acc=65.75%, top5-acc=91.20%, remaining_time=0:00:04.198788, arrival_time=2021-04-15 02:12:35.391444, cost_time=0:00:08.270309 2021-04-15 02:12:31,831 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=1.34ms, fps=4009 images/s, loss=1.1921, top1-acc=65.60%, top5-acc=91.05%, remaining_time=0:00:03.563784, arrival_time=2021-04-15 02:12:35.395520, cost_time=0:00:08.909449 2021-04-15 02:12:32,383 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=1.45ms, fps=4644 images/s, loss=1.1967, top1-acc=65.45%, top5-acc=91.01%, remaining_time=0:00:02.901404, arrival_time=2021-04-15 02:12:35.284798, cost_time=0:00:09.461131 2021-04-15 02:12:33,001 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.34ms, fps=4143 images/s, loss=1.2024, top1-acc=65.29%, top5-acc=90.94%, remaining_time=0:00:02.267856, arrival_time=2021-04-15 02:12:35.269540, cost_time=0:00:10.079420 2021-04-15 02:12:33,636 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=1.32ms, fps=4034 images/s, loss=1.2042, top1-acc=65.19%, top5-acc=90.91%, remaining_time=0:00:01.638676, arrival_time=2021-04-15 02:12:35.275368, cost_time=0:00:10.714352 2021-04-15 02:12:34,313 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.36ms, fps=3788 images/s, loss=1.2060, top1-acc=65.07%, top5-acc=90.89%, remaining_time=0:00:01.012512, arrival_time=2021-04-15 02:12:35.325545, cost_time=0:00:11.390768 2021-04-15 02:12:34,986 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=1.19ms, fps=3802 images/s, loss=1.2077, top1-acc=65.05%, top5-acc=90.85%, remaining_time=0:00:00.380982, arrival_time=2021-04-15 02:12:35.367627, cost_time=0:00:12.064386 2021-04-15 02:12:35,400 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=2.17ms, fps=3289 images/s, loss=1.2081, top1-acc=65.08%, top5-acc=90.87%, remaining_time=0:00:00, arrival_time=2021-04-15 02:12:35.400556, cost_time=0:00:12.478243 2021-04-15 02:12:35,807 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=31.63ms, fps=6339 images/s, loss=1.7841, top1-acc=51.84%, top5-acc=81.41%, remaining_time=0:00:01.211460, arrival_time=2021-04-15 02:12:37.018938, cost_time=0:00:00.403816 2021-04-15 02:12:36,078 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=0.42ms, fps=9469 images/s, loss=1.7819, top1-acc=51.89%, top5-acc=81.60%, remaining_time=0:00:00.674860, arrival_time=2021-04-15 02:12:36.753306, cost_time=0:00:00.674866 2021-04-15 02:12:36,339 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=41.11ms, fps=9824 images/s, loss=1.7793, top1-acc=51.89%, top5-acc=81.87%, remaining_time=0:00:00.311990, arrival_time=2021-04-15 02:12:36.651462, cost_time=0:00:00.935960 2021-04-15 02:12:36,600 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=0.05ms, fps=8886 images/s, loss=1.7728, top1-acc=52.02%, top5-acc=81.96%, remaining_time=0:00:00, arrival_time=2021-04-15 02:12:36.600850, cost_time=0:00:01.197344 2021-04-15 02:12:36,658 INFO : Epoch=0059 complete, best val top1-acc=54.16%, top5-acc=83.20% (epoch=53), remaining_time=0:30:12.851805, arrival_time=2021-04-15 02:42:49.510176, cost_time=0:12:38.569180 2021-04-15 02:12:36,659 INFO : Train start, epoch=0060, lr=0.080021 2021-04-15 02:12:37,445 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=0.19ms, fps=3259 images/s, loss=1.1677, top1-acc=66.02%, top5-acc=91.56%, remaining_time=0:00:14.610486, arrival_time=2021-04-15 02:12:52.055631, cost_time=0:00:00.785512 2021-04-15 02:12:38,042 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=1.33ms, fps=4285 images/s, loss=1.1560, top1-acc=66.09%, top5-acc=91.72%, remaining_time=0:00:12.172512, arrival_time=2021-04-15 02:12:50.215393, cost_time=0:00:01.383239 2021-04-15 02:12:38,594 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=1.28ms, fps=4646 images/s, loss=1.1564, top1-acc=66.05%, top5-acc=91.69%, remaining_time=0:00:10.704510, arrival_time=2021-04-15 02:12:49.298711, cost_time=0:00:01.934561 2021-04-15 02:12:39,170 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=1.22ms, fps=4444 images/s, loss=1.1510, top1-acc=66.36%, top5-acc=91.87%, remaining_time=0:00:09.792588, arrival_time=2021-04-15 02:12:48.963132, cost_time=0:00:02.510903 2021-04-15 02:12:39,733 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=1.24ms, fps=4547 images/s, loss=1.1485, top1-acc=66.34%, top5-acc=91.85%, remaining_time=0:00:08.976664, arrival_time=2021-04-15 02:12:48.710505, cost_time=0:00:03.074199 2021-04-15 02:12:40,288 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=1.29ms, fps=4619 images/s, loss=1.1511, top1-acc=66.21%, top5-acc=91.82%, remaining_time=0:00:08.225280, arrival_time=2021-04-15 02:12:48.513731, cost_time=0:00:03.628812 2021-04-15 02:12:40,859 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=1.25ms, fps=4487 images/s, loss=1.1537, top1-acc=66.19%, top5-acc=91.77%, remaining_time=0:00:07.559496, arrival_time=2021-04-15 02:12:48.418817, cost_time=0:00:04.199685 2021-04-15 02:12:41,415 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=1.38ms, fps=4602 images/s, loss=1.1556, top1-acc=66.18%, top5-acc=91.79%, remaining_time=0:00:06.896664, arrival_time=2021-04-15 02:12:48.312611, cost_time=0:00:04.756304 2021-04-15 02:12:41,959 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.26ms, fps=4714 images/s, loss=1.1652, top1-acc=65.99%, top5-acc=91.59%, remaining_time=0:00:06.241810, arrival_time=2021-04-15 02:12:48.201210, cost_time=0:00:05.299656 2021-04-15 02:12:42,495 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=1.43ms, fps=4779 images/s, loss=1.1669, top1-acc=65.93%, top5-acc=91.52%, remaining_time=0:00:05.602464, arrival_time=2021-04-15 02:12:48.098021, cost_time=0:00:05.835909 2021-04-15 02:12:43,062 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=1.42ms, fps=4516 images/s, loss=1.1699, top1-acc=65.88%, top5-acc=91.46%, remaining_time=0:00:05.006060, arrival_time=2021-04-15 02:12:48.068844, cost_time=0:00:06.403135 2021-04-15 02:12:43,647 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=1.84ms, fps=4404 images/s, loss=1.1740, top1-acc=65.72%, top5-acc=91.40%, remaining_time=0:00:04.423732, arrival_time=2021-04-15 02:12:48.071518, cost_time=0:00:06.984795 2021-04-15 02:12:44,278 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=1.85ms, fps=4066 images/s, loss=1.1773, top1-acc=65.62%, top5-acc=91.36%, remaining_time=0:00:03.867798, arrival_time=2021-04-15 02:12:48.145826, cost_time=0:00:07.618351 2021-04-15 02:12:44,903 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=1.18ms, fps=4096 images/s, loss=1.1774, top1-acc=65.65%, top5-acc=91.40%, remaining_time=0:00:03.297504, arrival_time=2021-04-15 02:12:48.200952, cost_time=0:00:08.243810 2021-04-15 02:12:45,484 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=1.30ms, fps=4409 images/s, loss=1.1827, top1-acc=65.54%, top5-acc=91.35%, remaining_time=0:00:02.706272, arrival_time=2021-04-15 02:12:48.190813, cost_time=0:00:08.824807 2021-04-15 02:12:46,050 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.78ms, fps=4529 images/s, loss=1.1847, top1-acc=65.48%, top5-acc=91.29%, remaining_time=0:00:02.112876, arrival_time=2021-04-15 02:12:48.163134, cost_time=0:00:09.390606 2021-04-15 02:12:46,645 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=1.32ms, fps=4300 images/s, loss=1.1889, top1-acc=65.42%, top5-acc=91.19%, remaining_time=0:00:01.527318, arrival_time=2021-04-15 02:12:48.173227, cost_time=0:00:09.986266 2021-04-15 02:12:47,201 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.30ms, fps=4608 images/s, loss=1.1892, top1-acc=65.44%, top5-acc=91.22%, remaining_time=0:00:00.937088, arrival_time=2021-04-15 02:12:48.138923, cost_time=0:00:10.542165 2021-04-15 02:12:47,778 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.01ms, fps=4447 images/s, loss=1.1887, top1-acc=65.47%, top5-acc=91.22%, remaining_time=0:00:00.351102, arrival_time=2021-04-15 02:12:48.129047, cost_time=0:00:11.118250 2021-04-15 02:12:48,097 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=0.05ms, fps=4264 images/s, loss=1.1911, top1-acc=65.41%, top5-acc=91.17%, remaining_time=0:00:00, arrival_time=2021-04-15 02:12:48.097322, cost_time=0:00:11.437692 2021-04-15 02:12:48,535 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=0.42ms, fps=5860 images/s, loss=1.7732, top1-acc=51.99%, top5-acc=81.33%, remaining_time=0:00:01.310550, arrival_time=2021-04-15 02:12:49.846468, cost_time=0:00:00.436847 2021-04-15 02:12:48,858 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=0.28ms, fps=7944 images/s, loss=1.7790, top1-acc=52.36%, top5-acc=81.17%, remaining_time=0:00:00.759640, arrival_time=2021-04-15 02:12:49.618306, cost_time=0:00:00.759641 2021-04-15 02:12:49,144 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=0.21ms, fps=8979 images/s, loss=1.7641, top1-acc=52.53%, top5-acc=81.45%, remaining_time=0:00:00.348400, arrival_time=2021-04-15 02:12:49.492588, cost_time=0:00:01.045196 2021-04-15 02:12:49,418 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=0.05ms, fps=8463 images/s, loss=1.7493, top1-acc=52.35%, top5-acc=81.57%, remaining_time=0:00:00, arrival_time=2021-04-15 02:12:49.418625, cost_time=0:00:01.319654 2021-04-15 02:12:49,475 INFO : Epoch=0060 complete, best val top1-acc=54.16%, top5-acc=83.20% (epoch=53), remaining_time=0:29:59.902300, arrival_time=2021-04-15 02:42:49.378204, cost_time=0:12:51.386705 2021-04-15 02:12:49,477 INFO : Train start, epoch=0061, lr=0.079389 2021-04-15 02:12:50,218 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=1.26ms, fps=3452 images/s, loss=1.1570, top1-acc=66.48%, top5-acc=91.13%, remaining_time=0:00:13.791714, arrival_time=2021-04-15 02:13:04.010339, cost_time=0:00:00.741491 2021-04-15 02:12:50,811 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=1.23ms, fps=4322 images/s, loss=1.1646, top1-acc=66.58%, top5-acc=91.46%, remaining_time=0:00:11.740608, arrival_time=2021-04-15 02:13:02.551893, cost_time=0:00:01.334154 2021-04-15 02:12:51,407 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=1.38ms, fps=4297 images/s, loss=1.1499, top1-acc=66.89%, top5-acc=91.65%, remaining_time=0:00:10.680938, arrival_time=2021-04-15 02:13:02.088337, cost_time=0:00:01.930276 2021-04-15 02:12:52,003 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=1.33ms, fps=4301 images/s, loss=1.1593, top1-acc=66.48%, top5-acc=91.48%, remaining_time=0:00:09.850776, arrival_time=2021-04-15 02:13:01.853737, cost_time=0:00:02.525832 2021-04-15 02:12:52,551 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=1.37ms, fps=4667 images/s, loss=1.1582, top1-acc=66.61%, top5-acc=91.53%, remaining_time=0:00:08.978124, arrival_time=2021-04-15 02:13:01.529979, cost_time=0:00:03.074718 2021-04-15 02:12:53,180 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=1.28ms, fps=4077 images/s, loss=1.1608, top1-acc=66.63%, top5-acc=91.41%, remaining_time=0:00:08.393240, arrival_time=2021-04-15 02:13:01.573296, cost_time=0:00:03.702917 2021-04-15 02:12:53,797 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=1.67ms, fps=4150 images/s, loss=1.1622, top1-acc=66.46%, top5-acc=91.41%, remaining_time=0:00:07.776090, arrival_time=2021-04-15 02:13:01.573308, cost_time=0:00:04.320078 2021-04-15 02:12:54,385 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=1.43ms, fps=4357 images/s, loss=1.1665, top1-acc=66.40%, top5-acc=91.28%, remaining_time=0:00:07.116600, arrival_time=2021-04-15 02:13:01.501730, cost_time=0:00:04.907973 2021-04-15 02:12:55,035 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=1.51ms, fps=3941 images/s, loss=1.1655, top1-acc=66.45%, top5-acc=91.35%, remaining_time=0:00:06.545924, arrival_time=2021-04-15 02:13:01.581037, cost_time=0:00:05.557897 2021-04-15 02:12:55,662 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=1.41ms, fps=4086 images/s, loss=1.1614, top1-acc=66.52%, top5-acc=91.45%, remaining_time=0:00:05.937600, arrival_time=2021-04-15 02:13:01.599820, cost_time=0:00:06.185034 2021-04-15 02:12:56,227 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=1.35ms, fps=4533 images/s, loss=1.1629, top1-acc=66.38%, top5-acc=91.45%, remaining_time=0:00:05.277476, arrival_time=2021-04-15 02:13:01.505002, cost_time=0:00:06.750307 2021-04-15 02:12:56,772 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=1.35ms, fps=4700 images/s, loss=1.1702, top1-acc=66.12%, top5-acc=91.33%, remaining_time=0:00:04.620496, arrival_time=2021-04-15 02:13:01.393166, cost_time=0:00:07.295491 2021-04-15 02:12:57,325 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=1.22ms, fps=4633 images/s, loss=1.1706, top1-acc=66.09%, top5-acc=91.34%, remaining_time=0:00:03.984684, arrival_time=2021-04-15 02:13:01.310386, cost_time=0:00:07.848572 2021-04-15 02:12:57,906 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=1.32ms, fps=4412 images/s, loss=1.1732, top1-acc=66.01%, top5-acc=91.33%, remaining_time=0:00:03.371648, arrival_time=2021-04-15 02:13:01.277930, cost_time=0:00:08.429082 2021-04-15 02:12:58,498 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=1.37ms, fps=4329 images/s, loss=1.1763, top1-acc=65.90%, top5-acc=91.32%, remaining_time=0:00:02.766440, arrival_time=2021-04-15 02:13:01.264533, cost_time=0:00:09.020945 2021-04-15 02:12:59,069 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=1.36ms, fps=4479 images/s, loss=1.1773, top1-acc=65.82%, top5-acc=91.32%, remaining_time=0:00:02.158380, arrival_time=2021-04-15 02:13:01.228305, cost_time=0:00:09.592798 2021-04-15 02:12:59,736 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=1.78ms, fps=3843 images/s, loss=1.1777, top1-acc=65.85%, top5-acc=91.33%, remaining_time=0:00:01.569048, arrival_time=2021-04-15 02:13:01.305471, cost_time=0:00:10.259214 2021-04-15 02:13:00,296 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=1.77ms, fps=4572 images/s, loss=1.1813, top1-acc=65.72%, top5-acc=91.27%, remaining_time=0:00:00.961760, arrival_time=2021-04-15 02:13:01.258631, cost_time=0:00:10.819727 2021-04-15 02:13:00,916 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.56ms, fps=4132 images/s, loss=1.1822, top1-acc=65.75%, top5-acc=91.24%, remaining_time=0:00:00.361254, arrival_time=2021-04-15 02:13:01.278050, cost_time=0:00:11.439673 2021-04-15 02:13:01,221 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=0.05ms, fps=4473 images/s, loss=1.1847, top1-acc=65.75%, top5-acc=91.21%, remaining_time=0:00:00, arrival_time=2021-04-15 02:13:01.221157, cost_time=0:00:11.744036 2021-04-15 02:13:01,655 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=2.78ms, fps=5911 images/s, loss=1.7695, top1-acc=51.99%, top5-acc=82.34%, remaining_time=0:00:01.299300, arrival_time=2021-04-15 02:13:02.955114, cost_time=0:00:00.433099 2021-04-15 02:13:01,905 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=0.20ms, fps=10264 images/s, loss=1.7392, top1-acc=52.87%, top5-acc=82.34%, remaining_time=0:00:00.682840, arrival_time=2021-04-15 02:13:02.588384, cost_time=0:00:00.682834 2021-04-15 02:13:02,230 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=22.40ms, fps=7895 images/s, loss=1.7244, top1-acc=53.27%, top5-acc=82.37%, remaining_time=0:00:00.335800, arrival_time=2021-04-15 02:13:02.565980, cost_time=0:00:01.007397 2021-04-15 02:13:02,469 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=0.05ms, fps=9700 images/s, loss=1.7098, top1-acc=53.32%, top5-acc=82.36%, remaining_time=0:00:00, arrival_time=2021-04-15 02:13:02.469767, cost_time=0:00:01.247075 2021-04-15 02:13:02,531 INFO : Epoch=0061 complete, best val top1-acc=54.16%, top5-acc=83.20% (epoch=53), remaining_time=0:29:47.499273, arrival_time=2021-04-15 02:42:50.030590, cost_time=0:13:04.442100 2021-04-15 02:13:02,532 INFO : Train start, epoch=0062, lr=0.078750 2021-04-15 02:13:03,288 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=0.32ms, fps=3390 images/s, loss=1.1491, top1-acc=67.15%, top5-acc=91.60%, remaining_time=0:00:14.047092, arrival_time=2021-04-15 02:13:17.335092, cost_time=0:00:00.755217 2021-04-15 02:13:03,819 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=1.27ms, fps=4817 images/s, loss=1.1139, top1-acc=67.83%, top5-acc=92.30%, remaining_time=0:00:11.325952, arrival_time=2021-04-15 02:13:15.145777, cost_time=0:00:01.287033 2021-04-15 02:13:04,351 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=1.42ms, fps=4822 images/s, loss=1.1338, top1-acc=67.28%, top5-acc=91.85%, remaining_time=0:00:10.061260, arrival_time=2021-04-15 02:13:14.412337, cost_time=0:00:01.818297 2021-04-15 02:13:04,900 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=1.52ms, fps=4664 images/s, loss=1.1522, top1-acc=66.83%, top5-acc=91.63%, remaining_time=0:00:09.233172, arrival_time=2021-04-15 02:13:14.133451, cost_time=0:00:02.367498 2021-04-15 02:13:05,484 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=1.43ms, fps=4388 images/s, loss=1.1475, top1-acc=67.09%, top5-acc=91.70%, remaining_time=0:00:08.617504, arrival_time=2021-04-15 02:13:14.101504, cost_time=0:00:02.951210 2021-04-15 02:13:06,064 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=1.24ms, fps=4409 images/s, loss=1.1417, top1-acc=67.34%, top5-acc=91.86%, remaining_time=0:00:08.006184, arrival_time=2021-04-15 02:13:14.071118, cost_time=0:00:03.532153 2021-04-15 02:13:06,620 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=1.25ms, fps=4615 images/s, loss=1.1466, top1-acc=67.08%, top5-acc=91.75%, remaining_time=0:00:07.357014, arrival_time=2021-04-15 02:13:13.977025, cost_time=0:00:04.087234 2021-04-15 02:13:07,212 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=1.20ms, fps=4324 images/s, loss=1.1529, top1-acc=66.92%, top5-acc=91.50%, remaining_time=0:00:06.785420, arrival_time=2021-04-15 02:13:13.997813, cost_time=0:00:04.679607 2021-04-15 02:13:07,779 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=1.33ms, fps=4520 images/s, loss=1.1586, top1-acc=66.77%, top5-acc=91.40%, remaining_time=0:00:06.179058, arrival_time=2021-04-15 02:13:13.958175, cost_time=0:00:05.246329 2021-04-15 02:13:08,398 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=1.42ms, fps=4132 images/s, loss=1.1625, top1-acc=66.60%, top5-acc=91.42%, remaining_time=0:00:05.631552, arrival_time=2021-04-15 02:13:14.030497, cost_time=0:00:05.866164 2021-04-15 02:13:08,951 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=1.20ms, fps=4638 images/s, loss=1.1672, top1-acc=66.32%, top5-acc=91.35%, remaining_time=0:00:05.018014, arrival_time=2021-04-15 02:13:13.969208, cost_time=0:00:06.418409 2021-04-15 02:13:09,554 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=1.30ms, fps=4243 images/s, loss=1.1691, top1-acc=66.32%, top5-acc=91.32%, remaining_time=0:00:04.447292, arrival_time=2021-04-15 02:13:14.002115, cost_time=0:00:07.022019 2021-04-15 02:13:10,134 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=1.22ms, fps=4420 images/s, loss=1.1706, top1-acc=66.23%, top5-acc=91.33%, remaining_time=0:00:03.859218, arrival_time=2021-04-15 02:13:13.993592, cost_time=0:00:07.601521 2021-04-15 02:13:10,697 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=1.40ms, fps=4549 images/s, loss=1.1716, top1-acc=66.16%, top5-acc=91.33%, remaining_time=0:00:03.265920, arrival_time=2021-04-15 02:13:13.963575, cost_time=0:00:08.164858 2021-04-15 02:13:11,259 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=1.23ms, fps=4560 images/s, loss=1.1735, top1-acc=66.10%, top5-acc=91.29%, remaining_time=0:00:02.676188, arrival_time=2021-04-15 02:13:13.935633, cost_time=0:00:08.726667 2021-04-15 02:13:11,823 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=1.31ms, fps=4545 images/s, loss=1.1749, top1-acc=65.99%, top5-acc=91.32%, remaining_time=0:00:02.090304, arrival_time=2021-04-15 02:13:13.913367, cost_time=0:00:09.290283 2021-04-15 02:13:12,374 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=1.25ms, fps=4649 images/s, loss=1.1773, top1-acc=65.91%, top5-acc=91.28%, remaining_time=0:00:01.505114, arrival_time=2021-04-15 02:13:13.879099, cost_time=0:00:09.841203 2021-04-15 02:13:12,916 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=1.35ms, fps=4724 images/s, loss=1.1789, top1-acc=65.87%, top5-acc=91.23%, remaining_time=0:00:00.922976, arrival_time=2021-04-15 02:13:13.839207, cost_time=0:00:10.383447 2021-04-15 02:13:13,460 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=1.05ms, fps=4711 images/s, loss=1.1827, top1-acc=65.75%, top5-acc=91.19%, remaining_time=0:00:00.345066, arrival_time=2021-04-15 02:13:13.805176, cost_time=0:00:10.927171 2021-04-15 02:13:13,784 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=0.05ms, fps=4200 images/s, loss=1.1837, top1-acc=65.75%, top5-acc=91.19%, remaining_time=0:00:00, arrival_time=2021-04-15 02:13:13.784593, cost_time=0:00:11.251772 2021-04-15 02:13:14,192 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=0.28ms, fps=6309 images/s, loss=1.5385, top1-acc=58.09%, top5-acc=84.57%, remaining_time=0:00:01.217280, arrival_time=2021-04-15 02:13:15.409625, cost_time=0:00:00.405759 2021-04-15 02:13:14,439 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=2.06ms, fps=10380 images/s, loss=1.5623, top1-acc=57.21%, top5-acc=84.43%, remaining_time=0:00:00.652900, arrival_time=2021-04-15 02:13:15.092328, cost_time=0:00:00.652897 2021-04-15 02:13:14,733 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=2.18ms, fps=8708 images/s, loss=1.5851, top1-acc=56.41%, top5-acc=84.47%, remaining_time=0:00:00.315730, arrival_time=2021-04-15 02:13:15.049503, cost_time=0:00:00.947186 2021-04-15 02:13:14,997 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=0.05ms, fps=8825 images/s, loss=1.5820, top1-acc=56.10%, top5-acc=84.38%, remaining_time=0:00:00, arrival_time=2021-04-15 02:13:14.997064, cost_time=0:00:01.210548 2021-04-15 02:13:15,108 INFO : Epoch=0062 complete, best val top1-acc=56.10%, top5-acc=84.38% (epoch=62), remaining_time=0:29:34.011390, arrival_time=2021-04-15 02:42:49.120195, cost_time=0:13:17.019597 2021-04-15 02:13:15,109 INFO : Train start, epoch=0063, lr=0.078104 2021-04-15 02:13:15,835 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=1.23ms, fps=3531 images/s, loss=1.1155, top1-acc=67.34%, top5-acc=92.34%, remaining_time=0:00:13.485744, arrival_time=2021-04-15 02:13:29.320823, cost_time=0:00:00.725040 2021-04-15 02:13:16,359 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=1.28ms, fps=4885 images/s, loss=1.0959, top1-acc=67.66%, top5-acc=92.70%, remaining_time=0:00:10.994720, arrival_time=2021-04-15 02:13:27.354175, cost_time=0:00:01.249398 2021-04-15 02:13:16,885 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=1.19ms, fps=4866 images/s, loss=1.1178, top1-acc=66.98%, top5-acc=92.29%, remaining_time=0:00:09.826204, arrival_time=2021-04-15 02:13:26.712069, cost_time=0:00:01.775813 2021-04-15 02:13:17,414 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=1.23ms, fps=4851 images/s, loss=1.1268, top1-acc=67.11%, top5-acc=92.07%, remaining_time=0:00:08.985288, arrival_time=2021-04-15 02:13:26.399248, cost_time=0:00:02.303902 2021-04-15 02:13:17,940 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=1.39ms, fps=4862 images/s, loss=1.1276, top1-acc=67.16%, top5-acc=92.05%, remaining_time=0:00:08.266082, arrival_time=2021-04-15 02:13:26.206961, cost_time=0:00:02.830826 2021-04-15 02:13:18,466 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=1.48ms, fps=4871 images/s, loss=1.1370, top1-acc=66.74%, top5-acc=91.83%, remaining_time=0:00:07.608520, arrival_time=2021-04-15 02:13:26.075268, cost_time=0:00:03.356700 2021-04-15 02:13:18,992 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=1.29ms, fps=4871 images/s, loss=1.1400, top1-acc=66.71%, top5-acc=91.84%, remaining_time=0:00:06.988590, arrival_time=2021-04-15 02:13:25.981218, cost_time=0:00:03.882579 2021-04-15 02:13:19,520 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=1.33ms, fps=4852 images/s, loss=1.1445, top1-acc=66.62%, top5-acc=91.83%, remaining_time=0:00:06.395196, arrival_time=2021-04-15 02:13:25.915751, cost_time=0:00:04.410496 2021-04-15 02:13:20,050 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=1.28ms, fps=4835 images/s, loss=1.1445, top1-acc=66.59%, top5-acc=91.84%, remaining_time=0:00:05.818658, arrival_time=2021-04-15 02:13:25.869054, cost_time=0:00:04.940344 2021-04-15 02:13:20,601 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=1.24ms, fps=4652 images/s, loss=1.1529, top1-acc=66.40%, top5-acc=91.68%, remaining_time=0:00:05.271360, arrival_time=2021-04-15 02:13:25.872513, cost_time=0:00:05.491011 2021-04-15 02:13:21,142 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=1.35ms, fps=4734 images/s, loss=1.1556, top1-acc=66.30%, top5-acc=91.60%, remaining_time=0:00:04.716154, arrival_time=2021-04-15 02:13:25.858538, cost_time=0:00:06.032328 2021-04-15 02:13:21,763 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=1.83ms, fps=4127 images/s, loss=1.1518, top1-acc=66.43%, top5-acc=91.62%, remaining_time=0:00:04.213516, arrival_time=2021-04-15 02:13:25.976591, cost_time=0:00:06.652962 2021-04-15 02:13:22,351 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=1.30ms, fps=4354 images/s, loss=1.1546, top1-acc=66.27%, top5-acc=91.61%, remaining_time=0:00:03.676398, arrival_time=2021-04-15 02:13:26.027878, cost_time=0:00:07.241402 2021-04-15 02:13:22,922 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=1.29ms, fps=4484 images/s, loss=1.1556, top1-acc=66.29%, top5-acc=91.58%, remaining_time=0:00:03.125080, arrival_time=2021-04-15 02:13:26.047869, cost_time=0:00:07.812735 2021-04-15 02:13:23,468 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=1.39ms, fps=4691 images/s, loss=1.1585, top1-acc=66.25%, top5-acc=91.57%, remaining_time=0:00:02.563350, arrival_time=2021-04-15 02:13:26.032178, cost_time=0:00:08.358768 2021-04-15 02:13:24,102 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=1.41ms, fps=4044 images/s, loss=1.1609, top1-acc=66.25%, top5-acc=91.53%, remaining_time=0:00:02.023236, arrival_time=2021-04-15 02:13:26.125488, cost_time=0:00:08.992107 2021-04-15 02:13:24,746 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=1.32ms, fps=3979 images/s, loss=1.1624, top1-acc=66.16%, top5-acc=91.50%, remaining_time=0:00:01.473758, arrival_time=2021-04-15 02:13:26.219864, cost_time=0:00:09.636034 2021-04-15 02:13:25,377 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=1.34ms, fps=4058 images/s, loss=1.1680, top1-acc=66.04%, top5-acc=91.44%, remaining_time=0:00:00.912656, arrival_time=2021-04-15 02:13:26.290042, cost_time=0:00:10.267332 2021-04-15 02:13:25,916 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.10ms, fps=4754 images/s, loss=1.1695, top1-acc=66.03%, top5-acc=91.39%, remaining_time=0:00:00.341250, arrival_time=2021-04-15 02:13:26.257533, cost_time=0:00:10.806172 2021-04-15 02:13:26,265 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=0.07ms, fps=3903 images/s, loss=1.1706, top1-acc=65.99%, top5-acc=91.37%, remaining_time=0:00:00, arrival_time=2021-04-15 02:13:26.265150, cost_time=0:00:11.155072 2021-04-15 02:13:26,645 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=23.14ms, fps=6754 images/s, loss=1.7883, top1-acc=52.77%, top5-acc=81.33%, remaining_time=0:00:01.137090, arrival_time=2021-04-15 02:13:27.782991, cost_time=0:00:00.379033 2021-04-15 02:13:26,941 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=0.25ms, fps=8674 images/s, loss=1.7994, top1-acc=51.95%, top5-acc=81.50%, remaining_time=0:00:00.674540, arrival_time=2021-04-15 02:13:27.615914, cost_time=0:00:00.674543 2021-04-15 02:13:27,263 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=23.40ms, fps=7963 images/s, loss=1.7973, top1-acc=51.78%, top5-acc=81.64%, remaining_time=0:00:00.332120, arrival_time=2021-04-15 02:13:27.595318, cost_time=0:00:00.996372 2021-04-15 02:13:27,495 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=0.05ms, fps=10003 images/s, loss=1.7787, top1-acc=52.00%, top5-acc=81.74%, remaining_time=0:00:00, arrival_time=2021-04-15 02:13:27.495419, cost_time=0:00:01.228612 2021-04-15 02:13:27,554 INFO : Epoch=0063 complete, best val top1-acc=56.10%, top5-acc=84.38% (epoch=62), remaining_time=0:29:20.265872, arrival_time=2021-04-15 02:42:47.820401, cost_time=0:13:29.465329 2021-04-15 02:13:27,555 INFO : Train start, epoch=0064, lr=0.077451 2021-04-15 02:13:28,312 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=0.19ms, fps=3384 images/s, loss=1.1301, top1-acc=68.24%, top5-acc=91.95%, remaining_time=0:00:14.069970, arrival_time=2021-04-15 02:13:42.382203, cost_time=0:00:00.756451 2021-04-15 02:13:28,905 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=1.22ms, fps=4319 images/s, loss=1.1427, top1-acc=66.89%, top5-acc=91.84%, remaining_time=0:00:11.875952, arrival_time=2021-04-15 02:13:40.781253, cost_time=0:00:01.349531 2021-04-15 02:13:29,437 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=1.46ms, fps=4814 images/s, loss=1.1332, top1-acc=67.54%, top5-acc=91.95%, remaining_time=0:00:10.411520, arrival_time=2021-04-15 02:13:39.848892, cost_time=0:00:01.881598 2021-04-15 02:13:30,014 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=1.28ms, fps=4435 images/s, loss=1.1472, top1-acc=67.05%, top5-acc=91.71%, remaining_time=0:00:09.590412, arrival_time=2021-04-15 02:13:39.605290, cost_time=0:00:02.459094 2021-04-15 02:13:30,577 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=1.29ms, fps=4557 images/s, loss=1.1518, top1-acc=66.88%, top5-acc=91.80%, remaining_time=0:00:08.822050, arrival_time=2021-04-15 02:13:39.399085, cost_time=0:00:03.021251 2021-04-15 02:13:31,129 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=1.26ms, fps=4639 images/s, loss=1.1530, top1-acc=66.72%, top5-acc=91.78%, remaining_time=0:00:08.099752, arrival_time=2021-04-15 02:13:39.229005, cost_time=0:00:03.573405 2021-04-15 02:13:31,840 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=1.81ms, fps=3599 images/s, loss=1.1524, top1-acc=66.70%, top5-acc=91.80%, remaining_time=0:00:07.713216, arrival_time=2021-04-15 02:13:39.554126, cost_time=0:00:04.285125 2021-04-15 02:13:32,409 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=1.22ms, fps=4508 images/s, loss=1.1629, top1-acc=66.25%, top5-acc=91.67%, remaining_time=0:00:07.037256, arrival_time=2021-04-15 02:13:39.446337, cost_time=0:00:04.853284 2021-04-15 02:13:33,011 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=1.41ms, fps=4253 images/s, loss=1.1620, top1-acc=66.19%, top5-acc=91.67%, remaining_time=0:00:06.425402, arrival_time=2021-04-15 02:13:39.436790, cost_time=0:00:05.455536 2021-04-15 02:13:33,626 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=1.30ms, fps=4164 images/s, loss=1.1649, top1-acc=66.27%, top5-acc=91.52%, remaining_time=0:00:05.827968, arrival_time=2021-04-15 02:13:39.454591, cost_time=0:00:06.070838 2021-04-15 02:13:34,189 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=1.34ms, fps=4555 images/s, loss=1.1677, top1-acc=66.19%, top5-acc=91.45%, remaining_time=0:00:05.185972, arrival_time=2021-04-15 02:13:39.375089, cost_time=0:00:06.633257 2021-04-15 02:13:34,737 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=1.31ms, fps=4676 images/s, loss=1.1694, top1-acc=66.13%, top5-acc=91.47%, remaining_time=0:00:04.548144, arrival_time=2021-04-15 02:13:39.285216, cost_time=0:00:07.181284 2021-04-15 02:13:35,288 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=1.46ms, fps=4649 images/s, loss=1.1677, top1-acc=66.12%, top5-acc=91.46%, remaining_time=0:00:03.925680, arrival_time=2021-04-15 02:13:39.213809, cost_time=0:00:07.732356 2021-04-15 02:13:35,827 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=1.92ms, fps=4746 images/s, loss=1.1672, top1-acc=66.10%, top5-acc=91.45%, remaining_time=0:00:03.308816, arrival_time=2021-04-15 02:13:39.136688, cost_time=0:00:08.272020 2021-04-15 02:13:36,446 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=1.42ms, fps=4145 images/s, loss=1.1667, top1-acc=66.19%, top5-acc=91.39%, remaining_time=0:00:02.726328, arrival_time=2021-04-15 02:13:39.172281, cost_time=0:00:08.890179 2021-04-15 02:13:36,979 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=1.30ms, fps=4801 images/s, loss=1.1654, top1-acc=66.25%, top5-acc=91.36%, remaining_time=0:00:02.120328, arrival_time=2021-04-15 02:13:39.099825, cost_time=0:00:09.423711 2021-04-15 02:13:37,558 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=1.72ms, fps=4424 images/s, loss=1.1684, top1-acc=66.16%, top5-acc=91.31%, remaining_time=0:00:01.529840, arrival_time=2021-04-15 02:13:39.088349, cost_time=0:00:10.002726 2021-04-15 02:13:38,118 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=1.35ms, fps=4573 images/s, loss=1.1697, top1-acc=66.07%, top5-acc=91.30%, remaining_time=0:00:00.938928, arrival_time=2021-04-15 02:13:39.057648, cost_time=0:00:10.562864 2021-04-15 02:13:38,651 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.17ms, fps=4806 images/s, loss=1.1701, top1-acc=66.02%, top5-acc=91.31%, remaining_time=0:00:00.350400, arrival_time=2021-04-15 02:13:39.002267, cost_time=0:00:11.096074 2021-04-15 02:13:38,962 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=0.06ms, fps=4385 images/s, loss=1.1726, top1-acc=66.01%, top5-acc=91.30%, remaining_time=0:00:00, arrival_time=2021-04-15 02:13:38.962471, cost_time=0:00:11.406706 2021-04-15 02:13:39,353 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=0.24ms, fps=6573 images/s, loss=1.9292, top1-acc=49.65%, top5-acc=79.65%, remaining_time=0:00:01.168440, arrival_time=2021-04-15 02:13:40.521938, cost_time=0:00:00.389480 2021-04-15 02:13:39,596 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=0.23ms, fps=10553 images/s, loss=1.9113, top1-acc=50.31%, top5-acc=80.12%, remaining_time=0:00:00.632380, arrival_time=2021-04-15 02:13:40.228760, cost_time=0:00:00.632377 2021-04-15 02:13:39,901 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=0.20ms, fps=8400 images/s, loss=1.9247, top1-acc=49.31%, top5-acc=79.82%, remaining_time=0:00:00.312480, arrival_time=2021-04-15 02:13:40.213945, cost_time=0:00:00.937454 2021-04-15 02:13:40,245 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=0.05ms, fps=6746 images/s, loss=1.9289, top1-acc=49.10%, top5-acc=79.87%, remaining_time=0:00:00, arrival_time=2021-04-15 02:13:40.245651, cost_time=0:00:01.281651 2021-04-15 02:13:40,303 INFO : Epoch=0064 complete, best val top1-acc=56.10%, top5-acc=84.38% (epoch=62), remaining_time=0:29:07.205600, arrival_time=2021-04-15 02:42:47.509225, cost_time=0:13:42.214429 2021-04-15 02:13:40,304 INFO : Train start, epoch=0065, lr=0.076791 2021-04-15 02:13:41,144 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=0.19ms, fps=3048 images/s, loss=1.1612, top1-acc=66.72%, top5-acc=90.66%, remaining_time=0:00:15.624186, arrival_time=2021-04-15 02:13:56.769062, cost_time=0:00:00.840014 2021-04-15 02:13:41,755 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=1.24ms, fps=4195 images/s, loss=1.1723, top1-acc=66.19%, top5-acc=90.64%, remaining_time=0:00:12.765456, arrival_time=2021-04-15 02:13:54.520943, cost_time=0:00:01.450625 2021-04-15 02:13:42,373 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=1.30ms, fps=4147 images/s, loss=1.1560, top1-acc=66.32%, top5-acc=90.94%, remaining_time=0:00:11.444040, arrival_time=2021-04-15 02:13:53.817108, cost_time=0:00:02.068212 2021-04-15 02:13:42,913 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=1.24ms, fps=4743 images/s, loss=1.1491, top1-acc=66.43%, top5-acc=91.27%, remaining_time=0:00:10.172292, arrival_time=2021-04-15 02:13:53.085448, cost_time=0:00:02.608292 2021-04-15 02:13:43,474 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=1.48ms, fps=4565 images/s, loss=1.1435, top1-acc=66.55%, top5-acc=91.44%, remaining_time=0:00:09.254648, arrival_time=2021-04-15 02:13:52.728947, cost_time=0:00:03.169416 2021-04-15 02:13:44,032 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=1.25ms, fps=4593 images/s, loss=1.1387, top1-acc=66.62%, top5-acc=91.52%, remaining_time=0:00:08.448456, arrival_time=2021-04-15 02:13:52.480561, cost_time=0:00:03.727251 2021-04-15 02:13:44,586 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=1.39ms, fps=4617 images/s, loss=1.1446, top1-acc=66.51%, top5-acc=91.40%, remaining_time=0:00:07.707672, arrival_time=2021-04-15 02:13:52.294546, cost_time=0:00:04.282014 2021-04-15 02:13:45,138 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=1.30ms, fps=4643 images/s, loss=1.1449, top1-acc=66.55%, top5-acc=91.34%, remaining_time=0:00:07.008836, arrival_time=2021-04-15 02:13:52.147404, cost_time=0:00:04.833706 2021-04-15 02:13:45,700 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=1.32ms, fps=4560 images/s, loss=1.1450, top1-acc=66.59%, top5-acc=91.36%, remaining_time=0:00:06.354594, arrival_time=2021-04-15 02:13:52.054954, cost_time=0:00:05.395414 2021-04-15 02:13:46,232 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=1.29ms, fps=4819 images/s, loss=1.1509, top1-acc=66.47%, top5-acc=91.30%, remaining_time=0:00:05.690112, arrival_time=2021-04-15 02:13:51.922165, cost_time=0:00:05.927203 2021-04-15 02:13:46,760 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=1.34ms, fps=4844 images/s, loss=1.1519, top1-acc=66.47%, top5-acc=91.38%, remaining_time=0:00:05.047426, arrival_time=2021-04-15 02:13:51.808324, cost_time=0:00:06.456040 2021-04-15 02:13:47,320 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=1.42ms, fps=4578 images/s, loss=1.1526, top1-acc=66.54%, top5-acc=91.37%, remaining_time=0:00:04.443188, arrival_time=2021-04-15 02:13:51.763639, cost_time=0:00:07.015595 2021-04-15 02:13:47,915 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=1.32ms, fps=4304 images/s, loss=1.1572, top1-acc=66.39%, top5-acc=91.34%, remaining_time=0:00:03.863904, arrival_time=2021-04-15 02:13:51.779456, cost_time=0:00:07.610695 2021-04-15 02:13:48,457 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=1.29ms, fps=4729 images/s, loss=1.1611, top1-acc=66.23%, top5-acc=91.30%, remaining_time=0:00:03.260936, arrival_time=2021-04-15 02:13:51.718256, cost_time=0:00:08.152395 2021-04-15 02:13:49,019 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=1.39ms, fps=4559 images/s, loss=1.1608, top1-acc=66.25%, top5-acc=91.28%, remaining_time=0:00:02.672416, arrival_time=2021-04-15 02:13:51.691741, cost_time=0:00:08.714461 2021-04-15 02:13:49,627 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=1.49ms, fps=4210 images/s, loss=1.1602, top1-acc=66.26%, top5-acc=91.32%, remaining_time=0:00:02.097648, arrival_time=2021-04-15 02:13:51.725361, cost_time=0:00:09.322815 2021-04-15 02:13:50,214 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=1.30ms, fps=4364 images/s, loss=1.1603, top1-acc=66.27%, top5-acc=91.32%, remaining_time=0:00:01.515618, arrival_time=2021-04-15 02:13:51.730353, cost_time=0:00:09.909884 2021-04-15 02:13:50,802 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=1.54ms, fps=4358 images/s, loss=1.1611, top1-acc=66.28%, top5-acc=91.32%, remaining_time=0:00:00.933120, arrival_time=2021-04-15 02:13:51.735657, cost_time=0:00:10.497678 2021-04-15 02:13:51,403 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=1.21ms, fps=4260 images/s, loss=1.1640, top1-acc=66.19%, top5-acc=91.30%, remaining_time=0:00:00.350490, arrival_time=2021-04-15 02:13:51.754290, cost_time=0:00:11.098943 2021-04-15 02:13:51,762 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=0.07ms, fps=3797 images/s, loss=1.1676, top1-acc=66.12%, top5-acc=91.25%, remaining_time=0:00:00, arrival_time=2021-04-15 02:13:51.762401, cost_time=0:00:11.457482 2021-04-15 02:13:52,121 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=1.85ms, fps=7174 images/s, loss=1.7397, top1-acc=53.87%, top5-acc=82.46%, remaining_time=0:00:01.070580, arrival_time=2021-04-15 02:13:53.191540, cost_time=0:00:00.356857 2021-04-15 02:13:52,403 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=41.35ms, fps=9082 images/s, loss=1.7571, top1-acc=53.48%, top5-acc=82.13%, remaining_time=0:00:00.639040, arrival_time=2021-04-15 02:13:53.042193, cost_time=0:00:00.639043 2021-04-15 02:13:52,696 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=0.28ms, fps=8746 images/s, loss=1.7585, top1-acc=53.53%, top5-acc=82.29%, remaining_time=0:00:00.310690, arrival_time=2021-04-15 02:13:53.006899, cost_time=0:00:00.932077 2021-04-15 02:13:52,936 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=0.05ms, fps=9657 images/s, loss=1.7421, top1-acc=53.55%, top5-acc=82.27%, remaining_time=0:00:00, arrival_time=2021-04-15 02:13:52.936852, cost_time=0:00:01.172765 2021-04-15 02:13:52,994 INFO : Epoch=0065 complete, best val top1-acc=56.10%, top5-acc=84.38% (epoch=62), remaining_time=0:28:54.033420, arrival_time=2021-04-15 02:42:47.027607, cost_time=0:13:54.905002 2021-04-15 02:13:52,995 INFO : Train start, epoch=0066, lr=0.076125 2021-04-15 02:13:53,800 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=0.18ms, fps=3181 images/s, loss=1.1572, top1-acc=66.48%, top5-acc=91.68%, remaining_time=0:00:14.967792, arrival_time=2021-04-15 02:14:08.767801, cost_time=0:00:00.804722 2021-04-15 02:13:54,343 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=1.24ms, fps=4717 images/s, loss=1.1454, top1-acc=66.74%, top5-acc=91.43%, remaining_time=0:00:11.860288, arrival_time=2021-04-15 02:14:06.203329, cost_time=0:00:01.347759 2021-04-15 02:13:54,890 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=1.14ms, fps=4676 images/s, loss=1.1525, top1-acc=66.29%, top5-acc=91.55%, remaining_time=0:00:10.488710, arrival_time=2021-04-15 02:14:05.379559, cost_time=0:00:01.895556 2021-04-15 02:13:55,435 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=1.23ms, fps=4706 images/s, loss=1.1410, top1-acc=66.65%, top5-acc=91.70%, remaining_time=0:00:09.515376, arrival_time=2021-04-15 02:14:04.950496, cost_time=0:00:02.439827 2021-04-15 02:13:56,005 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=1.35ms, fps=4488 images/s, loss=1.1331, top1-acc=66.68%, top5-acc=91.86%, remaining_time=0:00:08.790806, arrival_time=2021-04-15 02:14:04.796668, cost_time=0:00:03.010572 2021-04-15 02:13:56,573 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=1.28ms, fps=4512 images/s, loss=1.1326, top1-acc=66.71%, top5-acc=91.80%, remaining_time=0:00:08.110768, arrival_time=2021-04-15 02:14:04.684323, cost_time=0:00:03.578262 2021-04-15 02:13:57,127 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=1.40ms, fps=4623 images/s, loss=1.1374, top1-acc=66.52%, top5-acc=91.82%, remaining_time=0:00:07.438284, arrival_time=2021-04-15 02:14:04.565927, cost_time=0:00:04.132345 2021-04-15 02:13:57,688 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.43ms, fps=4567 images/s, loss=1.1395, top1-acc=66.36%, top5-acc=91.81%, remaining_time=0:00:06.805140, arrival_time=2021-04-15 02:14:04.493618, cost_time=0:00:04.693174 2021-04-15 02:13:58,298 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=1.38ms, fps=4202 images/s, loss=1.1442, top1-acc=66.35%, top5-acc=91.67%, remaining_time=0:00:06.245520, arrival_time=2021-04-15 02:14:04.543584, cost_time=0:00:05.302761 2021-04-15 02:13:58,869 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=1.46ms, fps=4485 images/s, loss=1.1392, top1-acc=66.48%, top5-acc=91.76%, remaining_time=0:00:05.638944, arrival_time=2021-04-15 02:14:04.508207, cost_time=0:00:05.873896 2021-04-15 02:13:59,446 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=1.25ms, fps=4440 images/s, loss=1.1375, top1-acc=66.54%, top5-acc=91.81%, remaining_time=0:00:05.043470, arrival_time=2021-04-15 02:14:04.489710, cost_time=0:00:06.450955 2021-04-15 02:14:00,018 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=1.80ms, fps=4476 images/s, loss=1.1405, top1-acc=66.48%, top5-acc=91.77%, remaining_time=0:00:04.447976, arrival_time=2021-04-15 02:14:04.466507, cost_time=0:00:07.023174 2021-04-15 02:14:00,616 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=1.27ms, fps=4288 images/s, loss=1.1421, top1-acc=66.54%, top5-acc=91.72%, remaining_time=0:00:03.868986, arrival_time=2021-04-15 02:14:04.484987, cost_time=0:00:07.620682 2021-04-15 02:14:01,197 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.33ms, fps=4404 images/s, loss=1.1466, top1-acc=66.50%, top5-acc=91.63%, remaining_time=0:00:03.280984, arrival_time=2021-04-15 02:14:04.478692, cost_time=0:00:08.202410 2021-04-15 02:14:01,765 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=1.26ms, fps=4514 images/s, loss=1.1504, top1-acc=66.45%, top5-acc=91.57%, remaining_time=0:00:02.689436, arrival_time=2021-04-15 02:14:04.454710, cost_time=0:00:08.769910 2021-04-15 02:14:02,303 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=1.23ms, fps=4757 images/s, loss=1.1545, top1-acc=66.36%, top5-acc=91.51%, remaining_time=0:00:02.094444, arrival_time=2021-04-15 02:14:04.398374, cost_time=0:00:09.308608 2021-04-15 02:14:02,906 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=1.35ms, fps=4249 images/s, loss=1.1600, top1-acc=66.19%, top5-acc=91.46%, remaining_time=0:00:01.515878, arrival_time=2021-04-15 02:14:04.422667, cost_time=0:00:09.911499 2021-04-15 02:14:03,467 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=1.75ms, fps=4570 images/s, loss=1.1617, top1-acc=66.17%, top5-acc=91.48%, remaining_time=0:00:00.930848, arrival_time=2021-04-15 02:14:04.398175, cost_time=0:00:10.472034 2021-04-15 02:14:04,030 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.07ms, fps=4547 images/s, loss=1.1615, top1-acc=66.13%, top5-acc=91.47%, remaining_time=0:00:00.348486, arrival_time=2021-04-15 02:14:04.379237, cost_time=0:00:11.035387 2021-04-15 02:14:04,345 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=0.05ms, fps=4326 images/s, loss=1.1632, top1-acc=66.07%, top5-acc=91.47%, remaining_time=0:00:00, arrival_time=2021-04-15 02:14:04.345589, cost_time=0:00:11.350280 2021-04-15 02:14:04,702 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=0.31ms, fps=7208 images/s, loss=1.7498, top1-acc=53.91%, top5-acc=81.84%, remaining_time=0:00:01.065450, arrival_time=2021-04-15 02:14:05.767841, cost_time=0:00:00.355151 2021-04-15 02:14:05,004 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=2.35ms, fps=8496 images/s, loss=1.7190, top1-acc=54.84%, top5-acc=82.52%, remaining_time=0:00:00.656780, arrival_time=2021-04-15 02:14:05.660832, cost_time=0:00:00.656773 2021-04-15 02:14:05,280 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=26.15ms, fps=9284 images/s, loss=1.7002, top1-acc=54.84%, top5-acc=83.22%, remaining_time=0:00:00.310970, arrival_time=2021-04-15 02:14:05.591134, cost_time=0:00:00.932921 2021-04-15 02:14:05,540 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=0.05ms, fps=8918 images/s, loss=1.6752, top1-acc=54.87%, top5-acc=83.38%, remaining_time=0:00:00, arrival_time=2021-04-15 02:14:05.540612, cost_time=0:00:01.193391 2021-04-15 02:14:05,597 INFO : Epoch=0066 complete, best val top1-acc=56.10%, top5-acc=84.38% (epoch=62), remaining_time=0:28:40.698958, arrival_time=2021-04-15 02:42:46.296598, cost_time=0:14:07.508447 2021-04-15 02:14:05,598 INFO : Train start, epoch=0067, lr=0.075452 2021-04-15 02:14:06,453 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=0.50ms, fps=2996 images/s, loss=1.0895, top1-acc=67.97%, top5-acc=91.80%, remaining_time=0:00:15.892212, arrival_time=2021-04-15 02:14:22.345424, cost_time=0:00:00.854415 2021-04-15 02:14:07,104 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=1.81ms, fps=3931 images/s, loss=1.0701, top1-acc=68.63%, top5-acc=92.46%, remaining_time=0:00:13.252800, arrival_time=2021-04-15 02:14:20.357598, cost_time=0:00:01.506003 2021-04-15 02:14:07,769 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=1.69ms, fps=3855 images/s, loss=1.0803, top1-acc=68.28%, top5-acc=92.38%, remaining_time=0:00:12.009436, arrival_time=2021-04-15 02:14:19.778621, cost_time=0:00:02.170389 2021-04-15 02:14:08,333 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=1.44ms, fps=4539 images/s, loss=1.0956, top1-acc=67.91%, top5-acc=91.94%, remaining_time=0:00:10.665252, arrival_time=2021-04-15 02:14:18.998720, cost_time=0:00:02.734672 2021-04-15 02:14:08,938 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=1.30ms, fps=4234 images/s, loss=1.1002, top1-acc=67.79%, top5-acc=91.92%, remaining_time=0:00:09.751778, arrival_time=2021-04-15 02:14:18.690208, cost_time=0:00:03.339626 2021-04-15 02:14:09,493 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=1.26ms, fps=4620 images/s, loss=1.1103, top1-acc=67.51%, top5-acc=91.80%, remaining_time=0:00:08.826672, arrival_time=2021-04-15 02:14:18.319625, cost_time=0:00:03.894112 2021-04-15 02:14:10,082 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=1.32ms, fps=4348 images/s, loss=1.1126, top1-acc=67.43%, top5-acc=91.84%, remaining_time=0:00:08.070048, arrival_time=2021-04-15 02:14:18.152205, cost_time=0:00:04.483364 2021-04-15 02:14:10,651 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=1.20ms, fps=4499 images/s, loss=1.1134, top1-acc=67.54%, top5-acc=91.77%, remaining_time=0:00:07.326444, arrival_time=2021-04-15 02:14:17.977993, cost_time=0:00:05.052745 2021-04-15 02:14:11,243 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.46ms, fps=4328 images/s, loss=1.1201, top1-acc=67.30%, top5-acc=91.76%, remaining_time=0:00:06.648214, arrival_time=2021-04-15 02:14:17.891777, cost_time=0:00:05.644689 2021-04-15 02:14:11,847 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=1.44ms, fps=4242 images/s, loss=1.1209, top1-acc=67.34%, top5-acc=91.80%, remaining_time=0:00:05.998752, arrival_time=2021-04-15 02:14:17.846203, cost_time=0:00:06.248662 2021-04-15 02:14:12,428 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=1.45ms, fps=4413 images/s, loss=1.1236, top1-acc=67.17%, top5-acc=91.76%, remaining_time=0:00:05.339138, arrival_time=2021-04-15 02:14:17.767155, cost_time=0:00:06.829087 2021-04-15 02:14:12,991 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=1.44ms, fps=4547 images/s, loss=1.1301, top1-acc=67.07%, top5-acc=91.67%, remaining_time=0:00:04.682056, arrival_time=2021-04-15 02:14:17.673539, cost_time=0:00:07.392662 2021-04-15 02:14:13,564 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=3.08ms, fps=4471 images/s, loss=1.1353, top1-acc=66.94%, top5-acc=91.60%, remaining_time=0:00:04.044084, arrival_time=2021-04-15 02:14:17.608624, cost_time=0:00:07.965678 2021-04-15 02:14:14,110 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.44ms, fps=4696 images/s, loss=1.1374, top1-acc=66.87%, top5-acc=91.58%, remaining_time=0:00:03.404520, arrival_time=2021-04-15 02:14:17.514642, cost_time=0:00:08.511334 2021-04-15 02:14:14,652 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=1.49ms, fps=4724 images/s, loss=1.1394, top1-acc=66.81%, top5-acc=91.56%, remaining_time=0:00:02.776422, arrival_time=2021-04-15 02:14:17.428969, cost_time=0:00:09.053568 2021-04-15 02:14:15,211 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=1.42ms, fps=4590 images/s, loss=1.1439, top1-acc=66.75%, top5-acc=91.49%, remaining_time=0:00:02.162736, arrival_time=2021-04-15 02:14:17.373696, cost_time=0:00:09.612164 2021-04-15 02:14:15,771 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=1.29ms, fps=4572 images/s, loss=1.1456, top1-acc=66.69%, top5-acc=91.46%, remaining_time=0:00:01.555788, arrival_time=2021-04-15 02:14:17.327017, cost_time=0:00:10.172427 2021-04-15 02:14:16,368 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=1.46ms, fps=4291 images/s, loss=1.1468, top1-acc=66.67%, top5-acc=91.46%, remaining_time=0:00:00.957280, arrival_time=2021-04-15 02:14:17.325503, cost_time=0:00:10.769351 2021-04-15 02:14:16,992 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=1.50ms, fps=4107 images/s, loss=1.1500, top1-acc=66.58%, top5-acc=91.42%, remaining_time=0:00:00.359784, arrival_time=2021-04-15 02:14:17.351763, cost_time=0:00:11.393171 2021-04-15 02:14:17,373 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=0.08ms, fps=3572 images/s, loss=1.1516, top1-acc=66.54%, top5-acc=91.44%, remaining_time=0:00:00, arrival_time=2021-04-15 02:14:17.373136, cost_time=0:00:11.774334 2021-04-15 02:14:17,754 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=1.85ms, fps=6736 images/s, loss=1.7030, top1-acc=54.57%, top5-acc=82.81%, remaining_time=0:00:01.140030, arrival_time=2021-04-15 02:14:18.894911, cost_time=0:00:00.380013 2021-04-15 02:14:18,011 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=1.72ms, fps=10007 images/s, loss=1.7008, top1-acc=54.20%, top5-acc=82.46%, remaining_time=0:00:00.636160, arrival_time=2021-04-15 02:14:18.647173, cost_time=0:00:00.636153 2021-04-15 02:14:18,301 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=0.18ms, fps=8809 images/s, loss=1.6948, top1-acc=54.27%, top5-acc=82.47%, remaining_time=0:00:00.309010, arrival_time=2021-04-15 02:14:18.610952, cost_time=0:00:00.927044 2021-04-15 02:14:18,550 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=0.06ms, fps=9335 images/s, loss=1.7032, top1-acc=54.08%, top5-acc=82.44%, remaining_time=0:00:00, arrival_time=2021-04-15 02:14:18.550868, cost_time=0:00:01.176023 2021-04-15 02:14:18,619 INFO : Epoch=0067 complete, best val top1-acc=56.10%, top5-acc=84.38% (epoch=62), remaining_time=0:28:28.215824, arrival_time=2021-04-15 02:42:46.834827, cost_time=0:14:20.529808 2021-04-15 02:14:18,620 INFO : Train start, epoch=0068, lr=0.074773 2021-04-15 02:14:19,339 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=3.70ms, fps=3561 images/s, loss=1.0938, top1-acc=68.32%, top5-acc=92.23%, remaining_time=0:00:13.370982, arrival_time=2021-04-15 02:14:32.710044, cost_time=0:00:00.718872 2021-04-15 02:14:19,902 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=1.79ms, fps=4544 images/s, loss=1.1411, top1-acc=66.48%, top5-acc=91.39%, remaining_time=0:00:11.287056, arrival_time=2021-04-15 02:14:31.189857, cost_time=0:00:01.282611 2021-04-15 02:14:20,448 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=1.38ms, fps=4691 images/s, loss=1.1356, top1-acc=67.04%, top5-acc=91.51%, remaining_time=0:00:10.118530, arrival_time=2021-04-15 02:14:30.567376, cost_time=0:00:01.828659 2021-04-15 02:14:20,986 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=1.23ms, fps=4763 images/s, loss=1.1363, top1-acc=67.01%, top5-acc=91.53%, remaining_time=0:00:09.228960, arrival_time=2021-04-15 02:14:30.215558, cost_time=0:00:02.366408 2021-04-15 02:14:21,541 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=1.32ms, fps=4621 images/s, loss=1.1375, top1-acc=66.84%, top5-acc=91.70%, remaining_time=0:00:08.528590, arrival_time=2021-04-15 02:14:30.069553, cost_time=0:00:02.920743 2021-04-15 02:14:22,090 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=1.16ms, fps=4666 images/s, loss=1.1380, top1-acc=66.97%, top5-acc=91.71%, remaining_time=0:00:07.864880, arrival_time=2021-04-15 02:14:29.954859, cost_time=0:00:03.469793 2021-04-15 02:14:22,643 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=1.27ms, fps=4627 images/s, loss=1.1332, top1-acc=67.11%, top5-acc=91.71%, remaining_time=0:00:07.241976, arrival_time=2021-04-15 02:14:29.885481, cost_time=0:00:04.023312 2021-04-15 02:14:23,221 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=1.41ms, fps=4429 images/s, loss=1.1325, top1-acc=67.03%, top5-acc=91.73%, remaining_time=0:00:06.672436, arrival_time=2021-04-15 02:14:29.894318, cost_time=0:00:04.601684 2021-04-15 02:14:23,876 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=1.73ms, fps=3916 images/s, loss=1.1354, top1-acc=66.81%, top5-acc=91.76%, remaining_time=0:00:06.190082, arrival_time=2021-04-15 02:14:30.066111, cost_time=0:00:05.255747 2021-04-15 02:14:24,457 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=1.55ms, fps=4410 images/s, loss=1.1346, top1-acc=66.84%, top5-acc=91.81%, remaining_time=0:00:05.603328, arrival_time=2021-04-15 02:14:30.060283, cost_time=0:00:05.836756 2021-04-15 02:14:25,081 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=1.88ms, fps=4104 images/s, loss=1.1358, top1-acc=66.80%, top5-acc=91.78%, remaining_time=0:00:05.051210, arrival_time=2021-04-15 02:14:30.132345, cost_time=0:00:06.460852 2021-04-15 02:14:25,673 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=1.57ms, fps=4329 images/s, loss=1.1337, top1-acc=66.84%, top5-acc=91.77%, remaining_time=0:00:04.466748, arrival_time=2021-04-15 02:14:30.139722, cost_time=0:00:07.052763 2021-04-15 02:14:26,322 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=1.53ms, fps=3942 images/s, loss=1.1394, top1-acc=66.67%, top5-acc=91.67%, remaining_time=0:00:03.910500, arrival_time=2021-04-15 02:14:30.233201, cost_time=0:00:07.702506 2021-04-15 02:14:26,974 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=1.45ms, fps=3932 images/s, loss=1.1391, top1-acc=66.67%, top5-acc=91.70%, remaining_time=0:00:03.341520, arrival_time=2021-04-15 02:14:30.315690, cost_time=0:00:08.353869 2021-04-15 02:14:27,573 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=1.31ms, fps=4274 images/s, loss=1.1405, top1-acc=66.70%, top5-acc=91.69%, remaining_time=0:00:02.745694, arrival_time=2021-04-15 02:14:30.319269, cost_time=0:00:08.953379 2021-04-15 02:14:28,144 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=1.40ms, fps=4490 images/s, loss=1.1419, top1-acc=66.63%, top5-acc=91.63%, remaining_time=0:00:02.142864, arrival_time=2021-04-15 02:14:30.286884, cost_time=0:00:09.523831 2021-04-15 02:14:28,750 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=1.49ms, fps=4222 images/s, loss=1.1441, top1-acc=66.56%, top5-acc=91.63%, remaining_time=0:00:01.549366, arrival_time=2021-04-15 02:14:30.300071, cost_time=0:00:10.130442 2021-04-15 02:14:29,371 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=1.71ms, fps=4125 images/s, loss=1.1471, top1-acc=66.44%, top5-acc=91.58%, remaining_time=0:00:00.955712, arrival_time=2021-04-15 02:14:30.327622, cost_time=0:00:10.751689 2021-04-15 02:14:29,980 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.11ms, fps=4209 images/s, loss=1.1495, top1-acc=66.39%, top5-acc=91.49%, remaining_time=0:00:00.358746, arrival_time=2021-04-15 02:14:30.339225, cost_time=0:00:11.360284 2021-04-15 02:14:30,291 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=0.05ms, fps=4376 images/s, loss=1.1512, top1-acc=66.35%, top5-acc=91.48%, remaining_time=0:00:00, arrival_time=2021-04-15 02:14:30.291563, cost_time=0:00:11.671379 2021-04-15 02:14:30,700 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=0.20ms, fps=6293 images/s, loss=1.6815, top1-acc=54.69%, top5-acc=83.28%, remaining_time=0:00:01.220340, arrival_time=2021-04-15 02:14:31.920330, cost_time=0:00:00.406776 2021-04-15 02:14:31,002 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=55.53ms, fps=8475 images/s, loss=1.6582, top1-acc=55.08%, top5-acc=83.65%, remaining_time=0:00:00.709240, arrival_time=2021-04-15 02:14:31.711672, cost_time=0:00:00.709244 2021-04-15 02:14:31,294 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=0.15ms, fps=8765 images/s, loss=1.6734, top1-acc=54.66%, top5-acc=83.32%, remaining_time=0:00:00.333880, arrival_time=2021-04-15 02:14:31.628698, cost_time=0:00:01.001640 2021-04-15 02:14:31,581 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=1.09ms, fps=8110 images/s, loss=1.6641, top1-acc=54.63%, top5-acc=83.20%, remaining_time=0:00:00, arrival_time=2021-04-15 02:14:31.581247, cost_time=0:00:01.288001 2021-04-15 02:14:31,638 INFO : Epoch=0068 complete, best val top1-acc=56.10%, top5-acc=84.38% (epoch=62), remaining_time=0:28:15.713580, arrival_time=2021-04-15 02:42:47.352190, cost_time=0:14:33.549423 2021-04-15 02:14:31,639 INFO : Train start, epoch=0069, lr=0.074088 2021-04-15 02:14:32,354 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=0.24ms, fps=3580 images/s, loss=1.0710, top1-acc=67.89%, top5-acc=92.66%, remaining_time=0:00:13.301790, arrival_time=2021-04-15 02:14:45.656712, cost_time=0:00:00.715148 2021-04-15 02:14:32,955 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=1.33ms, fps=4265 images/s, loss=1.0775, top1-acc=68.12%, top5-acc=92.77%, remaining_time=0:00:11.578688, arrival_time=2021-04-15 02:14:44.534215, cost_time=0:00:01.315764 2021-04-15 02:14:33,521 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.29ms, fps=4524 images/s, loss=1.0939, top1-acc=67.92%, top5-acc=92.32%, remaining_time=0:00:10.413678, arrival_time=2021-04-15 02:14:43.935439, cost_time=0:00:01.881994 2021-04-15 02:14:34,062 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=1.50ms, fps=4738 images/s, loss=1.1070, top1-acc=67.37%, top5-acc=92.17%, remaining_time=0:00:09.447984, arrival_time=2021-04-15 02:14:43.510326, cost_time=0:00:02.422576 2021-04-15 02:14:34,613 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=1.36ms, fps=4651 images/s, loss=1.1130, top1-acc=67.17%, top5-acc=92.06%, remaining_time=0:00:08.682036, arrival_time=2021-04-15 02:14:43.295083, cost_time=0:00:02.973278 2021-04-15 02:14:35,140 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=1.14ms, fps=4853 images/s, loss=1.1265, top1-acc=66.76%, top5-acc=91.84%, remaining_time=0:00:07.936008, arrival_time=2021-04-15 02:14:43.076920, cost_time=0:00:03.501156 2021-04-15 02:14:35,668 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=1.27ms, fps=4853 images/s, loss=1.1266, top1-acc=66.79%, top5-acc=91.87%, remaining_time=0:00:07.252056, arrival_time=2021-04-15 02:14:42.920762, cost_time=0:00:04.028930 2021-04-15 02:14:36,217 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=1.38ms, fps=4671 images/s, loss=1.1291, top1-acc=66.74%, top5-acc=91.86%, remaining_time=0:00:06.637056, arrival_time=2021-04-15 02:14:42.854090, cost_time=0:00:04.577263 2021-04-15 02:14:36,767 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=1.39ms, fps=4653 images/s, loss=1.1278, top1-acc=66.74%, top5-acc=91.93%, remaining_time=0:00:06.039350, arrival_time=2021-04-15 02:14:42.806880, cost_time=0:00:05.127743 2021-04-15 02:14:37,319 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=1.15ms, fps=4638 images/s, loss=1.1320, top1-acc=66.68%, top5-acc=91.88%, remaining_time=0:00:05.452896, arrival_time=2021-04-15 02:14:42.772736, cost_time=0:00:05.680066 2021-04-15 02:14:37,856 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=1.48ms, fps=4775 images/s, loss=1.1328, top1-acc=66.67%, top5-acc=91.79%, remaining_time=0:00:04.860204, arrival_time=2021-04-15 02:14:42.716572, cost_time=0:00:06.216507 2021-04-15 02:14:38,399 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=1.42ms, fps=4722 images/s, loss=1.1356, top1-acc=66.53%, top5-acc=91.73%, remaining_time=0:00:04.280852, arrival_time=2021-04-15 02:14:42.679895, cost_time=0:00:06.759188 2021-04-15 02:14:38,967 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=1.28ms, fps=4509 images/s, loss=1.1370, top1-acc=66.53%, top5-acc=91.73%, remaining_time=0:00:03.720024, arrival_time=2021-04-15 02:14:42.687088, cost_time=0:00:07.327300 2021-04-15 02:14:39,528 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=1.22ms, fps=4561 images/s, loss=1.1434, top1-acc=66.33%, top5-acc=91.64%, remaining_time=0:00:03.155544, arrival_time=2021-04-15 02:14:42.684188, cost_time=0:00:07.888872 2021-04-15 02:14:40,093 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=1.35ms, fps=4539 images/s, loss=1.1407, top1-acc=66.43%, top5-acc=91.67%, remaining_time=0:00:02.592330, arrival_time=2021-04-15 02:14:42.685317, cost_time=0:00:08.453223 2021-04-15 02:14:40,663 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=1.78ms, fps=4493 images/s, loss=1.1445, top1-acc=66.35%, top5-acc=91.63%, remaining_time=0:00:02.030220, arrival_time=2021-04-15 02:14:42.693270, cost_time=0:00:09.023268 2021-04-15 02:14:41,208 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.50ms, fps=4696 images/s, loss=1.1472, top1-acc=66.31%, top5-acc=91.58%, remaining_time=0:00:01.463462, arrival_time=2021-04-15 02:14:42.672054, cost_time=0:00:09.568821 2021-04-15 02:14:41,794 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=1.68ms, fps=4371 images/s, loss=1.1471, top1-acc=66.35%, top5-acc=91.57%, remaining_time=0:00:00.902656, arrival_time=2021-04-15 02:14:42.697232, cost_time=0:00:10.154801 2021-04-15 02:14:42,359 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.33ms, fps=4538 images/s, loss=1.1468, top1-acc=66.38%, top5-acc=91.59%, remaining_time=0:00:00.338502, arrival_time=2021-04-15 02:14:42.697521, cost_time=0:00:10.719250 2021-04-15 02:14:42,668 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=0.06ms, fps=4399 images/s, loss=1.1470, top1-acc=66.35%, top5-acc=91.62%, remaining_time=0:00:00, arrival_time=2021-04-15 02:14:42.668488, cost_time=0:00:11.028708 2021-04-15 02:14:43,070 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=0.28ms, fps=6400 images/s, loss=1.6315, top1-acc=54.41%, top5-acc=84.02%, remaining_time=0:00:01.199910, arrival_time=2021-04-15 02:14:44.270000, cost_time=0:00:00.399969 2021-04-15 02:14:43,366 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=0.26ms, fps=8637 images/s, loss=1.6656, top1-acc=53.93%, top5-acc=83.28%, remaining_time=0:00:00.696720, arrival_time=2021-04-15 02:14:44.063625, cost_time=0:00:00.696730 2021-04-15 02:14:43,709 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=0.21ms, fps=7478 images/s, loss=1.6584, top1-acc=54.04%, top5-acc=83.61%, remaining_time=0:00:00.346530, arrival_time=2021-04-15 02:14:44.056220, cost_time=0:00:01.039589 2021-04-15 02:14:43,964 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=0.06ms, fps=9111 images/s, loss=1.6478, top1-acc=54.19%, top5-acc=83.64%, remaining_time=0:00:00, arrival_time=2021-04-15 02:14:43.964645, cost_time=0:00:01.294553 2021-04-15 02:14:44,021 INFO : Epoch=0069 complete, best val top1-acc=56.10%, top5-acc=84.38% (epoch=62), remaining_time=0:28:01.988124, arrival_time=2021-04-15 02:42:46.009964, cost_time=0:14:45.932655 2021-04-15 02:14:44,022 INFO : Train start, epoch=0070, lr=0.073396 2021-04-15 02:14:44,855 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=0.32ms, fps=3076 images/s, loss=1.1012, top1-acc=68.67%, top5-acc=92.34%, remaining_time=0:00:15.481524, arrival_time=2021-04-15 02:15:00.336893, cost_time=0:00:00.832340 2021-04-15 02:14:45,442 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=1.33ms, fps=4365 images/s, loss=1.1247, top1-acc=67.89%, top5-acc=91.97%, remaining_time=0:00:12.488784, arrival_time=2021-04-15 02:14:57.931055, cost_time=0:00:01.419188 2021-04-15 02:14:45,988 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=1.24ms, fps=4690 images/s, loss=1.1058, top1-acc=68.66%, top5-acc=92.17%, remaining_time=0:00:10.875988, arrival_time=2021-04-15 02:14:56.864602, cost_time=0:00:01.965554 2021-04-15 02:14:46,611 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=1.31ms, fps=4115 images/s, loss=1.1105, top1-acc=68.13%, top5-acc=92.06%, remaining_time=0:00:10.093512, arrival_time=2021-04-15 02:14:56.704658, cost_time=0:00:02.588064 2021-04-15 02:14:47,235 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=1.19ms, fps=4105 images/s, loss=1.1051, top1-acc=68.23%, top5-acc=92.15%, remaining_time=0:00:09.379478, arrival_time=2021-04-15 02:14:56.614642, cost_time=0:00:03.212137 2021-04-15 02:14:47,792 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=1.38ms, fps=4599 images/s, loss=1.1063, top1-acc=67.97%, top5-acc=92.18%, remaining_time=0:00:08.543384, arrival_time=2021-04-15 02:14:56.335535, cost_time=0:00:03.769147 2021-04-15 02:14:48,449 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=1.40ms, fps=3898 images/s, loss=1.1011, top1-acc=68.15%, top5-acc=92.23%, remaining_time=0:00:07.967232, arrival_time=2021-04-15 02:14:56.416549, cost_time=0:00:04.426247 2021-04-15 02:14:49,038 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.55ms, fps=4350 images/s, loss=1.1021, top1-acc=68.21%, top5-acc=92.13%, remaining_time=0:00:07.272040, arrival_time=2021-04-15 02:14:56.310288, cost_time=0:00:05.015223 2021-04-15 02:14:49,615 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=1.35ms, fps=4437 images/s, loss=1.1051, top1-acc=68.05%, top5-acc=92.11%, remaining_time=0:00:06.586734, arrival_time=2021-04-15 02:14:56.202270, cost_time=0:00:05.592529 2021-04-15 02:14:50,243 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=1.34ms, fps=4079 images/s, loss=1.1080, top1-acc=67.93%, top5-acc=92.15%, remaining_time=0:00:05.971584, arrival_time=2021-04-15 02:14:56.214982, cost_time=0:00:06.220392 2021-04-15 02:14:50,833 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=1.32ms, fps=4344 images/s, loss=1.1132, top1-acc=67.78%, top5-acc=92.12%, remaining_time=0:00:05.324174, arrival_time=2021-04-15 02:14:56.157272, cost_time=0:00:06.810022 2021-04-15 02:14:51,446 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=1.35ms, fps=4177 images/s, loss=1.1160, top1-acc=67.59%, top5-acc=92.10%, remaining_time=0:00:04.701512, arrival_time=2021-04-15 02:14:56.147932, cost_time=0:00:07.423394 2021-04-15 02:14:51,998 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=1.46ms, fps=4642 images/s, loss=1.1185, top1-acc=67.49%, top5-acc=92.05%, remaining_time=0:00:04.048968, arrival_time=2021-04-15 02:14:56.047193, cost_time=0:00:07.975223 2021-04-15 02:14:52,588 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=1.24ms, fps=4336 images/s, loss=1.1197, top1-acc=67.46%, top5-acc=92.07%, remaining_time=0:00:03.426360, arrival_time=2021-04-15 02:14:56.015249, cost_time=0:00:08.565875 2021-04-15 02:14:53,233 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=1.56ms, fps=3973 images/s, loss=1.1200, top1-acc=67.41%, top5-acc=92.04%, remaining_time=0:00:02.824584, arrival_time=2021-04-15 02:14:56.058231, cost_time=0:00:09.210567 2021-04-15 02:14:53,830 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.57ms, fps=4291 images/s, loss=1.1186, top1-acc=67.43%, top5-acc=92.07%, remaining_time=0:00:02.206728, arrival_time=2021-04-15 02:14:56.037465, cost_time=0:00:09.807718 2021-04-15 02:14:54,487 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=1.31ms, fps=3901 images/s, loss=1.1203, top1-acc=67.45%, top5-acc=92.07%, remaining_time=0:00:01.600430, arrival_time=2021-04-15 02:14:56.087772, cost_time=0:00:10.464325 2021-04-15 02:14:55,087 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=1.35ms, fps=4267 images/s, loss=1.1223, top1-acc=67.38%, top5-acc=92.04%, remaining_time=0:00:00.983536, arrival_time=2021-04-15 02:14:56.071231, cost_time=0:00:11.064691 2021-04-15 02:14:55,663 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=1.14ms, fps=4447 images/s, loss=1.1235, top1-acc=67.31%, top5-acc=92.01%, remaining_time=0:00:00.367602, arrival_time=2021-04-15 02:14:56.031237, cost_time=0:00:11.640639 2021-04-15 02:14:55,975 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=0.05ms, fps=4371 images/s, loss=1.1254, top1-acc=67.28%, top5-acc=91.99%, remaining_time=0:00:00, arrival_time=2021-04-15 02:14:55.975078, cost_time=0:00:11.952057 2021-04-15 02:14:56,345 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=11.86ms, fps=6950 images/s, loss=1.6334, top1-acc=55.12%, top5-acc=84.49%, remaining_time=0:00:01.104960, arrival_time=2021-04-15 02:14:57.450591, cost_time=0:00:00.368325 2021-04-15 02:14:56,598 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=2.05ms, fps=10136 images/s, loss=1.6679, top1-acc=54.47%, top5-acc=83.87%, remaining_time=0:00:00.621220, arrival_time=2021-04-15 02:14:57.219728, cost_time=0:00:00.621227 2021-04-15 02:14:56,981 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=79.75ms, fps=6689 images/s, loss=1.6578, top1-acc=54.92%, top5-acc=83.84%, remaining_time=0:00:00.334740, arrival_time=2021-04-15 02:14:57.316320, cost_time=0:00:01.004234 2021-04-15 02:14:57,211 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=0.05ms, fps=10093 images/s, loss=1.6439, top1-acc=54.73%, top5-acc=84.06%, remaining_time=0:00:00, arrival_time=2021-04-15 02:14:57.211827, cost_time=0:00:01.234546 2021-04-15 02:14:57,271 INFO : Epoch=0070 complete, best val top1-acc=56.10%, top5-acc=84.38% (epoch=62), remaining_time=0:27:49.909280, arrival_time=2021-04-15 02:42:47.180365, cost_time=0:14:59.181892 2021-04-15 02:14:57,272 INFO : Train start, epoch=0071, lr=0.072700 2021-04-15 02:14:58,037 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=0.17ms, fps=3346 images/s, loss=1.1255, top1-acc=68.40%, top5-acc=92.23%, remaining_time=0:00:14.229372, arrival_time=2021-04-15 02:15:12.266634, cost_time=0:00:00.765025 2021-04-15 02:14:58,583 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=1.42ms, fps=4686 images/s, loss=1.1037, top1-acc=68.18%, top5-acc=92.73%, remaining_time=0:00:11.542432, arrival_time=2021-04-15 02:15:10.126300, cost_time=0:00:01.311630 2021-04-15 02:14:59,127 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=1.23ms, fps=4716 images/s, loss=1.0975, top1-acc=68.16%, top5-acc=92.66%, remaining_time=0:00:10.263282, arrival_time=2021-04-15 02:15:09.390328, cost_time=0:00:01.854805 2021-04-15 02:14:59,664 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=1.23ms, fps=4770 images/s, loss=1.0973, top1-acc=68.28%, top5-acc=92.58%, remaining_time=0:00:09.328176, arrival_time=2021-04-15 02:15:08.992237, cost_time=0:00:02.391820 2021-04-15 02:15:00,239 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=1.17ms, fps=4455 images/s, loss=1.1080, top1-acc=67.73%, top5-acc=92.52%, remaining_time=0:00:08.663056, arrival_time=2021-04-15 02:15:08.902079, cost_time=0:00:02.966775 2021-04-15 02:15:00,809 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=1.27ms, fps=4489 images/s, loss=1.1097, top1-acc=67.46%, top5-acc=92.55%, remaining_time=0:00:08.018152, arrival_time=2021-04-15 02:15:08.827843, cost_time=0:00:03.537449 2021-04-15 02:15:01,375 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=1.23ms, fps=4529 images/s, loss=1.1075, top1-acc=67.42%, top5-acc=92.53%, remaining_time=0:00:07.385490, arrival_time=2021-04-15 02:15:08.760748, cost_time=0:00:04.103016 2021-04-15 02:15:01,928 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=1.38ms, fps=4628 images/s, loss=1.1078, top1-acc=67.34%, top5-acc=92.48%, remaining_time=0:00:06.751896, arrival_time=2021-04-15 02:15:08.680652, cost_time=0:00:04.656515 2021-04-15 02:15:02,494 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=1.43ms, fps=4532 images/s, loss=1.1092, top1-acc=67.38%, top5-acc=92.43%, remaining_time=0:00:06.150014, arrival_time=2021-04-15 02:15:08.643984, cost_time=0:00:05.221730 2021-04-15 02:15:03,121 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=1.99ms, fps=4081 images/s, loss=1.1136, top1-acc=67.21%, top5-acc=92.41%, remaining_time=0:00:05.615328, arrival_time=2021-04-15 02:15:08.737051, cost_time=0:00:05.849348 2021-04-15 02:15:03,725 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=1.44ms, fps=4245 images/s, loss=1.1167, top1-acc=67.17%, top5-acc=92.37%, remaining_time=0:00:05.045190, arrival_time=2021-04-15 02:15:08.770584, cost_time=0:00:06.453155 2021-04-15 02:15:04,273 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=1.37ms, fps=4672 images/s, loss=1.1191, top1-acc=67.13%, top5-acc=92.32%, remaining_time=0:00:04.434220, arrival_time=2021-04-15 02:15:08.707925, cost_time=0:00:07.001374 2021-04-15 02:15:04,860 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=1.24ms, fps=4365 images/s, loss=1.1194, top1-acc=67.15%, top5-acc=92.31%, remaining_time=0:00:03.852552, arrival_time=2021-04-15 02:15:08.713153, cost_time=0:00:07.588353 2021-04-15 02:15:05,415 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=1.41ms, fps=4613 images/s, loss=1.1217, top1-acc=67.11%, top5-acc=92.26%, remaining_time=0:00:03.257464, arrival_time=2021-04-15 02:15:08.673398, cost_time=0:00:08.143695 2021-04-15 02:15:06,087 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.63ms, fps=3816 images/s, loss=1.1264, top1-acc=66.96%, top5-acc=92.18%, remaining_time=0:00:02.703236, arrival_time=2021-04-15 02:15:08.790347, cost_time=0:00:08.814875 2021-04-15 02:15:06,646 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=1.27ms, fps=4580 images/s, loss=1.1291, top1-acc=66.97%, top5-acc=92.11%, remaining_time=0:00:02.109168, arrival_time=2021-04-15 02:15:08.755571, cost_time=0:00:09.374086 2021-04-15 02:15:07,268 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=1.24ms, fps=4119 images/s, loss=1.1279, top1-acc=66.99%, top5-acc=92.15%, remaining_time=0:00:01.528826, arrival_time=2021-04-15 02:15:08.797169, cost_time=0:00:09.996100 2021-04-15 02:15:07,824 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=1.44ms, fps=4624 images/s, loss=1.1286, top1-acc=66.99%, top5-acc=92.13%, remaining_time=0:00:00.937936, arrival_time=2021-04-15 02:15:08.762030, cost_time=0:00:10.551857 2021-04-15 02:15:08,401 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.63ms, fps=4436 images/s, loss=1.1296, top1-acc=66.99%, top5-acc=92.12%, remaining_time=0:00:00.351450, arrival_time=2021-04-15 02:15:08.753070, cost_time=0:00:11.129302 2021-04-15 02:15:08,711 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=0.05ms, fps=4391 images/s, loss=1.1305, top1-acc=67.01%, top5-acc=92.10%, remaining_time=0:00:00, arrival_time=2021-04-15 02:15:08.711773, cost_time=0:00:11.439539 2021-04-15 02:15:09,137 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=0.17ms, fps=6043 images/s, loss=1.5770, top1-acc=56.56%, top5-acc=84.53%, remaining_time=0:00:01.270830, arrival_time=2021-04-15 02:15:10.407920, cost_time=0:00:00.423608 2021-04-15 02:15:09,390 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=0.36ms, fps=10123 images/s, loss=1.6029, top1-acc=56.17%, top5-acc=84.32%, remaining_time=0:00:00.676800, arrival_time=2021-04-15 02:15:10.067097, cost_time=0:00:00.676798 2021-04-15 02:15:09,710 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=0.20ms, fps=7993 images/s, loss=1.6288, top1-acc=55.61%, top5-acc=83.79%, remaining_time=0:00:00.332470, arrival_time=2021-04-15 02:15:10.043370, cost_time=0:00:00.997418 2021-04-15 02:15:09,978 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=0.05ms, fps=8684 images/s, loss=1.6298, top1-acc=55.61%, top5-acc=83.89%, remaining_time=0:00:00, arrival_time=2021-04-15 02:15:09.978350, cost_time=0:00:01.264881 2021-04-15 02:15:10,035 INFO : Epoch=0071 complete, best val top1-acc=56.10%, top5-acc=84.38% (epoch=62), remaining_time=0:27:36.917151, arrival_time=2021-04-15 02:42:46.953000, cost_time=0:15:11.946660 2021-04-15 02:15:10,036 INFO : Train start, epoch=0072, lr=0.071997 2021-04-15 02:15:10,774 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=1.52ms, fps=3471 images/s, loss=1.0655, top1-acc=68.05%, top5-acc=93.12%, remaining_time=0:00:13.716756, arrival_time=2021-04-15 02:15:24.491213, cost_time=0:00:00.737456 2021-04-15 02:15:11,387 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=1.27ms, fps=4176 images/s, loss=1.0885, top1-acc=67.27%, top5-acc=92.58%, remaining_time=0:00:11.886864, arrival_time=2021-04-15 02:15:23.274647, cost_time=0:00:01.350785 2021-04-15 02:15:11,934 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=1.34ms, fps=4685 images/s, loss=1.0748, top1-acc=67.49%, top5-acc=92.84%, remaining_time=0:00:10.499500, arrival_time=2021-04-15 02:15:22.433994, cost_time=0:00:01.897491 2021-04-15 02:15:12,526 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=1.27ms, fps=4324 images/s, loss=1.0788, top1-acc=67.59%, top5-acc=92.59%, remaining_time=0:00:09.710688, arrival_time=2021-04-15 02:15:22.237584, cost_time=0:00:02.489906 2021-04-15 02:15:13,082 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=1.63ms, fps=4614 images/s, loss=1.0873, top1-acc=67.49%, top5-acc=92.37%, remaining_time=0:00:08.891692, arrival_time=2021-04-15 02:15:21.973790, cost_time=0:00:03.045108 2021-04-15 02:15:13,623 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=1.24ms, fps=4727 images/s, loss=1.0921, top1-acc=67.25%, top5-acc=92.38%, remaining_time=0:00:08.130352, arrival_time=2021-04-15 02:15:21.754295, cost_time=0:00:03.586942 2021-04-15 02:15:14,235 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=1.49ms, fps=4190 images/s, loss=1.0936, top1-acc=67.31%, top5-acc=92.41%, remaining_time=0:00:07.556850, arrival_time=2021-04-15 02:15:21.792128, cost_time=0:00:04.198230 2021-04-15 02:15:14,850 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=1.54ms, fps=4165 images/s, loss=1.0923, top1-acc=67.43%, top5-acc=92.32%, remaining_time=0:00:06.979372, arrival_time=2021-04-15 02:15:21.829746, cost_time=0:00:04.813376 2021-04-15 02:15:15,439 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=1.58ms, fps=4349 images/s, loss=1.0885, top1-acc=67.60%, top5-acc=92.41%, remaining_time=0:00:06.362756, arrival_time=2021-04-15 02:15:21.802081, cost_time=0:00:05.402303 2021-04-15 02:15:16,067 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=1.34ms, fps=4081 images/s, loss=1.0935, top1-acc=67.64%, top5-acc=92.38%, remaining_time=0:00:05.788800, arrival_time=2021-04-15 02:15:21.855846, cost_time=0:00:06.029959 2021-04-15 02:15:16,629 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=1.71ms, fps=4559 images/s, loss=1.0981, top1-acc=67.58%, top5-acc=92.26%, remaining_time=0:00:05.153808, arrival_time=2021-04-15 02:15:21.782872, cost_time=0:00:06.592059 2021-04-15 02:15:17,178 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=1.47ms, fps=4663 images/s, loss=1.0998, top1-acc=67.54%, top5-acc=92.24%, remaining_time=0:00:04.522912, arrival_time=2021-04-15 02:15:21.701499, cost_time=0:00:07.141400 2021-04-15 02:15:17,727 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=1.37ms, fps=4669 images/s, loss=1.1020, top1-acc=67.51%, top5-acc=92.20%, remaining_time=0:00:03.904428, arrival_time=2021-04-15 02:15:21.632002, cost_time=0:00:07.690554 2021-04-15 02:15:18,346 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=1.41ms, fps=4137 images/s, loss=1.1061, top1-acc=67.37%, top5-acc=92.14%, remaining_time=0:00:03.323936, arrival_time=2021-04-15 02:15:21.670721, cost_time=0:00:08.309787 2021-04-15 02:15:18,935 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=2.80ms, fps=4355 images/s, loss=1.1074, top1-acc=67.43%, top5-acc=92.08%, remaining_time=0:00:02.728674, arrival_time=2021-04-15 02:15:21.663626, cost_time=0:00:08.897893 2021-04-15 02:15:19,520 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=1.31ms, fps=4374 images/s, loss=1.1100, top1-acc=67.31%, top5-acc=92.10%, remaining_time=0:00:02.133828, arrival_time=2021-04-15 02:15:21.654492, cost_time=0:00:09.483617 2021-04-15 02:15:20,142 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=1.35ms, fps=4121 images/s, loss=1.1148, top1-acc=67.18%, top5-acc=92.04%, remaining_time=0:00:01.545518, arrival_time=2021-04-15 02:15:21.687852, cost_time=0:00:10.105330 2021-04-15 02:15:20,765 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=1.32ms, fps=4113 images/s, loss=1.1176, top1-acc=67.11%, top5-acc=92.02%, remaining_time=0:00:00.953600, arrival_time=2021-04-15 02:15:21.718695, cost_time=0:00:10.728090 2021-04-15 02:15:21,385 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=1.04ms, fps=4129 images/s, loss=1.1220, top1-acc=67.04%, top5-acc=92.00%, remaining_time=0:00:00.358368, arrival_time=2021-04-15 02:15:21.743816, cost_time=0:00:11.348384 2021-04-15 02:15:21,697 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=0.05ms, fps=4372 images/s, loss=1.1243, top1-acc=67.01%, top5-acc=91.97%, remaining_time=0:00:00, arrival_time=2021-04-15 02:15:21.696957, cost_time=0:00:11.659930 2021-04-15 02:15:22,097 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=0.18ms, fps=6414 images/s, loss=1.6600, top1-acc=55.20%, top5-acc=83.71%, remaining_time=0:00:01.197300, arrival_time=2021-04-15 02:15:23.295072, cost_time=0:00:00.399103 2021-04-15 02:15:22,399 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=0.26ms, fps=8502 images/s, loss=1.6459, top1-acc=55.08%, top5-acc=84.02%, remaining_time=0:00:00.700500, arrival_time=2021-04-15 02:15:23.099674, cost_time=0:00:00.700508 2021-04-15 02:15:22,733 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=0.35ms, fps=7673 images/s, loss=1.6469, top1-acc=55.36%, top5-acc=83.79%, remaining_time=0:00:00.344810, arrival_time=2021-04-15 02:15:23.077907, cost_time=0:00:01.034431 2021-04-15 02:15:23,019 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=0.05ms, fps=8099 images/s, loss=1.6720, top1-acc=55.28%, top5-acc=83.53%, remaining_time=0:00:00, arrival_time=2021-04-15 02:15:23.019854, cost_time=0:00:01.321202 2021-04-15 02:15:23,077 INFO : Epoch=0072 complete, best val top1-acc=56.10%, top5-acc=84.38% (epoch=62), remaining_time=0:27:24.423680, arrival_time=2021-04-15 02:42:47.501195, cost_time=0:15:24.988330 2021-04-15 02:15:23,078 INFO : Train start, epoch=0073, lr=0.071289 2021-04-15 02:15:23,833 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=0.18ms, fps=3391 images/s, loss=1.0759, top1-acc=69.30%, top5-acc=91.72%, remaining_time=0:00:14.041512, arrival_time=2021-04-15 02:15:37.875053, cost_time=0:00:00.754923 2021-04-15 02:15:24,426 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=1.25ms, fps=4320 images/s, loss=1.0679, top1-acc=69.20%, top5-acc=92.60%, remaining_time=0:00:11.861168, arrival_time=2021-04-15 02:15:36.287655, cost_time=0:00:01.347869 2021-04-15 02:15:25,008 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=1.86ms, fps=4398 images/s, loss=1.0780, top1-acc=68.92%, top5-acc=92.46%, remaining_time=0:00:10.680606, arrival_time=2021-04-15 02:15:35.689442, cost_time=0:00:01.930217 2021-04-15 02:15:25,580 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.25ms, fps=4483 images/s, loss=1.0754, top1-acc=68.70%, top5-acc=92.61%, remaining_time=0:00:09.756240, arrival_time=2021-04-15 02:15:35.336457, cost_time=0:00:02.501599 2021-04-15 02:15:26,169 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=1.30ms, fps=4348 images/s, loss=1.0755, top1-acc=68.63%, top5-acc=92.55%, remaining_time=0:00:09.024844, arrival_time=2021-04-15 02:15:35.194160, cost_time=0:00:03.090695 2021-04-15 02:15:26,710 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=1.36ms, fps=4734 images/s, loss=1.0776, top1-acc=68.47%, top5-acc=92.58%, remaining_time=0:00:08.232080, arrival_time=2021-04-15 02:15:34.942502, cost_time=0:00:03.631803 2021-04-15 02:15:27,237 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=1.22ms, fps=4864 images/s, loss=1.0800, top1-acc=68.33%, top5-acc=92.57%, remaining_time=0:00:07.485282, arrival_time=2021-04-15 02:15:34.722379, cost_time=0:00:04.158476 2021-04-15 02:15:27,787 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=1.19ms, fps=4656 images/s, loss=1.0855, top1-acc=68.33%, top5-acc=92.50%, remaining_time=0:00:06.827528, arrival_time=2021-04-15 02:15:34.614841, cost_time=0:00:04.708632 2021-04-15 02:15:28,338 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=1.18ms, fps=4652 images/s, loss=1.0915, top1-acc=68.14%, top5-acc=92.42%, remaining_time=0:00:06.194534, arrival_time=2021-04-15 02:15:34.532733, cost_time=0:00:05.259511 2021-04-15 02:15:28,881 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.29ms, fps=4714 images/s, loss=1.0943, top1-acc=68.08%, top5-acc=92.42%, remaining_time=0:00:05.570976, arrival_time=2021-04-15 02:15:34.452734, cost_time=0:00:05.803139 2021-04-15 02:15:29,420 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=1.27ms, fps=4757 images/s, loss=1.0972, top1-acc=67.99%, top5-acc=92.39%, remaining_time=0:00:04.957986, arrival_time=2021-04-15 02:15:34.378271, cost_time=0:00:06.341626 2021-04-15 02:15:29,964 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=1.28ms, fps=4705 images/s, loss=1.0998, top1-acc=67.99%, top5-acc=92.33%, remaining_time=0:00:04.361260, arrival_time=2021-04-15 02:15:34.326131, cost_time=0:00:06.886161 2021-04-15 02:15:30,509 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=1.37ms, fps=4704 images/s, loss=1.1030, top1-acc=67.97%, top5-acc=92.27%, remaining_time=0:00:03.772626, arrival_time=2021-04-15 02:15:34.282182, cost_time=0:00:07.430937 2021-04-15 02:15:31,064 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=1.30ms, fps=4616 images/s, loss=1.1041, top1-acc=68.00%, top5-acc=92.22%, remaining_time=0:00:03.194352, arrival_time=2021-04-15 02:15:34.258885, cost_time=0:00:07.985902 2021-04-15 02:15:31,609 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=2.51ms, fps=4703 images/s, loss=1.1084, top1-acc=67.89%, top5-acc=92.15%, remaining_time=0:00:02.616066, arrival_time=2021-04-15 02:15:34.225292, cost_time=0:00:08.530606 2021-04-15 02:15:32,161 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=1.44ms, fps=4640 images/s, loss=1.1124, top1-acc=67.81%, top5-acc=92.09%, remaining_time=0:00:02.043576, arrival_time=2021-04-15 02:15:34.204823, cost_time=0:00:09.082625 2021-04-15 02:15:32,716 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.30ms, fps=4610 images/s, loss=1.1143, top1-acc=67.77%, top5-acc=92.06%, remaining_time=0:00:01.474096, arrival_time=2021-04-15 02:15:34.191038, cost_time=0:00:09.638316 2021-04-15 02:15:33,272 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=1.22ms, fps=4615 images/s, loss=1.1171, top1-acc=67.63%, top5-acc=92.04%, remaining_time=0:00:00.906080, arrival_time=2021-04-15 02:15:34.178125, cost_time=0:00:10.193429 2021-04-15 02:15:33,810 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.10ms, fps=4758 images/s, loss=1.1191, top1-acc=67.57%, top5-acc=92.05%, remaining_time=0:00:00.338898, arrival_time=2021-04-15 02:15:34.149274, cost_time=0:00:10.731777 2021-04-15 02:15:34,114 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=0.05ms, fps=4479 images/s, loss=1.1191, top1-acc=67.57%, top5-acc=92.04%, remaining_time=0:00:00, arrival_time=2021-04-15 02:15:34.114301, cost_time=0:00:11.035699 2021-04-15 02:15:34,511 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=17.29ms, fps=6479 images/s, loss=1.6380, top1-acc=55.66%, top5-acc=83.67%, remaining_time=0:00:01.185360, arrival_time=2021-04-15 02:15:35.696410, cost_time=0:00:00.395125 2021-04-15 02:15:34,784 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=0.15ms, fps=9362 images/s, loss=1.6313, top1-acc=55.80%, top5-acc=83.50%, remaining_time=0:00:00.668920, arrival_time=2021-04-15 02:15:35.453748, cost_time=0:00:00.668910 2021-04-15 02:15:35,079 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=38.19ms, fps=8698 images/s, loss=1.6417, top1-acc=55.09%, top5-acc=83.46%, remaining_time=0:00:00.321180, arrival_time=2021-04-15 02:15:35.400630, cost_time=0:00:00.963532 2021-04-15 02:15:35,313 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=0.06ms, fps=9935 images/s, loss=1.6381, top1-acc=55.12%, top5-acc=83.37%, remaining_time=0:00:00, arrival_time=2021-04-15 02:15:35.313256, cost_time=0:00:01.197353 2021-04-15 02:15:35,370 INFO : Epoch=0073 complete, best val top1-acc=56.10%, top5-acc=84.38% (epoch=62), remaining_time=0:27:10.612563, arrival_time=2021-04-15 02:42:45.982999, cost_time=0:15:37.281252 2021-04-15 02:15:35,371 INFO : Train start, epoch=0074, lr=0.070576 2021-04-15 02:15:36,184 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=0.20ms, fps=3148 images/s, loss=1.0798, top1-acc=67.97%, top5-acc=92.77%, remaining_time=0:00:15.123660, arrival_time=2021-04-15 02:15:51.308333, cost_time=0:00:00.813104 2021-04-15 02:15:36,779 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=1.42ms, fps=4310 images/s, loss=1.0848, top1-acc=67.62%, top5-acc=92.54%, remaining_time=0:00:12.385648, arrival_time=2021-04-15 02:15:49.164639, cost_time=0:00:01.407461 2021-04-15 02:15:37,357 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=1.31ms, fps=4430 images/s, loss=1.0589, top1-acc=68.49%, top5-acc=92.97%, remaining_time=0:00:10.987374, arrival_time=2021-04-15 02:15:48.344604, cost_time=0:00:01.985666 2021-04-15 02:15:37,977 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=1.24ms, fps=4128 images/s, loss=1.0603, top1-acc=68.33%, top5-acc=92.84%, remaining_time=0:00:10.164024, arrival_time=2021-04-15 02:15:48.141722, cost_time=0:00:02.606163 2021-04-15 02:15:38,616 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=1.44ms, fps=4007 images/s, loss=1.0597, top1-acc=68.38%, top5-acc=92.70%, remaining_time=0:00:09.476276, arrival_time=2021-04-15 02:15:48.093130, cost_time=0:00:03.245314 2021-04-15 02:15:39,216 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=1.24ms, fps=4271 images/s, loss=1.0678, top1-acc=68.20%, top5-acc=92.60%, remaining_time=0:00:08.715424, arrival_time=2021-04-15 02:15:47.932017, cost_time=0:00:03.845058 2021-04-15 02:15:39,764 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=1.39ms, fps=4673 images/s, loss=1.0646, top1-acc=68.48%, top5-acc=92.68%, remaining_time=0:00:07.907886, arrival_time=2021-04-15 02:15:47.672680, cost_time=0:00:04.393261 2021-04-15 02:15:40,331 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=1.28ms, fps=4517 images/s, loss=1.0743, top1-acc=68.29%, top5-acc=92.57%, remaining_time=0:00:07.192348, arrival_time=2021-04-15 02:15:47.524177, cost_time=0:00:04.960277 2021-04-15 02:15:40,866 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=1.34ms, fps=4791 images/s, loss=1.0837, top1-acc=68.15%, top5-acc=92.42%, remaining_time=0:00:06.471830, arrival_time=2021-04-15 02:15:47.338369, cost_time=0:00:05.494934 2021-04-15 02:15:41,398 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=1.28ms, fps=4819 images/s, loss=1.0839, top1-acc=68.19%, top5-acc=92.49%, remaining_time=0:00:05.785632, arrival_time=2021-04-15 02:15:47.183861, cost_time=0:00:06.026691 2021-04-15 02:15:41,961 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=2.03ms, fps=4546 images/s, loss=1.0884, top1-acc=68.10%, top5-acc=92.48%, remaining_time=0:00:05.152260, arrival_time=2021-04-15 02:15:47.113997, cost_time=0:00:06.590122 2021-04-15 02:15:42,521 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=1.35ms, fps=4576 images/s, loss=1.0946, top1-acc=67.98%, top5-acc=92.36%, remaining_time=0:00:04.528384, arrival_time=2021-04-15 02:15:47.049988, cost_time=0:00:07.150062 2021-04-15 02:15:43,077 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=1.28ms, fps=4605 images/s, loss=1.0961, top1-acc=67.97%, top5-acc=92.32%, remaining_time=0:00:03.912480, arrival_time=2021-04-15 02:15:46.990386, cost_time=0:00:07.706374 2021-04-15 02:15:43,611 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=1.36ms, fps=4800 images/s, loss=1.0985, top1-acc=67.96%, top5-acc=92.24%, remaining_time=0:00:03.296048, arrival_time=2021-04-15 02:15:46.907728, cost_time=0:00:08.240075 2021-04-15 02:15:44,140 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=1.26ms, fps=4847 images/s, loss=1.0993, top1-acc=67.87%, top5-acc=92.21%, remaining_time=0:00:02.689068, arrival_time=2021-04-15 02:15:46.829344, cost_time=0:00:08.768735 2021-04-15 02:15:44,672 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.46ms, fps=4817 images/s, loss=1.1022, top1-acc=67.70%, top5-acc=92.16%, remaining_time=0:00:02.092608, arrival_time=2021-04-15 02:15:46.764696, cost_time=0:00:09.300544 2021-04-15 02:15:45,209 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=1.29ms, fps=4769 images/s, loss=1.1034, top1-acc=67.74%, top5-acc=92.14%, remaining_time=0:00:01.504594, arrival_time=2021-04-15 02:15:46.713825, cost_time=0:00:09.837693 2021-04-15 02:15:45,803 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=1.29ms, fps=4315 images/s, loss=1.1068, top1-acc=67.65%, top5-acc=92.11%, remaining_time=0:00:00.927232, arrival_time=2021-04-15 02:15:46.730161, cost_time=0:00:10.431312 2021-04-15 02:15:46,468 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=1.21ms, fps=3851 images/s, loss=1.1074, top1-acc=67.67%, top5-acc=92.12%, remaining_time=0:00:00.350424, arrival_time=2021-04-15 02:15:46.818626, cost_time=0:00:11.096666 2021-04-15 02:15:46,793 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=0.06ms, fps=4186 images/s, loss=1.1075, top1-acc=67.65%, top5-acc=92.12%, remaining_time=0:00:00, arrival_time=2021-04-15 02:15:46.793451, cost_time=0:00:11.421914 2021-04-15 02:15:47,227 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=0.27ms, fps=5929 images/s, loss=1.6388, top1-acc=53.79%, top5-acc=85.12%, remaining_time=0:00:01.295280, arrival_time=2021-04-15 02:15:48.522380, cost_time=0:00:00.431764 2021-04-15 02:15:47,507 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=0.17ms, fps=9133 images/s, loss=1.6454, top1-acc=54.67%, top5-acc=84.22%, remaining_time=0:00:00.712480, arrival_time=2021-04-15 02:15:48.220273, cost_time=0:00:00.712490 2021-04-15 02:15:47,832 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=20.13ms, fps=7895 images/s, loss=1.6375, top1-acc=55.00%, top5-acc=84.37%, remaining_time=0:00:00.345690, arrival_time=2021-04-15 02:15:48.178161, cost_time=0:00:01.037061 2021-04-15 02:15:48,081 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=0.07ms, fps=9344 images/s, loss=1.6312, top1-acc=55.12%, top5-acc=84.55%, remaining_time=0:00:00, arrival_time=2021-04-15 02:15:48.081208, cost_time=0:00:01.285910 2021-04-15 02:15:48,151 INFO : Epoch=0074 complete, best val top1-acc=56.10%, top5-acc=84.38% (epoch=62), remaining_time=0:26:57.673428, arrival_time=2021-04-15 02:42:45.824843, cost_time=0:15:50.062206 2021-04-15 02:15:48,152 INFO : Train start, epoch=0075, lr=0.069857 2021-04-15 02:15:48,930 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=3.44ms, fps=3293 images/s, loss=1.0786, top1-acc=67.70%, top5-acc=92.30%, remaining_time=0:00:14.458524, arrival_time=2021-04-15 02:16:03.388648, cost_time=0:00:00.777338 2021-04-15 02:15:49,549 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=1.29ms, fps=4138 images/s, loss=1.0631, top1-acc=68.46%, top5-acc=92.56%, remaining_time=0:00:12.287264, arrival_time=2021-04-15 02:16:01.836323, cost_time=0:00:01.396278 2021-04-15 02:15:50,092 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=1.36ms, fps=4712 images/s, loss=1.0563, top1-acc=68.85%, top5-acc=92.83%, remaining_time=0:00:10.734058, arrival_time=2021-04-15 02:16:00.826736, cost_time=0:00:01.939895 2021-04-15 02:15:50,628 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=1.16ms, fps=4777 images/s, loss=1.0612, top1-acc=68.66%, top5-acc=92.82%, remaining_time=0:00:09.656868, arrival_time=2021-04-15 02:16:00.285764, cost_time=0:00:02.476108 2021-04-15 02:15:51,181 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=1.24ms, fps=4635 images/s, loss=1.0619, top1-acc=68.62%, top5-acc=92.74%, remaining_time=0:00:08.844096, arrival_time=2021-04-15 02:16:00.025691, cost_time=0:00:03.028822 2021-04-15 02:15:51,731 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=1.26ms, fps=4657 images/s, loss=1.0670, top1-acc=68.52%, top5-acc=92.70%, remaining_time=0:00:08.111992, arrival_time=2021-04-15 02:15:59.843591, cost_time=0:00:03.578832 2021-04-15 02:15:52,273 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=1.25ms, fps=4728 images/s, loss=1.0696, top1-acc=68.64%, top5-acc=92.66%, remaining_time=0:00:07.416990, arrival_time=2021-04-15 02:15:59.690306, cost_time=0:00:04.120537 2021-04-15 02:15:52,821 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=1.22ms, fps=4675 images/s, loss=1.0737, top1-acc=68.64%, top5-acc=92.66%, remaining_time=0:00:06.769296, arrival_time=2021-04-15 02:15:59.590539, cost_time=0:00:04.668461 2021-04-15 02:15:53,394 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.24ms, fps=4465 images/s, loss=1.0763, top1-acc=68.60%, top5-acc=92.63%, remaining_time=0:00:06.174076, arrival_time=2021-04-15 02:15:59.568990, cost_time=0:00:05.242140 2021-04-15 02:15:53,944 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=1.31ms, fps=4664 images/s, loss=1.0773, top1-acc=68.58%, top5-acc=92.58%, remaining_time=0:00:05.559648, arrival_time=2021-04-15 02:15:59.503772, cost_time=0:00:05.791340 2021-04-15 02:15:54,539 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=1.40ms, fps=4305 images/s, loss=1.0829, top1-acc=68.48%, top5-acc=92.51%, remaining_time=0:00:04.992902, arrival_time=2021-04-15 02:15:59.532147, cost_time=0:00:06.386302 2021-04-15 02:15:55,138 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=1.27ms, fps=4278 images/s, loss=1.0870, top1-acc=68.36%, top5-acc=92.43%, remaining_time=0:00:04.424112, arrival_time=2021-04-15 02:15:59.562327, cost_time=0:00:06.985413 2021-04-15 02:15:55,718 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=1.29ms, fps=4417 images/s, loss=1.0925, top1-acc=68.12%, top5-acc=92.40%, remaining_time=0:00:03.840870, arrival_time=2021-04-15 02:15:59.559018, cost_time=0:00:07.565363 2021-04-15 02:15:56,300 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=1.24ms, fps=4398 images/s, loss=1.0932, top1-acc=68.09%, top5-acc=92.39%, remaining_time=0:00:03.259088, arrival_time=2021-04-15 02:15:59.559715, cost_time=0:00:08.147715 2021-04-15 02:15:56,894 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=1.33ms, fps=4314 images/s, loss=1.0959, top1-acc=68.01%, top5-acc=92.32%, remaining_time=0:00:02.680788, arrival_time=2021-04-15 02:15:59.575288, cost_time=0:00:08.741711 2021-04-15 02:15:57,434 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=1.19ms, fps=4742 images/s, loss=1.0967, top1-acc=67.98%, top5-acc=92.34%, remaining_time=0:00:02.088432, arrival_time=2021-04-15 02:15:59.523165, cost_time=0:00:09.281947 2021-04-15 02:15:58,037 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=1.32ms, fps=4250 images/s, loss=1.0997, top1-acc=67.85%, top5-acc=92.30%, remaining_time=0:00:01.511770, arrival_time=2021-04-15 02:15:59.549207, cost_time=0:00:09.884652 2021-04-15 02:15:58,586 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=1.38ms, fps=4669 images/s, loss=1.0988, top1-acc=67.79%, top5-acc=92.34%, remaining_time=0:00:00.927408, arrival_time=2021-04-15 02:15:59.513534, cost_time=0:00:10.433274 2021-04-15 02:15:59,191 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=0.99ms, fps=4229 images/s, loss=1.1025, top1-acc=67.72%, top5-acc=92.28%, remaining_time=0:00:00.348606, arrival_time=2021-04-15 02:15:59.540514, cost_time=0:00:11.039138 2021-04-15 02:15:59,497 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=0.05ms, fps=4456 images/s, loss=1.1068, top1-acc=67.68%, top5-acc=92.23%, remaining_time=0:00:00, arrival_time=2021-04-15 02:15:59.497448, cost_time=0:00:11.344686 2021-04-15 02:15:59,882 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=0.19ms, fps=6681 images/s, loss=1.6742, top1-acc=54.61%, top5-acc=83.01%, remaining_time=0:00:01.149510, arrival_time=2021-04-15 02:16:01.031684, cost_time=0:00:00.383173 2021-04-15 02:16:00,139 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=0.24ms, fps=9967 images/s, loss=1.6928, top1-acc=53.91%, top5-acc=83.14%, remaining_time=0:00:00.640340, arrival_time=2021-04-15 02:16:00.779661, cost_time=0:00:00.640336 2021-04-15 02:16:00,478 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=31.49ms, fps=7559 images/s, loss=1.6776, top1-acc=54.10%, top5-acc=83.52%, remaining_time=0:00:00.326430, arrival_time=2021-04-15 02:16:00.804710, cost_time=0:00:00.979289 2021-04-15 02:16:00,756 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=0.05ms, fps=8353 images/s, loss=1.6575, top1-acc=54.43%, top5-acc=83.53%, remaining_time=0:00:00, arrival_time=2021-04-15 02:16:00.756321, cost_time=0:00:01.257339 2021-04-15 02:16:00,820 INFO : Epoch=0075 complete, best val top1-acc=56.10%, top5-acc=84.38% (epoch=62), remaining_time=0:26:44.551875, arrival_time=2021-04-15 02:42:45.372245, cost_time=0:16:02.731160 2021-04-15 02:16:00,821 INFO : Train start, epoch=0076, lr=0.069134 2021-04-15 02:16:01,636 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=1.73ms, fps=3141 images/s, loss=1.0750, top1-acc=68.63%, top5-acc=92.85%, remaining_time=0:00:15.158070, arrival_time=2021-04-15 02:16:16.794846, cost_time=0:00:00.814953 2021-04-15 02:16:02,227 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=1.29ms, fps=4338 images/s, loss=1.0725, top1-acc=68.44%, top5-acc=92.99%, remaining_time=0:00:12.367872, arrival_time=2021-04-15 02:16:14.595136, cost_time=0:00:01.405445 2021-04-15 02:16:02,784 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=1.52ms, fps=4597 images/s, loss=1.0720, top1-acc=68.22%, top5-acc=92.84%, remaining_time=0:00:10.860052, arrival_time=2021-04-15 02:16:13.644534, cost_time=0:00:01.962648 2021-04-15 02:16:03,346 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=1.21ms, fps=4558 images/s, loss=1.0889, top1-acc=68.08%, top5-acc=92.49%, remaining_time=0:00:09.845940, arrival_time=2021-04-15 02:16:13.192369, cost_time=0:00:02.524619 2021-04-15 02:16:03,920 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=1.19ms, fps=4463 images/s, loss=1.0898, top1-acc=68.08%, top5-acc=92.51%, remaining_time=0:00:09.047912, arrival_time=2021-04-15 02:16:12.968329, cost_time=0:00:03.098602 2021-04-15 02:16:04,455 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=1.22ms, fps=4786 images/s, loss=1.0850, top1-acc=68.20%, top5-acc=92.51%, remaining_time=0:00:08.236568, arrival_time=2021-04-15 02:16:12.692189, cost_time=0:00:03.633806 2021-04-15 02:16:05,054 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=1.24ms, fps=4279 images/s, loss=1.0857, top1-acc=68.30%, top5-acc=92.53%, remaining_time=0:00:07.618464, arrival_time=2021-04-15 02:16:12.672737, cost_time=0:00:04.232458 2021-04-15 02:16:05,660 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.44ms, fps=4223 images/s, loss=1.0850, top1-acc=68.15%, top5-acc=92.52%, remaining_time=0:00:07.016608, arrival_time=2021-04-15 02:16:12.677480, cost_time=0:00:04.839051 2021-04-15 02:16:06,310 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=1.57ms, fps=3942 images/s, loss=1.0851, top1-acc=68.11%, top5-acc=92.58%, remaining_time=0:00:06.464622, arrival_time=2021-04-15 02:16:12.775305, cost_time=0:00:05.488828 2021-04-15 02:16:06,914 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=1.43ms, fps=4246 images/s, loss=1.0829, top1-acc=68.19%, top5-acc=92.54%, remaining_time=0:00:05.848416, arrival_time=2021-04-15 02:16:12.762504, cost_time=0:00:06.092142 2021-04-15 02:16:07,501 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=1.73ms, fps=4363 images/s, loss=1.0819, top1-acc=68.20%, top5-acc=92.53%, remaining_time=0:00:05.222178, arrival_time=2021-04-15 02:16:12.723574, cost_time=0:00:06.679574 2021-04-15 02:16:08,116 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.47ms, fps=4168 images/s, loss=1.0863, top1-acc=68.14%, top5-acc=92.47%, remaining_time=0:00:04.619660, arrival_time=2021-04-15 02:16:12.735861, cost_time=0:00:07.294192 2021-04-15 02:16:08,744 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=1.33ms, fps=4081 images/s, loss=1.0877, top1-acc=68.04%, top5-acc=92.45%, remaining_time=0:00:04.022040, arrival_time=2021-04-15 02:16:12.766017, cost_time=0:00:07.922139 2021-04-15 02:16:09,324 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=1.38ms, fps=4414 images/s, loss=1.0857, top1-acc=68.04%, top5-acc=92.48%, remaining_time=0:00:03.400992, arrival_time=2021-04-15 02:16:12.725321, cost_time=0:00:08.502514 2021-04-15 02:16:09,942 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=1.74ms, fps=4155 images/s, loss=1.0898, top1-acc=67.99%, top5-acc=92.47%, remaining_time=0:00:02.797076, arrival_time=2021-04-15 02:16:12.739821, cost_time=0:00:09.120883 2021-04-15 02:16:10,514 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=1.32ms, fps=4479 images/s, loss=1.0931, top1-acc=67.88%, top5-acc=92.45%, remaining_time=0:00:02.180880, arrival_time=2021-04-15 02:16:12.695602, cost_time=0:00:09.692856 2021-04-15 02:16:11,191 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=1.42ms, fps=3786 images/s, loss=1.0965, top1-acc=67.80%, top5-acc=92.38%, remaining_time=0:00:01.585922, arrival_time=2021-04-15 02:16:12.777204, cost_time=0:00:10.369475 2021-04-15 02:16:11,762 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=1.34ms, fps=4486 images/s, loss=1.0994, top1-acc=67.71%, top5-acc=92.33%, remaining_time=0:00:00.972480, arrival_time=2021-04-15 02:16:12.734745, cost_time=0:00:10.940407 2021-04-15 02:16:12,349 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.49ms, fps=4362 images/s, loss=1.0994, top1-acc=67.70%, top5-acc=92.30%, remaining_time=0:00:00.364032, arrival_time=2021-04-15 02:16:12.713703, cost_time=0:00:11.527695 2021-04-15 02:16:12,661 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=0.05ms, fps=4364 images/s, loss=1.1005, top1-acc=67.66%, top5-acc=92.28%, remaining_time=0:00:00, arrival_time=2021-04-15 02:16:12.661833, cost_time=0:00:11.840024 2021-04-15 02:16:13,056 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=0.29ms, fps=6508 images/s, loss=1.6732, top1-acc=54.49%, top5-acc=83.63%, remaining_time=0:00:01.179990, arrival_time=2021-04-15 02:16:14.236838, cost_time=0:00:00.393332 2021-04-15 02:16:13,340 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=0.19ms, fps=9044 images/s, loss=1.6992, top1-acc=54.12%, top5-acc=83.20%, remaining_time=0:00:00.676720, arrival_time=2021-04-15 02:16:14.016943, cost_time=0:00:00.676711 2021-04-15 02:16:13,625 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=0.29ms, fps=8974 images/s, loss=1.6729, top1-acc=54.91%, top5-acc=83.46%, remaining_time=0:00:00.320760, arrival_time=2021-04-15 02:16:13.946569, cost_time=0:00:00.962289 2021-04-15 02:16:13,914 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=0.06ms, fps=8055 images/s, loss=1.6603, top1-acc=55.00%, top5-acc=83.60%, remaining_time=0:00:00, arrival_time=2021-04-15 02:16:13.914173, cost_time=0:00:01.250638 2021-04-15 02:16:13,976 INFO : Epoch=0076 complete, best val top1-acc=56.10%, top5-acc=84.38% (epoch=62), remaining_time=0:26:32.237748, arrival_time=2021-04-15 02:42:46.214563, cost_time=0:16:15.887628 2021-04-15 02:16:13,977 INFO : Train start, epoch=0077, lr=0.068406 2021-04-15 02:16:14,772 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=1.21ms, fps=3221 images/s, loss=1.0875, top1-acc=67.77%, top5-acc=93.16%, remaining_time=0:00:14.784954, arrival_time=2021-04-15 02:16:29.557743, cost_time=0:00:00.794887 2021-04-15 02:16:15,322 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=1.19ms, fps=4664 images/s, loss=1.0787, top1-acc=68.32%, top5-acc=92.62%, remaining_time=0:00:11.828432, arrival_time=2021-04-15 02:16:27.150505, cost_time=0:00:01.344141 2021-04-15 02:16:15,887 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=1.25ms, fps=4533 images/s, loss=1.0839, top1-acc=68.29%, top5-acc=92.53%, remaining_time=0:00:10.564738, arrival_time=2021-04-15 02:16:26.451921, cost_time=0:00:01.909279 2021-04-15 02:16:16,441 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=1.47ms, fps=4619 images/s, loss=1.0720, top1-acc=68.24%, top5-acc=92.87%, remaining_time=0:00:09.608820, arrival_time=2021-04-15 02:16:26.050512, cost_time=0:00:02.463795 2021-04-15 02:16:16,998 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=1.42ms, fps=4605 images/s, loss=1.0777, top1-acc=68.14%, top5-acc=92.62%, remaining_time=0:00:08.818546, arrival_time=2021-04-15 02:16:25.816505, cost_time=0:00:03.020059 2021-04-15 02:16:17,554 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=1.23ms, fps=4601 images/s, loss=1.0845, top1-acc=68.11%, top5-acc=92.45%, remaining_time=0:00:08.107232, arrival_time=2021-04-15 02:16:25.661875, cost_time=0:00:03.576738 2021-04-15 02:16:18,116 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=1.38ms, fps=4560 images/s, loss=1.0804, top1-acc=68.29%, top5-acc=92.59%, remaining_time=0:00:07.449246, arrival_time=2021-04-15 02:16:25.565604, cost_time=0:00:04.138454 2021-04-15 02:16:18,657 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=1.17ms, fps=4733 images/s, loss=1.0795, top1-acc=68.43%, top5-acc=92.67%, remaining_time=0:00:06.785536, arrival_time=2021-04-15 02:16:25.443160, cost_time=0:00:04.679679 2021-04-15 02:16:19,198 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=1.29ms, fps=4737 images/s, loss=1.0851, top1-acc=68.34%, top5-acc=92.49%, remaining_time=0:00:06.148742, arrival_time=2021-04-15 02:16:25.347338, cost_time=0:00:05.220622 2021-04-15 02:16:19,808 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=1.72ms, fps=4200 images/s, loss=1.0846, top1-acc=68.44%, top5-acc=92.52%, remaining_time=0:00:05.597376, arrival_time=2021-04-15 02:16:25.405888, cost_time=0:00:05.830590 2021-04-15 02:16:20,374 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=1.30ms, fps=4524 images/s, loss=1.0877, top1-acc=68.37%, top5-acc=92.55%, remaining_time=0:00:05.001158, arrival_time=2021-04-15 02:16:25.375951, cost_time=0:00:06.396795 2021-04-15 02:16:20,951 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=1.68ms, fps=4441 images/s, loss=1.0919, top1-acc=68.32%, top5-acc=92.52%, remaining_time=0:00:04.416740, arrival_time=2021-04-15 02:16:25.368445, cost_time=0:00:06.973782 2021-04-15 02:16:21,535 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=1.33ms, fps=4387 images/s, loss=1.0975, top1-acc=68.11%, top5-acc=92.50%, remaining_time=0:00:03.836976, arrival_time=2021-04-15 02:16:25.372550, cost_time=0:00:07.557662 2021-04-15 02:16:22,156 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=1.27ms, fps=4127 images/s, loss=1.0986, top1-acc=67.98%, top5-acc=92.47%, remaining_time=0:00:03.271296, arrival_time=2021-04-15 02:16:25.427527, cost_time=0:00:08.178241 2021-04-15 02:16:22,742 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=1.24ms, fps=4372 images/s, loss=1.0976, top1-acc=67.90%, top5-acc=92.49%, remaining_time=0:00:02.687734, arrival_time=2021-04-15 02:16:25.429968, cost_time=0:00:08.764318 2021-04-15 02:16:23,391 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=1.24ms, fps=3948 images/s, loss=1.0995, top1-acc=67.88%, top5-acc=92.46%, remaining_time=0:00:02.117952, arrival_time=2021-04-15 02:16:25.508922, cost_time=0:00:09.413067 2021-04-15 02:16:24,045 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=1.79ms, fps=3917 images/s, loss=1.0997, top1-acc=67.86%, top5-acc=92.45%, remaining_time=0:00:01.539642, arrival_time=2021-04-15 02:16:25.584644, cost_time=0:00:10.066948 2021-04-15 02:16:24,621 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.29ms, fps=4446 images/s, loss=1.1034, top1-acc=67.79%, top5-acc=92.41%, remaining_time=0:00:00.946080, arrival_time=2021-04-15 02:16:25.567442, cost_time=0:00:10.643403 2021-04-15 02:16:25,211 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=1.07ms, fps=4342 images/s, loss=1.1067, top1-acc=67.69%, top5-acc=92.38%, remaining_time=0:00:00.354738, arrival_time=2021-04-15 02:16:25.566078, cost_time=0:00:11.233433 2021-04-15 02:16:25,523 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=0.05ms, fps=4362 images/s, loss=1.1087, top1-acc=67.65%, top5-acc=92.36%, remaining_time=0:00:00, arrival_time=2021-04-15 02:16:25.523434, cost_time=0:00:11.545537 2021-04-15 02:16:25,995 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=53.96ms, fps=5439 images/s, loss=1.6674, top1-acc=56.64%, top5-acc=84.14%, remaining_time=0:00:01.412070, arrival_time=2021-04-15 02:16:27.407851, cost_time=0:00:00.470689 2021-04-15 02:16:26,251 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=0.17ms, fps=10031 images/s, loss=1.6411, top1-acc=56.86%, top5-acc=83.98%, remaining_time=0:00:00.726200, arrival_time=2021-04-15 02:16:26.977488, cost_time=0:00:00.726203 2021-04-15 02:16:26,534 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=22.95ms, fps=9041 images/s, loss=1.6711, top1-acc=55.76%, top5-acc=83.54%, remaining_time=0:00:00.336550, arrival_time=2021-04-15 02:16:26.871402, cost_time=0:00:01.009658 2021-04-15 02:16:26,833 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=0.07ms, fps=7773 images/s, loss=1.6820, top1-acc=55.06%, top5-acc=83.26%, remaining_time=0:00:00, arrival_time=2021-04-15 02:16:26.833663, cost_time=0:00:01.308599 2021-04-15 02:16:26,892 INFO : Epoch=0077 complete, best val top1-acc=56.10%, top5-acc=84.38% (epoch=62), remaining_time=0:26:19.516554, arrival_time=2021-04-15 02:42:46.408787, cost_time=0:16:28.803036 2021-04-15 02:16:26,893 INFO : Train start, epoch=0078, lr=0.067674 2021-04-15 02:16:27,699 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=1.36ms, fps=3174 images/s, loss=1.0412, top1-acc=69.77%, top5-acc=93.44%, remaining_time=0:00:14.999412, arrival_time=2021-04-15 02:16:42.699284, cost_time=0:00:00.806415 2021-04-15 02:16:28,288 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=1.28ms, fps=4351 images/s, loss=1.0451, top1-acc=69.37%, top5-acc=93.46%, remaining_time=0:00:12.276880, arrival_time=2021-04-15 02:16:40.565438, cost_time=0:00:01.395092 2021-04-15 02:16:28,896 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=1.26ms, fps=4215 images/s, loss=1.0364, top1-acc=69.54%, top5-acc=93.52%, remaining_time=0:00:11.082326, arrival_time=2021-04-15 02:16:39.978614, cost_time=0:00:02.002836 2021-04-15 02:16:29,537 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=1.68ms, fps=3992 images/s, loss=1.0446, top1-acc=69.52%, top5-acc=93.23%, remaining_time=0:00:10.313472, arrival_time=2021-04-15 02:16:39.851386, cost_time=0:00:02.644467 2021-04-15 02:16:30,168 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.36ms, fps=4059 images/s, loss=1.0467, top1-acc=69.28%, top5-acc=93.16%, remaining_time=0:00:09.564460, arrival_time=2021-04-15 02:16:39.733412, cost_time=0:00:03.275505 2021-04-15 02:16:30,814 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=1.21ms, fps=3965 images/s, loss=1.0431, top1-acc=69.40%, top5-acc=93.18%, remaining_time=0:00:08.888552, arrival_time=2021-04-15 02:16:39.703435, cost_time=0:00:03.921420 2021-04-15 02:16:31,404 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=1.46ms, fps=4344 images/s, loss=1.0436, top1-acc=69.44%, top5-acc=93.15%, remaining_time=0:00:08.119944, arrival_time=2021-04-15 02:16:39.524465, cost_time=0:00:04.511054 2021-04-15 02:16:31,987 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=1.19ms, fps=4394 images/s, loss=1.0476, top1-acc=69.35%, top5-acc=93.03%, remaining_time=0:00:07.386416, arrival_time=2021-04-15 02:16:39.374100, cost_time=0:00:05.094044 2021-04-15 02:16:32,599 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=1.24ms, fps=4189 images/s, loss=1.0505, top1-acc=69.33%, top5-acc=93.01%, remaining_time=0:00:06.720400, arrival_time=2021-04-15 02:16:39.319876, cost_time=0:00:05.706027 2021-04-15 02:16:33,197 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=1.48ms, fps=4284 images/s, loss=1.0597, top1-acc=68.99%, top5-acc=92.88%, remaining_time=0:00:06.051744, arrival_time=2021-04-15 02:16:39.249075, cost_time=0:00:06.303887 2021-04-15 02:16:33,862 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=1.20ms, fps=3852 images/s, loss=1.0622, top1-acc=68.90%, top5-acc=92.86%, remaining_time=0:00:05.448358, arrival_time=2021-04-15 02:16:39.310693, cost_time=0:00:06.968801 2021-04-15 02:16:34,402 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=2.27ms, fps=4746 images/s, loss=1.0608, top1-acc=68.88%, top5-acc=92.88%, remaining_time=0:00:04.755548, arrival_time=2021-04-15 02:16:39.157757, cost_time=0:00:07.508741 2021-04-15 02:16:34,974 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=1.25ms, fps=4476 images/s, loss=1.0677, top1-acc=68.68%, top5-acc=92.74%, remaining_time=0:00:04.102692, arrival_time=2021-04-15 02:16:39.077171, cost_time=0:00:08.081025 2021-04-15 02:16:35,610 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=1.40ms, fps=4026 images/s, loss=1.0734, top1-acc=68.49%, top5-acc=92.70%, remaining_time=0:00:03.486896, arrival_time=2021-04-15 02:16:39.097642, cost_time=0:00:08.717204 2021-04-15 02:16:36,216 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=1.24ms, fps=4228 images/s, loss=1.0762, top1-acc=68.41%, top5-acc=92.65%, remaining_time=0:00:02.859130, arrival_time=2021-04-15 02:16:39.075927, cost_time=0:00:09.323291 2021-04-15 02:16:36,856 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=1.31ms, fps=4005 images/s, loss=1.0788, top1-acc=68.38%, top5-acc=92.57%, remaining_time=0:00:02.241648, arrival_time=2021-04-15 02:16:39.098047, cost_time=0:00:09.962946 2021-04-15 02:16:37,439 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.42ms, fps=4394 images/s, loss=1.0839, top1-acc=68.26%, top5-acc=92.52%, remaining_time=0:00:01.612910, arrival_time=2021-04-15 02:16:39.052361, cost_time=0:00:10.545927 2021-04-15 02:16:37,990 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=1.23ms, fps=4652 images/s, loss=1.0858, top1-acc=68.19%, top5-acc=92.46%, remaining_time=0:00:00.986368, arrival_time=2021-04-15 02:16:38.976599, cost_time=0:00:11.096726 2021-04-15 02:16:38,535 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=1.15ms, fps=4702 images/s, loss=1.0852, top1-acc=68.24%, top5-acc=92.45%, remaining_time=0:00:00.367632, arrival_time=2021-04-15 02:16:38.902686, cost_time=0:00:11.641618 2021-04-15 02:16:38,854 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=1.03ms, fps=4258 images/s, loss=1.0863, top1-acc=68.21%, top5-acc=92.44%, remaining_time=0:00:00, arrival_time=2021-04-15 02:16:38.854786, cost_time=0:00:11.961352 2021-04-15 02:16:39,307 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=9.60ms, fps=5672 images/s, loss=1.6160, top1-acc=56.09%, top5-acc=84.18%, remaining_time=0:00:01.354050, arrival_time=2021-04-15 02:16:40.661778, cost_time=0:00:00.451348 2021-04-15 02:16:39,550 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=0.20ms, fps=10581 images/s, loss=1.6343, top1-acc=55.80%, top5-acc=83.73%, remaining_time=0:00:00.693600, arrival_time=2021-04-15 02:16:40.243570, cost_time=0:00:00.693606 2021-04-15 02:16:39,830 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=5.23ms, fps=9126 images/s, loss=1.6285, top1-acc=55.92%, top5-acc=83.75%, remaining_time=0:00:00.324810, arrival_time=2021-04-15 02:16:40.155611, cost_time=0:00:00.974433 2021-04-15 02:16:40,162 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=0.09ms, fps=6997 images/s, loss=1.6415, top1-acc=55.99%, top5-acc=83.67%, remaining_time=0:00:00, arrival_time=2021-04-15 02:16:40.162817, cost_time=0:00:01.306328 2021-04-15 02:16:40,230 INFO : Epoch=0078 complete, best val top1-acc=56.10%, top5-acc=84.38% (epoch=62), remaining_time=0:26:07.451974, arrival_time=2021-04-15 02:42:47.682618, cost_time=0:16:42.141442 2021-04-15 02:16:40,231 INFO : Train start, epoch=0079, lr=0.066937 2021-04-15 02:16:41,005 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=0.18ms, fps=3309 images/s, loss=1.0150, top1-acc=70.47%, top5-acc=93.28%, remaining_time=0:00:14.390820, arrival_time=2021-04-15 02:16:55.396486, cost_time=0:00:00.773700 2021-04-15 02:16:41,561 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=1.23ms, fps=4605 images/s, loss=1.0393, top1-acc=69.55%, top5-acc=92.99%, remaining_time=0:00:11.703824, arrival_time=2021-04-15 02:16:53.265743, cost_time=0:00:01.329979 2021-04-15 02:16:42,141 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=1.35ms, fps=4417 images/s, loss=1.0183, top1-acc=70.10%, top5-acc=93.23%, remaining_time=0:00:10.568224, arrival_time=2021-04-15 02:16:52.710081, cost_time=0:00:01.909922 2021-04-15 02:16:42,739 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=1.36ms, fps=4287 images/s, loss=1.0289, top1-acc=69.72%, top5-acc=93.12%, remaining_time=0:00:09.778704, arrival_time=2021-04-15 02:16:52.518003, cost_time=0:00:02.507346 2021-04-15 02:16:43,365 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=1.31ms, fps=4093 images/s, loss=1.0326, top1-acc=69.55%, top5-acc=92.94%, remaining_time=0:00:09.148798, arrival_time=2021-04-15 02:16:52.513906, cost_time=0:00:03.133170 2021-04-15 02:16:43,989 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=1.30ms, fps=4102 images/s, loss=1.0358, top1-acc=69.46%, top5-acc=92.94%, remaining_time=0:00:08.517000, arrival_time=2021-04-15 02:16:52.506470, cost_time=0:00:03.757518 2021-04-15 02:16:44,606 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=1.30ms, fps=4151 images/s, loss=1.0513, top1-acc=69.14%, top5-acc=92.72%, remaining_time=0:00:07.874118, arrival_time=2021-04-15 02:16:52.480614, cost_time=0:00:04.374509 2021-04-15 02:16:45,252 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=1.32ms, fps=3969 images/s, loss=1.0593, top1-acc=68.85%, top5-acc=92.64%, remaining_time=0:00:07.279000, arrival_time=2021-04-15 02:16:52.530993, cost_time=0:00:05.020040 2021-04-15 02:16:45,839 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=1.35ms, fps=4357 images/s, loss=1.0607, top1-acc=68.78%, top5-acc=92.66%, remaining_time=0:00:06.604966, arrival_time=2021-04-15 02:16:52.444860, cost_time=0:00:05.607953 2021-04-15 02:16:46,473 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=1.23ms, fps=4045 images/s, loss=1.0669, top1-acc=68.59%, top5-acc=92.57%, remaining_time=0:00:05.991552, arrival_time=2021-04-15 02:16:52.464808, cost_time=0:00:06.241215 2021-04-15 02:16:47,095 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=1.45ms, fps=4119 images/s, loss=1.0681, top1-acc=68.59%, top5-acc=92.54%, remaining_time=0:00:05.365798, arrival_time=2021-04-15 02:16:52.461012, cost_time=0:00:06.863271 2021-04-15 02:16:47,698 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=1.21ms, fps=4250 images/s, loss=1.0673, top1-acc=68.65%, top5-acc=92.54%, remaining_time=0:00:04.728416, arrival_time=2021-04-15 02:16:52.426389, cost_time=0:00:07.465970 2021-04-15 02:16:48,307 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=1.28ms, fps=4205 images/s, loss=1.0692, top1-acc=68.57%, top5-acc=92.55%, remaining_time=0:00:04.099722, arrival_time=2021-04-15 02:16:52.406898, cost_time=0:00:08.075205 2021-04-15 02:16:48,884 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=1.39ms, fps=4439 images/s, loss=1.0728, top1-acc=68.53%, top5-acc=92.47%, remaining_time=0:00:03.460912, arrival_time=2021-04-15 02:16:52.345200, cost_time=0:00:08.652341 2021-04-15 02:16:49,425 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=1.30ms, fps=4733 images/s, loss=1.0764, top1-acc=68.40%, top5-acc=92.48%, remaining_time=0:00:02.819386, arrival_time=2021-04-15 02:16:52.245031, cost_time=0:00:09.193580 2021-04-15 02:16:49,998 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=1.44ms, fps=4476 images/s, loss=1.0791, top1-acc=68.29%, top5-acc=92.51%, remaining_time=0:00:02.197368, arrival_time=2021-04-15 02:16:52.195451, cost_time=0:00:09.766057 2021-04-15 02:16:50,581 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=1.27ms, fps=4394 images/s, loss=1.0763, top1-acc=68.34%, top5-acc=92.53%, remaining_time=0:00:01.582828, arrival_time=2021-04-15 02:16:52.164055, cost_time=0:00:10.349281 2021-04-15 02:16:51,191 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=1.74ms, fps=4196 images/s, loss=1.0765, top1-acc=68.36%, top5-acc=92.53%, remaining_time=0:00:00.974208, arrival_time=2021-04-15 02:16:52.166019, cost_time=0:00:10.959816 2021-04-15 02:16:51,820 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=1.51ms, fps=4073 images/s, loss=1.0796, top1-acc=68.26%, top5-acc=92.51%, remaining_time=0:00:00.365958, arrival_time=2021-04-15 02:16:52.186725, cost_time=0:00:11.588756 2021-04-15 02:16:52,152 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=0.05ms, fps=4100 images/s, loss=1.0820, top1-acc=68.22%, top5-acc=92.51%, remaining_time=0:00:00, arrival_time=2021-04-15 02:16:52.152861, cost_time=0:00:11.920912 2021-04-15 02:16:52,557 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=0.27ms, fps=6360 images/s, loss=1.6712, top1-acc=53.52%, top5-acc=83.87%, remaining_time=0:00:01.207590, arrival_time=2021-04-15 02:16:53.764635, cost_time=0:00:00.402532 2021-04-15 02:16:52,867 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=4.21ms, fps=8266 images/s, loss=1.6886, top1-acc=53.85%, top5-acc=83.32%, remaining_time=0:00:00.712580, arrival_time=2021-04-15 02:16:53.579697, cost_time=0:00:00.712573 2021-04-15 02:16:53,131 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=0.20ms, fps=9687 images/s, loss=1.6839, top1-acc=53.71%, top5-acc=83.33%, remaining_time=0:00:00.325750, arrival_time=2021-04-15 02:16:53.457521, cost_time=0:00:00.977255 2021-04-15 02:16:53,367 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=0.05ms, fps=9852 images/s, loss=1.6988, top1-acc=54.22%, top5-acc=83.36%, remaining_time=0:00:00, arrival_time=2021-04-15 02:16:53.367563, cost_time=0:00:01.213069 2021-04-15 02:16:53,426 INFO : Epoch=0079 complete, best val top1-acc=56.10%, top5-acc=84.38% (epoch=62), remaining_time=0:25:55.136891, arrival_time=2021-04-15 02:42:48.563403, cost_time=0:16:55.337329 2021-04-15 02:16:53,427 INFO : Train start, epoch=0080, lr=0.066196 2021-04-15 02:16:54,273 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=1.28ms, fps=3026 images/s, loss=1.0393, top1-acc=69.45%, top5-acc=93.24%, remaining_time=0:00:15.733926, arrival_time=2021-04-15 02:17:10.007432, cost_time=0:00:00.845910 2021-04-15 02:16:54,907 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=1.66ms, fps=4040 images/s, loss=1.0128, top1-acc=70.31%, top5-acc=93.54%, remaining_time=0:00:13.023120, arrival_time=2021-04-15 02:17:07.930684, cost_time=0:00:01.479902 2021-04-15 02:16:55,530 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=1.24ms, fps=4113 images/s, loss=1.0213, top1-acc=70.01%, top5-acc=93.14%, remaining_time=0:00:11.635936, arrival_time=2021-04-15 02:17:07.166438, cost_time=0:00:02.102891 2021-04-15 02:16:56,127 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=1.20ms, fps=4292 images/s, loss=1.0151, top1-acc=70.33%, top5-acc=93.13%, remaining_time=0:00:10.529064, arrival_time=2021-04-15 02:17:06.656442, cost_time=0:00:02.699744 2021-04-15 02:16:56,710 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=1.78ms, fps=4398 images/s, loss=1.0197, top1-acc=70.31%, top5-acc=93.17%, remaining_time=0:00:09.584316, arrival_time=2021-04-15 02:17:06.294396, cost_time=0:00:03.282288 2021-04-15 02:16:57,258 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=1.29ms, fps=4676 images/s, loss=1.0308, top1-acc=69.90%, top5-acc=93.11%, remaining_time=0:00:08.682648, arrival_time=2021-04-15 02:17:05.940847, cost_time=0:00:03.830590 2021-04-15 02:16:57,803 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=1.40ms, fps=4700 images/s, loss=1.0335, top1-acc=69.73%, top5-acc=93.06%, remaining_time=0:00:07.876134, arrival_time=2021-04-15 02:17:05.679402, cost_time=0:00:04.375663 2021-04-15 02:16:58,355 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=1.59ms, fps=4643 images/s, loss=1.0376, top1-acc=69.49%, top5-acc=93.10%, remaining_time=0:00:07.144672, arrival_time=2021-04-15 02:17:05.499654, cost_time=0:00:04.927353 2021-04-15 02:16:58,946 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=1.42ms, fps=4333 images/s, loss=1.0445, top1-acc=69.27%, top5-acc=92.98%, remaining_time=0:00:06.499708, arrival_time=2021-04-15 02:17:05.445972, cost_time=0:00:05.518587 2021-04-15 02:16:59,509 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=1.41ms, fps=4550 images/s, loss=1.0507, top1-acc=69.13%, top5-acc=92.96%, remaining_time=0:00:05.838432, arrival_time=2021-04-15 02:17:05.347758, cost_time=0:00:06.081726 2021-04-15 02:17:00,090 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=1.27ms, fps=4406 images/s, loss=1.0534, top1-acc=69.05%, top5-acc=92.87%, remaining_time=0:00:05.209278, arrival_time=2021-04-15 02:17:05.299939, cost_time=0:00:06.663061 2021-04-15 02:17:00,689 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=1.76ms, fps=4277 images/s, loss=1.0595, top1-acc=68.85%, top5-acc=92.83%, remaining_time=0:00:04.599292, arrival_time=2021-04-15 02:17:05.288899, cost_time=0:00:07.262000 2021-04-15 02:17:01,269 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.35ms, fps=4420 images/s, loss=1.0631, top1-acc=68.73%, top5-acc=92.78%, remaining_time=0:00:03.981054, arrival_time=2021-04-15 02:17:05.250161, cost_time=0:00:07.841478 2021-04-15 02:17:01,827 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=1.21ms, fps=4588 images/s, loss=1.0657, top1-acc=68.67%, top5-acc=92.73%, remaining_time=0:00:03.359944, arrival_time=2021-04-15 02:17:05.187420, cost_time=0:00:08.399873 2021-04-15 02:17:02,372 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=1.19ms, fps=4699 images/s, loss=1.0654, top1-acc=68.72%, top5-acc=92.72%, remaining_time=0:00:02.743164, arrival_time=2021-04-15 02:17:05.115816, cost_time=0:00:08.945045 2021-04-15 02:17:02,947 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=1.39ms, fps=4456 images/s, loss=1.0695, top1-acc=68.58%, top5-acc=92.67%, remaining_time=0:00:02.141964, arrival_time=2021-04-15 02:17:05.089448, cost_time=0:00:09.519886 2021-04-15 02:17:03,518 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=1.26ms, fps=4486 images/s, loss=1.0724, top1-acc=68.53%, top5-acc=92.58%, remaining_time=0:00:01.543308, arrival_time=2021-04-15 02:17:05.061807, cost_time=0:00:10.090849 2021-04-15 02:17:04,052 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=1.26ms, fps=4796 images/s, loss=1.0754, top1-acc=68.52%, top5-acc=92.50%, remaining_time=0:00:00.944448, arrival_time=2021-04-15 02:17:04.997163, cost_time=0:00:10.625115 2021-04-15 02:17:04,612 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=1.08ms, fps=4574 images/s, loss=1.0766, top1-acc=68.53%, top5-acc=92.47%, remaining_time=0:00:00.353214, arrival_time=2021-04-15 02:17:04.965901, cost_time=0:00:11.185098 2021-04-15 02:17:04,923 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=0.05ms, fps=4375 images/s, loss=1.0759, top1-acc=68.54%, top5-acc=92.47%, remaining_time=0:00:00, arrival_time=2021-04-15 02:17:04.923902, cost_time=0:00:11.496241 2021-04-15 02:17:05,331 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=39.84ms, fps=6303 images/s, loss=1.6687, top1-acc=55.62%, top5-acc=83.59%, remaining_time=0:00:01.218390, arrival_time=2021-04-15 02:17:06.550182, cost_time=0:00:00.406133 2021-04-15 02:17:05,586 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=0.18ms, fps=10052 images/s, loss=1.6773, top1-acc=54.88%, top5-acc=83.40%, remaining_time=0:00:00.661120, arrival_time=2021-04-15 02:17:06.247896, cost_time=0:00:00.661111 2021-04-15 02:17:05,880 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=47.34ms, fps=8724 images/s, loss=1.6642, top1-acc=55.21%, top5-acc=83.65%, remaining_time=0:00:00.318300, arrival_time=2021-04-15 02:17:06.198871, cost_time=0:00:00.954896 2021-04-15 02:17:06,110 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=0.05ms, fps=10090 images/s, loss=1.6771, top1-acc=55.52%, top5-acc=83.62%, remaining_time=0:00:00, arrival_time=2021-04-15 02:17:06.110798, cost_time=0:00:01.185159 2021-04-15 02:17:06,170 INFO : Epoch=0080 complete, best val top1-acc=56.10%, top5-acc=84.38% (epoch=62), remaining_time=0:25:42.122520, arrival_time=2021-04-15 02:42:48.293364, cost_time=0:17:08.081642 2021-04-15 02:17:06,172 INFO : Train start, epoch=0081, lr=0.065451 2021-04-15 02:17:06,869 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=1.25ms, fps=3673 images/s, loss=1.0414, top1-acc=70.43%, top5-acc=92.77%, remaining_time=0:00:12.965316, arrival_time=2021-04-15 02:17:19.834471, cost_time=0:00:00.697056 2021-04-15 02:17:07,441 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=1.43ms, fps=4472 images/s, loss=1.0457, top1-acc=69.36%, top5-acc=92.89%, remaining_time=0:00:11.174064, arrival_time=2021-04-15 02:17:18.615936, cost_time=0:00:01.269775 2021-04-15 02:17:07,985 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=1.19ms, fps=4715 images/s, loss=1.0472, top1-acc=69.36%, top5-acc=92.84%, remaining_time=0:00:10.032044, arrival_time=2021-04-15 02:17:18.017176, cost_time=0:00:01.813032 2021-04-15 02:17:08,589 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=1.23ms, fps=4236 images/s, loss=1.0366, top1-acc=69.40%, top5-acc=93.08%, remaining_time=0:00:09.428796, arrival_time=2021-04-15 02:17:18.018528, cost_time=0:00:02.417635 2021-04-15 02:17:09,266 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=0.18ms, fps=3784 images/s, loss=1.0332, top1-acc=69.45%, top5-acc=93.19%, remaining_time=0:00:09.036086, arrival_time=2021-04-15 02:17:18.302714, cost_time=0:00:03.094531 2021-04-15 02:17:09,875 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=1.31ms, fps=4208 images/s, loss=1.0393, top1-acc=69.49%, top5-acc=92.94%, remaining_time=0:00:08.394056, arrival_time=2021-04-15 02:17:18.269445, cost_time=0:00:03.703287 2021-04-15 02:17:10,551 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=1.32ms, fps=3787 images/s, loss=1.0399, top1-acc=69.32%, top5-acc=93.00%, remaining_time=0:00:07.883316, arrival_time=2021-04-15 02:17:18.435045, cost_time=0:00:04.379624 2021-04-15 02:17:11,179 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=1.34ms, fps=4081 images/s, loss=1.0426, top1-acc=69.18%, top5-acc=92.93%, remaining_time=0:00:07.260440, arrival_time=2021-04-15 02:17:18.439752, cost_time=0:00:05.007188 2021-04-15 02:17:11,789 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=1.57ms, fps=4198 images/s, loss=1.0444, top1-acc=69.13%, top5-acc=92.91%, remaining_time=0:00:06.615990, arrival_time=2021-04-15 02:17:18.405493, cost_time=0:00:05.617335 2021-04-15 02:17:12,427 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=1.44ms, fps=4014 images/s, loss=1.0471, top1-acc=68.90%, top5-acc=92.95%, remaining_time=0:00:06.005376, arrival_time=2021-04-15 02:17:18.433057, cost_time=0:00:06.255578 2021-04-15 02:17:13,082 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=1.34ms, fps=3912 images/s, loss=1.0529, top1-acc=68.73%, top5-acc=92.91%, remaining_time=0:00:05.402606, arrival_time=2021-04-15 02:17:18.485132, cost_time=0:00:06.910351 2021-04-15 02:17:13,707 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=1.38ms, fps=4097 images/s, loss=1.0548, top1-acc=68.59%, top5-acc=92.89%, remaining_time=0:00:04.772648, arrival_time=2021-04-15 02:17:18.480542, cost_time=0:00:07.535808 2021-04-15 02:17:14,314 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=1.40ms, fps=4226 images/s, loss=1.0574, top1-acc=68.53%, top5-acc=92.83%, remaining_time=0:00:04.133580, arrival_time=2021-04-15 02:17:18.447683, cost_time=0:00:08.141935 2021-04-15 02:17:14,937 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=1.69ms, fps=4109 images/s, loss=1.0602, top1-acc=68.49%, top5-acc=92.82%, remaining_time=0:00:03.506160, arrival_time=2021-04-15 02:17:18.443692, cost_time=0:00:08.765410 2021-04-15 02:17:15,574 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=1.44ms, fps=4024 images/s, loss=1.0616, top1-acc=68.42%, top5-acc=92.83%, remaining_time=0:00:02.883280, arrival_time=2021-04-15 02:17:18.457427, cost_time=0:00:09.402063 2021-04-15 02:17:16,103 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.24ms, fps=4844 images/s, loss=1.0625, top1-acc=68.40%, top5-acc=92.77%, remaining_time=0:00:02.234448, arrival_time=2021-04-15 02:17:18.337448, cost_time=0:00:09.930897 2021-04-15 02:17:16,635 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=1.24ms, fps=4809 images/s, loss=1.0665, top1-acc=68.34%, top5-acc=92.73%, remaining_time=0:00:01.600326, arrival_time=2021-04-15 02:17:18.236094, cost_time=0:00:10.463597 2021-04-15 02:17:17,163 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=1.25ms, fps=4851 images/s, loss=1.0677, top1-acc=68.35%, top5-acc=92.71%, remaining_time=0:00:00.977040, arrival_time=2021-04-15 02:17:18.140915, cost_time=0:00:10.991767 2021-04-15 02:17:17,694 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=0.99ms, fps=4825 images/s, loss=1.0685, top1-acc=68.33%, top5-acc=92.70%, remaining_time=0:00:00.363876, arrival_time=2021-04-15 02:17:18.058717, cost_time=0:00:11.522747 2021-04-15 02:17:17,998 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=0.06ms, fps=4478 images/s, loss=1.0699, top1-acc=68.33%, top5-acc=92.70%, remaining_time=0:00:00, arrival_time=2021-04-15 02:17:17.998837, cost_time=0:00:11.826755 2021-04-15 02:17:18,371 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=0.18ms, fps=6901 images/s, loss=1.6250, top1-acc=55.39%, top5-acc=83.79%, remaining_time=0:00:01.112850, arrival_time=2021-04-15 02:17:19.484192, cost_time=0:00:00.370946 2021-04-15 02:17:18,648 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=2.35ms, fps=9239 images/s, loss=1.6248, top1-acc=55.92%, top5-acc=84.30%, remaining_time=0:00:00.648320, arrival_time=2021-04-15 02:17:19.297042, cost_time=0:00:00.648314 2021-04-15 02:17:18,905 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=0.19ms, fps=9999 images/s, loss=1.6323, top1-acc=55.83%, top5-acc=83.97%, remaining_time=0:00:00.301540, arrival_time=2021-04-15 02:17:19.206575, cost_time=0:00:00.904633 2021-04-15 02:17:19,148 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=0.05ms, fps=9545 images/s, loss=1.6239, top1-acc=55.75%, top5-acc=84.05%, remaining_time=0:00:00, arrival_time=2021-04-15 02:17:19.148481, cost_time=0:00:01.147998 2021-04-15 02:17:19,206 INFO : Epoch=0081 complete, best val top1-acc=56.10%, top5-acc=84.38% (epoch=62), remaining_time=0:25:29.543176, arrival_time=2021-04-15 02:42:48.749980, cost_time=0:17:21.117601 2021-04-15 02:17:19,208 INFO : Train start, epoch=0082, lr=0.064702 2021-04-15 02:17:19,920 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=0.17ms, fps=3594 images/s, loss=1.0011, top1-acc=71.33%, top5-acc=93.24%, remaining_time=0:00:13.248780, arrival_time=2021-04-15 02:17:33.169164, cost_time=0:00:00.712301 2021-04-15 02:17:20,512 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=1.90ms, fps=4327 images/s, loss=1.0305, top1-acc=70.14%, top5-acc=92.97%, remaining_time=0:00:11.476960, arrival_time=2021-04-15 02:17:31.989264, cost_time=0:00:01.304202 2021-04-15 02:17:21,156 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=1.32ms, fps=3973 images/s, loss=1.0207, top1-acc=70.14%, top5-acc=93.27%, remaining_time=0:00:10.783360, arrival_time=2021-04-15 02:17:31.940275, cost_time=0:00:01.948812 2021-04-15 02:17:21,710 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=1.22ms, fps=4624 images/s, loss=1.0284, top1-acc=69.56%, top5-acc=93.39%, remaining_time=0:00:09.760608, arrival_time=2021-04-15 02:17:31.471427, cost_time=0:00:02.502714 2021-04-15 02:17:22,300 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=1.38ms, fps=4342 images/s, loss=1.0241, top1-acc=69.66%, top5-acc=93.34%, remaining_time=0:00:09.030538, arrival_time=2021-04-15 02:17:31.331312, cost_time=0:00:03.092668 2021-04-15 02:17:22,869 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=1.27ms, fps=4503 images/s, loss=1.0242, top1-acc=69.80%, top5-acc=93.39%, remaining_time=0:00:08.299264, arrival_time=2021-04-15 02:17:31.168817, cost_time=0:00:03.661453 2021-04-15 02:17:23,521 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=1.53ms, fps=3927 images/s, loss=1.0302, top1-acc=69.72%, top5-acc=93.32%, remaining_time=0:00:07.764498, arrival_time=2021-04-15 02:17:31.286216, cost_time=0:00:04.313615 2021-04-15 02:17:24,125 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=1.68ms, fps=4244 images/s, loss=1.0361, top1-acc=69.56%, top5-acc=93.21%, remaining_time=0:00:07.129940, arrival_time=2021-04-15 02:17:31.255232, cost_time=0:00:04.917179 2021-04-15 02:17:24,720 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=1.36ms, fps=4302 images/s, loss=1.0392, top1-acc=69.47%, top5-acc=93.29%, remaining_time=0:00:06.492606, arrival_time=2021-04-15 02:17:31.213304, cost_time=0:00:05.512559 2021-04-15 02:17:25,362 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=2.00ms, fps=3989 images/s, loss=1.0365, top1-acc=69.60%, top5-acc=93.32%, remaining_time=0:00:05.908512, arrival_time=2021-04-15 02:17:31.271417, cost_time=0:00:06.154725 2021-04-15 02:17:26,012 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=1.45ms, fps=3946 images/s, loss=1.0397, top1-acc=69.45%, top5-acc=93.29%, remaining_time=0:00:05.319444, arrival_time=2021-04-15 02:17:31.331546, cost_time=0:00:06.803950 2021-04-15 02:17:26,700 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=1.47ms, fps=3720 images/s, loss=1.0398, top1-acc=69.50%, top5-acc=93.23%, remaining_time=0:00:04.745364, arrival_time=2021-04-15 02:17:31.446197, cost_time=0:00:07.492652 2021-04-15 02:17:27,349 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=1.46ms, fps=3951 images/s, loss=1.0431, top1-acc=69.32%, top5-acc=93.22%, remaining_time=0:00:04.133184, arrival_time=2021-04-15 02:17:31.482473, cost_time=0:00:08.141180 2021-04-15 02:17:27,951 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=1.33ms, fps=4251 images/s, loss=1.0473, top1-acc=69.19%, top5-acc=93.19%, remaining_time=0:00:03.497536, arrival_time=2021-04-15 02:17:31.449430, cost_time=0:00:08.743793 2021-04-15 02:17:28,619 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.50ms, fps=3836 images/s, loss=1.0517, top1-acc=69.05%, top5-acc=93.12%, remaining_time=0:00:02.886224, arrival_time=2021-04-15 02:17:31.505966, cost_time=0:00:09.411527 2021-04-15 02:17:29,281 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=1.28ms, fps=3871 images/s, loss=1.0547, top1-acc=68.98%, top5-acc=93.04%, remaining_time=0:00:02.266524, arrival_time=2021-04-15 02:17:31.548025, cost_time=0:00:10.073399 2021-04-15 02:17:29,969 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=1.20ms, fps=3722 images/s, loss=1.0557, top1-acc=68.95%, top5-acc=93.03%, remaining_time=0:00:01.645878, arrival_time=2021-04-15 02:17:31.615485, cost_time=0:00:10.761500 2021-04-15 02:17:30,640 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=1.34ms, fps=3820 images/s, loss=1.0575, top1-acc=68.86%, top5-acc=93.04%, remaining_time=0:00:01.016176, arrival_time=2021-04-15 02:17:31.656319, cost_time=0:00:11.431956 2021-04-15 02:17:31,271 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=1.35ms, fps=4056 images/s, loss=1.0605, top1-acc=68.85%, top5-acc=93.00%, remaining_time=0:00:00.380958, arrival_time=2021-04-15 02:17:31.652771, cost_time=0:00:12.063704 2021-04-15 02:17:31,616 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=0.07ms, fps=3951 images/s, loss=1.0609, top1-acc=68.85%, top5-acc=93.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:17:31.616393, cost_time=0:00:12.408290 2021-04-15 02:17:31,975 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=0.29ms, fps=7167 images/s, loss=1.5599, top1-acc=55.82%, top5-acc=85.35%, remaining_time=0:00:01.071600, arrival_time=2021-04-15 02:17:33.046812, cost_time=0:00:00.357202 2021-04-15 02:17:32,269 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=0.18ms, fps=8712 images/s, loss=1.5756, top1-acc=56.68%, top5-acc=84.65%, remaining_time=0:00:00.651400, arrival_time=2021-04-15 02:17:32.920791, cost_time=0:00:00.651396 2021-04-15 02:17:32,548 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=34.70ms, fps=9182 images/s, loss=1.5732, top1-acc=57.03%, top5-acc=84.70%, remaining_time=0:00:00.310170, arrival_time=2021-04-15 02:17:32.858700, cost_time=0:00:00.930515 2021-04-15 02:17:32,802 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=0.06ms, fps=9165 images/s, loss=1.5750, top1-acc=57.16%, top5-acc=84.73%, remaining_time=0:00:00, arrival_time=2021-04-15 02:17:32.801959, cost_time=0:00:01.183981 2021-04-15 02:17:32,934 INFO : Epoch=0082 complete, best val top1-acc=57.16%, top5-acc=84.73% (epoch=82), remaining_time=0:25:17.947280, arrival_time=2021-04-15 02:42:50.881284, cost_time=0:17:34.844760 2021-04-15 02:17:32,935 INFO : Train start, epoch=0083, lr=0.063950 2021-04-15 02:17:33,678 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=2.68ms, fps=3446 images/s, loss=1.0277, top1-acc=71.05%, top5-acc=92.81%, remaining_time=0:00:13.819428, arrival_time=2021-04-15 02:17:47.498258, cost_time=0:00:00.742980 2021-04-15 02:17:34,269 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=1.20ms, fps=4339 images/s, loss=1.0183, top1-acc=70.66%, top5-acc=93.38%, remaining_time=0:00:11.733216, arrival_time=2021-04-15 02:17:46.002360, cost_time=0:00:01.333328 2021-04-15 02:17:34,844 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=1.23ms, fps=4450 images/s, loss=1.0092, top1-acc=70.83%, top5-acc=93.35%, remaining_time=0:00:10.562414, arrival_time=2021-04-15 02:17:45.407117, cost_time=0:00:01.908867 2021-04-15 02:17:35,398 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=1.37ms, fps=4625 images/s, loss=1.0082, top1-acc=70.58%, top5-acc=93.54%, remaining_time=0:00:09.604452, arrival_time=2021-04-15 02:17:45.002984, cost_time=0:00:02.462697 2021-04-15 02:17:35,967 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.41ms, fps=4503 images/s, loss=1.0098, top1-acc=70.46%, top5-acc=93.66%, remaining_time=0:00:08.852126, arrival_time=2021-04-15 02:17:44.819500, cost_time=0:00:03.031544 2021-04-15 02:17:36,577 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=1.66ms, fps=4200 images/s, loss=1.0140, top1-acc=70.35%, top5-acc=93.64%, remaining_time=0:00:08.253976, arrival_time=2021-04-15 02:17:44.831241, cost_time=0:00:03.641442 2021-04-15 02:17:37,122 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=1.30ms, fps=4697 images/s, loss=1.0197, top1-acc=70.05%, top5-acc=93.64%, remaining_time=0:00:07.536186, arrival_time=2021-04-15 02:17:44.658787, cost_time=0:00:04.186764 2021-04-15 02:17:37,658 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=1.38ms, fps=4778 images/s, loss=1.0272, top1-acc=69.80%, top5-acc=93.46%, remaining_time=0:00:06.848176, arrival_time=2021-04-15 02:17:44.506859, cost_time=0:00:04.722843 2021-04-15 02:17:38,191 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=1.22ms, fps=4804 images/s, loss=1.0304, top1-acc=69.78%, top5-acc=93.42%, remaining_time=0:00:06.190506, arrival_time=2021-04-15 02:17:44.382405, cost_time=0:00:05.256068 2021-04-15 02:17:38,726 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=1.39ms, fps=4796 images/s, loss=1.0387, top1-acc=69.47%, top5-acc=93.34%, remaining_time=0:00:05.558496, arrival_time=2021-04-15 02:17:44.284525, cost_time=0:00:05.790104 2021-04-15 02:17:39,262 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=1.24ms, fps=4774 images/s, loss=1.0412, top1-acc=69.38%, top5-acc=93.32%, remaining_time=0:00:04.946462, arrival_time=2021-04-15 02:17:44.209150, cost_time=0:00:06.326832 2021-04-15 02:17:39,792 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=1.22ms, fps=4831 images/s, loss=1.0457, top1-acc=69.16%, top5-acc=93.23%, remaining_time=0:00:04.342792, arrival_time=2021-04-15 02:17:44.135705, cost_time=0:00:06.857076 2021-04-15 02:17:40,324 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=1.26ms, fps=4822 images/s, loss=1.0472, top1-acc=69.10%, top5-acc=93.21%, remaining_time=0:00:03.750978, arrival_time=2021-04-15 02:17:44.075184, cost_time=0:00:07.388239 2021-04-15 02:17:40,853 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=1.33ms, fps=4841 images/s, loss=1.0493, top1-acc=69.09%, top5-acc=93.12%, remaining_time=0:00:03.167080, arrival_time=2021-04-15 02:17:44.020687, cost_time=0:00:07.917727 2021-04-15 02:17:41,382 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=1.21ms, fps=4843 images/s, loss=1.0502, top1-acc=69.04%, top5-acc=93.09%, remaining_time=0:00:02.590352, arrival_time=2021-04-15 02:17:43.972924, cost_time=0:00:08.446733 2021-04-15 02:17:41,913 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=1.36ms, fps=4825 images/s, loss=1.0526, top1-acc=69.00%, top5-acc=93.01%, remaining_time=0:00:02.019960, arrival_time=2021-04-15 02:17:43.933529, cost_time=0:00:08.977658 2021-04-15 02:17:42,445 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=1.30ms, fps=4819 images/s, loss=1.0547, top1-acc=68.94%, top5-acc=92.97%, remaining_time=0:00:01.454362, arrival_time=2021-04-15 02:17:43.899565, cost_time=0:00:09.509358 2021-04-15 02:17:42,975 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=1.37ms, fps=4832 images/s, loss=1.0581, top1-acc=68.87%, top5-acc=92.94%, remaining_time=0:00:00.892400, arrival_time=2021-04-15 02:17:43.867916, cost_time=0:00:10.039556 2021-04-15 02:17:43,507 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=0.99ms, fps=4818 images/s, loss=1.0613, top1-acc=68.79%, top5-acc=92.85%, remaining_time=0:00:00.333834, arrival_time=2021-04-15 02:17:43.841044, cost_time=0:00:10.571384 2021-04-15 02:17:43,816 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=0.07ms, fps=4409 images/s, loss=1.0612, top1-acc=68.78%, top5-acc=92.83%, remaining_time=0:00:00, arrival_time=2021-04-15 02:17:43.816047, cost_time=0:00:10.880162 2021-04-15 02:17:44,197 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=0.18ms, fps=6753 images/s, loss=1.6020, top1-acc=55.55%, top5-acc=84.69%, remaining_time=0:00:01.137270, arrival_time=2021-04-15 02:17:45.334269, cost_time=0:00:00.379086 2021-04-15 02:17:44,442 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=0.24ms, fps=10453 images/s, loss=1.6456, top1-acc=55.18%, top5-acc=84.00%, remaining_time=0:00:00.624380, arrival_time=2021-04-15 02:17:45.066649, cost_time=0:00:00.624374 2021-04-15 02:17:44,769 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=43.65ms, fps=7833 images/s, loss=1.6361, top1-acc=55.61%, top5-acc=84.15%, remaining_time=0:00:00.317170, arrival_time=2021-04-15 02:17:45.086584, cost_time=0:00:00.951512 2021-04-15 02:17:45,064 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=0.05ms, fps=7872 images/s, loss=1.6241, top1-acc=55.70%, top5-acc=84.17%, remaining_time=0:00:00, arrival_time=2021-04-15 02:17:45.064440, cost_time=0:00:01.246563 2021-04-15 02:17:45,121 INFO : Epoch=0083 complete, best val top1-acc=57.16%, top5-acc=84.73% (epoch=82), remaining_time=0:25:04.129653, arrival_time=2021-04-15 02:42:49.251030, cost_time=0:17:47.032178 2021-04-15 02:17:45,122 INFO : Train start, epoch=0084, lr=0.063194 2021-04-15 02:17:45,915 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=1.28ms, fps=3229 images/s, loss=1.0036, top1-acc=71.29%, top5-acc=93.16%, remaining_time=0:00:14.746452, arrival_time=2021-04-15 02:18:00.661882, cost_time=0:00:00.792820 2021-04-15 02:17:46,503 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=1.27ms, fps=4355 images/s, loss=1.0049, top1-acc=70.51%, top5-acc=93.38%, remaining_time=0:00:12.151920, arrival_time=2021-04-15 02:17:58.655481, cost_time=0:00:01.380907 2021-04-15 02:17:47,102 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=1.42ms, fps=4279 images/s, loss=1.0087, top1-acc=70.12%, top5-acc=93.39%, remaining_time=0:00:10.954340, arrival_time=2021-04-15 02:17:58.056653, cost_time=0:00:01.979695 2021-04-15 02:17:47,707 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=1.34ms, fps=4233 images/s, loss=1.0128, top1-acc=69.94%, top5-acc=93.37%, remaining_time=0:00:10.080720, arrival_time=2021-04-15 02:17:57.788122, cost_time=0:00:02.584785 2021-04-15 02:17:48,261 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=1.57ms, fps=4620 images/s, loss=1.0161, top1-acc=69.93%, top5-acc=93.41%, remaining_time=0:00:09.166464, arrival_time=2021-04-15 02:17:57.428298, cost_time=0:00:03.139220 2021-04-15 02:17:48,838 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=1.37ms, fps=4440 images/s, loss=1.0171, top1-acc=69.80%, top5-acc=93.38%, remaining_time=0:00:08.423160, arrival_time=2021-04-15 02:17:57.261900, cost_time=0:00:03.716122 2021-04-15 02:17:49,469 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=1.22ms, fps=4064 images/s, loss=1.0207, top1-acc=69.75%, top5-acc=93.35%, remaining_time=0:00:07.823592, arrival_time=2021-04-15 02:17:57.292658, cost_time=0:00:04.346446 2021-04-15 02:17:50,038 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.37ms, fps=4502 images/s, loss=1.0209, top1-acc=69.71%, top5-acc=93.37%, remaining_time=0:00:07.127388, arrival_time=2021-04-15 02:17:57.165461, cost_time=0:00:04.915459 2021-04-15 02:17:50,593 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.28ms, fps=4610 images/s, loss=1.0243, top1-acc=69.67%, top5-acc=93.28%, remaining_time=0:00:06.443740, arrival_time=2021-04-15 02:17:57.037488, cost_time=0:00:05.471132 2021-04-15 02:17:51,234 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.58ms, fps=4000 images/s, loss=1.0302, top1-acc=69.43%, top5-acc=93.24%, remaining_time=0:00:05.866944, arrival_time=2021-04-15 02:17:57.100978, cost_time=0:00:06.111396 2021-04-15 02:17:51,857 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=1.53ms, fps=4110 images/s, loss=1.0342, top1-acc=69.31%, top5-acc=93.19%, remaining_time=0:00:05.265264, arrival_time=2021-04-15 02:17:57.122646, cost_time=0:00:06.734694 2021-04-15 02:17:52,474 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=1.49ms, fps=4151 images/s, loss=1.0379, top1-acc=69.26%, top5-acc=93.07%, remaining_time=0:00:04.656216, arrival_time=2021-04-15 02:17:57.130732, cost_time=0:00:07.351897 2021-04-15 02:17:53,087 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=1.50ms, fps=4179 images/s, loss=1.0383, top1-acc=69.31%, top5-acc=93.11%, remaining_time=0:00:04.043688, arrival_time=2021-04-15 02:17:57.131080, cost_time=0:00:07.964777 2021-04-15 02:17:53,698 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=1.52ms, fps=4189 images/s, loss=1.0394, top1-acc=69.33%, top5-acc=93.06%, remaining_time=0:00:03.430504, arrival_time=2021-04-15 02:17:57.129323, cost_time=0:00:08.576202 2021-04-15 02:17:54,312 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=1.54ms, fps=4175 images/s, loss=1.0417, top1-acc=69.27%, top5-acc=93.02%, remaining_time=0:00:02.818144, arrival_time=2021-04-15 02:17:57.130436, cost_time=0:00:09.189671 2021-04-15 02:17:54,935 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=1.66ms, fps=4113 images/s, loss=1.0445, top1-acc=69.19%, top5-acc=92.98%, remaining_time=0:00:02.207808, arrival_time=2021-04-15 02:17:57.142878, cost_time=0:00:09.812450 2021-04-15 02:17:55,551 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=1.56ms, fps=4156 images/s, loss=1.0447, top1-acc=69.22%, top5-acc=92.93%, remaining_time=0:00:01.594996, arrival_time=2021-04-15 02:17:57.146428, cost_time=0:00:10.428824 2021-04-15 02:17:56,168 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=1.51ms, fps=4149 images/s, loss=1.0467, top1-acc=69.13%, top5-acc=92.90%, remaining_time=0:00:00.981872, arrival_time=2021-04-15 02:17:57.150599, cost_time=0:00:11.046103 2021-04-15 02:17:56,786 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=1.50ms, fps=4146 images/s, loss=1.0507, top1-acc=69.04%, top5-acc=92.85%, remaining_time=0:00:00.368334, arrival_time=2021-04-15 02:17:57.154804, cost_time=0:00:11.663855 2021-04-15 02:17:57,152 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=0.06ms, fps=3722 images/s, loss=1.0516, top1-acc=68.98%, top5-acc=92.86%, remaining_time=0:00:00, arrival_time=2021-04-15 02:17:57.152221, cost_time=0:00:12.029600 2021-04-15 02:17:57,560 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=8.34ms, fps=6297 images/s, loss=1.6629, top1-acc=54.02%, top5-acc=84.06%, remaining_time=0:00:01.219680, arrival_time=2021-04-15 02:17:58.780273, cost_time=0:00:00.406565 2021-04-15 02:17:57,834 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=0.20ms, fps=9354 images/s, loss=1.6307, top1-acc=55.27%, top5-acc=83.79%, remaining_time=0:00:00.680540, arrival_time=2021-04-15 02:17:58.515115, cost_time=0:00:00.680543 2021-04-15 02:17:58,181 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=60.53ms, fps=7382 images/s, loss=1.6264, top1-acc=55.40%, top5-acc=83.92%, remaining_time=0:00:00.342550, arrival_time=2021-04-15 02:17:58.524231, cost_time=0:00:01.027651 2021-04-15 02:17:58,458 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=0.05ms, fps=8383 images/s, loss=1.6247, top1-acc=55.70%, top5-acc=83.93%, remaining_time=0:00:00, arrival_time=2021-04-15 02:17:58.458709, cost_time=0:00:01.304700 2021-04-15 02:17:58,558 INFO : Epoch=0084 complete, best val top1-acc=57.16%, top5-acc=84.73% (epoch=82), remaining_time=0:24:52.076216, arrival_time=2021-04-15 02:42:50.634417, cost_time=0:18:00.468982 2021-04-15 02:17:58,560 INFO : Train start, epoch=0085, lr=0.062434 2021-04-15 02:17:59,414 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=1.68ms, fps=2996 images/s, loss=1.0095, top1-acc=70.94%, top5-acc=93.63%, remaining_time=0:00:15.893142, arrival_time=2021-04-15 02:18:15.307773, cost_time=0:00:00.854474 2021-04-15 02:18:00,032 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=1.29ms, fps=4149 images/s, loss=1.0062, top1-acc=70.82%, top5-acc=93.77%, remaining_time=0:00:12.952016, arrival_time=2021-04-15 02:18:12.983992, cost_time=0:00:01.471825 2021-04-15 02:18:00,644 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=1.49ms, fps=4182 images/s, loss=0.9956, top1-acc=70.62%, top5-acc=93.88%, remaining_time=0:00:11.533016, arrival_time=2021-04-15 02:18:12.177451, cost_time=0:00:02.084284 2021-04-15 02:18:01,294 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=1.32ms, fps=3942 images/s, loss=0.9892, top1-acc=70.83%, top5-acc=93.81%, remaining_time=0:00:10.662600, arrival_time=2021-04-15 02:18:11.956751, cost_time=0:00:02.734001 2021-04-15 02:18:01,881 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=1.32ms, fps=4365 images/s, loss=0.9828, top1-acc=71.06%, top5-acc=93.96%, remaining_time=0:00:09.696882, arrival_time=2021-04-15 02:18:11.577870, cost_time=0:00:03.320839 2021-04-15 02:18:02,453 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=1.26ms, fps=4478 images/s, loss=0.9923, top1-acc=70.99%, top5-acc=93.78%, remaining_time=0:00:08.823816, arrival_time=2021-04-15 02:18:11.276801, cost_time=0:00:03.892834 2021-04-15 02:18:03,012 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=1.29ms, fps=4580 images/s, loss=0.9974, top1-acc=70.70%, top5-acc=93.64%, remaining_time=0:00:08.013852, arrival_time=2021-04-15 02:18:11.026104, cost_time=0:00:04.452109 2021-04-15 02:18:03,612 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=1.36ms, fps=4265 images/s, loss=0.9975, top1-acc=70.68%, top5-acc=93.71%, remaining_time=0:00:07.326328, arrival_time=2021-04-15 02:18:10.939166, cost_time=0:00:05.052612 2021-04-15 02:18:04,200 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=1.57ms, fps=4364 images/s, loss=1.0019, top1-acc=70.52%, top5-acc=93.60%, remaining_time=0:00:06.642384, arrival_time=2021-04-15 02:18:10.842339, cost_time=0:00:05.639798 2021-04-15 02:18:04,809 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=1.34ms, fps=4200 images/s, loss=1.0035, top1-acc=70.46%, top5-acc=93.52%, remaining_time=0:00:05.999712, arrival_time=2021-04-15 02:18:10.809591, cost_time=0:00:06.249733 2021-04-15 02:18:05,424 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=1.25ms, fps=4167 images/s, loss=1.0156, top1-acc=70.11%, top5-acc=93.40%, remaining_time=0:00:05.366744, arrival_time=2021-04-15 02:18:10.791383, cost_time=0:00:06.864395 2021-04-15 02:18:05,981 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=1.46ms, fps=4601 images/s, loss=1.0183, top1-acc=70.07%, top5-acc=93.39%, remaining_time=0:00:04.700144, arrival_time=2021-04-15 02:18:10.681593, cost_time=0:00:07.421304 2021-04-15 02:18:06,634 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=1.33ms, fps=3923 images/s, loss=1.0242, top1-acc=69.87%, top5-acc=93.33%, remaining_time=0:00:04.099194, arrival_time=2021-04-15 02:18:10.733534, cost_time=0:00:08.074189 2021-04-15 02:18:07,255 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=1.40ms, fps=4121 images/s, loss=1.0268, top1-acc=69.76%, top5-acc=93.31%, remaining_time=0:00:03.478272, arrival_time=2021-04-15 02:18:10.734162, cost_time=0:00:08.695671 2021-04-15 02:18:07,828 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=1.26ms, fps=4471 images/s, loss=1.0304, top1-acc=69.66%, top5-acc=93.27%, remaining_time=0:00:02.842432, arrival_time=2021-04-15 02:18:10.671365, cost_time=0:00:09.268777 2021-04-15 02:18:08,413 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=1.46ms, fps=4383 images/s, loss=1.0373, top1-acc=69.45%, top5-acc=93.17%, remaining_time=0:00:02.216988, arrival_time=2021-04-15 02:18:10.630352, cost_time=0:00:09.853218 2021-04-15 02:18:09,005 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=1.47ms, fps=4326 images/s, loss=1.0399, top1-acc=69.32%, top5-acc=93.14%, remaining_time=0:00:01.597518, arrival_time=2021-04-15 02:18:10.603030, cost_time=0:00:10.445251 2021-04-15 02:18:09,557 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=1.25ms, fps=4645 images/s, loss=1.0439, top1-acc=69.22%, top5-acc=93.11%, remaining_time=0:00:00.977504, arrival_time=2021-04-15 02:18:10.534685, cost_time=0:00:10.996972 2021-04-15 02:18:10,151 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=1.24ms, fps=4310 images/s, loss=1.0441, top1-acc=69.15%, top5-acc=93.11%, remaining_time=0:00:00.366048, arrival_time=2021-04-15 02:18:10.517653, cost_time=0:00:11.591458 2021-04-15 02:18:10,459 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=0.05ms, fps=4422 images/s, loss=1.0454, top1-acc=69.16%, top5-acc=93.09%, remaining_time=0:00:00, arrival_time=2021-04-15 02:18:10.459519, cost_time=0:00:11.899380 2021-04-15 02:18:10,897 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=0.17ms, fps=5865 images/s, loss=1.5661, top1-acc=56.48%, top5-acc=85.27%, remaining_time=0:00:01.309410, arrival_time=2021-04-15 02:18:12.207111, cost_time=0:00:00.436469 2021-04-15 02:18:11,173 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=0.31ms, fps=9291 images/s, loss=1.5676, top1-acc=57.30%, top5-acc=85.04%, remaining_time=0:00:00.712320, arrival_time=2021-04-15 02:18:11.885902, cost_time=0:00:00.712312 2021-04-15 02:18:11,463 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=40.28ms, fps=8856 images/s, loss=1.5654, top1-acc=57.55%, top5-acc=85.27%, remaining_time=0:00:00.333930, arrival_time=2021-04-15 02:18:11.796967, cost_time=0:00:01.001801 2021-04-15 02:18:11,760 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=0.05ms, fps=7818 images/s, loss=1.5613, top1-acc=57.71%, top5-acc=85.08%, remaining_time=0:00:00, arrival_time=2021-04-15 02:18:11.760247, cost_time=0:00:01.298895 2021-04-15 02:18:11,876 INFO : Epoch=0085 complete, best val top1-acc=57.71%, top5-acc=85.08% (epoch=85), remaining_time=0:24:39.829660, arrival_time=2021-04-15 02:42:51.706046, cost_time=0:18:13.787156 2021-04-15 02:18:11,877 INFO : Train start, epoch=0086, lr=0.061672 2021-04-15 02:18:12,595 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=2.17ms, fps=3570 images/s, loss=0.9851, top1-acc=71.56%, top5-acc=93.91%, remaining_time=0:00:13.336386, arrival_time=2021-04-15 02:18:25.931376, cost_time=0:00:00.717012 2021-04-15 02:18:13,151 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=1.41ms, fps=4603 images/s, loss=1.0166, top1-acc=69.92%, top5-acc=93.65%, remaining_time=0:00:11.206272, arrival_time=2021-04-15 02:18:24.357700, cost_time=0:00:01.273440 2021-04-15 02:18:13,736 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=1.50ms, fps=4375 images/s, loss=0.9933, top1-acc=70.78%, top5-acc=93.87%, remaining_time=0:00:10.286190, arrival_time=2021-04-15 02:18:24.023138, cost_time=0:00:01.858961 2021-04-15 02:18:14,263 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.47ms, fps=4867 images/s, loss=0.9904, top1-acc=70.73%, top5-acc=93.81%, remaining_time=0:00:09.302592, arrival_time=2021-04-15 02:18:23.565849, cost_time=0:00:02.385265 2021-04-15 02:18:14,792 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=1.26ms, fps=4836 images/s, loss=0.9923, top1-acc=70.61%, top5-acc=93.75%, remaining_time=0:00:08.511654, arrival_time=2021-04-15 02:18:23.304571, cost_time=0:00:02.914934 2021-04-15 02:18:15,355 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.20ms, fps=4554 images/s, loss=0.9894, top1-acc=70.77%, top5-acc=93.84%, remaining_time=0:00:07.882016, arrival_time=2021-04-15 02:18:23.237362, cost_time=0:00:03.477360 2021-04-15 02:18:15,926 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=1.43ms, fps=4482 images/s, loss=0.9953, top1-acc=70.52%, top5-acc=93.82%, remaining_time=0:00:07.287840, arrival_time=2021-04-15 02:18:23.214631, cost_time=0:00:04.048803 2021-04-15 02:18:16,469 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=1.36ms, fps=4718 images/s, loss=0.9996, top1-acc=70.57%, top5-acc=93.74%, remaining_time=0:00:06.658052, arrival_time=2021-04-15 02:18:23.127790, cost_time=0:00:04.591759 2021-04-15 02:18:17,022 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=1.44ms, fps=4632 images/s, loss=1.0067, top1-acc=70.42%, top5-acc=93.61%, remaining_time=0:00:06.059278, arrival_time=2021-04-15 02:18:23.081965, cost_time=0:00:05.144689 2021-04-15 02:18:17,606 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=1.32ms, fps=4387 images/s, loss=1.0133, top1-acc=70.23%, top5-acc=93.53%, remaining_time=0:00:05.499456, arrival_time=2021-04-15 02:18:23.106037, cost_time=0:00:05.728564 2021-04-15 02:18:18,198 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.37ms, fps=4331 images/s, loss=1.0165, top1-acc=70.12%, top5-acc=93.49%, remaining_time=0:00:04.941130, arrival_time=2021-04-15 02:18:23.139229, cost_time=0:00:06.320048 2021-04-15 02:18:18,788 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=1.80ms, fps=4340 images/s, loss=1.0200, top1-acc=69.99%, top5-acc=93.41%, remaining_time=0:00:04.376612, arrival_time=2021-04-15 02:18:23.165029, cost_time=0:00:06.910429 2021-04-15 02:18:19,358 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=1.30ms, fps=4493 images/s, loss=1.0226, top1-acc=69.83%, top5-acc=93.41%, remaining_time=0:00:03.797838, arrival_time=2021-04-15 02:18:23.156522, cost_time=0:00:07.480620 2021-04-15 02:18:19,905 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=1.29ms, fps=4685 images/s, loss=1.0291, top1-acc=69.61%, top5-acc=93.32%, remaining_time=0:00:03.211040, arrival_time=2021-04-15 02:18:23.116625, cost_time=0:00:08.027584 2021-04-15 02:18:20,449 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=0.18ms, fps=4710 images/s, loss=1.0312, top1-acc=69.60%, top5-acc=93.30%, remaining_time=0:00:02.628578, arrival_time=2021-04-15 02:18:23.077993, cost_time=0:00:08.571430 2021-04-15 02:18:21,039 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=1.30ms, fps=4341 images/s, loss=1.0331, top1-acc=69.52%, top5-acc=93.31%, remaining_time=0:00:02.061360, arrival_time=2021-04-15 02:18:23.100947, cost_time=0:00:09.161536 2021-04-15 02:18:21,622 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=1.25ms, fps=4399 images/s, loss=1.0330, top1-acc=69.52%, top5-acc=93.32%, remaining_time=0:00:01.490242, arrival_time=2021-04-15 02:18:23.112188, cost_time=0:00:09.743941 2021-04-15 02:18:22,223 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=1.25ms, fps=4256 images/s, loss=1.0348, top1-acc=69.45%, top5-acc=93.30%, remaining_time=0:00:00.919632, arrival_time=2021-04-15 02:18:23.143482, cost_time=0:00:10.345863 2021-04-15 02:18:22,857 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=1.05ms, fps=4042 images/s, loss=1.0372, top1-acc=69.34%, top5-acc=93.30%, remaining_time=0:00:00.346722, arrival_time=2021-04-15 02:18:23.204249, cost_time=0:00:10.979555 2021-04-15 02:18:23,202 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=1.09ms, fps=3944 images/s, loss=1.0387, top1-acc=69.28%, top5-acc=93.27%, remaining_time=0:00:00, arrival_time=2021-04-15 02:18:23.202754, cost_time=0:00:11.324700 2021-04-15 02:18:23,684 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=0.33ms, fps=5339 images/s, loss=1.5955, top1-acc=55.90%, top5-acc=83.67%, remaining_time=0:00:01.438410, arrival_time=2021-04-15 02:18:25.122456, cost_time=0:00:00.479468 2021-04-15 02:18:24,041 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=0.18ms, fps=7175 images/s, loss=1.5820, top1-acc=56.37%, top5-acc=84.37%, remaining_time=0:00:00.836760, arrival_time=2021-04-15 02:18:24.878036, cost_time=0:00:00.836770 2021-04-15 02:18:24,380 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=0.26ms, fps=7551 images/s, loss=1.5800, top1-acc=56.61%, top5-acc=84.74%, remaining_time=0:00:00.392040, arrival_time=2021-04-15 02:18:24.772664, cost_time=0:00:01.176120 2021-04-15 02:18:24,667 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.05ms, fps=8095 images/s, loss=1.5671, top1-acc=56.62%, top5-acc=84.70%, remaining_time=0:00:00, arrival_time=2021-04-15 02:18:24.667521, cost_time=0:00:01.463031 2021-04-15 02:18:24,725 INFO : Epoch=0086 complete, best val top1-acc=57.71%, top5-acc=85.08% (epoch=85), remaining_time=0:24:26.937066, arrival_time=2021-04-15 02:42:51.662961, cost_time=0:18:26.636699 2021-04-15 02:18:24,726 INFO : Train start, epoch=0087, lr=0.060907 2021-04-15 02:18:25,473 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=3.11ms, fps=3429 images/s, loss=0.9623, top1-acc=72.15%, top5-acc=94.06%, remaining_time=0:00:13.885086, arrival_time=2021-04-15 02:18:39.358657, cost_time=0:00:00.746507 2021-04-15 02:18:26,060 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=1.37ms, fps=4363 images/s, loss=0.9815, top1-acc=70.53%, top5-acc=94.00%, remaining_time=0:00:11.735152, arrival_time=2021-04-15 02:18:37.795763, cost_time=0:00:01.333545 2021-04-15 02:18:26,631 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=1.52ms, fps=4488 images/s, loss=0.9749, top1-acc=70.90%, top5-acc=94.05%, remaining_time=0:00:10.536850, arrival_time=2021-04-15 02:18:37.168154, cost_time=0:00:01.904239 2021-04-15 02:18:27,256 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=1.21ms, fps=4095 images/s, loss=0.9756, top1-acc=70.99%, top5-acc=94.00%, remaining_time=0:00:09.866064, arrival_time=2021-04-15 02:18:37.122878, cost_time=0:00:02.529740 2021-04-15 02:18:27,810 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=1.21ms, fps=4623 images/s, loss=0.9827, top1-acc=70.85%, top5-acc=93.86%, remaining_time=0:00:09.004988, arrival_time=2021-04-15 02:18:36.815942, cost_time=0:00:03.083889 2021-04-15 02:18:28,399 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=1.18ms, fps=4353 images/s, loss=0.9918, top1-acc=70.51%, top5-acc=93.82%, remaining_time=0:00:08.324016, arrival_time=2021-04-15 02:18:36.723422, cost_time=0:00:03.672337 2021-04-15 02:18:29,017 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=1.30ms, fps=4142 images/s, loss=0.9907, top1-acc=70.52%, top5-acc=93.80%, remaining_time=0:00:07.723296, arrival_time=2021-04-15 02:18:36.741088, cost_time=0:00:04.290722 2021-04-15 02:18:29,603 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=1.57ms, fps=4375 images/s, loss=1.0002, top1-acc=70.38%, top5-acc=93.66%, remaining_time=0:00:07.070432, arrival_time=2021-04-15 02:18:36.673692, cost_time=0:00:04.876192 2021-04-15 02:18:30,206 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=1.24ms, fps=4249 images/s, loss=1.0052, top1-acc=70.27%, top5-acc=93.56%, remaining_time=0:00:06.453174, arrival_time=2021-04-15 02:18:36.659324, cost_time=0:00:05.479072 2021-04-15 02:18:30,747 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=1.22ms, fps=4731 images/s, loss=1.0118, top1-acc=70.03%, top5-acc=93.47%, remaining_time=0:00:05.779680, arrival_time=2021-04-15 02:18:36.527307, cost_time=0:00:06.020479 2021-04-15 02:18:31,381 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=1.20ms, fps=4044 images/s, loss=1.0150, top1-acc=69.91%, top5-acc=93.42%, remaining_time=0:00:05.202226, arrival_time=2021-04-15 02:18:36.583285, cost_time=0:00:06.653999 2021-04-15 02:18:31,959 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=1.40ms, fps=4432 images/s, loss=1.0215, top1-acc=69.73%, top5-acc=93.35%, remaining_time=0:00:04.580140, arrival_time=2021-04-15 02:18:36.539161, cost_time=0:00:07.231848 2021-04-15 02:18:32,512 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=1.39ms, fps=4626 images/s, loss=1.0233, top1-acc=69.70%, top5-acc=93.30%, remaining_time=0:00:03.952806, arrival_time=2021-04-15 02:18:36.465750, cost_time=0:00:07.785878 2021-04-15 02:18:33,075 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=1.23ms, fps=4558 images/s, loss=1.0272, top1-acc=69.61%, top5-acc=93.25%, remaining_time=0:00:03.339168, arrival_time=2021-04-15 02:18:36.414130, cost_time=0:00:08.347897 2021-04-15 02:18:33,636 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=1.17ms, fps=4566 images/s, loss=1.0306, top1-acc=69.58%, top5-acc=93.16%, remaining_time=0:00:02.732078, arrival_time=2021-04-15 02:18:36.368142, cost_time=0:00:08.908925 2021-04-15 02:18:34,167 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=1.19ms, fps=4824 images/s, loss=1.0328, top1-acc=69.52%, top5-acc=93.15%, remaining_time=0:00:02.124036, arrival_time=2021-04-15 02:18:36.291290, cost_time=0:00:09.440178 2021-04-15 02:18:34,695 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=1.25ms, fps=4846 images/s, loss=1.0378, top1-acc=69.35%, top5-acc=93.09%, remaining_time=0:00:01.524640, arrival_time=2021-04-15 02:18:36.220549, cost_time=0:00:09.968844 2021-04-15 02:18:35,221 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=1.21ms, fps=4872 images/s, loss=1.0405, top1-acc=69.33%, top5-acc=93.05%, remaining_time=0:00:00.932848, arrival_time=2021-04-15 02:18:36.154532, cost_time=0:00:10.494619 2021-04-15 02:18:35,753 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.00ms, fps=4818 images/s, loss=1.0429, top1-acc=69.20%, top5-acc=93.02%, remaining_time=0:00:00.348198, arrival_time=2021-04-15 02:18:36.101597, cost_time=0:00:11.026288 2021-04-15 02:18:36,088 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=0.05ms, fps=4063 images/s, loss=1.0435, top1-acc=69.19%, top5-acc=93.02%, remaining_time=0:00:00, arrival_time=2021-04-15 02:18:36.088597, cost_time=0:00:11.361500 2021-04-15 02:18:36,442 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=2.19ms, fps=7265 images/s, loss=1.5878, top1-acc=56.29%, top5-acc=85.39%, remaining_time=0:00:01.057110, arrival_time=2021-04-15 02:18:37.499841, cost_time=0:00:00.352373 2021-04-15 02:18:36,764 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=0.18ms, fps=7953 images/s, loss=1.6189, top1-acc=56.52%, top5-acc=84.26%, remaining_time=0:00:00.674560, arrival_time=2021-04-15 02:18:37.439475, cost_time=0:00:00.674554 2021-04-15 02:18:37,022 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=0.15ms, fps=9933 images/s, loss=1.6192, top1-acc=56.28%, top5-acc=84.40%, remaining_time=0:00:00.310860, arrival_time=2021-04-15 02:18:37.333800, cost_time=0:00:00.932590 2021-04-15 02:18:37,304 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=0.07ms, fps=8260 images/s, loss=1.6127, top1-acc=56.41%, top5-acc=84.63%, remaining_time=0:00:00, arrival_time=2021-04-15 02:18:37.304101, cost_time=0:00:01.213746 2021-04-15 02:18:37,406 INFO : Epoch=0087 complete, best val top1-acc=57.71%, top5-acc=85.08% (epoch=85), remaining_time=0:24:13.826473, arrival_time=2021-04-15 02:42:51.233409, cost_time=0:18:39.317745 2021-04-15 02:18:37,408 INFO : Train start, epoch=0088, lr=0.060139 2021-04-15 02:18:38,139 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=0.17ms, fps=3502 images/s, loss=1.0177, top1-acc=69.34%, top5-acc=94.49%, remaining_time=0:00:13.596228, arrival_time=2021-04-15 02:18:51.735310, cost_time=0:00:00.730976 2021-04-15 02:18:38,689 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=1.52ms, fps=4657 images/s, loss=0.9913, top1-acc=70.37%, top5-acc=94.45%, remaining_time=0:00:11.272448, arrival_time=2021-04-15 02:18:49.961535, cost_time=0:00:01.280970 2021-04-15 02:18:39,299 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.16ms, fps=4196 images/s, loss=0.9869, top1-acc=70.51%, top5-acc=94.43%, remaining_time=0:00:10.465968, arrival_time=2021-04-15 02:18:49.765572, cost_time=0:00:01.891445 2021-04-15 02:18:39,898 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=1.28ms, fps=4281 images/s, loss=0.9871, top1-acc=70.72%, top5-acc=94.17%, remaining_time=0:00:09.710532, arrival_time=2021-04-15 02:18:49.608577, cost_time=0:00:02.489894 2021-04-15 02:18:40,510 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=1.59ms, fps=4185 images/s, loss=0.9932, top1-acc=70.52%, top5-acc=94.09%, remaining_time=0:00:09.057840, arrival_time=2021-04-15 02:18:49.567960, cost_time=0:00:03.102005 2021-04-15 02:18:41,075 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=1.33ms, fps=4528 images/s, loss=0.9992, top1-acc=70.24%, top5-acc=93.87%, remaining_time=0:00:08.313408, arrival_time=2021-04-15 02:18:49.389192, cost_time=0:00:03.667665 2021-04-15 02:18:41,646 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=1.40ms, fps=4487 images/s, loss=0.9998, top1-acc=70.31%, top5-acc=93.74%, remaining_time=0:00:07.629300, arrival_time=2021-04-15 02:18:49.275891, cost_time=0:00:04.238480 2021-04-15 02:18:42,242 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=1.34ms, fps=4297 images/s, loss=0.9978, top1-acc=70.28%, top5-acc=93.76%, remaining_time=0:00:07.009996, arrival_time=2021-04-15 02:18:49.252632, cost_time=0:00:04.834519 2021-04-15 02:18:42,904 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=1.52ms, fps=3873 images/s, loss=0.9958, top1-acc=70.43%, top5-acc=93.76%, remaining_time=0:00:06.472890, arrival_time=2021-04-15 02:18:49.376944, cost_time=0:00:05.495853 2021-04-15 02:18:43,505 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=1.27ms, fps=4257 images/s, loss=1.0015, top1-acc=70.32%, top5-acc=93.73%, remaining_time=0:00:05.853888, arrival_time=2021-04-15 02:18:49.359820, cost_time=0:00:06.097810 2021-04-15 02:18:44,108 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=1.37ms, fps=4252 images/s, loss=1.0040, top1-acc=70.24%, top5-acc=93.68%, remaining_time=0:00:05.238432, arrival_time=2021-04-15 02:18:49.346921, cost_time=0:00:06.700284 2021-04-15 02:18:44,701 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=1.29ms, fps=4322 images/s, loss=1.0080, top1-acc=70.17%, top5-acc=93.62%, remaining_time=0:00:04.618976, arrival_time=2021-04-15 02:18:49.320248, cost_time=0:00:07.293154 2021-04-15 02:18:45,249 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=1.39ms, fps=4674 images/s, loss=1.0119, top1-acc=70.02%, top5-acc=93.60%, remaining_time=0:00:03.980922, arrival_time=2021-04-15 02:18:49.230205, cost_time=0:00:07.841166 2021-04-15 02:18:45,798 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=1.37ms, fps=4667 images/s, loss=1.0184, top1-acc=69.88%, top5-acc=93.51%, remaining_time=0:00:03.356024, arrival_time=2021-04-15 02:18:49.154294, cost_time=0:00:08.390069 2021-04-15 02:18:46,390 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=1.29ms, fps=4327 images/s, loss=1.0205, top1-acc=69.75%, top5-acc=93.49%, remaining_time=0:00:02.754526, arrival_time=2021-04-15 02:18:49.144863, cost_time=0:00:08.982203 2021-04-15 02:18:46,995 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=1.41ms, fps=4233 images/s, loss=1.0208, top1-acc=69.75%, top5-acc=93.44%, remaining_time=0:00:02.157156, arrival_time=2021-04-15 02:18:49.152610, cost_time=0:00:09.587291 2021-04-15 02:18:47,639 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.60ms, fps=3977 images/s, loss=1.0217, top1-acc=69.74%, top5-acc=93.39%, remaining_time=0:00:01.564810, arrival_time=2021-04-15 02:18:49.204513, cost_time=0:00:10.231520 2021-04-15 02:18:48,217 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=1.40ms, fps=4438 images/s, loss=1.0232, top1-acc=69.68%, top5-acc=93.37%, remaining_time=0:00:00.960784, arrival_time=2021-04-15 02:18:49.177781, cost_time=0:00:10.808857 2021-04-15 02:18:48,809 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=1.06ms, fps=4321 images/s, loss=1.0256, top1-acc=69.65%, top5-acc=93.33%, remaining_time=0:00:00.360054, arrival_time=2021-04-15 02:18:49.169824, cost_time=0:00:11.401664 2021-04-15 02:18:49,153 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=0.06ms, fps=3963 images/s, loss=1.0286, top1-acc=69.61%, top5-acc=93.31%, remaining_time=0:00:00, arrival_time=2021-04-15 02:18:49.153279, cost_time=0:00:11.745179 2021-04-15 02:18:49,602 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=0.43ms, fps=5723 images/s, loss=1.5484, top1-acc=58.48%, top5-acc=85.62%, remaining_time=0:00:01.341990, arrival_time=2021-04-15 02:18:50.944289, cost_time=0:00:00.447334 2021-04-15 02:18:49,859 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=0.41ms, fps=9969 images/s, loss=1.5487, top1-acc=58.57%, top5-acc=85.88%, remaining_time=0:00:00.704600, arrival_time=2021-04-15 02:18:50.564167, cost_time=0:00:00.704600 2021-04-15 02:18:50,213 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=61.57ms, fps=7239 images/s, loss=1.5628, top1-acc=58.02%, top5-acc=85.61%, remaining_time=0:00:00.352920, arrival_time=2021-04-15 02:18:50.566658, cost_time=0:00:01.058750 2021-04-15 02:18:50,503 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=0.06ms, fps=8029 images/s, loss=1.5556, top1-acc=57.63%, top5-acc=85.30%, remaining_time=0:00:00, arrival_time=2021-04-15 02:18:50.503146, cost_time=0:00:01.348250 2021-04-15 02:18:50,560 INFO : Epoch=0088 complete, best val top1-acc=57.71%, top5-acc=85.08% (epoch=85), remaining_time=0:24:01.326880, arrival_time=2021-04-15 02:42:51.887218, cost_time=0:18:52.471141 2021-04-15 02:18:50,561 INFO : Train start, epoch=0089, lr=0.059369 2021-04-15 02:18:51,331 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=0.17ms, fps=3327 images/s, loss=0.9711, top1-acc=70.35%, top5-acc=94.53%, remaining_time=0:00:14.313072, arrival_time=2021-04-15 02:19:05.644213, cost_time=0:00:00.769516 2021-04-15 02:18:51,881 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=1.41ms, fps=4659 images/s, loss=0.9890, top1-acc=71.00%, top5-acc=93.96%, remaining_time=0:00:11.610368, arrival_time=2021-04-15 02:19:03.491346, cost_time=0:00:01.319353 2021-04-15 02:18:52,477 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=1.43ms, fps=4294 images/s, loss=0.9800, top1-acc=71.24%, top5-acc=93.80%, remaining_time=0:00:10.601092, arrival_time=2021-04-15 02:19:03.078655, cost_time=0:00:01.915863 2021-04-15 02:18:53,100 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.25ms, fps=4114 images/s, loss=0.9877, top1-acc=70.96%, top5-acc=93.75%, remaining_time=0:00:09.900540, arrival_time=2021-04-15 02:19:03.000752, cost_time=0:00:02.538593 2021-04-15 02:18:53,660 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=1.25ms, fps=4573 images/s, loss=0.9875, top1-acc=70.91%, top5-acc=93.79%, remaining_time=0:00:09.048350, arrival_time=2021-04-15 02:19:02.708695, cost_time=0:00:03.098728 2021-04-15 02:18:54,224 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=1.36ms, fps=4542 images/s, loss=0.9837, top1-acc=71.04%, top5-acc=93.93%, remaining_time=0:00:08.301984, arrival_time=2021-04-15 02:19:02.526231, cost_time=0:00:03.662612 2021-04-15 02:18:54,881 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=1.45ms, fps=3898 images/s, loss=0.9850, top1-acc=71.07%, top5-acc=93.85%, remaining_time=0:00:07.775334, arrival_time=2021-04-15 02:19:02.656606, cost_time=0:00:04.319630 2021-04-15 02:18:55,498 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=1.32ms, fps=4151 images/s, loss=0.9925, top1-acc=70.82%, top5-acc=93.72%, remaining_time=0:00:07.158128, arrival_time=2021-04-15 02:19:02.656493, cost_time=0:00:04.936666 2021-04-15 02:18:56,071 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=1.29ms, fps=4470 images/s, loss=0.9966, top1-acc=70.72%, top5-acc=93.71%, remaining_time=0:00:06.489532, arrival_time=2021-04-15 02:19:02.561101, cost_time=0:00:05.509944 2021-04-15 02:18:56,697 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=1.38ms, fps=4093 images/s, loss=1.0011, top1-acc=70.43%, top5-acc=93.68%, remaining_time=0:00:05.890272, arrival_time=2021-04-15 02:19:02.587670, cost_time=0:00:06.135694 2021-04-15 02:18:57,251 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=1.32ms, fps=4622 images/s, loss=1.0059, top1-acc=70.34%, top5-acc=93.58%, remaining_time=0:00:05.230434, arrival_time=2021-04-15 02:19:02.482126, cost_time=0:00:06.690058 2021-04-15 02:18:57,868 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=1.24ms, fps=4152 images/s, loss=1.0076, top1-acc=70.28%, top5-acc=93.56%, remaining_time=0:00:04.627792, arrival_time=2021-04-15 02:19:02.496465, cost_time=0:00:07.306994 2021-04-15 02:18:58,468 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=1.27ms, fps=4273 images/s, loss=1.0085, top1-acc=70.26%, top5-acc=93.54%, remaining_time=0:00:04.014120, arrival_time=2021-04-15 02:19:02.482384, cost_time=0:00:07.906561 2021-04-15 02:18:59,086 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=1.16ms, fps=4145 images/s, loss=1.0131, top1-acc=70.20%, top5-acc=93.46%, remaining_time=0:00:03.409896, arrival_time=2021-04-15 02:19:02.496335, cost_time=0:00:08.524749 2021-04-15 02:18:59,778 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=1.44ms, fps=3704 images/s, loss=1.0156, top1-acc=70.17%, top5-acc=93.37%, remaining_time=0:00:02.826378, arrival_time=2021-04-15 02:19:02.604445, cost_time=0:00:09.216436 2021-04-15 02:19:00,356 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.26ms, fps=4432 images/s, loss=1.0170, top1-acc=70.08%, top5-acc=93.37%, remaining_time=0:00:02.203740, arrival_time=2021-04-15 02:19:02.559909, cost_time=0:00:09.794392 2021-04-15 02:19:00,890 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=1.48ms, fps=4798 images/s, loss=1.0192, top1-acc=70.00%, top5-acc=93.35%, remaining_time=0:00:01.579682, arrival_time=2021-04-15 02:19:02.469986, cost_time=0:00:10.328664 2021-04-15 02:19:01,426 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=1.46ms, fps=4775 images/s, loss=1.0228, top1-acc=69.87%, top5-acc=93.31%, remaining_time=0:00:00.965792, arrival_time=2021-04-15 02:19:02.392577, cost_time=0:00:10.865144 2021-04-15 02:19:01,957 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.19ms, fps=4824 images/s, loss=1.0252, top1-acc=69.79%, top5-acc=93.27%, remaining_time=0:00:00.359880, arrival_time=2021-04-15 02:19:02.317723, cost_time=0:00:11.396221 2021-04-15 02:19:02,265 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=0.05ms, fps=4421 images/s, loss=1.0261, top1-acc=69.81%, top5-acc=93.25%, remaining_time=0:00:00, arrival_time=2021-04-15 02:19:02.265824, cost_time=0:00:11.704196 2021-04-15 02:19:02,638 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=22.92ms, fps=6909 images/s, loss=1.5833, top1-acc=57.89%, top5-acc=85.20%, remaining_time=0:00:01.111500, arrival_time=2021-04-15 02:19:03.749552, cost_time=0:00:00.370495 2021-04-15 02:19:02,900 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=18.41ms, fps=9766 images/s, loss=1.5966, top1-acc=56.99%, top5-acc=85.06%, remaining_time=0:00:00.632960, arrival_time=2021-04-15 02:19:03.533483, cost_time=0:00:00.632950 2021-04-15 02:19:03,191 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=15.27ms, fps=8820 images/s, loss=1.5798, top1-acc=57.17%, top5-acc=85.04%, remaining_time=0:00:00.307850, arrival_time=2021-04-15 02:19:03.498940, cost_time=0:00:00.923548 2021-04-15 02:19:03,502 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.05ms, fps=7458 images/s, loss=1.5664, top1-acc=57.25%, top5-acc=85.03%, remaining_time=0:00:00, arrival_time=2021-04-15 02:19:03.502458, cost_time=0:00:01.234927 2021-04-15 02:19:03,561 INFO : Epoch=0089 complete, best val top1-acc=57.71%, top5-acc=85.08% (epoch=85), remaining_time=0:23:48.622281, arrival_time=2021-04-15 02:42:52.183435, cost_time=0:19:05.471947 2021-04-15 02:19:03,562 INFO : Train start, epoch=0090, lr=0.058596 2021-04-15 02:19:04,260 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=1.38ms, fps=3666 images/s, loss=0.9823, top1-acc=70.74%, top5-acc=93.79%, remaining_time=0:00:12.989682, arrival_time=2021-04-15 02:19:17.250484, cost_time=0:00:00.698366 2021-04-15 02:19:04,817 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=1.26ms, fps=4605 images/s, loss=0.9974, top1-acc=70.64%, top5-acc=93.57%, remaining_time=0:00:11.041184, arrival_time=2021-04-15 02:19:15.858278, cost_time=0:00:01.254672 2021-04-15 02:19:05,396 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=1.53ms, fps=4421 images/s, loss=1.0052, top1-acc=70.12%, top5-acc=93.42%, remaining_time=0:00:10.148742, arrival_time=2021-04-15 02:19:15.545293, cost_time=0:00:01.834118 2021-04-15 02:19:05,984 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=1.26ms, fps=4359 images/s, loss=1.0000, top1-acc=70.49%, top5-acc=93.49%, remaining_time=0:00:09.444864, arrival_time=2021-04-15 02:19:15.429033, cost_time=0:00:02.421752 2021-04-15 02:19:06,620 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=1.37ms, fps=4027 images/s, loss=1.0036, top1-acc=70.26%, top5-acc=93.49%, remaining_time=0:00:08.928922, arrival_time=2021-04-15 02:19:15.549183, cost_time=0:00:03.057839 2021-04-15 02:19:07,236 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=1.68ms, fps=4155 images/s, loss=1.0019, top1-acc=70.31%, top5-acc=93.57%, remaining_time=0:00:08.328504, arrival_time=2021-04-15 02:19:15.565250, cost_time=0:00:03.674334 2021-04-15 02:19:07,870 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=1.43ms, fps=4043 images/s, loss=0.9994, top1-acc=70.46%, top5-acc=93.41%, remaining_time=0:00:07.754040, arrival_time=2021-04-15 02:19:15.624218, cost_time=0:00:04.307774 2021-04-15 02:19:08,436 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=1.68ms, fps=4524 images/s, loss=0.9960, top1-acc=70.56%, top5-acc=93.47%, remaining_time=0:00:07.067416, arrival_time=2021-04-15 02:19:15.503893, cost_time=0:00:04.874052 2021-04-15 02:19:09,014 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=5.36ms, fps=4432 images/s, loss=0.9977, top1-acc=70.43%, top5-acc=93.48%, remaining_time=0:00:06.421268, arrival_time=2021-04-15 02:19:15.435839, cost_time=0:00:05.452060 2021-04-15 02:19:09,601 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=1.24ms, fps=4364 images/s, loss=0.9957, top1-acc=70.49%, top5-acc=93.55%, remaining_time=0:00:05.797632, arrival_time=2021-04-15 02:19:15.399336, cost_time=0:00:06.039219 2021-04-15 02:19:10,191 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=1.40ms, fps=4346 images/s, loss=0.9993, top1-acc=70.41%, top5-acc=93.54%, remaining_time=0:00:05.182532, arrival_time=2021-04-15 02:19:15.373758, cost_time=0:00:06.628818 2021-04-15 02:19:10,780 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=1.46ms, fps=4351 images/s, loss=1.0004, top1-acc=70.40%, top5-acc=93.49%, remaining_time=0:00:04.571096, arrival_time=2021-04-15 02:19:15.351157, cost_time=0:00:07.217511 2021-04-15 02:19:11,334 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=1.23ms, fps=4619 images/s, loss=1.0072, top1-acc=70.25%, top5-acc=93.37%, remaining_time=0:00:03.946008, arrival_time=2021-04-15 02:19:15.280854, cost_time=0:00:07.772430 2021-04-15 02:19:11,925 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=1.30ms, fps=4344 images/s, loss=1.0095, top1-acc=70.16%, top5-acc=93.40%, remaining_time=0:00:03.344824, arrival_time=2021-04-15 02:19:15.270621, cost_time=0:00:08.362069 2021-04-15 02:19:12,514 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=1.34ms, fps=4352 images/s, loss=1.0125, top1-acc=70.04%, top5-acc=93.35%, remaining_time=0:00:02.745234, arrival_time=2021-04-15 02:19:15.259638, cost_time=0:00:08.951891 2021-04-15 02:19:13,126 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=1.35ms, fps=4189 images/s, loss=1.0136, top1-acc=69.97%, top5-acc=93.37%, remaining_time=0:00:02.151828, arrival_time=2021-04-15 02:19:15.277908, cost_time=0:00:09.563653 2021-04-15 02:19:13,675 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=1.22ms, fps=4663 images/s, loss=1.0154, top1-acc=69.95%, top5-acc=93.35%, remaining_time=0:00:01.546688, arrival_time=2021-04-15 02:19:15.222099, cost_time=0:00:10.112999 2021-04-15 02:19:14,233 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=1.25ms, fps=4588 images/s, loss=1.0172, top1-acc=69.97%, top5-acc=93.31%, remaining_time=0:00:00.948560, arrival_time=2021-04-15 02:19:15.182284, cost_time=0:00:10.671309 2021-04-15 02:19:14,776 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.21ms, fps=4721 images/s, loss=1.0187, top1-acc=69.91%, top5-acc=93.27%, remaining_time=0:00:00.354126, arrival_time=2021-04-15 02:19:15.130525, cost_time=0:00:11.213928 2021-04-15 02:19:15,090 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=0.05ms, fps=4343 images/s, loss=1.0196, top1-acc=69.87%, top5-acc=93.26%, remaining_time=0:00:00, arrival_time=2021-04-15 02:19:15.089992, cost_time=0:00:11.527547 2021-04-15 02:19:15,501 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=41.22ms, fps=6248 images/s, loss=1.5923, top1-acc=56.48%, top5-acc=84.80%, remaining_time=0:00:01.229130, arrival_time=2021-04-15 02:19:16.730657, cost_time=0:00:00.409713 2021-04-15 02:19:15,751 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=0.18ms, fps=10268 images/s, loss=1.6084, top1-acc=56.45%, top5-acc=84.57%, remaining_time=0:00:00.659360, arrival_time=2021-04-15 02:19:16.410525, cost_time=0:00:00.659362 2021-04-15 02:19:16,047 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=8.96ms, fps=8640 images/s, loss=1.6167, top1-acc=56.22%, top5-acc=84.32%, remaining_time=0:00:00.318650, arrival_time=2021-04-15 02:19:16.366406, cost_time=0:00:00.955946 2021-04-15 02:19:16,291 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=0.05ms, fps=9533 images/s, loss=1.6322, top1-acc=56.44%, top5-acc=84.42%, remaining_time=0:00:00, arrival_time=2021-04-15 02:19:16.291416, cost_time=0:00:01.199629 2021-04-15 02:19:16,349 INFO : Epoch=0090 complete, best val top1-acc=57.71%, top5-acc=85.08% (epoch=85), remaining_time=0:23:35.652040, arrival_time=2021-04-15 02:42:52.001972, cost_time=0:19:18.260743 2021-04-15 02:19:16,350 INFO : Train start, epoch=0091, lr=0.057822 2021-04-15 02:19:17,052 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=2.26ms, fps=3647 images/s, loss=0.9542, top1-acc=71.95%, top5-acc=93.91%, remaining_time=0:00:13.054968, arrival_time=2021-04-15 02:19:30.107867, cost_time=0:00:00.701880 2021-04-15 02:19:17,595 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=1.14ms, fps=4719 images/s, loss=0.9633, top1-acc=71.78%, top5-acc=93.81%, remaining_time=0:00:10.953008, arrival_time=2021-04-15 02:19:28.548681, cost_time=0:00:01.244654 2021-04-15 02:19:18,155 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=1.38ms, fps=4572 images/s, loss=0.9602, top1-acc=72.10%, top5-acc=93.82%, remaining_time=0:00:09.987224, arrival_time=2021-04-15 02:19:28.143181, cost_time=0:00:01.804934 2021-04-15 02:19:18,744 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=1.31ms, fps=4355 images/s, loss=0.9553, top1-acc=72.10%, top5-acc=93.93%, remaining_time=0:00:09.333168, arrival_time=2021-04-15 02:19:28.077325, cost_time=0:00:02.393126 2021-04-15 02:19:19,329 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=1.29ms, fps=4374 images/s, loss=0.9627, top1-acc=71.85%, top5-acc=93.81%, remaining_time=0:00:08.698096, arrival_time=2021-04-15 02:19:28.027935, cost_time=0:00:02.978809 2021-04-15 02:19:19,910 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=1.32ms, fps=4409 images/s, loss=0.9615, top1-acc=71.87%, top5-acc=93.83%, remaining_time=0:00:08.068880, arrival_time=2021-04-15 02:19:27.979721, cost_time=0:00:03.559814 2021-04-15 02:19:20,500 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=1.63ms, fps=4347 images/s, loss=0.9663, top1-acc=71.65%, top5-acc=93.86%, remaining_time=0:00:07.468272, arrival_time=2021-04-15 02:19:27.968355, cost_time=0:00:04.149053 2021-04-15 02:19:21,087 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=1.25ms, fps=4359 images/s, loss=0.9699, top1-acc=71.52%, top5-acc=93.75%, remaining_time=0:00:06.868244, arrival_time=2021-04-15 02:19:27.955958, cost_time=0:00:04.736685 2021-04-15 02:19:21,639 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=1.18ms, fps=4643 images/s, loss=0.9709, top1-acc=71.51%, top5-acc=93.73%, remaining_time=0:00:06.228560, arrival_time=2021-04-15 02:19:27.868031, cost_time=0:00:05.288381 2021-04-15 02:19:22,222 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.18ms, fps=4393 images/s, loss=0.9755, top1-acc=71.36%, top5-acc=93.76%, remaining_time=0:00:05.636832, arrival_time=2021-04-15 02:19:27.859523, cost_time=0:00:05.871661 2021-04-15 02:19:22,783 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=1.28ms, fps=4564 images/s, loss=0.9792, top1-acc=71.23%, top5-acc=93.65%, remaining_time=0:00:05.029366, arrival_time=2021-04-15 02:19:27.813262, cost_time=0:00:06.432876 2021-04-15 02:19:23,319 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=1.34ms, fps=4782 images/s, loss=0.9882, top1-acc=71.03%, top5-acc=93.51%, remaining_time=0:00:04.413396, arrival_time=2021-04-15 02:19:27.733063, cost_time=0:00:06.968552 2021-04-15 02:19:23,863 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=1.48ms, fps=4712 images/s, loss=0.9889, top1-acc=71.03%, top5-acc=93.53%, remaining_time=0:00:03.814008, arrival_time=2021-04-15 02:19:27.677450, cost_time=0:00:07.512405 2021-04-15 02:19:24,405 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=1.22ms, fps=4723 images/s, loss=0.9901, top1-acc=70.95%, top5-acc=93.52%, remaining_time=0:00:03.221904, arrival_time=2021-04-15 02:19:27.627697, cost_time=0:00:08.054775 2021-04-15 02:19:25,008 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=1.66ms, fps=4252 images/s, loss=0.9924, top1-acc=70.83%, top5-acc=93.54%, remaining_time=0:00:02.654890, arrival_time=2021-04-15 02:19:27.663194, cost_time=0:00:08.657177 2021-04-15 02:19:25,578 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=1.33ms, fps=4497 images/s, loss=0.9914, top1-acc=70.82%, top5-acc=93.61%, remaining_time=0:00:02.076084, arrival_time=2021-04-15 02:19:27.654129, cost_time=0:00:09.227015 2021-04-15 02:19:26,150 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=1.28ms, fps=4478 images/s, loss=0.9942, top1-acc=70.72%, top5-acc=93.55%, remaining_time=0:00:01.498666, arrival_time=2021-04-15 02:19:27.648761, cost_time=0:00:09.799033 2021-04-15 02:19:26,742 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=1.29ms, fps=4324 images/s, loss=0.9957, top1-acc=70.71%, top5-acc=93.53%, remaining_time=0:00:00.923680, arrival_time=2021-04-15 02:19:27.666311, cost_time=0:00:10.391470 2021-04-15 02:19:27,345 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.11ms, fps=4247 images/s, loss=0.9936, top1-acc=70.79%, top5-acc=93.56%, remaining_time=0:00:00.347202, arrival_time=2021-04-15 02:19:27.693060, cost_time=0:00:10.994790 2021-04-15 02:19:27,691 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=0.06ms, fps=3944 images/s, loss=0.9958, top1-acc=70.71%, top5-acc=93.53%, remaining_time=0:00:00, arrival_time=2021-04-15 02:19:27.691108, cost_time=0:00:11.340092 2021-04-15 02:19:28,086 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=0.26ms, fps=6496 images/s, loss=1.5539, top1-acc=57.93%, top5-acc=85.55%, remaining_time=0:00:01.182270, arrival_time=2021-04-15 02:19:29.269051, cost_time=0:00:00.394089 2021-04-15 02:19:28,429 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=52.54ms, fps=7471 images/s, loss=1.5447, top1-acc=57.64%, top5-acc=85.88%, remaining_time=0:00:00.737080, arrival_time=2021-04-15 02:19:29.166846, cost_time=0:00:00.737076 2021-04-15 02:19:28,724 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=0.18ms, fps=8694 images/s, loss=1.5246, top1-acc=58.20%, top5-acc=86.02%, remaining_time=0:00:00.343950, arrival_time=2021-04-15 02:19:29.068489, cost_time=0:00:01.031843 2021-04-15 02:19:28,974 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=1.72ms, fps=9282 images/s, loss=1.5328, top1-acc=57.99%, top5-acc=85.94%, remaining_time=0:00:00, arrival_time=2021-04-15 02:19:28.974855, cost_time=0:00:01.282112 2021-04-15 02:19:29,088 INFO : Epoch=0091 complete, best val top1-acc=57.99%, top5-acc=85.94% (epoch=91), remaining_time=0:23:22.625407, arrival_time=2021-04-15 02:42:51.713768, cost_time=0:19:30.999155 2021-04-15 02:19:29,089 INFO : Train start, epoch=0092, lr=0.057045 2021-04-15 02:19:29,841 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=2.08ms, fps=3403 images/s, loss=0.9316, top1-acc=71.41%, top5-acc=94.73%, remaining_time=0:00:13.991850, arrival_time=2021-04-15 02:19:43.833797, cost_time=0:00:00.752254 2021-04-15 02:19:30,384 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=1.36ms, fps=4718 images/s, loss=0.9466, top1-acc=71.00%, top5-acc=94.28%, remaining_time=0:00:11.397056, arrival_time=2021-04-15 02:19:41.781875, cost_time=0:00:01.295122 2021-04-15 02:19:30,941 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=1.19ms, fps=4599 images/s, loss=0.9512, top1-acc=71.11%, top5-acc=94.28%, remaining_time=0:00:10.248010, arrival_time=2021-04-15 02:19:41.189763, cost_time=0:00:01.852063 2021-04-15 02:19:31,495 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=1.26ms, fps=4624 images/s, loss=0.9604, top1-acc=71.04%, top5-acc=94.09%, remaining_time=0:00:09.383556, arrival_time=2021-04-15 02:19:40.879306, cost_time=0:00:02.406051 2021-04-15 02:19:32,055 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=1.63ms, fps=4579 images/s, loss=0.9624, top1-acc=71.11%, top5-acc=94.02%, remaining_time=0:00:08.659260, arrival_time=2021-04-15 02:19:40.714458, cost_time=0:00:02.965501 2021-04-15 02:19:32,605 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=1.37ms, fps=4658 images/s, loss=0.9642, top1-acc=71.08%, top5-acc=94.08%, remaining_time=0:00:07.968104, arrival_time=2021-04-15 02:19:40.573165, cost_time=0:00:03.515361 2021-04-15 02:19:33,147 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=1.21ms, fps=4726 images/s, loss=0.9637, top1-acc=71.14%, top5-acc=94.17%, remaining_time=0:00:07.303338, arrival_time=2021-04-15 02:19:40.450430, cost_time=0:00:04.057386 2021-04-15 02:19:33,687 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=1.21ms, fps=4744 images/s, loss=0.9687, top1-acc=71.00%, top5-acc=94.05%, remaining_time=0:00:06.666172, arrival_time=2021-04-15 02:19:40.353191, cost_time=0:00:04.597329 2021-04-15 02:19:34,250 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.30ms, fps=4545 images/s, loss=0.9720, top1-acc=70.88%, top5-acc=93.99%, remaining_time=0:00:06.078464, arrival_time=2021-04-15 02:19:40.329113, cost_time=0:00:05.160939 2021-04-15 02:19:34,821 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=1.39ms, fps=4491 images/s, loss=0.9736, top1-acc=70.91%, top5-acc=93.93%, remaining_time=0:00:05.502048, arrival_time=2021-04-15 02:19:40.323024, cost_time=0:00:05.731278 2021-04-15 02:19:35,445 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=1.28ms, fps=4101 images/s, loss=0.9761, top1-acc=70.85%, top5-acc=93.90%, remaining_time=0:00:04.969080, arrival_time=2021-04-15 02:19:40.414695, cost_time=0:00:06.355832 2021-04-15 02:19:36,044 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=1.35ms, fps=4275 images/s, loss=0.9805, top1-acc=70.75%, top5-acc=93.78%, remaining_time=0:00:04.404960, arrival_time=2021-04-15 02:19:40.449823, cost_time=0:00:06.955167 2021-04-15 02:19:36,592 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=1.23ms, fps=4680 images/s, loss=0.9853, top1-acc=70.71%, top5-acc=93.70%, remaining_time=0:00:03.808926, arrival_time=2021-04-15 02:19:40.401190, cost_time=0:00:07.502487 2021-04-15 02:19:37,173 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=1.24ms, fps=4410 images/s, loss=0.9916, top1-acc=70.52%, top5-acc=93.64%, remaining_time=0:00:03.233384, arrival_time=2021-04-15 02:19:40.406606, cost_time=0:00:08.083498 2021-04-15 02:19:37,726 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=1.70ms, fps=4631 images/s, loss=0.9950, top1-acc=70.39%, top5-acc=93.60%, remaining_time=0:00:02.648588, arrival_time=2021-04-15 02:19:40.374993, cost_time=0:00:08.636662 2021-04-15 02:19:38,299 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.73ms, fps=4472 images/s, loss=0.9965, top1-acc=70.35%, top5-acc=93.60%, remaining_time=0:00:02.072160, arrival_time=2021-04-15 02:19:40.371513, cost_time=0:00:09.209574 2021-04-15 02:19:38,869 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=1.51ms, fps=4498 images/s, loss=0.9976, top1-acc=70.33%, top5-acc=93.59%, remaining_time=0:00:01.495650, arrival_time=2021-04-15 02:19:40.364648, cost_time=0:00:09.779260 2021-04-15 02:19:39,400 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=1.23ms, fps=4818 images/s, loss=1.0013, top1-acc=70.25%, top5-acc=93.52%, remaining_time=0:00:00.916544, arrival_time=2021-04-15 02:19:40.317387, cost_time=0:00:10.311142 2021-04-15 02:19:39,965 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.39ms, fps=4536 images/s, loss=1.0047, top1-acc=70.12%, top5-acc=93.51%, remaining_time=0:00:00.343446, arrival_time=2021-04-15 02:19:40.308982, cost_time=0:00:10.875847 2021-04-15 02:19:40,285 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=0.06ms, fps=4261 images/s, loss=1.0046, top1-acc=70.12%, top5-acc=93.50%, remaining_time=0:00:00, arrival_time=2021-04-15 02:19:40.285113, cost_time=0:00:11.195275 2021-04-15 02:19:40,645 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=0.20ms, fps=7147 images/s, loss=1.5993, top1-acc=56.80%, top5-acc=84.65%, remaining_time=0:00:01.074510, arrival_time=2021-04-15 02:19:41.719950, cost_time=0:00:00.358172 2021-04-15 02:19:40,897 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=2.17ms, fps=10156 images/s, loss=1.5993, top1-acc=56.64%, top5-acc=84.88%, remaining_time=0:00:00.610540, arrival_time=2021-04-15 02:19:41.508388, cost_time=0:00:00.610539 2021-04-15 02:19:41,258 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=0.24ms, fps=7115 images/s, loss=1.6045, top1-acc=56.33%, top5-acc=84.87%, remaining_time=0:00:00.323600, arrival_time=2021-04-15 02:19:41.581651, cost_time=0:00:00.970792 2021-04-15 02:19:41,495 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.07ms, fps=9776 images/s, loss=1.5981, top1-acc=56.36%, top5-acc=84.66%, remaining_time=0:00:00, arrival_time=2021-04-15 02:19:41.495707, cost_time=0:00:01.208459 2021-04-15 02:19:41,562 INFO : Epoch=0092 complete, best val top1-acc=57.99%, top5-acc=85.94% (epoch=91), remaining_time=0:23:09.294612, arrival_time=2021-04-15 02:42:50.856982, cost_time=0:19:43.473162 2021-04-15 02:19:41,563 INFO : Train start, epoch=0093, lr=0.056267 2021-04-15 02:19:42,320 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=3.44ms, fps=3381 images/s, loss=0.9160, top1-acc=73.05%, top5-acc=94.45%, remaining_time=0:00:14.083548, arrival_time=2021-04-15 02:19:56.404325, cost_time=0:00:00.757175 2021-04-15 02:19:42,864 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=1.26ms, fps=4711 images/s, loss=0.9343, top1-acc=72.40%, top5-acc=94.06%, remaining_time=0:00:11.447920, arrival_time=2021-04-15 02:19:54.312441, cost_time=0:00:01.300904 2021-04-15 02:19:43,436 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=1.32ms, fps=4477 images/s, loss=0.9499, top1-acc=71.80%, top5-acc=94.09%, remaining_time=0:00:10.364376, arrival_time=2021-04-15 02:19:53.801075, cost_time=0:00:01.873082 2021-04-15 02:19:44,077 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=1.26ms, fps=3999 images/s, loss=0.9441, top1-acc=72.10%, top5-acc=94.18%, remaining_time=0:00:09.803040, arrival_time=2021-04-15 02:19:53.880281, cost_time=0:00:02.513611 2021-04-15 02:19:44,663 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=1.33ms, fps=4371 images/s, loss=0.9481, top1-acc=71.98%, top5-acc=94.12%, remaining_time=0:00:09.050832, arrival_time=2021-04-15 02:19:53.714128, cost_time=0:00:03.099610 2021-04-15 02:19:45,201 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.22ms, fps=4758 images/s, loss=0.9502, top1-acc=71.78%, top5-acc=94.24%, remaining_time=0:00:08.246496, arrival_time=2021-04-15 02:19:53.448243, cost_time=0:00:03.638141 2021-04-15 02:19:45,749 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=1.54ms, fps=4676 images/s, loss=0.9581, top1-acc=71.53%, top5-acc=94.31%, remaining_time=0:00:07.534674, arrival_time=2021-04-15 02:19:53.284252, cost_time=0:00:04.185900 2021-04-15 02:19:46,342 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.22ms, fps=4324 images/s, loss=0.9635, top1-acc=71.45%, top5-acc=94.19%, remaining_time=0:00:06.928796, arrival_time=2021-04-15 02:19:53.270913, cost_time=0:00:04.778497 2021-04-15 02:19:46,916 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.36ms, fps=4460 images/s, loss=0.9671, top1-acc=71.25%, top5-acc=94.15%, remaining_time=0:00:06.304562, arrival_time=2021-04-15 02:19:53.221068, cost_time=0:00:05.352894 2021-04-15 02:19:47,507 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=1.28ms, fps=4335 images/s, loss=0.9687, top1-acc=71.14%, top5-acc=94.16%, remaining_time=0:00:05.705952, arrival_time=2021-04-15 02:19:53.213340, cost_time=0:00:05.943710 2021-04-15 02:19:48,066 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=1.40ms, fps=4582 images/s, loss=0.9703, top1-acc=71.05%, top5-acc=94.11%, remaining_time=0:00:05.084062, arrival_time=2021-04-15 02:19:53.150564, cost_time=0:00:06.502862 2021-04-15 02:19:48,642 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=1.54ms, fps=4451 images/s, loss=0.9743, top1-acc=70.94%, top5-acc=94.09%, remaining_time=0:00:04.483012, arrival_time=2021-04-15 02:19:53.125063, cost_time=0:00:07.078438 2021-04-15 02:19:49,289 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=1.43ms, fps=3956 images/s, loss=0.9779, top1-acc=70.82%, top5-acc=94.06%, remaining_time=0:00:03.922380, arrival_time=2021-04-15 02:19:53.211836, cost_time=0:00:07.725848 2021-04-15 02:19:49,844 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=1.32ms, fps=4615 images/s, loss=0.9825, top1-acc=70.69%, top5-acc=94.01%, remaining_time=0:00:03.312344, arrival_time=2021-04-15 02:19:53.156923, cost_time=0:00:08.280882 2021-04-15 02:19:50,395 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=1.42ms, fps=4650 images/s, loss=0.9872, top1-acc=70.65%, top5-acc=93.91%, remaining_time=0:00:02.708480, arrival_time=2021-04-15 02:19:53.104064, cost_time=0:00:08.831971 2021-04-15 02:19:50,934 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.20ms, fps=4754 images/s, loss=0.9882, top1-acc=70.59%, top5-acc=93.88%, remaining_time=0:00:02.108412, arrival_time=2021-04-15 02:19:53.042789, cost_time=0:00:09.370765 2021-04-15 02:19:51,472 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=1.25ms, fps=4759 images/s, loss=0.9873, top1-acc=70.57%, top5-acc=93.89%, remaining_time=0:00:01.515488, arrival_time=2021-04-15 02:19:52.988134, cost_time=0:00:09.909041 2021-04-15 02:19:52,035 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=1.30ms, fps=4550 images/s, loss=0.9896, top1-acc=70.51%, top5-acc=93.87%, remaining_time=0:00:00.930848, arrival_time=2021-04-15 02:19:52.966549, cost_time=0:00:10.472031 2021-04-15 02:19:52,601 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=1.04ms, fps=4532 images/s, loss=0.9910, top1-acc=70.44%, top5-acc=93.87%, remaining_time=0:00:00.348546, arrival_time=2021-04-15 02:19:52.949458, cost_time=0:00:11.037266 2021-04-15 02:19:52,932 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=0.06ms, fps=4112 images/s, loss=0.9940, top1-acc=70.37%, top5-acc=93.83%, remaining_time=0:00:00, arrival_time=2021-04-15 02:19:52.932116, cost_time=0:00:11.368509 2021-04-15 02:19:53,348 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=0.38ms, fps=6177 images/s, loss=1.7561, top1-acc=53.67%, top5-acc=81.45%, remaining_time=0:00:01.243200, arrival_time=2021-04-15 02:19:54.591452, cost_time=0:00:00.414399 2021-04-15 02:19:53,670 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=0.24ms, fps=7954 images/s, loss=1.7414, top1-acc=53.85%, top5-acc=81.97%, remaining_time=0:00:00.736780, arrival_time=2021-04-15 02:19:54.407318, cost_time=0:00:00.736779 2021-04-15 02:19:53,956 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=0.16ms, fps=8971 images/s, loss=1.7197, top1-acc=54.54%, top5-acc=82.21%, remaining_time=0:00:00.340820, arrival_time=2021-04-15 02:19:54.297051, cost_time=0:00:01.022453 2021-04-15 02:19:54,276 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=0.06ms, fps=7258 images/s, loss=1.6955, top1-acc=54.45%, top5-acc=82.47%, remaining_time=0:00:00, arrival_time=2021-04-15 02:19:54.276211, cost_time=0:00:01.342456 2021-04-15 02:19:54,338 INFO : Epoch=0093 complete, best val top1-acc=57.99%, top5-acc=85.94% (epoch=91), remaining_time=0:22:56.329979, arrival_time=2021-04-15 02:42:50.668625, cost_time=0:19:56.249424 2021-04-15 02:19:54,340 INFO : Train start, epoch=0094, lr=0.055487 2021-04-15 02:19:55,139 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=0.31ms, fps=3204 images/s, loss=0.9287, top1-acc=72.81%, top5-acc=94.57%, remaining_time=0:00:14.863446, arrival_time=2021-04-15 02:20:10.002948, cost_time=0:00:00.799112 2021-04-15 02:19:55,690 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=1.48ms, fps=4653 images/s, loss=0.9338, top1-acc=72.75%, top5-acc=94.37%, remaining_time=0:00:11.876304, arrival_time=2021-04-15 02:20:07.566307, cost_time=0:00:01.349586 2021-04-15 02:19:56,288 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=1.14ms, fps=4284 images/s, loss=0.9355, top1-acc=72.81%, top5-acc=94.37%, remaining_time=0:00:10.776720, arrival_time=2021-04-15 02:20:07.064687, cost_time=0:00:01.947604 2021-04-15 02:19:56,904 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=1.86ms, fps=4157 images/s, loss=0.9476, top1-acc=72.35%, top5-acc=94.32%, remaining_time=0:00:09.998508, arrival_time=2021-04-15 02:20:06.902607, cost_time=0:00:02.563735 2021-04-15 02:19:57,485 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=1.31ms, fps=4409 images/s, loss=0.9577, top1-acc=71.66%, top5-acc=94.31%, remaining_time=0:00:09.182524, arrival_time=2021-04-15 02:20:06.667600, cost_time=0:00:03.144719 2021-04-15 02:19:58,027 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=1.49ms, fps=4722 images/s, loss=0.9529, top1-acc=71.73%, top5-acc=94.37%, remaining_time=0:00:08.357608, arrival_time=2021-04-15 02:20:06.385170, cost_time=0:00:03.687194 2021-04-15 02:19:58,562 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=1.17ms, fps=4787 images/s, loss=0.9556, top1-acc=71.67%, top5-acc=94.39%, remaining_time=0:00:07.600194, arrival_time=2021-04-15 02:20:06.162909, cost_time=0:00:04.222349 2021-04-15 02:19:59,149 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=1.38ms, fps=4363 images/s, loss=0.9597, top1-acc=71.60%, top5-acc=94.33%, remaining_time=0:00:06.973572, arrival_time=2021-04-15 02:20:06.123323, cost_time=0:00:04.809362 2021-04-15 02:19:59,723 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=1.42ms, fps=4463 images/s, loss=0.9621, top1-acc=71.46%, top5-acc=94.29%, remaining_time=0:00:06.340390, arrival_time=2021-04-15 02:20:06.064073, cost_time=0:00:05.383319 2021-04-15 02:20:00,330 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=1.38ms, fps=4225 images/s, loss=0.9640, top1-acc=71.37%, top5-acc=94.30%, remaining_time=0:00:05.750016, arrival_time=2021-04-15 02:20:06.080021, cost_time=0:00:05.989590 2021-04-15 02:20:00,935 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=1.21ms, fps=4234 images/s, loss=0.9656, top1-acc=71.36%, top5-acc=94.25%, remaining_time=0:00:05.155872, arrival_time=2021-04-15 02:20:06.091027, cost_time=0:00:06.594672 2021-04-15 02:20:01,516 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=1.44ms, fps=4409 images/s, loss=0.9711, top1-acc=71.19%, top5-acc=94.10%, remaining_time=0:00:04.544800, arrival_time=2021-04-15 02:20:06.061147, cost_time=0:00:07.175993 2021-04-15 02:20:02,064 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=1.47ms, fps=4672 images/s, loss=0.9745, top1-acc=71.09%, top5-acc=94.04%, remaining_time=0:00:03.921522, arrival_time=2021-04-15 02:20:05.986166, cost_time=0:00:07.724198 2021-04-15 02:20:02,615 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=1.31ms, fps=4653 images/s, loss=0.9783, top1-acc=70.91%, top5-acc=93.98%, remaining_time=0:00:03.309936, arrival_time=2021-04-15 02:20:05.925224, cost_time=0:00:08.274880 2021-04-15 02:20:03,178 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=1.41ms, fps=4550 images/s, loss=0.9801, top1-acc=70.90%, top5-acc=93.93%, remaining_time=0:00:02.710320, arrival_time=2021-04-15 02:20:05.888678, cost_time=0:00:08.837991 2021-04-15 02:20:03,738 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=1.21ms, fps=4574 images/s, loss=0.9833, top1-acc=70.81%, top5-acc=93.91%, remaining_time=0:00:02.114568, arrival_time=2021-04-15 02:20:05.853018, cost_time=0:00:09.398028 2021-04-15 02:20:04,359 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=1.53ms, fps=4123 images/s, loss=0.9835, top1-acc=70.86%, top5-acc=93.88%, remaining_time=0:00:01.532362, arrival_time=2021-04-15 02:20:05.892112, cost_time=0:00:10.019359 2021-04-15 02:20:04,986 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=1.28ms, fps=4091 images/s, loss=0.9860, top1-acc=70.74%, top5-acc=93.84%, remaining_time=0:00:00.946272, arrival_time=2021-04-15 02:20:05.932247, cost_time=0:00:10.645609 2021-04-15 02:20:05,718 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.66ms, fps=3499 images/s, loss=0.9893, top1-acc=70.65%, top5-acc=93.81%, remaining_time=0:00:00.359292, arrival_time=2021-04-15 02:20:06.077294, cost_time=0:00:11.377577 2021-04-15 02:20:06,072 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=0.05ms, fps=3846 images/s, loss=0.9933, top1-acc=70.57%, top5-acc=93.74%, remaining_time=0:00:00, arrival_time=2021-04-15 02:20:06.072005, cost_time=0:00:11.731582 2021-04-15 02:20:06,533 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=0.30ms, fps=5577 images/s, loss=1.4877, top1-acc=59.14%, top5-acc=85.66%, remaining_time=0:00:01.377120, arrival_time=2021-04-15 02:20:07.910066, cost_time=0:00:00.459036 2021-04-15 02:20:06,889 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=0.19ms, fps=7195 images/s, loss=1.5086, top1-acc=58.61%, top5-acc=85.29%, remaining_time=0:00:00.815320, arrival_time=2021-04-15 02:20:07.704516, cost_time=0:00:00.815310 2021-04-15 02:20:07,181 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=0.25ms, fps=8778 images/s, loss=1.5231, top1-acc=58.14%, top5-acc=85.30%, remaining_time=0:00:00.369120, arrival_time=2021-04-15 02:20:07.550381, cost_time=0:00:01.107362 2021-04-15 02:20:07,420 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=0.05ms, fps=9703 images/s, loss=1.5449, top1-acc=57.78%, top5-acc=85.15%, remaining_time=0:00:00, arrival_time=2021-04-15 02:20:07.420724, cost_time=0:00:01.346890 2021-04-15 02:20:07,477 INFO : Epoch=0094 complete, best val top1-acc=57.99%, top5-acc=85.94% (epoch=91), remaining_time=0:22:43.778086, arrival_time=2021-04-15 02:42:51.255364, cost_time=0:20:09.388087 2021-04-15 02:20:07,478 INFO : Train start, epoch=0095, lr=0.054705 2021-04-15 02:20:08,287 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=0.34ms, fps=3166 images/s, loss=0.9965, top1-acc=70.51%, top5-acc=93.24%, remaining_time=0:00:15.040704, arrival_time=2021-04-15 02:20:23.327828, cost_time=0:00:00.808640 2021-04-15 02:20:08,843 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=1.51ms, fps=4608 images/s, loss=0.9604, top1-acc=71.84%, top5-acc=93.85%, remaining_time=0:00:12.009008, arrival_time=2021-04-15 02:20:20.852125, cost_time=0:00:01.364663 2021-04-15 02:20:09,394 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=1.32ms, fps=4643 images/s, loss=0.9566, top1-acc=71.89%, top5-acc=93.75%, remaining_time=0:00:10.604080, arrival_time=2021-04-15 02:20:19.998922, cost_time=0:00:01.916386 2021-04-15 02:20:09,987 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=1.31ms, fps=4319 images/s, loss=0.9524, top1-acc=71.80%, top5-acc=93.95%, remaining_time=0:00:09.786972, arrival_time=2021-04-15 02:20:19.774894, cost_time=0:00:02.509465 2021-04-15 02:20:10,529 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=1.24ms, fps=4729 images/s, loss=0.9446, top1-acc=72.14%, top5-acc=94.10%, remaining_time=0:00:08.909358, arrival_time=2021-04-15 02:20:19.438959, cost_time=0:00:03.051137 2021-04-15 02:20:11,087 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=1.23ms, fps=4591 images/s, loss=0.9356, top1-acc=72.45%, top5-acc=94.22%, remaining_time=0:00:08.180672, arrival_time=2021-04-15 02:20:19.268226, cost_time=0:00:03.609109 2021-04-15 02:20:11,683 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=1.34ms, fps=4299 images/s, loss=0.9453, top1-acc=72.17%, top5-acc=94.17%, remaining_time=0:00:07.568820, arrival_time=2021-04-15 02:20:19.252159, cost_time=0:00:04.204881 2021-04-15 02:20:12,353 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.22ms, fps=3823 images/s, loss=0.9461, top1-acc=72.18%, top5-acc=94.19%, remaining_time=0:00:07.068576, arrival_time=2021-04-15 02:20:19.421941, cost_time=0:00:04.874907 2021-04-15 02:20:12,925 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=1.65ms, fps=4478 images/s, loss=0.9509, top1-acc=71.95%, top5-acc=94.18%, remaining_time=0:00:06.415332, arrival_time=2021-04-15 02:20:19.340820, cost_time=0:00:05.446961 2021-04-15 02:20:13,472 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=1.25ms, fps=4684 images/s, loss=0.9558, top1-acc=71.79%, top5-acc=94.11%, remaining_time=0:00:05.754240, arrival_time=2021-04-15 02:20:19.226735, cost_time=0:00:05.994019 2021-04-15 02:20:14,020 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=1.56ms, fps=4672 images/s, loss=0.9570, top1-acc=71.78%, top5-acc=94.12%, remaining_time=0:00:05.114936, arrival_time=2021-04-15 02:20:19.135730, cost_time=0:00:06.542330 2021-04-15 02:20:14,633 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=1.79ms, fps=4185 images/s, loss=0.9604, top1-acc=71.68%, top5-acc=94.07%, remaining_time=0:00:04.531120, arrival_time=2021-04-15 02:20:19.164072, cost_time=0:00:07.154420 2021-04-15 02:20:15,190 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=1.31ms, fps=4598 images/s, loss=0.9645, top1-acc=71.54%, top5-acc=93.97%, remaining_time=0:00:03.915186, arrival_time=2021-04-15 02:20:19.105322, cost_time=0:00:07.711670 2021-04-15 02:20:15,807 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=1.97ms, fps=4149 images/s, loss=0.9680, top1-acc=71.45%, top5-acc=93.91%, remaining_time=0:00:03.331608, arrival_time=2021-04-15 02:20:19.139110, cost_time=0:00:08.328967 2021-04-15 02:20:16,352 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=1.36ms, fps=4705 images/s, loss=0.9690, top1-acc=71.37%, top5-acc=93.92%, remaining_time=0:00:02.721268, arrival_time=2021-04-15 02:20:19.073384, cost_time=0:00:08.873649 2021-04-15 02:20:16,903 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=1.22ms, fps=4650 images/s, loss=0.9703, top1-acc=71.36%, top5-acc=93.87%, remaining_time=0:00:02.120508, arrival_time=2021-04-15 02:20:19.023507, cost_time=0:00:09.424541 2021-04-15 02:20:17,459 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=1.25ms, fps=4604 images/s, loss=0.9748, top1-acc=71.22%, top5-acc=93.81%, remaining_time=0:00:01.526486, arrival_time=2021-04-15 02:20:18.985898, cost_time=0:00:09.980875 2021-04-15 02:20:17,997 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=1.37ms, fps=4759 images/s, loss=0.9781, top1-acc=71.09%, top5-acc=93.80%, remaining_time=0:00:00.935056, arrival_time=2021-04-15 02:20:18.932855, cost_time=0:00:10.519292 2021-04-15 02:20:18,561 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.22ms, fps=4542 images/s, loss=0.9800, top1-acc=71.02%, top5-acc=93.78%, remaining_time=0:00:00.350004, arrival_time=2021-04-15 02:20:18.911877, cost_time=0:00:11.083421 2021-04-15 02:20:18,874 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=0.05ms, fps=4362 images/s, loss=0.9829, top1-acc=70.98%, top5-acc=93.74%, remaining_time=0:00:00, arrival_time=2021-04-15 02:20:18.874021, cost_time=0:00:11.395576 2021-04-15 02:20:19,279 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=40.89ms, fps=6448 images/s, loss=1.5647, top1-acc=57.07%, top5-acc=85.51%, remaining_time=0:00:01.191000, arrival_time=2021-04-15 02:20:20.470089, cost_time=0:00:00.397002 2021-04-15 02:20:19,593 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=4.39ms, fps=8148 images/s, loss=1.5877, top1-acc=57.21%, top5-acc=84.98%, remaining_time=0:00:00.711620, arrival_time=2021-04-15 02:20:20.305420, cost_time=0:00:00.711615 2021-04-15 02:20:19,900 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=22.44ms, fps=8373 images/s, loss=1.5725, top1-acc=57.64%, top5-acc=84.99%, remaining_time=0:00:00.339360, arrival_time=2021-04-15 02:20:20.239484, cost_time=0:00:01.018072 2021-04-15 02:20:20,173 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=0.05ms, fps=8493 images/s, loss=1.5971, top1-acc=57.30%, top5-acc=84.80%, remaining_time=0:00:00, arrival_time=2021-04-15 02:20:20.173610, cost_time=0:00:01.291590 2021-04-15 02:20:20,230 INFO : Epoch=0095 complete, best val top1-acc=57.99%, top5-acc=85.94% (epoch=91), remaining_time=0:22:30.788145, arrival_time=2021-04-15 02:42:51.019014, cost_time=0:20:22.141678 2021-04-15 02:20:20,232 INFO : Train start, epoch=0096, lr=0.053923 2021-04-15 02:20:21,020 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=2.07ms, fps=3249 images/s, loss=0.9358, top1-acc=72.97%, top5-acc=94.80%, remaining_time=0:00:14.655126, arrival_time=2021-04-15 02:20:35.675121, cost_time=0:00:00.787907 2021-04-15 02:20:21,562 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=1.13ms, fps=4721 images/s, loss=0.9424, top1-acc=72.46%, top5-acc=94.30%, remaining_time=0:00:11.708400, arrival_time=2021-04-15 02:20:33.270990, cost_time=0:00:01.330497 2021-04-15 02:20:22,098 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=1.25ms, fps=4779 images/s, loss=0.9454, top1-acc=72.12%, top5-acc=94.35%, remaining_time=0:00:10.327690, arrival_time=2021-04-15 02:20:32.426235, cost_time=0:00:01.866456 2021-04-15 02:20:22,624 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=1.50ms, fps=4871 images/s, loss=0.9317, top1-acc=72.37%, top5-acc=94.61%, remaining_time=0:00:09.330204, arrival_time=2021-04-15 02:20:31.954682, cost_time=0:00:02.392371 2021-04-15 02:20:23,149 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.46ms, fps=4881 images/s, loss=0.9292, top1-acc=72.37%, top5-acc=94.73%, remaining_time=0:00:08.518078, arrival_time=2021-04-15 02:20:31.667337, cost_time=0:00:02.917160 2021-04-15 02:20:23,674 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=1.15ms, fps=4875 images/s, loss=0.9305, top1-acc=72.38%, top5-acc=94.63%, remaining_time=0:00:07.803272, arrival_time=2021-04-15 02:20:31.477992, cost_time=0:00:03.442629 2021-04-15 02:20:24,250 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=1.23ms, fps=4452 images/s, loss=0.9404, top1-acc=72.00%, top5-acc=94.53%, remaining_time=0:00:07.232274, arrival_time=2021-04-15 02:20:31.482275, cost_time=0:00:04.017911 2021-04-15 02:20:24,815 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=1.26ms, fps=4533 images/s, loss=0.9439, top1-acc=71.85%, top5-acc=94.40%, remaining_time=0:00:06.645408, arrival_time=2021-04-15 02:20:31.460505, cost_time=0:00:04.583000 2021-04-15 02:20:25,375 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.29ms, fps=4567 images/s, loss=0.9461, top1-acc=71.80%, top5-acc=94.38%, remaining_time=0:00:06.058324, arrival_time=2021-04-15 02:20:31.434238, cost_time=0:00:05.143819 2021-04-15 02:20:25,962 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=1.45ms, fps=4364 images/s, loss=0.9488, top1-acc=71.64%, top5-acc=94.31%, remaining_time=0:00:05.501568, arrival_time=2021-04-15 02:20:31.464496, cost_time=0:00:05.730833 2021-04-15 02:20:26,510 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=1.25ms, fps=4683 images/s, loss=0.9539, top1-acc=71.54%, top5-acc=94.21%, remaining_time=0:00:04.908106, arrival_time=2021-04-15 02:20:31.418115, cost_time=0:00:06.277828 2021-04-15 02:20:27,077 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=1.41ms, fps=4518 images/s, loss=0.9564, top1-acc=71.47%, top5-acc=94.14%, remaining_time=0:00:04.335192, arrival_time=2021-04-15 02:20:31.412290, cost_time=0:00:06.844995 2021-04-15 02:20:27,684 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=1.33ms, fps=4215 images/s, loss=0.9637, top1-acc=71.31%, top5-acc=94.02%, remaining_time=0:00:03.783648, arrival_time=2021-04-15 02:20:31.468410, cost_time=0:00:07.452669 2021-04-15 02:20:28,270 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=1.31ms, fps=4372 images/s, loss=0.9656, top1-acc=71.25%, top5-acc=93.97%, remaining_time=0:00:03.215408, arrival_time=2021-04-15 02:20:31.485974, cost_time=0:00:08.038478 2021-04-15 02:20:28,833 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=1.47ms, fps=4551 images/s, loss=0.9680, top1-acc=71.20%, top5-acc=93.94%, remaining_time=0:00:02.637732, arrival_time=2021-04-15 02:20:31.471152, cost_time=0:00:08.601250 2021-04-15 02:20:29,363 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.26ms, fps=4832 images/s, loss=0.9686, top1-acc=71.23%, top5-acc=93.93%, remaining_time=0:00:02.054592, arrival_time=2021-04-15 02:20:31.418206, cost_time=0:00:09.131498 2021-04-15 02:20:29,966 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=1.23ms, fps=4250 images/s, loss=0.9692, top1-acc=71.21%, top5-acc=93.90%, remaining_time=0:00:01.488786, arrival_time=2021-04-15 02:20:31.455195, cost_time=0:00:09.734299 2021-04-15 02:20:30,564 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=1.20ms, fps=4285 images/s, loss=0.9715, top1-acc=71.19%, top5-acc=93.87%, remaining_time=0:00:00.918416, arrival_time=2021-04-15 02:20:31.482614, cost_time=0:00:10.332113 2021-04-15 02:20:31,110 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=1.12ms, fps=4693 images/s, loss=0.9765, top1-acc=71.03%, top5-acc=93.79%, remaining_time=0:00:00.343512, arrival_time=2021-04-15 02:20:31.453543, cost_time=0:00:10.877956 2021-04-15 02:20:31,446 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=0.05ms, fps=4044 images/s, loss=0.9771, top1-acc=70.99%, top5-acc=93.78%, remaining_time=0:00:00, arrival_time=2021-04-15 02:20:31.446657, cost_time=0:00:11.214581 2021-04-15 02:20:31,822 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=0.23ms, fps=6835 images/s, loss=1.5443, top1-acc=58.36%, top5-acc=85.23%, remaining_time=0:00:01.123590, arrival_time=2021-04-15 02:20:32.946408, cost_time=0:00:00.374529 2021-04-15 02:20:32,083 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=0.18ms, fps=9831 images/s, loss=1.5081, top1-acc=58.81%, top5-acc=85.72%, remaining_time=0:00:00.635460, arrival_time=2021-04-15 02:20:32.719131, cost_time=0:00:00.635468 2021-04-15 02:20:32,383 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=1.73ms, fps=8560 images/s, loss=1.5205, top1-acc=58.37%, top5-acc=85.77%, remaining_time=0:00:00.311610, arrival_time=2021-04-15 02:20:32.694641, cost_time=0:00:00.934821 2021-04-15 02:20:32,650 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=0.05ms, fps=8678 images/s, loss=1.5252, top1-acc=58.53%, top5-acc=86.01%, remaining_time=0:00:00, arrival_time=2021-04-15 02:20:32.650688, cost_time=0:00:01.202480 2021-04-15 02:20:32,759 INFO : Epoch=0096 complete, best val top1-acc=58.53%, top5-acc=86.01% (epoch=96), remaining_time=0:22:17.559808, arrival_time=2021-04-15 02:42:50.319612, cost_time=0:20:34.670600 2021-04-15 02:20:32,761 INFO : Train start, epoch=0097, lr=0.053140 2021-04-15 02:20:33,504 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=1.34ms, fps=3444 images/s, loss=0.9416, top1-acc=71.84%, top5-acc=94.88%, remaining_time=0:00:13.824078, arrival_time=2021-04-15 02:20:47.328561, cost_time=0:00:00.743226 2021-04-15 02:20:34,031 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=1.15ms, fps=4864 images/s, loss=0.9413, top1-acc=72.07%, top5-acc=94.67%, remaining_time=0:00:11.174592, arrival_time=2021-04-15 02:20:45.205677, cost_time=0:00:01.269834 2021-04-15 02:20:34,563 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=1.32ms, fps=4811 images/s, loss=0.9469, top1-acc=71.82%, top5-acc=94.61%, remaining_time=0:00:09.972616, arrival_time=2021-04-15 02:20:44.536146, cost_time=0:00:01.802274 2021-04-15 02:20:35,103 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=1.29ms, fps=4744 images/s, loss=0.9452, top1-acc=71.91%, top5-acc=94.53%, remaining_time=0:00:09.134892, arrival_time=2021-04-15 02:20:44.238408, cost_time=0:00:02.342271 2021-04-15 02:20:35,694 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=1.29ms, fps=4332 images/s, loss=0.9418, top1-acc=72.03%, top5-acc=94.53%, remaining_time=0:00:08.565966, arrival_time=2021-04-15 02:20:44.260785, cost_time=0:00:02.933567 2021-04-15 02:20:36,235 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=1.35ms, fps=4738 images/s, loss=0.9350, top1-acc=72.19%, top5-acc=94.58%, remaining_time=0:00:07.874808, arrival_time=2021-04-15 02:20:44.110231, cost_time=0:00:03.474165 2021-04-15 02:20:36,815 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=1.18ms, fps=4416 images/s, loss=0.9415, top1-acc=72.09%, top5-acc=94.43%, remaining_time=0:00:07.297542, arrival_time=2021-04-15 02:20:44.113002, cost_time=0:00:04.054208 2021-04-15 02:20:37,352 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.16ms, fps=4770 images/s, loss=0.9439, top1-acc=72.03%, top5-acc=94.35%, remaining_time=0:00:06.657356, arrival_time=2021-04-15 02:20:44.009879, cost_time=0:00:04.591265 2021-04-15 02:20:37,897 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=1.32ms, fps=4699 images/s, loss=0.9473, top1-acc=71.96%, top5-acc=94.28%, remaining_time=0:00:06.049526, arrival_time=2021-04-15 02:20:43.947136, cost_time=0:00:05.136357 2021-04-15 02:20:38,471 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=1.44ms, fps=4467 images/s, loss=0.9474, top1-acc=71.99%, top5-acc=94.16%, remaining_time=0:00:05.481312, arrival_time=2021-04-15 02:20:43.952447, cost_time=0:00:05.709736 2021-04-15 02:20:39,054 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=1.47ms, fps=4390 images/s, loss=0.9480, top1-acc=71.97%, top5-acc=94.13%, remaining_time=0:00:04.920404, arrival_time=2021-04-15 02:20:43.975214, cost_time=0:00:06.293542 2021-04-15 02:20:39,693 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=1.42ms, fps=4012 images/s, loss=0.9492, top1-acc=71.93%, top5-acc=94.15%, remaining_time=0:00:04.390292, arrival_time=2021-04-15 02:20:44.083544, cost_time=0:00:06.931995 2021-04-15 02:20:40,259 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.46ms, fps=4521 images/s, loss=0.9548, top1-acc=71.76%, top5-acc=94.07%, remaining_time=0:00:03.806946, arrival_time=2021-04-15 02:20:44.066789, cost_time=0:00:07.498523 2021-04-15 02:20:40,858 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=1.33ms, fps=4276 images/s, loss=0.9589, top1-acc=71.65%, top5-acc=94.02%, remaining_time=0:00:03.239040, arrival_time=2021-04-15 02:20:44.097923, cost_time=0:00:08.097595 2021-04-15 02:20:41,436 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=1.37ms, fps=4439 images/s, loss=0.9637, top1-acc=71.45%, top5-acc=93.98%, remaining_time=0:00:02.660272, arrival_time=2021-04-15 02:20:44.096271, cost_time=0:00:08.674749 2021-04-15 02:20:42,090 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=1.25ms, fps=3912 images/s, loss=0.9642, top1-acc=71.43%, top5-acc=93.96%, remaining_time=0:00:02.099124, arrival_time=2021-04-15 02:20:44.189970, cost_time=0:00:09.329452 2021-04-15 02:20:42,711 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=1.43ms, fps=4127 images/s, loss=0.9660, top1-acc=71.41%, top5-acc=93.94%, remaining_time=0:00:01.521832, arrival_time=2021-04-15 02:20:44.233525, cost_time=0:00:09.950383 2021-04-15 02:20:43,288 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=1.39ms, fps=4441 images/s, loss=0.9664, top1-acc=71.40%, top5-acc=93.94%, remaining_time=0:00:00.935760, arrival_time=2021-04-15 02:20:44.224361, cost_time=0:00:10.527344 2021-04-15 02:20:43,871 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.14ms, fps=4394 images/s, loss=0.9686, top1-acc=71.29%, top5-acc=93.89%, remaining_time=0:00:00.350850, arrival_time=2021-04-15 02:20:44.222424, cost_time=0:00:11.110334 2021-04-15 02:20:44,180 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=0.05ms, fps=4412 images/s, loss=0.9707, top1-acc=71.24%, top5-acc=93.88%, remaining_time=0:00:00, arrival_time=2021-04-15 02:20:44.180157, cost_time=0:00:11.418924 2021-04-15 02:20:44,582 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=2.36ms, fps=6393 images/s, loss=1.4843, top1-acc=59.57%, top5-acc=85.94%, remaining_time=0:00:01.201320, arrival_time=2021-04-15 02:20:45.783646, cost_time=0:00:00.400441 2021-04-15 02:20:44,811 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=0.23ms, fps=11191 images/s, loss=1.4847, top1-acc=58.89%, top5-acc=86.41%, remaining_time=0:00:00.629880, arrival_time=2021-04-15 02:20:45.441511, cost_time=0:00:00.629889 2021-04-15 02:20:45,104 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=5.66ms, fps=8754 images/s, loss=1.4803, top1-acc=59.01%, top5-acc=86.46%, remaining_time=0:00:00.307540, arrival_time=2021-04-15 02:20:45.411931, cost_time=0:00:00.922625 2021-04-15 02:20:45,357 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=0.07ms, fps=9168 images/s, loss=1.4791, top1-acc=59.13%, top5-acc=86.50%, remaining_time=0:00:00, arrival_time=2021-04-15 02:20:45.357774, cost_time=0:00:01.176033 2021-04-15 02:20:45,471 INFO : Epoch=0097 complete, best val top1-acc=59.13%, top5-acc=86.50% (epoch=97), remaining_time=0:22:04.539521, arrival_time=2021-04-15 02:42:50.010652, cost_time=0:20:47.381914 2021-04-15 02:20:45,472 INFO : Train start, epoch=0098, lr=0.052355 2021-04-15 02:20:46,179 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=2.96ms, fps=3622 images/s, loss=0.8957, top1-acc=72.66%, top5-acc=95.51%, remaining_time=0:00:13.145178, arrival_time=2021-04-15 02:20:59.324399, cost_time=0:00:00.706730 2021-04-15 02:20:46,885 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=1.39ms, fps=3627 images/s, loss=0.9256, top1-acc=71.78%, top5-acc=94.73%, remaining_time=0:00:12.433872, arrival_time=2021-04-15 02:20:59.319438, cost_time=0:00:01.412945 2021-04-15 02:20:47,448 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=1.43ms, fps=4554 images/s, loss=0.9188, top1-acc=72.03%, top5-acc=94.70%, remaining_time=0:00:10.932760, arrival_time=2021-04-15 02:20:58.381072, cost_time=0:00:01.975813 2021-04-15 02:20:47,988 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=1.23ms, fps=4739 images/s, loss=0.9228, top1-acc=72.10%, top5-acc=94.62%, remaining_time=0:00:09.813804, arrival_time=2021-04-15 02:20:57.802693, cost_time=0:00:02.516360 2021-04-15 02:20:48,543 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=1.37ms, fps=4622 images/s, loss=0.9222, top1-acc=72.28%, top5-acc=94.62%, remaining_time=0:00:08.966444, arrival_time=2021-04-15 02:20:57.509694, cost_time=0:00:03.070682 2021-04-15 02:20:49,111 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=1.13ms, fps=4508 images/s, loss=0.9254, top1-acc=72.16%, top5-acc=94.58%, remaining_time=0:00:08.248536, arrival_time=2021-04-15 02:20:57.360091, cost_time=0:00:03.639058 2021-04-15 02:20:49,645 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=1.36ms, fps=4798 images/s, loss=0.9221, top1-acc=72.42%, top5-acc=94.63%, remaining_time=0:00:07.511364, arrival_time=2021-04-15 02:20:57.156802, cost_time=0:00:04.172948 2021-04-15 02:20:50,212 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=1.21ms, fps=4519 images/s, loss=0.9246, top1-acc=72.26%, top5-acc=94.61%, remaining_time=0:00:06.872768, arrival_time=2021-04-15 02:20:57.085145, cost_time=0:00:04.739805 2021-04-15 02:20:50,751 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.35ms, fps=4755 images/s, loss=0.9309, top1-acc=72.01%, top5-acc=94.56%, remaining_time=0:00:06.217112, arrival_time=2021-04-15 02:20:56.968378, cost_time=0:00:05.278702 2021-04-15 02:20:51,311 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=1.31ms, fps=4577 images/s, loss=0.9348, top1-acc=71.96%, top5-acc=94.45%, remaining_time=0:00:05.605056, arrival_time=2021-04-15 02:20:56.916142, cost_time=0:00:05.838601 2021-04-15 02:20:51,852 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.25ms, fps=4732 images/s, loss=0.9362, top1-acc=71.97%, top5-acc=94.45%, remaining_time=0:00:04.987914, arrival_time=2021-04-15 02:20:56.840333, cost_time=0:00:06.379933 2021-04-15 02:20:52,495 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=1.37ms, fps=3984 images/s, loss=0.9403, top1-acc=71.92%, top5-acc=94.37%, remaining_time=0:00:04.447748, arrival_time=2021-04-15 02:20:56.943087, cost_time=0:00:07.022782 2021-04-15 02:20:53,030 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=1.42ms, fps=4791 images/s, loss=0.9430, top1-acc=71.84%, top5-acc=94.35%, remaining_time=0:00:03.836976, arrival_time=2021-04-15 02:20:56.867112, cost_time=0:00:07.557636 2021-04-15 02:20:53,560 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=1.24ms, fps=4831 images/s, loss=0.9444, top1-acc=71.80%, top5-acc=94.31%, remaining_time=0:00:03.235176, arrival_time=2021-04-15 02:20:56.795563, cost_time=0:00:08.087897 2021-04-15 02:20:54,150 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=1.25ms, fps=4343 images/s, loss=0.9472, top1-acc=71.68%, top5-acc=94.25%, remaining_time=0:00:02.661146, arrival_time=2021-04-15 02:20:56.811281, cost_time=0:00:08.677646 2021-04-15 02:20:54,719 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.54ms, fps=4501 images/s, loss=0.9504, top1-acc=71.61%, top5-acc=94.21%, remaining_time=0:00:02.080512, arrival_time=2021-04-15 02:20:56.799907, cost_time=0:00:09.246771 2021-04-15 02:20:55,302 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=1.27ms, fps=4392 images/s, loss=0.9538, top1-acc=71.53%, top5-acc=94.16%, remaining_time=0:00:01.503450, arrival_time=2021-04-15 02:20:56.806237, cost_time=0:00:09.830300 2021-04-15 02:20:55,874 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=2.34ms, fps=4482 images/s, loss=0.9555, top1-acc=71.51%, top5-acc=94.15%, remaining_time=0:00:00.924608, arrival_time=2021-04-15 02:20:56.798881, cost_time=0:00:10.401785 2021-04-15 02:20:56,433 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.11ms, fps=4578 images/s, loss=0.9582, top1-acc=71.44%, top5-acc=94.13%, remaining_time=0:00:00.346146, arrival_time=2021-04-15 02:20:56.779943, cost_time=0:00:10.961328 2021-04-15 02:20:56,751 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=0.05ms, fps=4281 images/s, loss=0.9634, top1-acc=71.36%, top5-acc=94.10%, remaining_time=0:00:00, arrival_time=2021-04-15 02:20:56.751794, cost_time=0:00:11.279313 2021-04-15 02:20:57,116 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=0.28ms, fps=7044 images/s, loss=1.4431, top1-acc=59.69%, top5-acc=87.30%, remaining_time=0:00:01.090200, arrival_time=2021-04-15 02:20:58.207067, cost_time=0:00:00.363401 2021-04-15 02:20:57,481 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=0.21ms, fps=7035 images/s, loss=1.4989, top1-acc=58.81%, top5-acc=86.37%, remaining_time=0:00:00.727600, arrival_time=2021-04-15 02:20:58.208677, cost_time=0:00:00.727596 2021-04-15 02:20:57,778 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=0.18ms, fps=8608 images/s, loss=1.5191, top1-acc=58.46%, top5-acc=85.81%, remaining_time=0:00:00.341790, arrival_time=2021-04-15 02:20:58.120634, cost_time=0:00:01.025379 2021-04-15 02:20:58,085 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=0.06ms, fps=7572 images/s, loss=1.5281, top1-acc=58.27%, top5-acc=85.61%, remaining_time=0:00:00, arrival_time=2021-04-15 02:20:58.085592, cost_time=0:00:01.332072 2021-04-15 02:20:58,151 INFO : Epoch=0098 complete, best val top1-acc=59.13%, top5-acc=86.50% (epoch=97), remaining_time=0:21:51.493254, arrival_time=2021-04-15 02:42:49.644603, cost_time=0:21:00.062112 2021-04-15 02:20:58,153 INFO : Train start, epoch=0099, lr=0.051571 2021-04-15 02:20:58,871 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=1.46ms, fps=3565 images/s, loss=0.9265, top1-acc=72.73%, top5-acc=94.53%, remaining_time=0:00:13.356474, arrival_time=2021-04-15 02:21:12.228175, cost_time=0:00:00.718090 2021-04-15 02:20:59,416 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=1.34ms, fps=4701 images/s, loss=0.9195, top1-acc=72.70%, top5-acc=94.49%, remaining_time=0:00:11.114400, arrival_time=2021-04-15 02:21:10.531012, cost_time=0:00:01.262999 2021-04-15 02:20:59,978 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=1.32ms, fps=4563 images/s, loss=0.9132, top1-acc=72.70%, top5-acc=94.92%, remaining_time=0:00:10.095124, arrival_time=2021-04-15 02:21:10.073138, cost_time=0:00:01.824407 2021-04-15 02:21:00,552 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=1.28ms, fps=4460 images/s, loss=0.9136, top1-acc=72.96%, top5-acc=94.78%, remaining_time=0:00:09.355320, arrival_time=2021-04-15 02:21:09.907724, cost_time=0:00:02.398800 2021-04-15 02:21:01,122 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=1.23ms, fps=4490 images/s, loss=0.9139, top1-acc=72.99%, top5-acc=94.77%, remaining_time=0:00:08.670210, arrival_time=2021-04-15 02:21:09.793065, cost_time=0:00:02.969253 2021-04-15 02:21:01,651 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=1.27ms, fps=4850 images/s, loss=0.9200, top1-acc=72.81%, top5-acc=94.78%, remaining_time=0:00:07.927440, arrival_time=2021-04-15 02:21:09.578419, cost_time=0:00:03.497372 2021-04-15 02:21:02,192 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=1.40ms, fps=4730 images/s, loss=0.9265, top1-acc=72.52%, top5-acc=94.66%, remaining_time=0:00:07.270074, arrival_time=2021-04-15 02:21:09.462629, cost_time=0:00:04.038942 2021-04-15 02:21:02,739 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=1.20ms, fps=4680 images/s, loss=0.9347, top1-acc=72.35%, top5-acc=94.51%, remaining_time=0:00:06.650164, arrival_time=2021-04-15 02:21:09.390065, cost_time=0:00:04.586290 2021-04-15 02:21:03,317 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=1.30ms, fps=4439 images/s, loss=0.9405, top1-acc=72.07%, top5-acc=94.32%, remaining_time=0:00:06.081220, arrival_time=2021-04-15 02:21:09.398175, cost_time=0:00:05.163340 2021-04-15 02:21:03,871 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=1.72ms, fps=4621 images/s, loss=0.9451, top1-acc=71.94%, top5-acc=94.25%, remaining_time=0:00:05.488992, arrival_time=2021-04-15 02:21:09.360274, cost_time=0:00:05.717651 2021-04-15 02:21:04,402 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=1.32ms, fps=4822 images/s, loss=0.9461, top1-acc=71.99%, top5-acc=94.19%, remaining_time=0:00:04.885488, arrival_time=2021-04-15 02:21:09.288043, cost_time=0:00:06.248885 2021-04-15 02:21:04,947 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.27ms, fps=4700 images/s, loss=0.9445, top1-acc=72.05%, top5-acc=94.16%, remaining_time=0:00:04.302892, arrival_time=2021-04-15 02:21:09.250586, cost_time=0:00:06.794038 2021-04-15 02:21:05,511 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=1.26ms, fps=4544 images/s, loss=0.9480, top1-acc=71.92%, top5-acc=94.09%, remaining_time=0:00:03.735534, arrival_time=2021-04-15 02:21:09.247208, cost_time=0:00:07.357926 2021-04-15 02:21:06,119 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=1.59ms, fps=4216 images/s, loss=0.9517, top1-acc=71.72%, top5-acc=94.10%, remaining_time=0:00:03.186288, arrival_time=2021-04-15 02:21:09.305622, cost_time=0:00:07.965700 2021-04-15 02:21:06,709 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=1.58ms, fps=4340 images/s, loss=0.9501, top1-acc=71.74%, top5-acc=94.09%, remaining_time=0:00:02.623840, arrival_time=2021-04-15 02:21:09.333427, cost_time=0:00:08.555988 2021-04-15 02:21:07,275 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=1.18ms, fps=4524 images/s, loss=0.9522, top1-acc=71.71%, top5-acc=94.09%, remaining_time=0:00:02.052504, arrival_time=2021-04-15 02:21:09.328395, cost_time=0:00:09.122181 2021-04-15 02:21:07,843 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=1.36ms, fps=4516 images/s, loss=0.9561, top1-acc=71.60%, top5-acc=94.04%, remaining_time=0:00:01.481922, arrival_time=2021-04-15 02:21:09.325115, cost_time=0:00:09.689560 2021-04-15 02:21:08,408 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=1.32ms, fps=4530 images/s, loss=0.9606, top1-acc=71.46%, top5-acc=93.99%, remaining_time=0:00:00.911568, arrival_time=2021-04-15 02:21:09.320352, cost_time=0:00:10.255189 2021-04-15 02:21:09,039 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=1.14ms, fps=4059 images/s, loss=0.9631, top1-acc=71.42%, top5-acc=94.00%, remaining_time=0:00:00.343776, arrival_time=2021-04-15 02:21:09.383548, cost_time=0:00:10.886174 2021-04-15 02:21:09,360 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=0.06ms, fps=4239 images/s, loss=0.9653, top1-acc=71.38%, top5-acc=93.99%, remaining_time=0:00:00, arrival_time=2021-04-15 02:21:09.360886, cost_time=0:00:11.207282 2021-04-15 02:21:09,824 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=0.31ms, fps=5540 images/s, loss=1.5387, top1-acc=58.55%, top5-acc=84.84%, remaining_time=0:00:01.386090, arrival_time=2021-04-15 02:21:11.210736, cost_time=0:00:00.462031 2021-04-15 02:21:10,137 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=0.43ms, fps=8202 images/s, loss=1.5378, top1-acc=58.26%, top5-acc=85.04%, remaining_time=0:00:00.774800, arrival_time=2021-04-15 02:21:10.912086, cost_time=0:00:00.774791 2021-04-15 02:21:10,409 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=0.42ms, fps=9405 images/s, loss=1.5441, top1-acc=57.81%, top5-acc=85.03%, remaining_time=0:00:00.349100, arrival_time=2021-04-15 02:21:10.758948, cost_time=0:00:01.047312 2021-04-15 02:21:10,651 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=0.06ms, fps=9632 images/s, loss=1.5353, top1-acc=57.91%, top5-acc=85.27%, remaining_time=0:00:00, arrival_time=2021-04-15 02:21:10.651132, cost_time=0:00:01.288663 2021-04-15 02:21:10,709 INFO : Epoch=0099 complete, best val top1-acc=59.13%, top5-acc=86.50% (epoch=97), remaining_time=0:21:38.329750, arrival_time=2021-04-15 02:42:49.039222, cost_time=0:21:12.620270 2021-04-15 02:21:10,710 INFO : Train start, epoch=0100, lr=0.050785 2021-04-15 02:21:11,475 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=2.36ms, fps=3349 images/s, loss=0.8992, top1-acc=73.48%, top5-acc=94.61%, remaining_time=0:00:14.219328, arrival_time=2021-04-15 02:21:25.694648, cost_time=0:00:00.764477 2021-04-15 02:21:12,050 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=1.42ms, fps=4450 images/s, loss=0.9259, top1-acc=72.42%, top5-acc=94.45%, remaining_time=0:00:11.792528, arrival_time=2021-04-15 02:21:23.843431, cost_time=0:00:01.340061 2021-04-15 02:21:12,738 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=1.93ms, fps=3725 images/s, loss=0.9317, top1-acc=72.47%, top5-acc=94.57%, remaining_time=0:00:11.219608, arrival_time=2021-04-15 02:21:23.958132, cost_time=0:00:02.027634 2021-04-15 02:21:13,349 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=1.74ms, fps=4194 images/s, loss=0.9268, top1-acc=72.41%, top5-acc=94.73%, remaining_time=0:00:10.289916, arrival_time=2021-04-15 02:21:23.639209, cost_time=0:00:02.638454 2021-04-15 02:21:13,889 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=1.41ms, fps=4744 images/s, loss=0.9254, top1-acc=72.46%, top5-acc=94.72%, remaining_time=0:00:09.280928, arrival_time=2021-04-15 02:21:23.170167, cost_time=0:00:03.178400 2021-04-15 02:21:14,472 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=1.66ms, fps=4395 images/s, loss=0.9289, top1-acc=72.19%, top5-acc=94.62%, remaining_time=0:00:08.525296, arrival_time=2021-04-15 02:21:22.997303, cost_time=0:00:03.761179 2021-04-15 02:21:15,042 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=2.12ms, fps=4486 images/s, loss=0.9281, top1-acc=72.22%, top5-acc=94.57%, remaining_time=0:00:07.797762, arrival_time=2021-04-15 02:21:22.840715, cost_time=0:00:04.332104 2021-04-15 02:21:15,663 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=1.41ms, fps=4131 images/s, loss=0.9248, top1-acc=72.42%, top5-acc=94.57%, remaining_time=0:00:07.180748, arrival_time=2021-04-15 02:21:22.843812, cost_time=0:00:04.952201 2021-04-15 02:21:16,253 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=1.41ms, fps=4342 images/s, loss=0.9283, top1-acc=72.33%, top5-acc=94.51%, remaining_time=0:00:06.527480, arrival_time=2021-04-15 02:21:22.780628, cost_time=0:00:05.542237 2021-04-15 02:21:16,824 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=1.53ms, fps=4488 images/s, loss=0.9301, top1-acc=72.33%, top5-acc=94.46%, remaining_time=0:00:05.868576, arrival_time=2021-04-15 02:21:22.692538, cost_time=0:00:06.113119 2021-04-15 02:21:17,489 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=1.44ms, fps=3849 images/s, loss=0.9348, top1-acc=72.13%, top5-acc=94.42%, remaining_time=0:00:05.299578, arrival_time=2021-04-15 02:21:22.789014, cost_time=0:00:06.778509 2021-04-15 02:21:18,141 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=1.55ms, fps=3932 images/s, loss=0.9396, top1-acc=71.97%, top5-acc=94.38%, remaining_time=0:00:04.705768, arrival_time=2021-04-15 02:21:22.846803, cost_time=0:00:07.430188 2021-04-15 02:21:18,700 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=1.31ms, fps=4583 images/s, loss=0.9400, top1-acc=71.91%, top5-acc=94.37%, remaining_time=0:00:04.056030, arrival_time=2021-04-15 02:21:22.755993, cost_time=0:00:07.989115 2021-04-15 02:21:19,268 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=1.36ms, fps=4509 images/s, loss=0.9402, top1-acc=71.93%, top5-acc=94.36%, remaining_time=0:00:03.422888, arrival_time=2021-04-15 02:21:22.690977, cost_time=0:00:08.557156 2021-04-15 02:21:19,873 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=1.27ms, fps=4235 images/s, loss=0.9444, top1-acc=71.82%, top5-acc=94.27%, remaining_time=0:00:02.809772, arrival_time=2021-04-15 02:21:22.682857, cost_time=0:00:09.162230 2021-04-15 02:21:20,510 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=1.45ms, fps=4016 images/s, loss=0.9468, top1-acc=71.75%, top5-acc=94.24%, remaining_time=0:00:02.205000, arrival_time=2021-04-15 02:21:22.715815, cost_time=0:00:09.799973 2021-04-15 02:21:21,177 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=1.63ms, fps=3843 images/s, loss=0.9505, top1-acc=71.65%, top5-acc=94.18%, remaining_time=0:00:01.600742, arrival_time=2021-04-15 02:21:22.778167, cost_time=0:00:10.466447 2021-04-15 02:21:21,802 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=1.33ms, fps=4098 images/s, loss=0.9519, top1-acc=71.60%, top5-acc=94.18%, remaining_time=0:00:00.985936, arrival_time=2021-04-15 02:21:22.788513, cost_time=0:00:11.091710 2021-04-15 02:21:22,358 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=1.05ms, fps=4612 images/s, loss=0.9556, top1-acc=71.49%, top5-acc=94.16%, remaining_time=0:00:00.367806, arrival_time=2021-04-15 02:21:22.725880, cost_time=0:00:11.647194 2021-04-15 02:21:22,674 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=0.05ms, fps=4299 images/s, loss=0.9560, top1-acc=71.49%, top5-acc=94.16%, remaining_time=0:00:00, arrival_time=2021-04-15 02:21:22.674885, cost_time=0:00:11.964055 2021-04-15 02:21:23,051 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=2.39ms, fps=6825 images/s, loss=1.5895, top1-acc=56.37%, top5-acc=85.74%, remaining_time=0:00:01.125150, arrival_time=2021-04-15 02:21:24.176759, cost_time=0:00:00.375050 2021-04-15 02:21:23,329 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=42.94ms, fps=9226 images/s, loss=1.5776, top1-acc=56.78%, top5-acc=85.18%, remaining_time=0:00:00.652900, arrival_time=2021-04-15 02:21:23.982319, cost_time=0:00:00.652898 2021-04-15 02:21:23,646 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=0.36ms, fps=8090 images/s, loss=1.5775, top1-acc=56.94%, top5-acc=85.08%, remaining_time=0:00:00.323210, arrival_time=2021-04-15 02:21:23.969446, cost_time=0:00:00.969642 2021-04-15 02:21:23,918 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=1.14ms, fps=8542 images/s, loss=1.6027, top1-acc=56.75%, top5-acc=84.87%, remaining_time=0:00:00, arrival_time=2021-04-15 02:21:23.918257, cost_time=0:00:01.241761 2021-04-15 02:21:23,977 INFO : Epoch=0100 complete, best val top1-acc=59.13%, top5-acc=86.50% (epoch=97), remaining_time=0:21:25.887900, arrival_time=2021-04-15 02:42:49.865006, cost_time=0:21:25.887908 2021-04-15 02:21:23,978 INFO : Train start, epoch=0101, lr=0.050000 2021-04-15 02:21:24,817 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=0.19ms, fps=3052 images/s, loss=0.9171, top1-acc=72.42%, top5-acc=94.61%, remaining_time=0:00:15.599262, arrival_time=2021-04-15 02:21:40.416336, cost_time=0:00:00.838668 2021-04-15 02:21:25,469 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=1.28ms, fps=3931 images/s, loss=0.9167, top1-acc=73.28%, top5-acc=94.61%, remaining_time=0:00:13.114464, arrival_time=2021-04-15 02:21:38.583363, cost_time=0:00:01.490284 2021-04-15 02:21:26,066 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=1.33ms, fps=4288 images/s, loss=0.9028, top1-acc=73.63%, top5-acc=94.87%, remaining_time=0:00:11.554762, arrival_time=2021-04-15 02:21:37.621350, cost_time=0:00:02.088198 2021-04-15 02:21:26,672 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=1.62ms, fps=4228 images/s, loss=0.9024, top1-acc=73.51%, top5-acc=94.79%, remaining_time=0:00:10.506756, arrival_time=2021-04-15 02:21:37.179167, cost_time=0:00:02.694024 2021-04-15 02:21:27,257 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=1.23ms, fps=4380 images/s, loss=0.9152, top1-acc=73.05%, top5-acc=94.71%, remaining_time=0:00:09.574242, arrival_time=2021-04-15 02:21:36.831662, cost_time=0:00:03.278868 2021-04-15 02:21:27,848 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=1.39ms, fps=4336 images/s, loss=0.9199, top1-acc=72.75%, top5-acc=94.64%, remaining_time=0:00:08.772136, arrival_time=2021-04-15 02:21:36.620573, cost_time=0:00:03.870050 2021-04-15 02:21:28,406 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=1.30ms, fps=4594 images/s, loss=0.9200, top1-acc=72.76%, top5-acc=94.60%, remaining_time=0:00:07.969878, arrival_time=2021-04-15 02:21:36.375962, cost_time=0:00:04.427706 2021-04-15 02:21:28,962 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=1.98ms, fps=4603 images/s, loss=0.9248, top1-acc=72.68%, top5-acc=94.53%, remaining_time=0:00:07.227032, arrival_time=2021-04-15 02:21:36.189662, cost_time=0:00:04.984169 2021-04-15 02:21:29,499 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.33ms, fps=4772 images/s, loss=0.9250, top1-acc=72.71%, top5-acc=94.49%, remaining_time=0:00:06.502782, arrival_time=2021-04-15 02:21:36.002391, cost_time=0:00:05.521221 2021-04-15 02:21:30,053 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=1.44ms, fps=4623 images/s, loss=0.9268, top1-acc=72.59%, top5-acc=94.50%, remaining_time=0:00:05.832288, arrival_time=2021-04-15 02:21:35.885966, cost_time=0:00:06.075292 2021-04-15 02:21:30,603 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=1.64ms, fps=4657 images/s, loss=0.9300, top1-acc=72.51%, top5-acc=94.45%, remaining_time=0:00:05.179780, arrival_time=2021-04-15 02:21:35.783514, cost_time=0:00:06.625355 2021-04-15 02:21:31,152 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=1.26ms, fps=4669 images/s, loss=0.9308, top1-acc=72.44%, top5-acc=94.45%, remaining_time=0:00:04.543584, arrival_time=2021-04-15 02:21:35.696070, cost_time=0:00:07.174024 2021-04-15 02:21:31,712 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.31ms, fps=4574 images/s, loss=0.9332, top1-acc=72.34%, top5-acc=94.45%, remaining_time=0:00:03.926604, arrival_time=2021-04-15 02:21:35.639247, cost_time=0:00:07.734255 2021-04-15 02:21:32,331 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=1.28ms, fps=4140 images/s, loss=0.9353, top1-acc=72.23%, top5-acc=94.46%, remaining_time=0:00:03.341184, arrival_time=2021-04-15 02:21:35.672574, cost_time=0:00:08.353014 2021-04-15 02:21:32,916 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=1.65ms, fps=4380 images/s, loss=0.9381, top1-acc=72.17%, top5-acc=94.40%, remaining_time=0:00:02.740910, arrival_time=2021-04-15 02:21:35.657063, cost_time=0:00:08.937772 2021-04-15 02:21:33,486 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=1.23ms, fps=4489 images/s, loss=0.9393, top1-acc=72.11%, top5-acc=94.39%, remaining_time=0:00:02.139372, arrival_time=2021-04-15 02:21:35.626185, cost_time=0:00:09.508345 2021-04-15 02:21:34,018 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.18ms, fps=4817 images/s, loss=0.9407, top1-acc=71.97%, top5-acc=94.38%, remaining_time=0:00:01.535586, arrival_time=2021-04-15 02:21:35.554343, cost_time=0:00:10.040346 2021-04-15 02:21:34,627 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=1.29ms, fps=4209 images/s, loss=0.9435, top1-acc=71.90%, top5-acc=94.35%, remaining_time=0:00:00.946576, arrival_time=2021-04-15 02:21:35.573980, cost_time=0:00:10.649020 2021-04-15 02:21:35,250 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.07ms, fps=4112 images/s, loss=0.9454, top1-acc=71.81%, top5-acc=94.33%, remaining_time=0:00:00.355956, arrival_time=2021-04-15 02:21:35.606212, cost_time=0:00:11.271887 2021-04-15 02:21:35,594 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=0.06ms, fps=3953 images/s, loss=0.9444, top1-acc=71.82%, top5-acc=94.35%, remaining_time=0:00:00, arrival_time=2021-04-15 02:21:35.594634, cost_time=0:00:11.616262 2021-04-15 02:21:36,003 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=1.58ms, fps=6297 images/s, loss=1.4312, top1-acc=60.90%, top5-acc=86.91%, remaining_time=0:00:01.219500, arrival_time=2021-04-15 02:21:37.222432, cost_time=0:00:00.406499 2021-04-15 02:21:36,302 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=0.50ms, fps=8551 images/s, loss=1.4935, top1-acc=59.43%, top5-acc=86.43%, remaining_time=0:00:00.706520, arrival_time=2021-04-15 02:21:37.009409, cost_time=0:00:00.706529 2021-04-15 02:21:36,621 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=58.35ms, fps=8038 images/s, loss=1.5179, top1-acc=58.45%, top5-acc=86.30%, remaining_time=0:00:00.341840, arrival_time=2021-04-15 02:21:36.963671, cost_time=0:00:01.025533 2021-04-15 02:21:36,873 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=0.07ms, fps=9230 images/s, loss=1.5054, top1-acc=58.42%, top5-acc=86.28%, remaining_time=0:00:00, arrival_time=2021-04-15 02:21:36.873495, cost_time=0:00:01.277225 2021-04-15 02:21:36,931 INFO : Epoch=0101 complete, best val top1-acc=59.13%, top5-acc=86.50% (epoch=97), remaining_time=0:21:13.122873, arrival_time=2021-04-15 02:42:50.054566, cost_time=0:21:38.842486 2021-04-15 02:21:36,932 INFO : Train start, epoch=0102, lr=0.049215 2021-04-15 02:21:37,718 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=1.33ms, fps=3260 images/s, loss=0.9234, top1-acc=72.89%, top5-acc=94.37%, remaining_time=0:00:14.605836, arrival_time=2021-04-15 02:21:52.324172, cost_time=0:00:00.785262 2021-04-15 02:21:38,258 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=1.47ms, fps=4747 images/s, loss=0.9024, top1-acc=73.40%, top5-acc=94.69%, remaining_time=0:00:11.659120, arrival_time=2021-04-15 02:21:49.917161, cost_time=0:00:01.324898 2021-04-15 02:21:38,811 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=4.60ms, fps=4630 images/s, loss=0.8973, top1-acc=73.14%, top5-acc=94.88%, remaining_time=0:00:10.393924, arrival_time=2021-04-15 02:21:49.205403, cost_time=0:00:01.878416 2021-04-15 02:21:39,342 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=1.29ms, fps=4821 images/s, loss=0.9032, top1-acc=73.04%, top5-acc=94.91%, remaining_time=0:00:09.397908, arrival_time=2021-04-15 02:21:48.740776, cost_time=0:00:02.409726 2021-04-15 02:21:39,887 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=2.17ms, fps=4701 images/s, loss=0.8958, top1-acc=73.24%, top5-acc=94.97%, remaining_time=0:00:08.628162, arrival_time=2021-04-15 02:21:48.516088, cost_time=0:00:02.954864 2021-04-15 02:21:40,433 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=1.25ms, fps=4698 images/s, loss=0.8970, top1-acc=73.18%, top5-acc=94.85%, remaining_time=0:00:07.933560, arrival_time=2021-04-15 02:21:48.366732, cost_time=0:00:03.500115 2021-04-15 02:21:41,045 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=1.65ms, fps=4185 images/s, loss=0.9026, top1-acc=72.97%, top5-acc=94.80%, remaining_time=0:00:07.401870, arrival_time=2021-04-15 02:21:48.447189, cost_time=0:00:04.112163 2021-04-15 02:21:41,637 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=1.31ms, fps=4324 images/s, loss=0.9062, top1-acc=72.93%, top5-acc=94.68%, remaining_time=0:00:06.821960, arrival_time=2021-04-15 02:21:48.459791, cost_time=0:00:04.704764 2021-04-15 02:21:42,180 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=1.46ms, fps=4718 images/s, loss=0.9079, top1-acc=72.94%, top5-acc=94.66%, remaining_time=0:00:06.180648, arrival_time=2021-04-15 02:21:48.361383, cost_time=0:00:05.247678 2021-04-15 02:21:42,757 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=1.73ms, fps=4439 images/s, loss=0.9146, top1-acc=72.78%, top5-acc=94.51%, remaining_time=0:00:05.591712, arrival_time=2021-04-15 02:21:48.349434, cost_time=0:00:05.824661 2021-04-15 02:21:43,357 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=1.27ms, fps=4273 images/s, loss=0.9130, top1-acc=72.85%, top5-acc=94.55%, remaining_time=0:00:05.022400, arrival_time=2021-04-15 02:21:48.379571, cost_time=0:00:06.424022 2021-04-15 02:21:43,917 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=1.24ms, fps=4571 images/s, loss=0.9151, top1-acc=72.77%, top5-acc=94.46%, remaining_time=0:00:04.423580, arrival_time=2021-04-15 02:21:48.341239, cost_time=0:00:06.984588 2021-04-15 02:21:44,452 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=1.16ms, fps=4794 images/s, loss=0.9170, top1-acc=72.67%, top5-acc=94.42%, remaining_time=0:00:03.817308, arrival_time=2021-04-15 02:21:48.269337, cost_time=0:00:07.518981 2021-04-15 02:21:45,032 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=1.34ms, fps=4415 images/s, loss=0.9198, top1-acc=72.62%, top5-acc=94.39%, remaining_time=0:00:03.239656, arrival_time=2021-04-15 02:21:48.271887, cost_time=0:00:08.099176 2021-04-15 02:21:45,590 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.34ms, fps=4591 images/s, loss=0.9212, top1-acc=72.52%, top5-acc=94.37%, remaining_time=0:00:02.654844, arrival_time=2021-04-15 02:21:48.244968, cost_time=0:00:08.657063 2021-04-15 02:21:46,140 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=1.21ms, fps=4659 images/s, loss=0.9227, top1-acc=72.50%, top5-acc=94.38%, remaining_time=0:00:02.071548, arrival_time=2021-04-15 02:21:48.211514, cost_time=0:00:09.206843 2021-04-15 02:21:46,674 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.30ms, fps=4796 images/s, loss=0.9271, top1-acc=72.38%, top5-acc=94.36%, remaining_time=0:00:01.489800, arrival_time=2021-04-15 02:21:48.163925, cost_time=0:00:09.741045 2021-04-15 02:21:47,220 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.30ms, fps=4691 images/s, loss=0.9286, top1-acc=72.36%, top5-acc=94.33%, remaining_time=0:00:00.914416, arrival_time=2021-04-15 02:21:48.134715, cost_time=0:00:10.287240 2021-04-15 02:21:47,781 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.15ms, fps=4561 images/s, loss=0.9311, top1-acc=72.24%, top5-acc=94.35%, remaining_time=0:00:00.342594, arrival_time=2021-04-15 02:21:48.124450, cost_time=0:00:10.848800 2021-04-15 02:21:48,094 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=0.05ms, fps=4356 images/s, loss=0.9347, top1-acc=72.15%, top5-acc=94.33%, remaining_time=0:00:00, arrival_time=2021-04-15 02:21:48.094382, cost_time=0:00:11.161325 2021-04-15 02:21:48,491 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=0.16ms, fps=6467 images/s, loss=1.5893, top1-acc=57.15%, top5-acc=85.51%, remaining_time=0:00:01.187580, arrival_time=2021-04-15 02:21:49.679409, cost_time=0:00:00.395856 2021-04-15 02:21:48,775 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=0.23ms, fps=9021 images/s, loss=1.5632, top1-acc=57.99%, top5-acc=85.90%, remaining_time=0:00:00.679940, arrival_time=2021-04-15 02:21:49.455857, cost_time=0:00:00.679942 2021-04-15 02:21:49,066 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=0.28ms, fps=8821 images/s, loss=1.5524, top1-acc=58.33%, top5-acc=85.99%, remaining_time=0:00:00.323500, arrival_time=2021-04-15 02:21:49.390037, cost_time=0:00:00.970488 2021-04-15 02:21:49,300 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=0.05ms, fps=9921 images/s, loss=1.5789, top1-acc=57.85%, top5-acc=85.59%, remaining_time=0:00:00, arrival_time=2021-04-15 02:21:49.300806, cost_time=0:00:01.204843 2021-04-15 02:21:49,358 INFO : Epoch=0102 complete, best val top1-acc=59.13%, top5-acc=86.50% (epoch=97), remaining_time=0:20:59.846546, arrival_time=2021-04-15 02:42:49.204601, cost_time=0:21:51.268863 2021-04-15 02:21:49,359 INFO : Train start, epoch=0103, lr=0.048429 2021-04-15 02:21:50,152 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=0.17ms, fps=3226 images/s, loss=0.8851, top1-acc=74.26%, top5-acc=95.16%, remaining_time=0:00:14.761518, arrival_time=2021-04-15 02:22:04.914454, cost_time=0:00:00.793628 2021-04-15 02:21:50,764 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=1.37ms, fps=4189 images/s, loss=0.9112, top1-acc=72.99%, top5-acc=94.98%, remaining_time=0:00:12.365056, arrival_time=2021-04-15 02:22:03.129481, cost_time=0:00:01.405113 2021-04-15 02:21:51,375 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=1.18ms, fps=4190 images/s, loss=0.9094, top1-acc=72.96%, top5-acc=94.79%, remaining_time=0:00:11.157192, arrival_time=2021-04-15 02:22:02.532864, cost_time=0:00:02.016364 2021-04-15 02:21:51,986 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=1.25ms, fps=4195 images/s, loss=0.9071, top1-acc=72.94%, top5-acc=94.80%, remaining_time=0:00:10.245300, arrival_time=2021-04-15 02:22:02.231607, cost_time=0:00:02.626994 2021-04-15 02:21:52,596 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=1.29ms, fps=4199 images/s, loss=0.9012, top1-acc=73.11%, top5-acc=94.92%, remaining_time=0:00:09.452186, arrival_time=2021-04-15 02:22:02.048539, cost_time=0:00:03.237039 2021-04-15 02:21:53,205 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=1.31ms, fps=4208 images/s, loss=0.9043, top1-acc=72.95%, top5-acc=94.82%, remaining_time=0:00:08.716920, arrival_time=2021-04-15 02:22:01.921927, cost_time=0:00:03.845696 2021-04-15 02:21:53,814 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=1.15ms, fps=4206 images/s, loss=0.9001, top1-acc=73.12%, top5-acc=94.82%, remaining_time=0:00:08.018514, arrival_time=2021-04-15 02:22:01.832583, cost_time=0:00:04.454756 2021-04-15 02:21:54,432 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=1.23ms, fps=4140 images/s, loss=0.9036, top1-acc=73.06%, top5-acc=94.78%, remaining_time=0:00:07.356488, arrival_time=2021-04-15 02:22:01.789273, cost_time=0:00:05.073466 2021-04-15 02:21:55,049 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=1.19ms, fps=4153 images/s, loss=0.9065, top1-acc=72.95%, top5-acc=94.67%, remaining_time=0:00:06.701850, arrival_time=2021-04-15 02:22:01.751379, cost_time=0:00:05.690209 2021-04-15 02:21:55,705 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.19ms, fps=3907 images/s, loss=0.9063, top1-acc=72.94%, top5-acc=94.66%, remaining_time=0:00:06.091968, arrival_time=2021-04-15 02:22:01.797135, cost_time=0:00:06.345782 2021-04-15 02:21:56,265 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=1.43ms, fps=4574 images/s, loss=0.9092, top1-acc=72.84%, top5-acc=94.66%, remaining_time=0:00:05.399166, arrival_time=2021-04-15 02:22:01.664416, cost_time=0:00:06.905942 2021-04-15 02:21:56,846 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=1.29ms, fps=4407 images/s, loss=0.9113, top1-acc=72.73%, top5-acc=94.63%, remaining_time=0:00:04.741868, arrival_time=2021-04-15 02:22:01.588334, cost_time=0:00:07.487166 2021-04-15 02:21:57,406 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=1.46ms, fps=4575 images/s, loss=0.9158, top1-acc=72.60%, top5-acc=94.56%, remaining_time=0:00:04.085466, arrival_time=2021-04-15 02:22:01.491883, cost_time=0:00:08.047116 2021-04-15 02:21:57,964 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.26ms, fps=4590 images/s, loss=0.9153, top1-acc=72.66%, top5-acc=94.58%, remaining_time=0:00:03.442096, arrival_time=2021-04-15 02:22:01.406623, cost_time=0:00:08.605203 2021-04-15 02:21:58,501 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=1.40ms, fps=4773 images/s, loss=0.9148, top1-acc=72.70%, top5-acc=94.60%, remaining_time=0:00:02.803516, arrival_time=2021-04-15 02:22:01.304715, cost_time=0:00:09.141895 2021-04-15 02:21:59,085 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=1.37ms, fps=4386 images/s, loss=0.9177, top1-acc=72.63%, top5-acc=94.55%, remaining_time=0:00:02.188332, arrival_time=2021-04-15 02:22:01.273616, cost_time=0:00:09.725928 2021-04-15 02:21:59,746 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=1.29ms, fps=3876 images/s, loss=0.9198, top1-acc=72.55%, top5-acc=94.52%, remaining_time=0:00:01.588600, arrival_time=2021-04-15 02:22:01.334906, cost_time=0:00:10.386949 2021-04-15 02:22:00,397 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=1.97ms, fps=3935 images/s, loss=0.9228, top1-acc=72.48%, top5-acc=94.47%, remaining_time=0:00:00.981152, arrival_time=2021-04-15 02:22:01.378491, cost_time=0:00:11.037992 2021-04-15 02:22:00,966 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=1.47ms, fps=4503 images/s, loss=0.9257, top1-acc=72.34%, top5-acc=94.46%, remaining_time=0:00:00.366534, arrival_time=2021-04-15 02:22:01.332731, cost_time=0:00:11.606857 2021-04-15 02:22:01,292 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=0.05ms, fps=4169 images/s, loss=0.9281, top1-acc=72.28%, top5-acc=94.47%, remaining_time=0:00:00, arrival_time=2021-04-15 02:22:01.292889, cost_time=0:00:11.933508 2021-04-15 02:22:01,660 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=7.40ms, fps=6993 images/s, loss=1.5625, top1-acc=58.01%, top5-acc=85.20%, remaining_time=0:00:01.098270, arrival_time=2021-04-15 02:22:02.759081, cost_time=0:00:00.366089 2021-04-15 02:22:01,926 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=0.30ms, fps=9646 images/s, loss=1.5774, top1-acc=57.56%, top5-acc=84.45%, remaining_time=0:00:00.631840, arrival_time=2021-04-15 02:22:02.558396, cost_time=0:00:00.631834 2021-04-15 02:22:02,209 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=5.77ms, fps=9059 images/s, loss=1.5830, top1-acc=57.45%, top5-acc=84.73%, remaining_time=0:00:00.304920, arrival_time=2021-04-15 02:22:02.514411, cost_time=0:00:00.914761 2021-04-15 02:22:02,444 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=0.05ms, fps=9906 images/s, loss=1.5654, top1-acc=57.65%, top5-acc=84.95%, remaining_time=0:00:00, arrival_time=2021-04-15 02:22:02.443991, cost_time=0:00:01.149293 2021-04-15 02:22:02,509 INFO : Epoch=0103 complete, best val top1-acc=59.13%, top5-acc=86.50% (epoch=97), remaining_time=0:20:47.269553, arrival_time=2021-04-15 02:42:49.779003, cost_time=0:22:04.420222 2021-04-15 02:22:02,511 INFO : Train start, epoch=0104, lr=0.047645 2021-04-15 02:22:03,286 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=2.11ms, fps=3303 images/s, loss=0.9059, top1-acc=72.89%, top5-acc=95.20%, remaining_time=0:00:14.415000, arrival_time=2021-04-15 02:22:17.701622, cost_time=0:00:00.775003 2021-04-15 02:22:03,871 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=1.34ms, fps=4379 images/s, loss=0.9066, top1-acc=73.20%, top5-acc=94.73%, remaining_time=0:00:11.969232, arrival_time=2021-04-15 02:22:15.840936, cost_time=0:00:01.360135 2021-04-15 02:22:04,430 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=1.40ms, fps=4580 images/s, loss=0.9042, top1-acc=73.27%, top5-acc=94.74%, remaining_time=0:00:10.620348, arrival_time=2021-04-15 02:22:15.051268, cost_time=0:00:01.919343 2021-04-15 02:22:05,003 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=1.72ms, fps=4474 images/s, loss=0.9073, top1-acc=73.12%, top5-acc=94.64%, remaining_time=0:00:09.718332, arrival_time=2021-04-15 02:22:14.721783, cost_time=0:00:02.491875 2021-04-15 02:22:05,543 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=1.29ms, fps=4742 images/s, loss=0.9027, top1-acc=73.23%, top5-acc=94.68%, remaining_time=0:00:08.853440, arrival_time=2021-04-15 02:22:14.397037, cost_time=0:00:03.032019 2021-04-15 02:22:06,101 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=1.28ms, fps=4595 images/s, loss=0.8999, top1-acc=73.15%, top5-acc=94.73%, remaining_time=0:00:08.136064, arrival_time=2021-04-15 02:22:14.237120, cost_time=0:00:03.589455 2021-04-15 02:22:06,733 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=1.22ms, fps=4049 images/s, loss=0.8984, top1-acc=73.23%, top5-acc=94.80%, remaining_time=0:00:07.599816, arrival_time=2021-04-15 02:22:14.333571, cost_time=0:00:04.222137 2021-04-15 02:22:07,353 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=1.48ms, fps=4136 images/s, loss=0.9017, top1-acc=73.13%, top5-acc=94.74%, remaining_time=0:00:07.020320, arrival_time=2021-04-15 02:22:14.373495, cost_time=0:00:04.841603 2021-04-15 02:22:07,987 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=1.27ms, fps=4039 images/s, loss=0.8995, top1-acc=73.19%, top5-acc=94.77%, remaining_time=0:00:06.449252, arrival_time=2021-04-15 02:22:14.436693, cost_time=0:00:05.475776 2021-04-15 02:22:08,519 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=1.24ms, fps=4819 images/s, loss=0.9037, top1-acc=73.02%, top5-acc=94.76%, remaining_time=0:00:05.767200, arrival_time=2021-04-15 02:22:14.286318, cost_time=0:00:06.007547 2021-04-15 02:22:09,049 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=1.49ms, fps=4829 images/s, loss=0.9056, top1-acc=72.99%, top5-acc=94.74%, remaining_time=0:00:05.111496, arrival_time=2021-04-15 02:22:14.161063, cost_time=0:00:06.537989 2021-04-15 02:22:09,592 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=1.24ms, fps=4722 images/s, loss=0.9120, top1-acc=72.76%, top5-acc=94.65%, remaining_time=0:00:04.484304, arrival_time=2021-04-15 02:22:14.076418, cost_time=0:00:07.080457 2021-04-15 02:22:10,147 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=1.20ms, fps=4616 images/s, loss=0.9139, top1-acc=72.73%, top5-acc=94.65%, remaining_time=0:00:03.876576, arrival_time=2021-04-15 02:22:14.023778, cost_time=0:00:07.635634 2021-04-15 02:22:10,716 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.27ms, fps=4501 images/s, loss=0.9175, top1-acc=72.68%, top5-acc=94.62%, remaining_time=0:00:03.281880, arrival_time=2021-04-15 02:22:13.998150, cost_time=0:00:08.204703 2021-04-15 02:22:11,329 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=1.81ms, fps=4178 images/s, loss=0.9223, top1-acc=72.49%, top5-acc=94.57%, remaining_time=0:00:02.704110, arrival_time=2021-04-15 02:22:14.033507, cost_time=0:00:08.817735 2021-04-15 02:22:11,910 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=1.29ms, fps=4411 images/s, loss=0.9242, top1-acc=72.48%, top5-acc=94.53%, remaining_time=0:00:02.114676, arrival_time=2021-04-15 02:22:14.024864, cost_time=0:00:09.398604 2021-04-15 02:22:12,443 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=1.24ms, fps=4801 images/s, loss=0.9241, top1-acc=72.48%, top5-acc=94.51%, remaining_time=0:00:01.519050, arrival_time=2021-04-15 02:22:13.962827, cost_time=0:00:09.932196 2021-04-15 02:22:12,984 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=1.22ms, fps=4742 images/s, loss=0.9223, top1-acc=72.56%, top5-acc=94.53%, remaining_time=0:00:00.930880, arrival_time=2021-04-15 02:22:13.914907, cost_time=0:00:10.472414 2021-04-15 02:22:13,620 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=1.17ms, fps=4024 images/s, loss=0.9222, top1-acc=72.54%, top5-acc=94.56%, remaining_time=0:00:00.350808, arrival_time=2021-04-15 02:22:13.971496, cost_time=0:00:11.108939 2021-04-15 02:22:13,950 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=0.06ms, fps=4135 images/s, loss=0.9242, top1-acc=72.50%, top5-acc=94.54%, remaining_time=0:00:00, arrival_time=2021-04-15 02:22:13.950169, cost_time=0:00:11.438604 2021-04-15 02:22:14,366 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=2.49ms, fps=6166 images/s, loss=1.5557, top1-acc=57.66%, top5-acc=86.17%, remaining_time=0:00:01.245420, arrival_time=2021-04-15 02:22:15.612327, cost_time=0:00:00.415137 2021-04-15 02:22:14,634 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=0.18ms, fps=9590 images/s, loss=1.5511, top1-acc=57.89%, top5-acc=85.74%, remaining_time=0:00:00.682540, arrival_time=2021-04-15 02:22:15.316798, cost_time=0:00:00.682540 2021-04-15 02:22:14,980 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=64.48ms, fps=7406 images/s, loss=1.5653, top1-acc=57.28%, top5-acc=85.66%, remaining_time=0:00:00.342830, arrival_time=2021-04-15 02:22:15.323082, cost_time=0:00:01.028496 2021-04-15 02:22:15,243 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=0.06ms, fps=8835 images/s, loss=1.5619, top1-acc=57.39%, top5-acc=85.64%, remaining_time=0:00:00, arrival_time=2021-04-15 02:22:15.243227, cost_time=0:00:01.291520 2021-04-15 02:22:15,300 INFO : Epoch=0104 complete, best val top1-acc=59.13%, top5-acc=86.50% (epoch=97), remaining_time=0:20:34.349280, arrival_time=2021-04-15 02:42:49.650233, cost_time=0:22:17.211746 2021-04-15 02:22:15,302 INFO : Train start, epoch=0105, lr=0.046860 2021-04-15 02:22:16,110 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=1.29ms, fps=3167 images/s, loss=0.8457, top1-acc=74.69%, top5-acc=95.39%, remaining_time=0:00:15.033450, arrival_time=2021-04-15 02:22:31.143905, cost_time=0:00:00.808251 2021-04-15 02:22:16,642 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=1.28ms, fps=4814 images/s, loss=0.8667, top1-acc=74.08%, top5-acc=95.02%, remaining_time=0:00:11.794992, arrival_time=2021-04-15 02:22:28.437564, cost_time=0:00:01.340349 2021-04-15 02:22:17,202 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=1.17ms, fps=4575 images/s, loss=0.8784, top1-acc=73.65%, top5-acc=94.83%, remaining_time=0:00:10.515104, arrival_time=2021-04-15 02:22:27.717679, cost_time=0:00:01.900306 2021-04-15 02:22:17,853 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=1.23ms, fps=3933 images/s, loss=0.8831, top1-acc=73.45%, top5-acc=94.78%, remaining_time=0:00:09.951396, arrival_time=2021-04-15 02:22:27.805268, cost_time=0:00:02.551658 2021-04-15 02:22:18,451 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=1.26ms, fps=4286 images/s, loss=0.8841, top1-acc=73.55%, top5-acc=94.80%, remaining_time=0:00:09.195810, arrival_time=2021-04-15 02:22:27.647265, cost_time=0:00:03.149253 2021-04-15 02:22:19,012 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=1.37ms, fps=4565 images/s, loss=0.8888, top1-acc=73.53%, top5-acc=94.67%, remaining_time=0:00:08.410104, arrival_time=2021-04-15 02:22:27.422660, cost_time=0:00:03.710350 2021-04-15 02:22:19,573 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=1.44ms, fps=4566 images/s, loss=0.8866, top1-acc=73.48%, top5-acc=94.74%, remaining_time=0:00:07.688268, arrival_time=2021-04-15 02:22:27.261752, cost_time=0:00:04.271281 2021-04-15 02:22:20,140 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=1.31ms, fps=4519 images/s, loss=0.8814, top1-acc=73.63%, top5-acc=94.80%, remaining_time=0:00:07.015332, arrival_time=2021-04-15 02:22:27.155777, cost_time=0:00:04.838162 2021-04-15 02:22:20,722 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=1.70ms, fps=4402 images/s, loss=0.8856, top1-acc=73.49%, top5-acc=94.84%, remaining_time=0:00:06.383956, arrival_time=2021-04-15 02:22:27.106483, cost_time=0:00:05.420322 2021-04-15 02:22:21,264 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.32ms, fps=4730 images/s, loss=0.8889, top1-acc=73.41%, top5-acc=94.85%, remaining_time=0:00:05.723424, arrival_time=2021-04-15 02:22:26.987541, cost_time=0:00:05.961921 2021-04-15 02:22:21,819 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=1.32ms, fps=4609 images/s, loss=0.8904, top1-acc=73.41%, top5-acc=94.84%, remaining_time=0:00:05.095672, arrival_time=2021-04-15 02:22:26.915544, cost_time=0:00:06.517666 2021-04-15 02:22:22,416 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=1.28ms, fps=4293 images/s, loss=0.8901, top1-acc=73.42%, top5-acc=94.90%, remaining_time=0:00:04.505736, arrival_time=2021-04-15 02:22:26.922217, cost_time=0:00:07.114276 2021-04-15 02:22:23,032 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=1.25ms, fps=4157 images/s, loss=0.8937, top1-acc=73.35%, top5-acc=94.84%, remaining_time=0:00:03.924690, arrival_time=2021-04-15 02:22:26.957354, cost_time=0:00:07.730463 2021-04-15 02:22:23,596 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.23ms, fps=4540 images/s, loss=0.8972, top1-acc=73.28%, top5-acc=94.80%, remaining_time=0:00:03.317888, arrival_time=2021-04-15 02:22:26.914792, cost_time=0:00:08.294708 2021-04-15 02:22:24,211 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=1.19ms, fps=4168 images/s, loss=0.9001, top1-acc=73.18%, top5-acc=94.75%, remaining_time=0:00:02.732170, arrival_time=2021-04-15 02:22:26.943690, cost_time=0:00:08.909239 2021-04-15 02:22:24,764 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=1.47ms, fps=4636 images/s, loss=0.9033, top1-acc=73.06%, top5-acc=94.70%, remaining_time=0:00:02.128932, arrival_time=2021-04-15 02:22:26.893077, cost_time=0:00:09.461930 2021-04-15 02:22:25,324 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=1.70ms, fps=4572 images/s, loss=0.9043, top1-acc=73.01%, top5-acc=94.70%, remaining_time=0:00:01.532804, arrival_time=2021-04-15 02:22:26.857233, cost_time=0:00:10.022168 2021-04-15 02:22:25,893 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.52ms, fps=4504 images/s, loss=0.9055, top1-acc=72.97%, top5-acc=94.67%, remaining_time=0:00:00.941440, arrival_time=2021-04-15 02:22:26.834772, cost_time=0:00:10.591128 2021-04-15 02:22:26,465 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.06ms, fps=4479 images/s, loss=0.9098, top1-acc=72.84%, top5-acc=94.61%, remaining_time=0:00:00.352518, arrival_time=2021-04-15 02:22:26.817709, cost_time=0:00:11.163004 2021-04-15 02:22:26,787 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=0.05ms, fps=4219 images/s, loss=0.9108, top1-acc=72.80%, top5-acc=94.60%, remaining_time=0:00:00, arrival_time=2021-04-15 02:22:26.787888, cost_time=0:00:11.485665 2021-04-15 02:22:27,173 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=34.83ms, fps=6686 images/s, loss=1.5870, top1-acc=57.62%, top5-acc=85.43%, remaining_time=0:00:01.148550, arrival_time=2021-04-15 02:22:28.321852, cost_time=0:00:00.382852 2021-04-15 02:22:27,451 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=0.18ms, fps=9215 images/s, loss=1.5443, top1-acc=58.44%, top5-acc=85.64%, remaining_time=0:00:00.660980, arrival_time=2021-04-15 02:22:28.112387, cost_time=0:00:00.660974 2021-04-15 02:22:27,777 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=58.67ms, fps=7871 images/s, loss=1.5711, top1-acc=58.36%, top5-acc=85.08%, remaining_time=0:00:00.328840, arrival_time=2021-04-15 02:22:28.105806, cost_time=0:00:00.986526 2021-04-15 02:22:28,042 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.05ms, fps=8764 images/s, loss=1.5708, top1-acc=58.42%, top5-acc=85.35%, remaining_time=0:00:00, arrival_time=2021-04-15 02:22:28.041980, cost_time=0:00:01.251563 2021-04-15 02:22:28,104 INFO : Epoch=0105 complete, best val top1-acc=59.13%, top5-acc=86.50% (epoch=97), remaining_time=0:20:21.442075, arrival_time=2021-04-15 02:42:49.546248, cost_time=0:22:30.014942 2021-04-15 02:22:28,105 INFO : Train start, epoch=0106, lr=0.046077 2021-04-15 02:22:28,834 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=0.18ms, fps=3515 images/s, loss=0.8819, top1-acc=74.69%, top5-acc=94.45%, remaining_time=0:00:13.544892, arrival_time=2021-04-15 02:22:42.379093, cost_time=0:00:00.728220 2021-04-15 02:22:29,362 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=1.21ms, fps=4847 images/s, loss=0.8875, top1-acc=74.63%, top5-acc=94.43%, remaining_time=0:00:11.059312, arrival_time=2021-04-15 02:22:40.422024, cost_time=0:00:01.256743 2021-04-15 02:22:29,899 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=1.33ms, fps=4773 images/s, loss=0.8858, top1-acc=74.26%, top5-acc=94.48%, remaining_time=0:00:09.923480, arrival_time=2021-04-15 02:22:39.822914, cost_time=0:00:01.793403 2021-04-15 02:22:30,530 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=1.37ms, fps=4058 images/s, loss=0.8841, top1-acc=74.39%, top5-acc=94.66%, remaining_time=0:00:09.456408, arrival_time=2021-04-15 02:22:39.987080, cost_time=0:00:02.424704 2021-04-15 02:22:31,083 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=1.42ms, fps=4630 images/s, loss=0.8758, top1-acc=74.32%, top5-acc=94.85%, remaining_time=0:00:08.695614, arrival_time=2021-04-15 02:22:39.779523, cost_time=0:00:02.977940 2021-04-15 02:22:31,668 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=1.22ms, fps=4383 images/s, loss=0.8647, top1-acc=74.49%, top5-acc=95.06%, remaining_time=0:00:08.074592, arrival_time=2021-04-15 02:22:39.742908, cost_time=0:00:03.562349 2021-04-15 02:22:32,213 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=1.25ms, fps=4698 images/s, loss=0.8672, top1-acc=74.35%, top5-acc=95.07%, remaining_time=0:00:07.393554, arrival_time=2021-04-15 02:22:39.607052, cost_time=0:00:04.107530 2021-04-15 02:22:32,773 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=1.27ms, fps=4576 images/s, loss=0.8741, top1-acc=74.23%, top5-acc=94.99%, remaining_time=0:00:06.767556, arrival_time=2021-04-15 02:22:39.540781, cost_time=0:00:04.667255 2021-04-15 02:22:33,311 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.25ms, fps=4758 images/s, loss=0.8739, top1-acc=74.19%, top5-acc=94.97%, remaining_time=0:00:06.131040, arrival_time=2021-04-15 02:22:39.442677, cost_time=0:00:05.205645 2021-04-15 02:22:33,882 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=1.18ms, fps=4490 images/s, loss=0.8818, top1-acc=73.90%, top5-acc=94.88%, remaining_time=0:00:05.545248, arrival_time=2021-04-15 02:22:39.427485, cost_time=0:00:05.776266 2021-04-15 02:22:34,487 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=1.14ms, fps=4230 images/s, loss=0.8896, top1-acc=73.66%, top5-acc=94.83%, remaining_time=0:00:04.989376, arrival_time=2021-04-15 02:22:39.477195, cost_time=0:00:06.381765 2021-04-15 02:22:35,052 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.18ms, fps=4540 images/s, loss=0.8907, top1-acc=73.63%, top5-acc=94.80%, remaining_time=0:00:04.399260, arrival_time=2021-04-15 02:22:39.451402, cost_time=0:00:06.946173 2021-04-15 02:22:35,639 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=1.26ms, fps=4361 images/s, loss=0.8909, top1-acc=73.59%, top5-acc=94.83%, remaining_time=0:00:03.824700, arrival_time=2021-04-15 02:22:39.464169, cost_time=0:00:07.533510 2021-04-15 02:22:36,220 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=1.58ms, fps=4407 images/s, loss=0.8927, top1-acc=73.53%, top5-acc=94.81%, remaining_time=0:00:03.245928, arrival_time=2021-04-15 02:22:39.466757, cost_time=0:00:08.114771 2021-04-15 02:22:36,793 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=1.36ms, fps=4470 images/s, loss=0.8948, top1-acc=73.51%, top5-acc=94.79%, remaining_time=0:00:02.664320, arrival_time=2021-04-15 02:22:39.458260, cost_time=0:00:08.687974 2021-04-15 02:22:37,349 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=1.34ms, fps=4609 images/s, loss=0.8986, top1-acc=73.39%, top5-acc=94.75%, remaining_time=0:00:02.079864, arrival_time=2021-04-15 02:22:39.429601, cost_time=0:00:09.243770 2021-04-15 02:22:37,922 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=1.23ms, fps=4477 images/s, loss=0.9021, top1-acc=73.25%, top5-acc=94.74%, remaining_time=0:00:01.501266, arrival_time=2021-04-15 02:22:39.423268, cost_time=0:00:09.815959 2021-04-15 02:22:38,521 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=1.42ms, fps=4275 images/s, loss=0.9074, top1-acc=73.04%, top5-acc=94.68%, remaining_time=0:00:00.925808, arrival_time=2021-04-15 02:22:39.447144, cost_time=0:00:10.415341 2021-04-15 02:22:39,131 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.11ms, fps=4202 images/s, loss=0.9107, top1-acc=72.98%, top5-acc=94.60%, remaining_time=0:00:00.348162, arrival_time=2021-04-15 02:22:39.479184, cost_time=0:00:11.025071 2021-04-15 02:22:39,458 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=0.06ms, fps=4163 images/s, loss=0.9127, top1-acc=72.92%, top5-acc=94.60%, remaining_time=0:00:00, arrival_time=2021-04-15 02:22:39.458024, cost_time=0:00:11.352065 2021-04-15 02:22:39,853 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=30.78ms, fps=6496 images/s, loss=1.4951, top1-acc=58.32%, top5-acc=86.02%, remaining_time=0:00:01.182240, arrival_time=2021-04-15 02:22:41.036006, cost_time=0:00:00.394075 2021-04-15 02:22:40,130 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=0.22ms, fps=9252 images/s, loss=1.5378, top1-acc=57.83%, top5-acc=85.47%, remaining_time=0:00:00.671100, arrival_time=2021-04-15 02:22:40.801958, cost_time=0:00:00.671091 2021-04-15 02:22:40,517 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=54.26ms, fps=6624 images/s, loss=1.5684, top1-acc=57.23%, top5-acc=84.92%, remaining_time=0:00:00.352710, arrival_time=2021-04-15 02:22:40.870541, cost_time=0:00:01.058142 2021-04-15 02:22:40,751 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=0.05ms, fps=9936 images/s, loss=1.5518, top1-acc=57.80%, top5-acc=85.16%, remaining_time=0:00:00, arrival_time=2021-04-15 02:22:40.751638, cost_time=0:00:01.291979 2021-04-15 02:22:40,900 INFO : Epoch=0106 complete, best val top1-acc=59.13%, top5-acc=86.50% (epoch=97), remaining_time=0:20:08.530552, arrival_time=2021-04-15 02:42:49.430843, cost_time=0:22:42.811085 2021-04-15 02:22:40,901 INFO : Train start, epoch=0107, lr=0.045295 2021-04-15 02:22:41,737 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=0.17ms, fps=3064 images/s, loss=0.9106, top1-acc=72.70%, top5-acc=95.08%, remaining_time=0:00:15.541416, arrival_time=2021-04-15 02:22:57.278645, cost_time=0:00:00.835557 2021-04-15 02:22:42,351 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=1.26ms, fps=4173 images/s, loss=0.9032, top1-acc=73.14%, top5-acc=94.84%, remaining_time=0:00:12.754896, arrival_time=2021-04-15 02:22:55.105990, cost_time=0:00:01.449428 2021-04-15 02:22:42,923 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=1.81ms, fps=4474 images/s, loss=0.8957, top1-acc=73.32%, top5-acc=95.01%, remaining_time=0:00:11.187902, arrival_time=2021-04-15 02:22:54.111479, cost_time=0:00:02.021904 2021-04-15 02:22:43,540 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=1.48ms, fps=4155 images/s, loss=0.8832, top1-acc=73.60%, top5-acc=95.07%, remaining_time=0:00:10.289448, arrival_time=2021-04-15 02:22:53.829445, cost_time=0:00:02.638324 2021-04-15 02:22:44,152 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=1.28ms, fps=4182 images/s, loss=0.8820, top1-acc=73.46%, top5-acc=95.09%, remaining_time=0:00:09.492482, arrival_time=2021-04-15 02:22:53.645010, cost_time=0:00:03.250844 2021-04-15 02:22:44,762 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=1.47ms, fps=4198 images/s, loss=0.8786, top1-acc=73.44%, top5-acc=95.09%, remaining_time=0:00:08.751736, arrival_time=2021-04-15 02:22:53.514445, cost_time=0:00:03.861034 2021-04-15 02:22:45,375 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=1.47ms, fps=4179 images/s, loss=0.8749, top1-acc=73.54%, top5-acc=95.18%, remaining_time=0:00:08.053164, arrival_time=2021-04-15 02:22:53.428848, cost_time=0:00:04.474011 2021-04-15 02:22:45,995 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=1.42ms, fps=4134 images/s, loss=0.8763, top1-acc=73.59%, top5-acc=95.21%, remaining_time=0:00:07.385604, arrival_time=2021-04-15 02:22:53.380801, cost_time=0:00:05.093522 2021-04-15 02:22:46,637 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=2.00ms, fps=3992 images/s, loss=0.8762, top1-acc=73.61%, top5-acc=95.19%, remaining_time=0:00:06.754850, arrival_time=2021-04-15 02:22:53.391806, cost_time=0:00:05.735211 2021-04-15 02:22:47,176 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=1.26ms, fps=4748 images/s, loss=0.8809, top1-acc=73.56%, top5-acc=95.14%, remaining_time=0:00:06.024000, arrival_time=2021-04-15 02:22:53.200635, cost_time=0:00:06.274969 2021-04-15 02:22:47,716 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=1.21ms, fps=4749 images/s, loss=0.8846, top1-acc=73.47%, top5-acc=95.13%, remaining_time=0:00:05.327528, arrival_time=2021-04-15 02:22:53.043516, cost_time=0:00:06.814323 2021-04-15 02:22:48,248 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=1.34ms, fps=4808 images/s, loss=0.8851, top1-acc=73.45%, top5-acc=95.09%, remaining_time=0:00:04.653176, arrival_time=2021-04-15 02:22:52.902048, cost_time=0:00:07.347139 2021-04-15 02:22:48,776 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=1.45ms, fps=4857 images/s, loss=0.8888, top1-acc=73.31%, top5-acc=95.03%, remaining_time=0:00:03.997884, arrival_time=2021-04-15 02:22:52.774222, cost_time=0:00:07.874673 2021-04-15 02:22:49,326 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=1.32ms, fps=4661 images/s, loss=0.8902, top1-acc=73.29%, top5-acc=95.00%, remaining_time=0:00:03.369744, arrival_time=2021-04-15 02:22:52.695766, cost_time=0:00:08.424355 2021-04-15 02:22:49,875 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=1.43ms, fps=4663 images/s, loss=0.8919, top1-acc=73.27%, top5-acc=94.93%, remaining_time=0:00:02.751950, arrival_time=2021-04-15 02:22:52.627355, cost_time=0:00:08.973734 2021-04-15 02:22:50,442 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.31ms, fps=4518 images/s, loss=0.8919, top1-acc=73.31%, top5-acc=94.89%, remaining_time=0:00:02.146644, arrival_time=2021-04-15 02:22:52.588973, cost_time=0:00:09.540660 2021-04-15 02:22:50,983 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=1.61ms, fps=4736 images/s, loss=0.8950, top1-acc=73.19%, top5-acc=94.84%, remaining_time=0:00:01.541878, arrival_time=2021-04-15 02:22:52.525050, cost_time=0:00:10.081514 2021-04-15 02:22:51,521 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=1.24ms, fps=4757 images/s, loss=0.8970, top1-acc=73.15%, top5-acc=94.81%, remaining_time=0:00:00.944000, arrival_time=2021-04-15 02:22:52.465646, cost_time=0:00:10.619978 2021-04-15 02:22:52,093 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=0.98ms, fps=4480 images/s, loss=0.8978, top1-acc=73.10%, top5-acc=94.78%, remaining_time=0:00:00.353424, arrival_time=2021-04-15 02:22:52.446920, cost_time=0:00:11.191796 2021-04-15 02:22:52,411 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=0.05ms, fps=4284 images/s, loss=0.8970, top1-acc=73.15%, top5-acc=94.78%, remaining_time=0:00:00, arrival_time=2021-04-15 02:22:52.411259, cost_time=0:00:11.509598 2021-04-15 02:22:52,821 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=37.70ms, fps=6273 images/s, loss=1.6264, top1-acc=57.11%, top5-acc=83.44%, remaining_time=0:00:01.224300, arrival_time=2021-04-15 02:22:54.045388, cost_time=0:00:00.408095 2021-04-15 02:22:53,088 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=1.94ms, fps=9575 images/s, loss=1.5967, top1-acc=57.15%, top5-acc=84.20%, remaining_time=0:00:00.675820, arrival_time=2021-04-15 02:22:53.764622, cost_time=0:00:00.675822 2021-04-15 02:22:53,364 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=11.21ms, fps=9313 images/s, loss=1.5920, top1-acc=57.12%, top5-acc=84.47%, remaining_time=0:00:00.317020, arrival_time=2021-04-15 02:22:53.681045, cost_time=0:00:00.951050 2021-04-15 02:22:53,625 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=0.07ms, fps=8895 images/s, loss=1.5736, top1-acc=57.26%, top5-acc=84.57%, remaining_time=0:00:00, arrival_time=2021-04-15 02:22:53.625127, cost_time=0:00:01.212172 2021-04-15 02:22:53,684 INFO : Epoch=0107 complete, best val top1-acc=59.13%, top5-acc=86.50% (epoch=97), remaining_time=0:19:55.611255, arrival_time=2021-04-15 02:42:49.296168, cost_time=0:22:55.595701 2021-04-15 02:22:53,686 INFO : Train start, epoch=0108, lr=0.044513 2021-04-15 02:22:54,436 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=0.18ms, fps=3411 images/s, loss=0.8240, top1-acc=75.47%, top5-acc=96.13%, remaining_time=0:00:13.961160, arrival_time=2021-04-15 02:23:08.397941, cost_time=0:00:00.750602 2021-04-15 02:22:54,983 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=1.36ms, fps=4689 images/s, loss=0.8413, top1-acc=74.80%, top5-acc=95.80%, remaining_time=0:00:11.413072, arrival_time=2021-04-15 02:23:06.396195, cost_time=0:00:01.296943 2021-04-15 02:22:55,550 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=1.25ms, fps=4517 images/s, loss=0.8411, top1-acc=74.82%, top5-acc=95.77%, remaining_time=0:00:10.314576, arrival_time=2021-04-15 02:23:05.864822, cost_time=0:00:01.864071 2021-04-15 02:22:56,078 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=1.31ms, fps=4854 images/s, loss=0.8562, top1-acc=74.55%, top5-acc=95.30%, remaining_time=0:00:09.328176, arrival_time=2021-04-15 02:23:05.406175, cost_time=0:00:02.391835 2021-04-15 02:22:56,639 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=1.22ms, fps=4560 images/s, loss=0.8594, top1-acc=74.41%, top5-acc=95.24%, remaining_time=0:00:08.624366, arrival_time=2021-04-15 02:23:05.264109, cost_time=0:00:02.953569 2021-04-15 02:22:57,203 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=1.54ms, fps=4545 images/s, loss=0.8566, top1-acc=74.41%, top5-acc=95.27%, remaining_time=0:00:07.972320, arrival_time=2021-04-15 02:23:05.175686, cost_time=0:00:03.517189 2021-04-15 02:22:57,736 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=1.42ms, fps=4803 images/s, loss=0.8593, top1-acc=74.28%, top5-acc=95.24%, remaining_time=0:00:07.290990, arrival_time=2021-04-15 02:23:05.027708, cost_time=0:00:04.050539 2021-04-15 02:22:58,270 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=1.26ms, fps=4803 images/s, loss=0.8642, top1-acc=74.21%, top5-acc=95.21%, remaining_time=0:00:06.646684, arrival_time=2021-04-15 02:23:04.916759, cost_time=0:00:04.583907 2021-04-15 02:22:58,824 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=1.21ms, fps=4625 images/s, loss=0.8654, top1-acc=74.16%, top5-acc=95.23%, remaining_time=0:00:06.051116, arrival_time=2021-04-15 02:23:04.875162, cost_time=0:00:05.137708 2021-04-15 02:22:59,370 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=1.35ms, fps=4692 images/s, loss=0.8662, top1-acc=74.13%, top5-acc=95.19%, remaining_time=0:00:05.456640, arrival_time=2021-04-15 02:23:04.826818, cost_time=0:00:05.683989 2021-04-15 02:22:59,947 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=1.73ms, fps=4437 images/s, loss=0.8679, top1-acc=74.04%, top5-acc=95.16%, remaining_time=0:00:04.895206, arrival_time=2021-04-15 02:23:04.842690, cost_time=0:00:06.261305 2021-04-15 02:23:00,497 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=1.29ms, fps=4662 images/s, loss=0.8730, top1-acc=73.86%, top5-acc=95.10%, remaining_time=0:00:04.313456, arrival_time=2021-04-15 02:23:04.810454, cost_time=0:00:06.810736 2021-04-15 02:23:01,035 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=1.46ms, fps=4756 images/s, loss=0.8779, top1-acc=73.73%, top5-acc=95.09%, remaining_time=0:00:03.731310, arrival_time=2021-04-15 02:23:04.766994, cost_time=0:00:07.349514 2021-04-15 02:23:01,609 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.46ms, fps=4468 images/s, loss=0.8793, top1-acc=73.70%, top5-acc=95.05%, remaining_time=0:00:03.169096, arrival_time=2021-04-15 02:23:04.778143, cost_time=0:00:07.922706 2021-04-15 02:23:02,173 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=1.55ms, fps=4537 images/s, loss=0.8791, top1-acc=73.71%, top5-acc=95.04%, remaining_time=0:00:02.602864, arrival_time=2021-04-15 02:23:04.776674, cost_time=0:00:08.487635 2021-04-15 02:23:02,716 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=1.54ms, fps=4718 images/s, loss=0.8829, top1-acc=73.61%, top5-acc=95.00%, remaining_time=0:00:02.031876, arrival_time=2021-04-15 02:23:04.748670, cost_time=0:00:09.030612 2021-04-15 02:23:03,308 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=1.35ms, fps=4332 images/s, loss=0.8841, top1-acc=73.59%, top5-acc=94.99%, remaining_time=0:00:01.471600, arrival_time=2021-04-15 02:23:04.779712, cost_time=0:00:09.621935 2021-04-15 02:23:03,907 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=1.70ms, fps=4271 images/s, loss=0.8852, top1-acc=73.58%, top5-acc=94.95%, remaining_time=0:00:00.908592, arrival_time=2021-04-15 02:23:04.816426, cost_time=0:00:10.221580 2021-04-15 02:23:04,463 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=1.18ms, fps=4612 images/s, loss=0.8884, top1-acc=73.44%, top5-acc=94.91%, remaining_time=0:00:00.340332, arrival_time=2021-04-15 02:23:04.803635, cost_time=0:00:10.777137 2021-04-15 02:23:04,773 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=0.05ms, fps=4394 images/s, loss=0.8890, top1-acc=73.41%, top5-acc=94.93%, remaining_time=0:00:00, arrival_time=2021-04-15 02:23:04.773120, cost_time=0:00:11.086966 2021-04-15 02:23:05,154 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=0.44ms, fps=6744 images/s, loss=1.4505, top1-acc=60.39%, top5-acc=86.68%, remaining_time=0:00:01.138800, arrival_time=2021-04-15 02:23:06.293072, cost_time=0:00:00.379597 2021-04-15 02:23:05,441 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=56.86ms, fps=8937 images/s, loss=1.4729, top1-acc=60.04%, top5-acc=86.50%, remaining_time=0:00:00.666360, arrival_time=2021-04-15 02:23:06.107396, cost_time=0:00:00.666360 2021-04-15 02:23:05,735 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=0.28ms, fps=8705 images/s, loss=1.4833, top1-acc=59.65%, top5-acc=86.38%, remaining_time=0:00:00.320250, arrival_time=2021-04-15 02:23:06.055659, cost_time=0:00:00.960739 2021-04-15 02:23:05,996 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=1.11ms, fps=8883 images/s, loss=1.4938, top1-acc=59.29%, top5-acc=86.29%, remaining_time=0:00:00, arrival_time=2021-04-15 02:23:05.996897, cost_time=0:00:01.222244 2021-04-15 02:23:06,106 INFO : Epoch=0108 complete, best val top1-acc=59.29%, top5-acc=86.29% (epoch=108), remaining_time=0:19:42.384736, arrival_time=2021-04-15 02:42:48.490770, cost_time=0:23:08.016818 2021-04-15 02:23:06,107 INFO : Train start, epoch=0109, lr=0.043733 2021-04-15 02:23:06,824 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=0.17ms, fps=3571 images/s, loss=0.8391, top1-acc=74.22%, top5-acc=95.35%, remaining_time=0:00:13.332666, arrival_time=2021-04-15 02:23:20.156762, cost_time=0:00:00.716809 2021-04-15 02:23:07,380 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=1.34ms, fps=4601 images/s, loss=0.8291, top1-acc=75.00%, top5-acc=95.59%, remaining_time=0:00:11.207152, arrival_time=2021-04-15 02:23:18.587963, cost_time=0:00:01.273540 2021-04-15 02:23:07,987 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=1.40ms, fps=4224 images/s, loss=0.8356, top1-acc=74.57%, top5-acc=95.49%, remaining_time=0:00:10.402224, arrival_time=2021-04-15 02:23:18.389485, cost_time=0:00:01.879935 2021-04-15 02:23:08,606 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=1.23ms, fps=4137 images/s, loss=0.8431, top1-acc=74.39%, top5-acc=95.37%, remaining_time=0:00:09.747036, arrival_time=2021-04-15 02:23:18.353561, cost_time=0:00:02.499242 2021-04-15 02:23:09,183 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=1.76ms, fps=4438 images/s, loss=0.8465, top1-acc=74.16%, top5-acc=95.39%, remaining_time=0:00:08.983088, arrival_time=2021-04-15 02:23:18.166777, cost_time=0:00:03.076407 2021-04-15 02:23:09,788 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=1.25ms, fps=4238 images/s, loss=0.8451, top1-acc=74.31%, top5-acc=95.41%, remaining_time=0:00:08.343056, arrival_time=2021-04-15 02:23:18.131122, cost_time=0:00:03.680775 2021-04-15 02:23:10,406 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=4.98ms, fps=4143 images/s, loss=0.8479, top1-acc=74.33%, top5-acc=95.35%, remaining_time=0:00:07.738290, arrival_time=2021-04-15 02:23:18.144641, cost_time=0:00:04.299026 2021-04-15 02:23:10,958 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=1.34ms, fps=4640 images/s, loss=0.8537, top1-acc=74.24%, top5-acc=95.22%, remaining_time=0:00:07.034240, arrival_time=2021-04-15 02:23:17.992739, cost_time=0:00:04.851216 2021-04-15 02:23:11,535 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=1.29ms, fps=4442 images/s, loss=0.8549, top1-acc=74.27%, top5-acc=95.30%, remaining_time=0:00:06.392860, arrival_time=2021-04-15 02:23:17.928077, cost_time=0:00:05.427900 2021-04-15 02:23:12,072 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=1.23ms, fps=4767 images/s, loss=0.8589, top1-acc=74.19%, top5-acc=95.29%, remaining_time=0:00:05.726688, arrival_time=2021-04-15 02:23:17.799335, cost_time=0:00:05.965279 2021-04-15 02:23:12,618 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=1.28ms, fps=4698 images/s, loss=0.8639, top1-acc=74.03%, top5-acc=95.22%, remaining_time=0:00:05.090254, arrival_time=2021-04-15 02:23:17.708357, cost_time=0:00:06.510790 2021-04-15 02:23:13,167 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=1.30ms, fps=4666 images/s, loss=0.8688, top1-acc=73.92%, top5-acc=95.14%, remaining_time=0:00:04.471232, arrival_time=2021-04-15 02:23:17.638446, cost_time=0:00:07.059847 2021-04-15 02:23:13,715 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=1.37ms, fps=4676 images/s, loss=0.8736, top1-acc=73.81%, top5-acc=95.10%, remaining_time=0:00:03.862452, arrival_time=2021-04-15 02:23:17.577652, cost_time=0:00:07.607907 2021-04-15 02:23:14,319 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=1.47ms, fps=4238 images/s, loss=0.8773, top1-acc=73.69%, top5-acc=95.07%, remaining_time=0:00:03.284960, arrival_time=2021-04-15 02:23:17.604622, cost_time=0:00:08.212378 2021-04-15 02:23:14,859 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=1.47ms, fps=4747 images/s, loss=0.8785, top1-acc=73.61%, top5-acc=95.08%, remaining_time=0:00:02.683916, arrival_time=2021-04-15 02:23:17.543208, cost_time=0:00:08.751950 2021-04-15 02:23:15,410 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=1.60ms, fps=4648 images/s, loss=0.8814, top1-acc=73.57%, top5-acc=95.04%, remaining_time=0:00:02.093220, arrival_time=2021-04-15 02:23:17.503689, cost_time=0:00:09.303157 2021-04-15 02:23:15,954 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=1.44ms, fps=4707 images/s, loss=0.8830, top1-acc=73.53%, top5-acc=95.02%, remaining_time=0:00:01.506076, arrival_time=2021-04-15 02:23:17.460792, cost_time=0:00:09.847432 2021-04-15 02:23:16,486 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.30ms, fps=4819 images/s, loss=0.8869, top1-acc=73.43%, top5-acc=94.99%, remaining_time=0:00:00.922576, arrival_time=2021-04-15 02:23:17.408861, cost_time=0:00:10.379007 2021-04-15 02:23:17,045 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.00ms, fps=4584 images/s, loss=0.8895, top1-acc=73.37%, top5-acc=94.96%, remaining_time=0:00:00.345408, arrival_time=2021-04-15 02:23:17.390586, cost_time=0:00:10.937839 2021-04-15 02:23:17,377 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=0.08ms, fps=4102 images/s, loss=0.8917, top1-acc=73.30%, top5-acc=94.93%, remaining_time=0:00:00, arrival_time=2021-04-15 02:23:17.377194, cost_time=0:00:11.269901 2021-04-15 02:23:17,767 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=25.03ms, fps=6592 images/s, loss=1.4732, top1-acc=60.00%, top5-acc=85.78%, remaining_time=0:00:01.165080, arrival_time=2021-04-15 02:23:18.932293, cost_time=0:00:00.388357 2021-04-15 02:23:18,048 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=2.23ms, fps=9131 images/s, loss=1.5058, top1-acc=59.28%, top5-acc=85.70%, remaining_time=0:00:00.669200, arrival_time=2021-04-15 02:23:18.717204, cost_time=0:00:00.669203 2021-04-15 02:23:18,372 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=15.52ms, fps=7910 images/s, loss=1.4896, top1-acc=59.66%, top5-acc=85.91%, remaining_time=0:00:00.331040, arrival_time=2021-04-15 02:23:18.703004, cost_time=0:00:00.993134 2021-04-15 02:23:18,656 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=0.06ms, fps=8161 images/s, loss=1.4930, top1-acc=59.38%, top5-acc=85.79%, remaining_time=0:00:00, arrival_time=2021-04-15 02:23:18.656621, cost_time=0:00:01.277841 2021-04-15 02:23:18,771 INFO : Epoch=0109 complete, best val top1-acc=59.38%, top5-acc=85.79% (epoch=109), remaining_time=0:19:29.376936, arrival_time=2021-04-15 02:42:48.148418, cost_time=0:23:20.682272 2021-04-15 02:23:18,772 INFO : Train start, epoch=0110, lr=0.042955 2021-04-15 02:23:19,599 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=0.17ms, fps=3096 images/s, loss=0.8037, top1-acc=76.72%, top5-acc=96.17%, remaining_time=0:00:15.379782, arrival_time=2021-04-15 02:23:34.979387, cost_time=0:00:00.826872 2021-04-15 02:23:20,219 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=1.42ms, fps=4134 images/s, loss=0.8240, top1-acc=75.80%, top5-acc=95.76%, remaining_time=0:00:12.728320, arrival_time=2021-04-15 02:23:32.947443, cost_time=0:00:01.446399 2021-04-15 02:23:20,906 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=2.05ms, fps=3725 images/s, loss=0.8246, top1-acc=75.79%, top5-acc=95.64%, remaining_time=0:00:11.808576, arrival_time=2021-04-15 02:23:32.715395, cost_time=0:00:02.134085 2021-04-15 02:23:21,458 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=1.31ms, fps=4641 images/s, loss=0.8310, top1-acc=75.27%, top5-acc=95.77%, remaining_time=0:00:10.475556, arrival_time=2021-04-15 02:23:31.934503, cost_time=0:00:02.686048 2021-04-15 02:23:22,029 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=2.07ms, fps=4493 images/s, loss=0.8406, top1-acc=74.93%, top5-acc=95.55%, remaining_time=0:00:09.508250, arrival_time=2021-04-15 02:23:31.537282, cost_time=0:00:03.256272 2021-04-15 02:23:22,653 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=1.24ms, fps=4104 images/s, loss=0.8483, top1-acc=74.71%, top5-acc=95.48%, remaining_time=0:00:08.795800, arrival_time=2021-04-15 02:23:31.449022, cost_time=0:00:03.880492 2021-04-15 02:23:23,265 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=1.25ms, fps=4181 images/s, loss=0.8499, top1-acc=74.70%, top5-acc=95.41%, remaining_time=0:00:08.087688, arrival_time=2021-04-15 02:23:31.353582, cost_time=0:00:04.493165 2021-04-15 02:23:23,816 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.30ms, fps=4653 images/s, loss=0.8490, top1-acc=74.69%, top5-acc=95.47%, remaining_time=0:00:07.313220, arrival_time=2021-04-15 02:23:31.129754, cost_time=0:00:05.043638 2021-04-15 02:23:24,346 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=1.17ms, fps=4831 images/s, loss=0.8477, top1-acc=74.62%, top5-acc=95.49%, remaining_time=0:00:06.565110, arrival_time=2021-04-15 02:23:30.912038, cost_time=0:00:05.574189 2021-04-15 02:23:24,898 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.45ms, fps=4645 images/s, loss=0.8497, top1-acc=74.53%, top5-acc=95.48%, remaining_time=0:00:05.880672, arrival_time=2021-04-15 02:23:30.779105, cost_time=0:00:06.125699 2021-04-15 02:23:25,473 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=1.38ms, fps=4456 images/s, loss=0.8523, top1-acc=74.44%, top5-acc=95.36%, remaining_time=0:00:05.238518, arrival_time=2021-04-15 02:23:30.711815, cost_time=0:00:06.700478 2021-04-15 02:23:26,027 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=1.36ms, fps=4622 images/s, loss=0.8517, top1-acc=74.38%, top5-acc=95.36%, remaining_time=0:00:04.594808, arrival_time=2021-04-15 02:23:30.622488, cost_time=0:00:07.254937 2021-04-15 02:23:26,656 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=1.38ms, fps=4071 images/s, loss=0.8544, top1-acc=74.29%, top5-acc=95.33%, remaining_time=0:00:04.002702, arrival_time=2021-04-15 02:23:30.659506, cost_time=0:00:07.884071 2021-04-15 02:23:27,255 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=1.41ms, fps=4281 images/s, loss=0.8583, top1-acc=74.18%, top5-acc=95.27%, remaining_time=0:00:03.392984, arrival_time=2021-04-15 02:23:30.648182, cost_time=0:00:08.482395 2021-04-15 02:23:27,818 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=1.42ms, fps=4552 images/s, loss=0.8616, top1-acc=74.05%, top5-acc=95.21%, remaining_time=0:00:02.773892, arrival_time=2021-04-15 02:23:30.591972, cost_time=0:00:09.045340 2021-04-15 02:23:28,391 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.28ms, fps=4469 images/s, loss=0.8668, top1-acc=73.85%, top5-acc=95.20%, remaining_time=0:00:02.164140, arrival_time=2021-04-15 02:23:30.555345, cost_time=0:00:09.618472 2021-04-15 02:23:29,015 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=1.33ms, fps=4104 images/s, loss=0.8711, top1-acc=73.77%, top5-acc=95.13%, remaining_time=0:00:01.566500, arrival_time=2021-04-15 02:23:30.581953, cost_time=0:00:10.242574 2021-04-15 02:23:29,590 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=1.31ms, fps=4452 images/s, loss=0.8748, top1-acc=73.68%, top5-acc=95.10%, remaining_time=0:00:00.961616, arrival_time=2021-04-15 02:23:30.552547, cost_time=0:00:10.818198 2021-04-15 02:23:30,174 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=0.99ms, fps=4387 images/s, loss=0.8783, top1-acc=73.58%, top5-acc=95.07%, remaining_time=0:00:00.360066, arrival_time=2021-04-15 02:23:30.534934, cost_time=0:00:11.402141 2021-04-15 02:23:30,505 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=0.06ms, fps=4118 images/s, loss=0.8804, top1-acc=73.53%, top5-acc=95.05%, remaining_time=0:00:00, arrival_time=2021-04-15 02:23:30.505492, cost_time=0:00:11.732759 2021-04-15 02:23:30,933 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=47.70ms, fps=6005 images/s, loss=1.6180, top1-acc=56.99%, top5-acc=84.65%, remaining_time=0:00:01.278810, arrival_time=2021-04-15 02:23:32.212343, cost_time=0:00:00.426274 2021-04-15 02:23:31,177 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=0.18ms, fps=10505 images/s, loss=1.6095, top1-acc=56.84%, top5-acc=84.96%, remaining_time=0:00:00.670280, arrival_time=2021-04-15 02:23:31.847800, cost_time=0:00:00.670270 2021-04-15 02:23:31,516 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=40.24ms, fps=7556 images/s, loss=1.6110, top1-acc=56.76%, top5-acc=84.82%, remaining_time=0:00:00.336460, arrival_time=2021-04-15 02:23:31.853101, cost_time=0:00:01.009394 2021-04-15 02:23:31,751 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=0.05ms, fps=9897 images/s, loss=1.5974, top1-acc=56.70%, top5-acc=84.98%, remaining_time=0:00:00, arrival_time=2021-04-15 02:23:31.751429, cost_time=0:00:01.244109 2021-04-15 02:23:31,813 INFO : Epoch=0110 complete, best val top1-acc=59.38%, top5-acc=85.79% (epoch=109), remaining_time=0:19:16.683600, arrival_time=2021-04-15 02:42:48.497215, cost_time=0:23:33.724409 2021-04-15 02:23:31,814 INFO : Train start, epoch=0111, lr=0.042178 2021-04-15 02:23:32,546 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=1.57ms, fps=3497 images/s, loss=0.8699, top1-acc=74.10%, top5-acc=94.80%, remaining_time=0:00:13.614456, arrival_time=2021-04-15 02:23:46.161348, cost_time=0:00:00.731958 2021-04-15 02:23:33,095 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=1.36ms, fps=4671 images/s, loss=0.8383, top1-acc=75.23%, top5-acc=95.35%, remaining_time=0:00:11.266992, arrival_time=2021-04-15 02:23:44.362268, cost_time=0:00:01.280341 2021-04-15 02:23:33,643 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=1.43ms, fps=4669 images/s, loss=0.8527, top1-acc=74.52%, top5-acc=95.13%, remaining_time=0:00:10.120356, arrival_time=2021-04-15 02:23:43.764274, cost_time=0:00:01.828989 2021-04-15 02:23:34,194 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=1.23ms, fps=4652 images/s, loss=0.8434, top1-acc=74.84%, top5-acc=95.26%, remaining_time=0:00:09.280752, arrival_time=2021-04-15 02:23:43.475340, cost_time=0:00:02.379660 2021-04-15 02:23:34,794 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=1.18ms, fps=4271 images/s, loss=0.8462, top1-acc=74.77%, top5-acc=95.23%, remaining_time=0:00:08.699556, arrival_time=2021-04-15 02:23:43.493828, cost_time=0:00:02.979285 2021-04-15 02:23:35,337 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=1.28ms, fps=4712 images/s, loss=0.8517, top1-acc=74.60%, top5-acc=95.20%, remaining_time=0:00:07.985512, arrival_time=2021-04-15 02:23:43.323462, cost_time=0:00:03.523020 2021-04-15 02:23:35,909 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=1.63ms, fps=4478 images/s, loss=0.8510, top1-acc=74.68%, top5-acc=95.21%, remaining_time=0:00:07.371000, arrival_time=2021-04-15 02:23:43.280938, cost_time=0:00:04.095006 2021-04-15 02:23:36,450 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=1.30ms, fps=4742 images/s, loss=0.8527, top1-acc=74.66%, top5-acc=95.19%, remaining_time=0:00:06.720924, arrival_time=2021-04-15 02:23:43.171005, cost_time=0:00:04.635146 2021-04-15 02:23:36,998 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=1.50ms, fps=4672 images/s, loss=0.8505, top1-acc=74.79%, top5-acc=95.20%, remaining_time=0:00:06.104964, arrival_time=2021-04-15 02:23:43.103371, cost_time=0:00:05.183460 2021-04-15 02:23:37,559 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=1.44ms, fps=4566 images/s, loss=0.8560, top1-acc=74.68%, top5-acc=95.12%, remaining_time=0:00:05.514720, arrival_time=2021-04-15 02:23:43.074301, cost_time=0:00:05.744514 2021-04-15 02:23:38,130 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=1.39ms, fps=4491 images/s, loss=0.8560, top1-acc=74.70%, top5-acc=95.15%, remaining_time=0:00:04.937260, arrival_time=2021-04-15 02:23:43.067331, cost_time=0:00:06.315129 2021-04-15 02:23:38,702 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=1.37ms, fps=4477 images/s, loss=0.8545, top1-acc=74.71%, top5-acc=95.18%, remaining_time=0:00:04.361944, arrival_time=2021-04-15 02:23:43.064207, cost_time=0:00:06.887330 2021-04-15 02:23:39,271 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=1.37ms, fps=4504 images/s, loss=0.8580, top1-acc=74.62%, top5-acc=95.13%, remaining_time=0:00:03.785364, arrival_time=2021-04-15 02:23:43.056448, cost_time=0:00:07.456066 2021-04-15 02:23:39,857 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=1.24ms, fps=4368 images/s, loss=0.8618, top1-acc=74.47%, top5-acc=95.11%, remaining_time=0:00:03.217032, arrival_time=2021-04-15 02:23:43.074606, cost_time=0:00:08.042634 2021-04-15 02:23:40,479 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=1.50ms, fps=4117 images/s, loss=0.8642, top1-acc=74.45%, top5-acc=95.10%, remaining_time=0:00:02.657190, arrival_time=2021-04-15 02:23:43.136894, cost_time=0:00:08.664770 2021-04-15 02:23:41,010 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=1.30ms, fps=4824 images/s, loss=0.8630, top1-acc=74.44%, top5-acc=95.14%, remaining_time=0:00:02.069028, arrival_time=2021-04-15 02:23:43.079792, cost_time=0:00:09.195759 2021-04-15 02:23:41,542 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=1.28ms, fps=4815 images/s, loss=0.8638, top1-acc=74.36%, top5-acc=95.16%, remaining_time=0:00:01.487798, arrival_time=2021-04-15 02:23:43.030708, cost_time=0:00:09.727964 2021-04-15 02:23:42,114 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=1.35ms, fps=4478 images/s, loss=0.8665, top1-acc=74.23%, top5-acc=95.14%, remaining_time=0:00:00.915552, arrival_time=2021-04-15 02:23:43.030487, cost_time=0:00:10.300004 2021-04-15 02:23:42,688 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=2.66ms, fps=4468 images/s, loss=0.8698, top1-acc=74.13%, top5-acc=95.10%, remaining_time=0:00:00.343368, arrival_time=2021-04-15 02:23:43.031546, cost_time=0:00:10.873239 2021-04-15 02:23:42,999 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=0.05ms, fps=4378 images/s, loss=0.8722, top1-acc=74.14%, top5-acc=95.08%, remaining_time=0:00:00, arrival_time=2021-04-15 02:23:42.999237, cost_time=0:00:11.184237 2021-04-15 02:23:43,436 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=0.40ms, fps=5877 images/s, loss=1.5740, top1-acc=58.98%, top5-acc=84.77%, remaining_time=0:00:01.306710, arrival_time=2021-04-15 02:23:44.743309, cost_time=0:00:00.435570 2021-04-15 02:23:43,698 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=0.20ms, fps=9777 images/s, loss=1.5785, top1-acc=58.24%, top5-acc=84.94%, remaining_time=0:00:00.697920, arrival_time=2021-04-15 02:23:44.396799, cost_time=0:00:00.697926 2021-04-15 02:23:43,978 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=0.17ms, fps=9178 images/s, loss=1.5423, top1-acc=58.78%, top5-acc=85.61%, remaining_time=0:00:00.325720, arrival_time=2021-04-15 02:23:44.303860, cost_time=0:00:00.977173 2021-04-15 02:23:44,220 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=0.06ms, fps=9604 images/s, loss=1.5320, top1-acc=58.83%, top5-acc=85.54%, remaining_time=0:00:00, arrival_time=2021-04-15 02:23:44.220016, cost_time=0:00:01.219072 2021-04-15 02:23:44,279 INFO : Epoch=0111 complete, best val top1-acc=59.38%, top5-acc=85.79% (epoch=109), remaining_time=0:19:03.522107, arrival_time=2021-04-15 02:42:47.801793, cost_time=0:23:46.190484 2021-04-15 02:23:44,280 INFO : Train start, epoch=0112, lr=0.041404 2021-04-15 02:23:45,048 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=0.17ms, fps=3334 images/s, loss=0.8632, top1-acc=74.77%, top5-acc=95.31%, remaining_time=0:00:14.281824, arrival_time=2021-04-15 02:23:59.330566, cost_time=0:00:00.767836 2021-04-15 02:23:45,653 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=1.17ms, fps=4234 images/s, loss=0.8524, top1-acc=74.73%, top5-acc=95.14%, remaining_time=0:00:12.080112, arrival_time=2021-04-15 02:23:57.733810, cost_time=0:00:01.372747 2021-04-15 02:23:46,275 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=1.81ms, fps=4120 images/s, loss=0.8467, top1-acc=74.97%, top5-acc=95.38%, remaining_time=0:00:11.036842, arrival_time=2021-04-15 02:23:57.312358, cost_time=0:00:01.994605 2021-04-15 02:23:46,853 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=1.38ms, fps=4430 images/s, loss=0.8370, top1-acc=75.26%, top5-acc=95.47%, remaining_time=0:00:10.034076, arrival_time=2021-04-15 02:23:56.887837, cost_time=0:00:02.572849 2021-04-15 02:23:47,383 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=1.25ms, fps=4837 images/s, loss=0.8364, top1-acc=75.09%, top5-acc=95.59%, remaining_time=0:00:09.059154, arrival_time=2021-04-15 02:23:56.442533, cost_time=0:00:03.102461 2021-04-15 02:23:47,956 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=1.40ms, fps=4467 images/s, loss=0.8412, top1-acc=74.82%, top5-acc=95.59%, remaining_time=0:00:08.332040, arrival_time=2021-04-15 02:23:56.288838, cost_time=0:00:03.675888 2021-04-15 02:23:48,603 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=1.31ms, fps=3962 images/s, loss=0.8362, top1-acc=74.84%, top5-acc=95.62%, remaining_time=0:00:07.780122, arrival_time=2021-04-15 02:23:56.383338, cost_time=0:00:04.322300 2021-04-15 02:23:49,166 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=1.37ms, fps=4545 images/s, loss=0.8357, top1-acc=74.90%, top5-acc=95.62%, remaining_time=0:00:07.084468, arrival_time=2021-04-15 02:23:56.251226, cost_time=0:00:04.885840 2021-04-15 02:23:49,705 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=1.44ms, fps=4760 images/s, loss=0.8400, top1-acc=74.88%, top5-acc=95.54%, remaining_time=0:00:06.388302, arrival_time=2021-04-15 02:23:56.093461, cost_time=0:00:05.424065 2021-04-15 02:23:50,270 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=1.44ms, fps=4531 images/s, loss=0.8399, top1-acc=74.88%, top5-acc=95.56%, remaining_time=0:00:05.750208, arrival_time=2021-04-15 02:23:56.020908, cost_time=0:00:05.989775 2021-04-15 02:23:50,830 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=1.32ms, fps=4578 images/s, loss=0.8437, top1-acc=74.84%, top5-acc=95.45%, remaining_time=0:00:05.120440, arrival_time=2021-04-15 02:23:55.950762, cost_time=0:00:06.549360 2021-04-15 02:23:51,373 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=1.38ms, fps=4718 images/s, loss=0.8444, top1-acc=74.81%, top5-acc=95.43%, remaining_time=0:00:04.491904, arrival_time=2021-04-15 02:23:55.865269, cost_time=0:00:07.092454 2021-04-15 02:23:51,920 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=1.38ms, fps=4685 images/s, loss=0.8464, top1-acc=74.81%, top5-acc=95.36%, remaining_time=0:00:03.878358, arrival_time=2021-04-15 02:23:55.798490, cost_time=0:00:07.639133 2021-04-15 02:23:52,474 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=1.33ms, fps=4625 images/s, loss=0.8488, top1-acc=74.70%, top5-acc=95.35%, remaining_time=0:00:03.277288, arrival_time=2021-04-15 02:23:55.751437, cost_time=0:00:08.193228 2021-04-15 02:23:53,047 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=1.69ms, fps=4465 images/s, loss=0.8493, top1-acc=74.70%, top5-acc=95.35%, remaining_time=0:00:02.688516, arrival_time=2021-04-15 02:23:55.736291, cost_time=0:00:08.766859 2021-04-15 02:23:53,626 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=1.30ms, fps=4427 images/s, loss=0.8508, top1-acc=74.64%, top5-acc=95.35%, remaining_time=0:00:02.102724, arrival_time=2021-04-15 02:23:55.729206, cost_time=0:00:09.345453 2021-04-15 02:23:54,180 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=4.38ms, fps=4624 images/s, loss=0.8508, top1-acc=74.65%, top5-acc=95.32%, remaining_time=0:00:01.514058, arrival_time=2021-04-15 02:23:55.694604, cost_time=0:00:09.899599 2021-04-15 02:23:54,719 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=1.42ms, fps=4755 images/s, loss=0.8541, top1-acc=74.51%, top5-acc=95.29%, remaining_time=0:00:00.927856, arrival_time=2021-04-15 02:23:55.647165, cost_time=0:00:10.438396 2021-04-15 02:23:55,285 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=1.04ms, fps=4522 images/s, loss=0.8571, top1-acc=74.41%, top5-acc=95.23%, remaining_time=0:00:00.347520, arrival_time=2021-04-15 02:23:55.633299, cost_time=0:00:11.004872 2021-04-15 02:23:55,626 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=0.05ms, fps=4001 images/s, loss=0.8613, top1-acc=74.27%, top5-acc=95.21%, remaining_time=0:00:00, arrival_time=2021-04-15 02:23:55.626034, cost_time=0:00:11.345140 2021-04-15 02:23:56,015 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=20.67ms, fps=6606 images/s, loss=1.5148, top1-acc=57.97%, top5-acc=86.21%, remaining_time=0:00:01.162560, arrival_time=2021-04-15 02:23:57.177799, cost_time=0:00:00.387516 2021-04-15 02:23:56,289 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=0.17ms, fps=9340 images/s, loss=1.5265, top1-acc=57.95%, top5-acc=85.90%, remaining_time=0:00:00.662120, arrival_time=2021-04-15 02:23:56.951897, cost_time=0:00:00.662123 2021-04-15 02:23:56,623 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=53.59ms, fps=7670 images/s, loss=1.5366, top1-acc=57.96%, top5-acc=85.61%, remaining_time=0:00:00.332070, arrival_time=2021-04-15 02:23:56.955934, cost_time=0:00:00.996206 2021-04-15 02:23:56,895 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=0.05ms, fps=8538 images/s, loss=1.5150, top1-acc=58.11%, top5-acc=85.63%, remaining_time=0:00:00, arrival_time=2021-04-15 02:23:56.895922, cost_time=0:00:01.268278 2021-04-15 02:23:56,955 INFO : Epoch=0112 complete, best val top1-acc=59.38%, top5-acc=85.79% (epoch=109), remaining_time=0:18:50.537936, arrival_time=2021-04-15 02:42:47.493536, cost_time=0:23:58.866408 2021-04-15 02:23:56,959 INFO : Train start, epoch=0113, lr=0.040631 2021-04-15 02:23:57,726 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=1.55ms, fps=3336 images/s, loss=0.8480, top1-acc=74.45%, top5-acc=95.78%, remaining_time=0:00:14.274756, arrival_time=2021-04-15 02:24:12.001453, cost_time=0:00:00.767462 2021-04-15 02:23:58,257 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=1.16ms, fps=4826 images/s, loss=0.8413, top1-acc=74.61%, top5-acc=95.68%, remaining_time=0:00:11.425040, arrival_time=2021-04-15 02:24:09.682571, cost_time=0:00:01.298300 2021-04-15 02:23:58,834 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=1.41ms, fps=4439 images/s, loss=0.8438, top1-acc=74.37%, top5-acc=95.65%, remaining_time=0:00:10.376328, arrival_time=2021-04-15 02:24:09.210885, cost_time=0:00:01.875253 2021-04-15 02:23:59,400 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=1.42ms, fps=4531 images/s, loss=0.8426, top1-acc=74.61%, top5-acc=95.53%, remaining_time=0:00:09.518808, arrival_time=2021-04-15 02:24:08.918781, cost_time=0:00:02.440729 2021-04-15 02:23:59,959 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=1.29ms, fps=4581 images/s, loss=0.8306, top1-acc=74.87%, top5-acc=95.62%, remaining_time=0:00:08.759854, arrival_time=2021-04-15 02:24:08.719026, cost_time=0:00:02.999931 2021-04-15 02:24:00,595 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.27ms, fps=4024 images/s, loss=0.8343, top1-acc=74.70%, top5-acc=95.64%, remaining_time=0:00:08.242688, arrival_time=2021-04-15 02:24:08.838462, cost_time=0:00:03.636463 2021-04-15 02:24:01,190 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=1.27ms, fps=4311 images/s, loss=0.8320, top1-acc=74.80%, top5-acc=95.69%, remaining_time=0:00:07.615566, arrival_time=2021-04-15 02:24:08.805685, cost_time=0:00:04.230871 2021-04-15 02:24:01,722 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=1.22ms, fps=4816 images/s, loss=0.8326, top1-acc=74.79%, top5-acc=95.71%, remaining_time=0:00:06.906060, arrival_time=2021-04-15 02:24:08.628133, cost_time=0:00:04.762839 2021-04-15 02:24:02,286 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.24ms, fps=4540 images/s, loss=0.8346, top1-acc=74.73%, top5-acc=95.66%, remaining_time=0:00:06.274034, arrival_time=2021-04-15 02:24:08.560365, cost_time=0:00:05.327032 2021-04-15 02:24:02,818 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=1.29ms, fps=4817 images/s, loss=0.8385, top1-acc=74.63%, top5-acc=95.57%, remaining_time=0:00:05.624640, arrival_time=2021-04-15 02:24:08.442899, cost_time=0:00:05.859001 2021-04-15 02:24:03,375 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=1.26ms, fps=4596 images/s, loss=0.8424, top1-acc=74.45%, top5-acc=95.50%, remaining_time=0:00:05.016466, arrival_time=2021-04-15 02:24:08.392064, cost_time=0:00:06.416359 2021-04-15 02:24:03,994 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=1.42ms, fps=4137 images/s, loss=0.8461, top1-acc=74.37%, top5-acc=95.47%, remaining_time=0:00:04.455880, arrival_time=2021-04-15 02:24:08.450679, cost_time=0:00:07.035564 2021-04-15 02:24:04,580 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=1.34ms, fps=4371 images/s, loss=0.8475, top1-acc=74.35%, top5-acc=95.43%, remaining_time=0:00:03.869448, arrival_time=2021-04-15 02:24:08.450299, cost_time=0:00:07.621609 2021-04-15 02:24:05,213 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=1.93ms, fps=4048 images/s, loss=0.8491, top1-acc=74.30%, top5-acc=95.41%, remaining_time=0:00:03.301760, arrival_time=2021-04-15 02:24:08.515452, cost_time=0:00:08.254393 2021-04-15 02:24:05,812 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=1.35ms, fps=4278 images/s, loss=0.8521, top1-acc=74.32%, top5-acc=95.35%, remaining_time=0:00:02.715012, arrival_time=2021-04-15 02:24:08.527601, cost_time=0:00:08.853329 2021-04-15 02:24:06,406 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=1.79ms, fps=4317 images/s, loss=0.8541, top1-acc=74.19%, top5-acc=95.36%, remaining_time=0:00:02.125512, arrival_time=2021-04-15 02:24:08.531473, cost_time=0:00:09.446724 2021-04-15 02:24:07,012 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=1.20ms, fps=4225 images/s, loss=0.8561, top1-acc=74.13%, top5-acc=95.31%, remaining_time=0:00:01.537510, arrival_time=2021-04-15 02:24:08.549712, cost_time=0:00:10.052921 2021-04-15 02:24:07,613 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=1.31ms, fps=4263 images/s, loss=0.8591, top1-acc=74.08%, top5-acc=95.25%, remaining_time=0:00:00.947008, arrival_time=2021-04-15 02:24:08.560193, cost_time=0:00:10.653878 2021-04-15 02:24:08,234 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.04ms, fps=4121 images/s, loss=0.8590, top1-acc=74.10%, top5-acc=95.24%, remaining_time=0:00:00.356076, arrival_time=2021-04-15 02:24:08.590976, cost_time=0:00:11.275656 2021-04-15 02:24:08,546 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=0.05ms, fps=4375 images/s, loss=0.8597, top1-acc=74.10%, top5-acc=95.23%, remaining_time=0:00:00, arrival_time=2021-04-15 02:24:08.546146, cost_time=0:00:11.586928 2021-04-15 02:24:08,976 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=0.20ms, fps=5965 images/s, loss=1.5058, top1-acc=59.49%, top5-acc=85.62%, remaining_time=0:00:01.287420, arrival_time=2021-04-15 02:24:10.264270, cost_time=0:00:00.429137 2021-04-15 02:24:09,248 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=0.20ms, fps=9443 images/s, loss=1.5263, top1-acc=58.71%, top5-acc=85.33%, remaining_time=0:00:00.700560, arrival_time=2021-04-15 02:24:09.948836, cost_time=0:00:00.700558 2021-04-15 02:24:09,552 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=0.40ms, fps=8425 images/s, loss=1.5566, top1-acc=58.02%, top5-acc=85.17%, remaining_time=0:00:00.334920, arrival_time=2021-04-15 02:24:09.887480, cost_time=0:00:01.004762 2021-04-15 02:24:09,789 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.07ms, fps=9824 images/s, loss=1.5515, top1-acc=58.10%, top5-acc=85.30%, remaining_time=0:00:00, arrival_time=2021-04-15 02:24:09.789016, cost_time=0:00:01.241317 2021-04-15 02:24:09,845 INFO : Epoch=0113 complete, best val top1-acc=59.38%, top5-acc=85.79% (epoch=109), remaining_time=0:18:37.724061, arrival_time=2021-04-15 02:42:47.569771, cost_time=0:24:11.756515 2021-04-15 02:24:09,846 INFO : Train start, epoch=0114, lr=0.039861 2021-04-15 02:24:10,575 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=2.12ms, fps=3512 images/s, loss=0.7989, top1-acc=76.95%, top5-acc=95.86%, remaining_time=0:00:13.556796, arrival_time=2021-04-15 02:24:24.132488, cost_time=0:00:00.728856 2021-04-15 02:24:11,129 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=1.38ms, fps=4622 images/s, loss=0.8091, top1-acc=76.13%, top5-acc=95.92%, remaining_time=0:00:11.290928, arrival_time=2021-04-15 02:24:22.420833, cost_time=0:00:01.283064 2021-04-15 02:24:11,703 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=1.61ms, fps=4464 images/s, loss=0.7954, top1-acc=76.11%, top5-acc=96.29%, remaining_time=0:00:10.274570, arrival_time=2021-04-15 02:24:21.978264, cost_time=0:00:01.856844 2021-04-15 02:24:12,262 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=1.21ms, fps=4589 images/s, loss=0.7965, top1-acc=76.08%, top5-acc=96.29%, remaining_time=0:00:09.418656, arrival_time=2021-04-15 02:24:21.680599, cost_time=0:00:02.415024 2021-04-15 02:24:12,852 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=2.12ms, fps=4340 images/s, loss=0.7980, top1-acc=76.22%, top5-acc=96.12%, remaining_time=0:00:08.775914, arrival_time=2021-04-15 02:24:21.628238, cost_time=0:00:03.005448 2021-04-15 02:24:13,517 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=1.40ms, fps=3850 images/s, loss=0.8038, top1-acc=75.88%, top5-acc=95.98%, remaining_time=0:00:08.320344, arrival_time=2021-04-15 02:24:21.837950, cost_time=0:00:03.670762 2021-04-15 02:24:14,080 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=1.19ms, fps=4548 images/s, loss=0.8021, top1-acc=75.97%, top5-acc=95.95%, remaining_time=0:00:07.621236, arrival_time=2021-04-15 02:24:21.702100, cost_time=0:00:04.234023 2021-04-15 02:24:14,680 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=1.55ms, fps=4270 images/s, loss=0.8110, top1-acc=75.73%, top5-acc=95.81%, remaining_time=0:00:07.009068, arrival_time=2021-04-15 02:24:21.689766, cost_time=0:00:04.833860 2021-04-15 02:24:15,240 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=1.31ms, fps=4573 images/s, loss=0.8174, top1-acc=75.62%, top5-acc=95.73%, remaining_time=0:00:06.352792, arrival_time=2021-04-15 02:24:21.593617, cost_time=0:00:05.393921 2021-04-15 02:24:15,801 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=1.30ms, fps=4570 images/s, loss=0.8231, top1-acc=75.40%, top5-acc=95.66%, remaining_time=0:00:05.716416, arrival_time=2021-04-15 02:24:21.517890, cost_time=0:00:05.954612 2021-04-15 02:24:16,387 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=1.70ms, fps=4369 images/s, loss=0.8199, top1-acc=75.45%, top5-acc=95.70%, remaining_time=0:00:05.113818, arrival_time=2021-04-15 02:24:21.501600, cost_time=0:00:06.540909 2021-04-15 02:24:16,963 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=1.33ms, fps=4452 images/s, loss=0.8284, top1-acc=75.18%, top5-acc=95.62%, remaining_time=0:00:04.507028, arrival_time=2021-04-15 02:24:21.470281, cost_time=0:00:07.116341 2021-04-15 02:24:17,502 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.34ms, fps=4753 images/s, loss=0.8350, top1-acc=75.00%, top5-acc=95.50%, remaining_time=0:00:03.886608, arrival_time=2021-04-15 02:24:21.388879, cost_time=0:00:07.655407 2021-04-15 02:24:18,087 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=1.66ms, fps=4376 images/s, loss=0.8360, top1-acc=75.01%, top5-acc=95.49%, remaining_time=0:00:03.296328, arrival_time=2021-04-15 02:24:21.384030, cost_time=0:00:08.240864 2021-04-15 02:24:18,665 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=1.28ms, fps=4437 images/s, loss=0.8386, top1-acc=74.97%, top5-acc=95.47%, remaining_time=0:00:02.704248, arrival_time=2021-04-15 02:24:21.369226, cost_time=0:00:08.818137 2021-04-15 02:24:19,265 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=1.75ms, fps=4266 images/s, loss=0.8419, top1-acc=74.86%, top5-acc=95.42%, remaining_time=0:00:02.119176, arrival_time=2021-04-15 02:24:21.384645, cost_time=0:00:09.418566 2021-04-15 02:24:19,823 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=1.27ms, fps=4591 images/s, loss=0.8438, top1-acc=74.80%, top5-acc=95.40%, remaining_time=0:00:01.525862, arrival_time=2021-04-15 02:24:21.349429, cost_time=0:00:09.976709 2021-04-15 02:24:20,378 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=1.25ms, fps=4615 images/s, loss=0.8457, top1-acc=74.74%, top5-acc=95.36%, remaining_time=0:00:00.936160, arrival_time=2021-04-15 02:24:21.314872, cost_time=0:00:10.531874 2021-04-15 02:24:20,937 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.12ms, fps=4581 images/s, loss=0.8465, top1-acc=74.73%, top5-acc=95.37%, remaining_time=0:00:00.350244, arrival_time=2021-04-15 02:24:21.288093, cost_time=0:00:11.091009 2021-04-15 02:24:21,259 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=0.05ms, fps=4236 images/s, loss=0.8474, top1-acc=74.71%, top5-acc=95.38%, remaining_time=0:00:00, arrival_time=2021-04-15 02:24:21.259207, cost_time=0:00:11.412383 2021-04-15 02:24:21,720 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=0.40ms, fps=5577 images/s, loss=1.4212, top1-acc=60.74%, top5-acc=87.89%, remaining_time=0:00:01.377090, arrival_time=2021-04-15 02:24:23.097049, cost_time=0:00:00.459028 2021-04-15 02:24:21,998 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=0.19ms, fps=9219 images/s, loss=1.4075, top1-acc=60.64%, top5-acc=88.14%, remaining_time=0:00:00.737440, arrival_time=2021-04-15 02:24:22.735666, cost_time=0:00:00.737431 2021-04-15 02:24:22,310 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=0.18ms, fps=8218 images/s, loss=1.4196, top1-acc=60.47%, top5-acc=87.84%, remaining_time=0:00:00.349750, arrival_time=2021-04-15 02:24:22.659789, cost_time=0:00:01.049236 2021-04-15 02:24:22,581 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=0.05ms, fps=8568 images/s, loss=1.4095, top1-acc=60.62%, top5-acc=87.68%, remaining_time=0:00:00, arrival_time=2021-04-15 02:24:22.581135, cost_time=0:00:01.320342 2021-04-15 02:24:22,732 INFO : Epoch=0114 complete, best val top1-acc=60.62%, top5-acc=87.68% (epoch=114), remaining_time=0:18:24.905984, arrival_time=2021-04-15 02:42:47.638040, cost_time=0:24:24.642849 2021-04-15 02:24:22,733 INFO : Train start, epoch=0115, lr=0.039093 2021-04-15 02:24:23,528 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=0.17ms, fps=3218 images/s, loss=0.8277, top1-acc=75.59%, top5-acc=95.27%, remaining_time=0:00:14.794254, arrival_time=2021-04-15 02:24:38.323000, cost_time=0:00:00.795393 2021-04-15 02:24:24,237 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=1.70ms, fps=3617 images/s, loss=0.8191, top1-acc=75.62%, top5-acc=95.82%, remaining_time=0:00:13.231680, arrival_time=2021-04-15 02:24:37.468632, cost_time=0:00:01.503597 2021-04-15 02:24:24,872 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=1.34ms, fps=4033 images/s, loss=0.8071, top1-acc=76.02%, top5-acc=95.82%, remaining_time=0:00:11.834638, arrival_time=2021-04-15 02:24:36.706739, cost_time=0:00:02.138796 2021-04-15 02:24:25,482 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=1.45ms, fps=4198 images/s, loss=0.8010, top1-acc=76.24%, top5-acc=95.78%, remaining_time=0:00:10.720944, arrival_time=2021-04-15 02:24:36.203193, cost_time=0:00:02.748950 2021-04-15 02:24:26,100 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=1.22ms, fps=4144 images/s, loss=0.7999, top1-acc=76.25%, top5-acc=95.74%, remaining_time=0:00:09.831640, arrival_time=2021-04-15 02:24:35.931965, cost_time=0:00:03.367022 2021-04-15 02:24:26,654 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=1.36ms, fps=4628 images/s, loss=0.8078, top1-acc=76.20%, top5-acc=95.60%, remaining_time=0:00:08.886376, arrival_time=2021-04-15 02:24:35.540270, cost_time=0:00:03.920466 2021-04-15 02:24:27,300 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=1.33ms, fps=3961 images/s, loss=0.8094, top1-acc=76.02%, top5-acc=95.56%, remaining_time=0:00:08.221374, arrival_time=2021-04-15 02:24:35.522094, cost_time=0:00:04.567414 2021-04-15 02:24:27,887 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=1.54ms, fps=4366 images/s, loss=0.8138, top1-acc=75.81%, top5-acc=95.52%, remaining_time=0:00:07.473416, arrival_time=2021-04-15 02:24:35.360887, cost_time=0:00:05.154109 2021-04-15 02:24:28,419 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.27ms, fps=4818 images/s, loss=0.8165, top1-acc=75.72%, top5-acc=95.53%, remaining_time=0:00:06.696762, arrival_time=2021-04-15 02:24:35.116001, cost_time=0:00:05.685905 2021-04-15 02:24:28,951 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=1.21ms, fps=4815 images/s, loss=0.8203, top1-acc=75.61%, top5-acc=95.47%, remaining_time=0:00:05.969280, arrival_time=2021-04-15 02:24:34.920578, cost_time=0:00:06.217990 2021-04-15 02:24:29,481 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=1.36ms, fps=4837 images/s, loss=0.8229, top1-acc=75.49%, top5-acc=95.46%, remaining_time=0:00:05.275326, arrival_time=2021-04-15 02:24:34.756304, cost_time=0:00:06.747536 2021-04-15 02:24:30,014 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=1.40ms, fps=4804 images/s, loss=0.8233, top1-acc=75.45%, top5-acc=95.45%, remaining_time=0:00:04.611300, arrival_time=2021-04-15 02:24:34.625679, cost_time=0:00:07.281050 2021-04-15 02:24:30,545 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=1.23ms, fps=4827 images/s, loss=0.8270, top1-acc=75.34%, top5-acc=95.42%, remaining_time=0:00:03.966006, arrival_time=2021-04-15 02:24:34.511115, cost_time=0:00:07.811806 2021-04-15 02:24:31,074 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=1.19ms, fps=4835 images/s, loss=0.8303, top1-acc=75.27%, top5-acc=95.37%, remaining_time=0:00:03.336648, arrival_time=2021-04-15 02:24:34.411571, cost_time=0:00:08.341621 2021-04-15 02:24:31,608 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=1.34ms, fps=4801 images/s, loss=0.8309, top1-acc=75.27%, top5-acc=95.37%, remaining_time=0:00:02.721728, arrival_time=2021-04-15 02:24:34.330240, cost_time=0:00:08.875139 2021-04-15 02:24:32,137 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=1.44ms, fps=4839 images/s, loss=0.8366, top1-acc=75.03%, top5-acc=95.30%, remaining_time=0:00:02.116044, arrival_time=2021-04-15 02:24:34.253952, cost_time=0:00:09.404586 2021-04-15 02:24:32,667 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=1.49ms, fps=4840 images/s, loss=0.8391, top1-acc=74.97%, top5-acc=95.29%, remaining_time=0:00:01.519310, arrival_time=2021-04-15 02:24:34.186606, cost_time=0:00:09.933997 2021-04-15 02:24:33,204 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=1.44ms, fps=4769 images/s, loss=0.8400, top1-acc=74.93%, top5-acc=95.29%, remaining_time=0:00:00.930768, arrival_time=2021-04-15 02:24:34.135171, cost_time=0:00:10.471096 2021-04-15 02:24:33,731 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=1.27ms, fps=4863 images/s, loss=0.8410, top1-acc=74.91%, top5-acc=95.29%, remaining_time=0:00:00.347298, arrival_time=2021-04-15 02:24:34.078432, cost_time=0:00:10.997837 2021-04-15 02:24:34,040 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=0.05ms, fps=4396 images/s, loss=0.8422, top1-acc=74.85%, top5-acc=95.28%, remaining_time=0:00:00, arrival_time=2021-04-15 02:24:34.040914, cost_time=0:00:11.307558 2021-04-15 02:24:34,442 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=22.02ms, fps=6399 images/s, loss=1.3767, top1-acc=61.37%, top5-acc=87.27%, remaining_time=0:00:01.200120, arrival_time=2021-04-15 02:24:35.642758, cost_time=0:00:00.400043 2021-04-15 02:24:34,835 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=0.17ms, fps=6519 images/s, loss=1.4011, top1-acc=60.90%, top5-acc=87.42%, remaining_time=0:00:00.793200, arrival_time=2021-04-15 02:24:35.628968, cost_time=0:00:00.793201 2021-04-15 02:24:35,077 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=0.15ms, fps=10590 images/s, loss=1.4019, top1-acc=60.70%, top5-acc=87.23%, remaining_time=0:00:00.345090, arrival_time=2021-04-15 02:24:35.422927, cost_time=0:00:01.035284 2021-04-15 02:24:35,347 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.06ms, fps=8615 images/s, loss=1.4127, top1-acc=60.60%, top5-acc=86.91%, remaining_time=0:00:00, arrival_time=2021-04-15 02:24:35.347440, cost_time=0:00:01.304890 2021-04-15 02:24:35,404 INFO : Epoch=0115 complete, best val top1-acc=60.62%, top5-acc=87.68% (epoch=114), remaining_time=0:18:11.929040, arrival_time=2021-04-15 02:42:47.333958, cost_time=0:24:37.315720 2021-04-15 02:24:35,406 INFO : Train start, epoch=0116, lr=0.038328 2021-04-15 02:24:36,194 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=0.27ms, fps=3248 images/s, loss=0.8005, top1-acc=75.94%, top5-acc=96.09%, remaining_time=0:00:14.660334, arrival_time=2021-04-15 02:24:50.854705, cost_time=0:00:00.788193 2021-04-15 02:24:36,761 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=1.44ms, fps=4520 images/s, loss=0.8045, top1-acc=75.88%, top5-acc=95.76%, remaining_time=0:00:11.925232, arrival_time=2021-04-15 02:24:48.686481, cost_time=0:00:01.355143 2021-04-15 02:24:37,295 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=1.25ms, fps=4794 images/s, loss=0.7923, top1-acc=76.37%, top5-acc=95.82%, remaining_time=0:00:10.454846, arrival_time=2021-04-15 02:24:47.750396, cost_time=0:00:01.889442 2021-04-15 02:24:37,887 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=1.22ms, fps=4330 images/s, loss=0.7896, top1-acc=76.49%, top5-acc=95.79%, remaining_time=0:00:09.676056, arrival_time=2021-04-15 02:24:47.563176, cost_time=0:00:02.481020 2021-04-15 02:24:38,477 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=1.24ms, fps=4338 images/s, loss=0.7959, top1-acc=76.23%, top5-acc=95.72%, remaining_time=0:00:08.968488, arrival_time=2021-04-15 02:24:47.446020, cost_time=0:00:03.071419 2021-04-15 02:24:39,042 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=1.26ms, fps=4535 images/s, loss=0.8039, top1-acc=75.92%, top5-acc=95.77%, remaining_time=0:00:08.242280, arrival_time=2021-04-15 02:24:47.284686, cost_time=0:00:03.636305 2021-04-15 02:24:39,653 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=1.38ms, fps=4190 images/s, loss=0.8064, top1-acc=75.83%, top5-acc=95.71%, remaining_time=0:00:07.645554, arrival_time=2021-04-15 02:24:47.299201, cost_time=0:00:04.247539 2021-04-15 02:24:40,210 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=1.24ms, fps=4598 images/s, loss=0.8107, top1-acc=75.77%, top5-acc=95.67%, remaining_time=0:00:06.966728, arrival_time=2021-04-15 02:24:47.177495, cost_time=0:00:04.804658 2021-04-15 02:24:40,792 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=1.35ms, fps=4403 images/s, loss=0.8090, top1-acc=75.73%, top5-acc=95.69%, remaining_time=0:00:06.344100, arrival_time=2021-04-15 02:24:47.136695, cost_time=0:00:05.386464 2021-04-15 02:24:41,365 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.23ms, fps=4472 images/s, loss=0.8112, top1-acc=75.69%, top5-acc=95.63%, remaining_time=0:00:05.720928, arrival_time=2021-04-15 02:24:47.086476, cost_time=0:00:05.959300 2021-04-15 02:24:41,944 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=1.22ms, fps=4430 images/s, loss=0.8134, top1-acc=75.55%, top5-acc=95.63%, remaining_time=0:00:05.111410, arrival_time=2021-04-15 02:24:47.055409, cost_time=0:00:06.537898 2021-04-15 02:24:42,505 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=1.20ms, fps=4561 images/s, loss=0.8162, top1-acc=75.41%, top5-acc=95.60%, remaining_time=0:00:04.496312, arrival_time=2021-04-15 02:24:47.001980, cost_time=0:00:07.099472 2021-04-15 02:24:43,082 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=1.39ms, fps=4446 images/s, loss=0.8186, top1-acc=75.29%, top5-acc=95.60%, remaining_time=0:00:03.896970, arrival_time=2021-04-15 02:24:46.978965, cost_time=0:00:07.675864 2021-04-15 02:24:43,654 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=1.24ms, fps=4476 images/s, loss=0.8186, top1-acc=75.27%, top5-acc=95.60%, remaining_time=0:00:03.299296, arrival_time=2021-04-15 02:24:46.953597, cost_time=0:00:08.248189 2021-04-15 02:24:44,220 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=1.27ms, fps=4522 images/s, loss=0.8203, top1-acc=75.26%, top5-acc=95.62%, remaining_time=0:00:02.703144, arrival_time=2021-04-15 02:24:46.923910, cost_time=0:00:08.814580 2021-04-15 02:24:44,862 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=1.40ms, fps=3993 images/s, loss=0.8233, top1-acc=75.12%, top5-acc=95.59%, remaining_time=0:00:02.127672, arrival_time=2021-04-15 02:24:46.990076, cost_time=0:00:09.456276 2021-04-15 02:24:45,494 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=1.51ms, fps=4052 images/s, loss=0.8243, top1-acc=75.13%, top5-acc=95.57%, remaining_time=0:00:01.542918, arrival_time=2021-04-15 02:24:47.037500, cost_time=0:00:10.088390 2021-04-15 02:24:46,048 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=1.45ms, fps=4623 images/s, loss=0.8261, top1-acc=75.05%, top5-acc=95.57%, remaining_time=0:00:00.946016, arrival_time=2021-04-15 02:24:46.994802, cost_time=0:00:10.642666 2021-04-15 02:24:46,674 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.30ms, fps=4093 images/s, loss=0.8294, top1-acc=74.94%, top5-acc=95.54%, remaining_time=0:00:00.355848, arrival_time=2021-04-15 02:24:47.030422, cost_time=0:00:11.268465 2021-04-15 02:24:47,020 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=1.07ms, fps=3936 images/s, loss=0.8310, top1-acc=74.87%, top5-acc=95.53%, remaining_time=0:00:00, arrival_time=2021-04-15 02:24:47.020518, cost_time=0:00:11.614327 2021-04-15 02:24:47,431 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=2.00ms, fps=6250 images/s, loss=1.5001, top1-acc=60.43%, top5-acc=86.45%, remaining_time=0:00:01.228830, arrival_time=2021-04-15 02:24:48.660711, cost_time=0:00:00.409613 2021-04-15 02:24:47,725 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=0.17ms, fps=8733 images/s, loss=1.4907, top1-acc=59.67%, top5-acc=86.45%, remaining_time=0:00:00.703060, arrival_time=2021-04-15 02:24:48.428405, cost_time=0:00:00.703058 2021-04-15 02:24:48,038 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=59.08ms, fps=8182 images/s, loss=1.4995, top1-acc=59.73%, top5-acc=86.25%, remaining_time=0:00:00.338760, arrival_time=2021-04-15 02:24:48.377322, cost_time=0:00:01.016281 2021-04-15 02:24:48,318 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=0.07ms, fps=8287 images/s, loss=1.4847, top1-acc=59.97%, top5-acc=86.48%, remaining_time=0:00:00, arrival_time=2021-04-15 02:24:48.318816, cost_time=0:00:01.296551 2021-04-15 02:24:48,376 INFO : Epoch=0116 complete, best val top1-acc=60.62%, top5-acc=87.68% (epoch=114), remaining_time=0:17:59.173704, arrival_time=2021-04-15 02:42:47.550375, cost_time=0:24:50.287473 2021-04-15 02:24:48,377 INFO : Train start, epoch=0117, lr=0.037566 2021-04-15 02:24:49,177 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=1.43ms, fps=3202 images/s, loss=0.8265, top1-acc=74.14%, top5-acc=95.23%, remaining_time=0:00:14.870700, arrival_time=2021-04-15 02:25:04.048064, cost_time=0:00:00.799504 2021-04-15 02:24:49,761 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=1.25ms, fps=4384 images/s, loss=0.8115, top1-acc=74.92%, top5-acc=95.49%, remaining_time=0:00:12.176560, arrival_time=2021-04-15 02:25:01.938221, cost_time=0:00:01.383702 2021-04-15 02:24:50,367 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=1.28ms, fps=4227 images/s, loss=0.8034, top1-acc=75.16%, top5-acc=95.79%, remaining_time=0:00:11.011112, arrival_time=2021-04-15 02:25:01.378949, cost_time=0:00:01.989968 2021-04-15 02:24:50,936 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=1.24ms, fps=4502 images/s, loss=0.7973, top1-acc=75.39%, top5-acc=95.89%, remaining_time=0:00:09.979788, arrival_time=2021-04-15 02:25:00.916561, cost_time=0:00:02.558916 2021-04-15 02:24:51,533 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=1.27ms, fps=4293 images/s, loss=0.8024, top1-acc=75.34%, top5-acc=95.84%, remaining_time=0:00:09.214206, arrival_time=2021-04-15 02:25:00.747691, cost_time=0:00:03.155555 2021-04-15 02:24:52,163 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=1.26ms, fps=4067 images/s, loss=0.8042, top1-acc=75.53%, top5-acc=95.81%, remaining_time=0:00:08.580512, arrival_time=2021-04-15 02:25:00.743894, cost_time=0:00:03.785497 2021-04-15 02:24:52,772 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.48ms, fps=4205 images/s, loss=0.8014, top1-acc=75.75%, top5-acc=95.85%, remaining_time=0:00:07.910406, arrival_time=2021-04-15 02:25:00.682961, cost_time=0:00:04.394686 2021-04-15 02:24:53,395 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.33ms, fps=4115 images/s, loss=0.8100, top1-acc=75.54%, top5-acc=95.73%, remaining_time=0:00:07.274824, arrival_time=2021-04-15 02:25:00.669821, cost_time=0:00:05.017145 2021-04-15 02:24:54,054 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=1.39ms, fps=3886 images/s, loss=0.8110, top1-acc=75.52%, top5-acc=95.76%, remaining_time=0:00:06.685314, arrival_time=2021-04-15 02:25:00.739436, cost_time=0:00:05.676184 2021-04-15 02:24:54,706 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=1.56ms, fps=3930 images/s, loss=0.8153, top1-acc=75.36%, top5-acc=95.71%, remaining_time=0:00:06.075072, arrival_time=2021-04-15 02:25:00.781111, cost_time=0:00:06.328150 2021-04-15 02:24:55,366 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.52ms, fps=3879 images/s, loss=0.8142, top1-acc=75.43%, top5-acc=95.77%, remaining_time=0:00:05.463752, arrival_time=2021-04-15 02:25:00.830148, cost_time=0:00:06.988529 2021-04-15 02:24:56,033 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=1.36ms, fps=3841 images/s, loss=0.8126, top1-acc=75.48%, top5-acc=95.77%, remaining_time=0:00:04.848420, arrival_time=2021-04-15 02:25:00.881659, cost_time=0:00:07.655374 2021-04-15 02:24:56,604 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=1.42ms, fps=4481 images/s, loss=0.8147, top1-acc=75.46%, top5-acc=95.76%, remaining_time=0:00:04.176744, arrival_time=2021-04-15 02:25:00.781594, cost_time=0:00:08.226984 2021-04-15 02:24:57,195 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=1.41ms, fps=4337 images/s, loss=0.8140, top1-acc=75.54%, top5-acc=95.75%, remaining_time=0:00:03.527048, arrival_time=2021-04-15 02:25:00.722550, cost_time=0:00:08.817570 2021-04-15 02:24:57,789 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=1.51ms, fps=4316 images/s, loss=0.8128, top1-acc=75.59%, top5-acc=95.75%, remaining_time=0:00:02.886086, arrival_time=2021-04-15 02:25:00.675158, cost_time=0:00:09.411203 2021-04-15 02:24:58,372 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=1.20ms, fps=4388 images/s, loss=0.8126, top1-acc=75.58%, top5-acc=95.79%, remaining_time=0:00:02.248884, arrival_time=2021-04-15 02:25:00.621708, cost_time=0:00:09.994962 2021-04-15 02:24:58,998 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=1.19ms, fps=4097 images/s, loss=0.8136, top1-acc=75.56%, top5-acc=95.78%, remaining_time=0:00:01.624246, arrival_time=2021-04-15 02:25:00.622235, cost_time=0:00:10.620130 2021-04-15 02:24:59,564 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=1.40ms, fps=4518 images/s, loss=0.8157, top1-acc=75.50%, top5-acc=95.76%, remaining_time=0:00:00.994416, arrival_time=2021-04-15 02:25:00.559369, cost_time=0:00:11.187101 2021-04-15 02:25:00,114 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=1.17ms, fps=4662 images/s, loss=0.8168, top1-acc=75.46%, top5-acc=95.73%, remaining_time=0:00:00.370626, arrival_time=2021-04-15 02:25:00.485039, cost_time=0:00:11.736522 2021-04-15 02:25:00,426 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=0.05ms, fps=4368 images/s, loss=0.8174, top1-acc=75.46%, top5-acc=95.72%, remaining_time=0:00:00, arrival_time=2021-04-15 02:25:00.426161, cost_time=0:00:12.048258 2021-04-15 02:25:00,878 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=51.36ms, fps=5688 images/s, loss=1.4084, top1-acc=61.56%, top5-acc=87.62%, remaining_time=0:00:01.350060, arrival_time=2021-04-15 02:25:02.228169, cost_time=0:00:00.450015 2021-04-15 02:25:01,124 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=0.19ms, fps=10413 images/s, loss=1.4014, top1-acc=61.80%, top5-acc=87.36%, remaining_time=0:00:00.696340, arrival_time=2021-04-15 02:25:01.820715, cost_time=0:00:00.696331 2021-04-15 02:25:01,425 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=40.67ms, fps=8582 images/s, loss=1.4084, top1-acc=61.52%, top5-acc=87.50%, remaining_time=0:00:00.332610, arrival_time=2021-04-15 02:25:01.758479, cost_time=0:00:00.997821 2021-04-15 02:25:01,669 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.05ms, fps=9554 images/s, loss=1.4405, top1-acc=61.43%, top5-acc=87.35%, remaining_time=0:00:00, arrival_time=2021-04-15 02:25:01.668999, cost_time=0:00:01.240979 2021-04-15 02:25:01,783 INFO : Epoch=0117 complete, best val top1-acc=61.43%, top5-acc=87.35% (epoch=117), remaining_time=0:17:46.723221, arrival_time=2021-04-15 02:42:48.506564, cost_time=0:25:03.694125 2021-04-15 02:25:01,784 INFO : Train start, epoch=0118, lr=0.036806 2021-04-15 02:25:02,569 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=0.18ms, fps=3260 images/s, loss=0.7642, top1-acc=75.90%, top5-acc=96.64%, remaining_time=0:00:14.603604, arrival_time=2021-04-15 02:25:17.173372, cost_time=0:00:00.785145 2021-04-15 02:25:03,150 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=1.27ms, fps=4411 images/s, loss=0.7871, top1-acc=75.78%, top5-acc=96.15%, remaining_time=0:00:12.019040, arrival_time=2021-04-15 02:25:15.169454, cost_time=0:00:01.365791 2021-04-15 02:25:03,793 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=1.46ms, fps=3984 images/s, loss=0.7965, top1-acc=75.77%, top5-acc=96.02%, remaining_time=0:00:11.114696, arrival_time=2021-04-15 02:25:14.908079, cost_time=0:00:02.008678 2021-04-15 02:25:04,321 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=1.32ms, fps=4851 images/s, loss=0.8036, top1-acc=75.87%, top5-acc=95.71%, remaining_time=0:00:09.893832, arrival_time=2021-04-15 02:25:14.215366, cost_time=0:00:02.536900 2021-04-15 02:25:04,855 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=1.43ms, fps=4799 images/s, loss=0.7999, top1-acc=75.81%, top5-acc=95.80%, remaining_time=0:00:08.966444, arrival_time=2021-04-15 02:25:13.821915, cost_time=0:00:03.070708 2021-04-15 02:25:05,386 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=1.32ms, fps=4829 images/s, loss=0.8003, top1-acc=75.75%, top5-acc=95.79%, remaining_time=0:00:08.163536, arrival_time=2021-04-15 02:25:13.549705, cost_time=0:00:03.601532 2021-04-15 02:25:05,914 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=1.40ms, fps=4846 images/s, loss=0.7957, top1-acc=76.00%, top5-acc=95.85%, remaining_time=0:00:07.434378, arrival_time=2021-04-15 02:25:13.349198, cost_time=0:00:04.130186 2021-04-15 02:25:06,451 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=1.30ms, fps=4772 images/s, loss=0.8003, top1-acc=75.91%, top5-acc=95.85%, remaining_time=0:00:06.767208, arrival_time=2021-04-15 02:25:13.218955, cost_time=0:00:04.667036 2021-04-15 02:25:07,022 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=1.52ms, fps=4490 images/s, loss=0.7996, top1-acc=76.09%, top5-acc=95.81%, remaining_time=0:00:06.168882, arrival_time=2021-04-15 02:25:13.191248, cost_time=0:00:05.237733 2021-04-15 02:25:07,611 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=1.30ms, fps=4352 images/s, loss=0.8073, top1-acc=75.86%, top5-acc=95.74%, remaining_time=0:00:05.593248, arrival_time=2021-04-15 02:25:13.204223, cost_time=0:00:05.826345 2021-04-15 02:25:08,205 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=1.24ms, fps=4311 images/s, loss=0.8116, top1-acc=75.69%, top5-acc=95.66%, remaining_time=0:00:05.019648, arrival_time=2021-04-15 02:25:13.225012, cost_time=0:00:06.420533 2021-04-15 02:25:08,809 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=1.36ms, fps=4240 images/s, loss=0.8120, top1-acc=75.62%, top5-acc=95.69%, remaining_time=0:00:04.449268, arrival_time=2021-04-15 02:25:13.259024, cost_time=0:00:07.025108 2021-04-15 02:25:09,355 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.36ms, fps=4695 images/s, loss=0.8123, top1-acc=75.61%, top5-acc=95.75%, remaining_time=0:00:03.843576, arrival_time=2021-04-15 02:25:13.198928, cost_time=0:00:07.570731 2021-04-15 02:25:09,920 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=1.33ms, fps=4535 images/s, loss=0.8126, top1-acc=75.56%, top5-acc=95.75%, remaining_time=0:00:03.254216, arrival_time=2021-04-15 02:25:13.174344, cost_time=0:00:08.135505 2021-04-15 02:25:10,498 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=1.24ms, fps=4425 images/s, loss=0.8133, top1-acc=75.54%, top5-acc=95.73%, remaining_time=0:00:02.672370, arrival_time=2021-04-15 02:25:13.171302, cost_time=0:00:08.714309 2021-04-15 02:25:11,085 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=1.31ms, fps=4367 images/s, loss=0.8153, top1-acc=75.49%, top5-acc=95.67%, remaining_time=0:00:02.092680, arrival_time=2021-04-15 02:25:13.178238, cost_time=0:00:09.300852 2021-04-15 02:25:11,642 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.57ms, fps=4604 images/s, loss=0.8159, top1-acc=75.51%, top5-acc=95.68%, remaining_time=0:00:01.507610, arrival_time=2021-04-15 02:25:13.149682, cost_time=0:00:09.857430 2021-04-15 02:25:12,213 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=1.22ms, fps=4485 images/s, loss=0.8177, top1-acc=75.45%, top5-acc=95.66%, remaining_time=0:00:00.926992, arrival_time=2021-04-15 02:25:13.140349, cost_time=0:00:10.428731 2021-04-15 02:25:12,837 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.09ms, fps=4107 images/s, loss=0.8201, top1-acc=75.38%, top5-acc=95.62%, remaining_time=0:00:00.349026, arrival_time=2021-04-15 02:25:13.186077, cost_time=0:00:11.052438 2021-04-15 02:25:13,216 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=0.06ms, fps=3584 images/s, loss=0.8205, top1-acc=75.38%, top5-acc=95.62%, remaining_time=0:00:00, arrival_time=2021-04-15 02:25:13.216890, cost_time=0:00:11.432260 2021-04-15 02:25:13,604 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=2.01ms, fps=6628 images/s, loss=1.4836, top1-acc=61.13%, top5-acc=86.13%, remaining_time=0:00:01.158720, arrival_time=2021-04-15 02:25:14.763554, cost_time=0:00:00.386242 2021-04-15 02:25:13,873 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=24.94ms, fps=9555 images/s, loss=1.4923, top1-acc=60.51%, top5-acc=86.50%, remaining_time=0:00:00.654520, arrival_time=2021-04-15 02:25:14.527712, cost_time=0:00:00.654514 2021-04-15 02:25:14,188 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=43.44ms, fps=8133 images/s, loss=1.4827, top1-acc=60.36%, top5-acc=86.58%, remaining_time=0:00:00.323270, arrival_time=2021-04-15 02:25:14.511718, cost_time=0:00:00.969807 2021-04-15 02:25:14,455 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=0.06ms, fps=8717 images/s, loss=1.4911, top1-acc=60.27%, top5-acc=86.39%, remaining_time=0:00:00, arrival_time=2021-04-15 02:25:14.455025, cost_time=0:00:01.236457 2021-04-15 02:25:14,515 INFO : Epoch=0118 complete, best val top1-acc=61.43%, top5-acc=87.35% (epoch=117), remaining_time=0:17:33.787412, arrival_time=2021-04-15 02:42:48.302399, cost_time=0:25:16.425779 2021-04-15 02:25:14,516 INFO : Train start, epoch=0119, lr=0.036050 2021-04-15 02:25:15,265 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=1.47ms, fps=3419 images/s, loss=0.7884, top1-acc=76.41%, top5-acc=96.25%, remaining_time=0:00:13.928424, arrival_time=2021-04-15 02:25:29.193587, cost_time=0:00:00.748842 2021-04-15 02:25:15,894 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=1.30ms, fps=4069 images/s, loss=0.7680, top1-acc=77.03%, top5-acc=96.07%, remaining_time=0:00:12.129392, arrival_time=2021-04-15 02:25:28.024149, cost_time=0:00:01.378346 2021-04-15 02:25:16,485 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=1.45ms, fps=4338 images/s, loss=0.7745, top1-acc=76.76%, top5-acc=96.02%, remaining_time=0:00:10.895244, arrival_time=2021-04-15 02:25:27.380583, cost_time=0:00:01.969012 2021-04-15 02:25:17,058 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=1.66ms, fps=4471 images/s, loss=0.7785, top1-acc=76.41%, top5-acc=96.04%, remaining_time=0:00:09.913644, arrival_time=2021-04-15 02:25:26.971915, cost_time=0:00:02.541942 2021-04-15 02:25:17,632 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=1.99ms, fps=4465 images/s, loss=0.7854, top1-acc=76.36%, top5-acc=95.92%, remaining_time=0:00:09.097698, arrival_time=2021-04-15 02:25:26.729738, cost_time=0:00:03.115659 2021-04-15 02:25:18,208 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=1.44ms, fps=4442 images/s, loss=0.7861, top1-acc=76.39%, top5-acc=95.89%, remaining_time=0:00:08.369304, arrival_time=2021-04-15 02:25:26.578024, cost_time=0:00:03.692357 2021-04-15 02:25:18,819 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=1.31ms, fps=4192 images/s, loss=0.7906, top1-acc=76.21%, top5-acc=95.93%, remaining_time=0:00:07.746354, arrival_time=2021-04-15 02:25:26.566231, cost_time=0:00:04.303550 2021-04-15 02:25:19,402 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=1.21ms, fps=4393 images/s, loss=0.7889, top1-acc=76.25%, top5-acc=95.93%, remaining_time=0:00:07.085512, arrival_time=2021-04-15 02:25:26.488411, cost_time=0:00:04.886579 2021-04-15 02:25:20,001 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=1.30ms, fps=4282 images/s, loss=0.7881, top1-acc=76.24%, top5-acc=95.92%, remaining_time=0:00:06.459852, arrival_time=2021-04-15 02:25:26.461008, cost_time=0:00:05.484760 2021-04-15 02:25:20,571 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=1.26ms, fps=4491 images/s, loss=0.7891, top1-acc=76.16%, top5-acc=95.92%, remaining_time=0:00:05.812992, arrival_time=2021-04-15 02:25:26.384562, cost_time=0:00:06.055242 2021-04-15 02:25:21,141 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=1.28ms, fps=4496 images/s, loss=0.7914, top1-acc=76.12%, top5-acc=95.87%, remaining_time=0:00:05.179522, arrival_time=2021-04-15 02:25:26.320946, cost_time=0:00:06.625015 2021-04-15 02:25:21,695 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=1.24ms, fps=4626 images/s, loss=0.7946, top1-acc=75.97%, top5-acc=95.82%, remaining_time=0:00:04.546700, arrival_time=2021-04-15 02:25:26.241988, cost_time=0:00:07.178964 2021-04-15 02:25:22,277 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=1.49ms, fps=4398 images/s, loss=0.7943, top1-acc=75.99%, top5-acc=95.83%, remaining_time=0:00:03.940398, arrival_time=2021-04-15 02:25:26.218104, cost_time=0:00:07.761386 2021-04-15 02:25:22,832 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=1.69ms, fps=4621 images/s, loss=0.7960, top1-acc=75.95%, top5-acc=95.83%, remaining_time=0:00:03.326288, arrival_time=2021-04-15 02:25:26.158472, cost_time=0:00:08.315725 2021-04-15 02:25:23,450 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=1.43ms, fps=4143 images/s, loss=0.8009, top1-acc=75.82%, top5-acc=95.77%, remaining_time=0:00:02.739852, arrival_time=2021-04-15 02:25:26.190446, cost_time=0:00:08.934242 2021-04-15 02:25:23,993 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=1.25ms, fps=4715 images/s, loss=0.8016, top1-acc=75.78%, top5-acc=95.78%, remaining_time=0:00:02.132460, arrival_time=2021-04-15 02:25:26.126382, cost_time=0:00:09.477599 2021-04-15 02:25:24,549 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=1.32ms, fps=4612 images/s, loss=0.8026, top1-acc=75.71%, top5-acc=95.74%, remaining_time=0:00:01.534468, arrival_time=2021-04-15 02:25:26.083841, cost_time=0:00:10.033011 2021-04-15 02:25:25,087 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=1.16ms, fps=4763 images/s, loss=0.8047, top1-acc=75.63%, top5-acc=95.71%, remaining_time=0:00:00.939648, arrival_time=2021-04-15 02:25:26.026928, cost_time=0:00:10.570962 2021-04-15 02:25:25,636 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.04ms, fps=4665 images/s, loss=0.8082, top1-acc=75.49%, top5-acc=95.69%, remaining_time=0:00:00.351162, arrival_time=2021-04-15 02:25:25.987581, cost_time=0:00:11.120042 2021-04-15 02:25:25,979 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=0.06ms, fps=3967 images/s, loss=0.8102, top1-acc=75.49%, top5-acc=95.66%, remaining_time=0:00:00, arrival_time=2021-04-15 02:25:25.979688, cost_time=0:00:11.463322 2021-04-15 02:25:26,374 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=0.18ms, fps=6530 images/s, loss=1.5110, top1-acc=60.20%, top5-acc=86.48%, remaining_time=0:00:01.176060, arrival_time=2021-04-15 02:25:27.550180, cost_time=0:00:00.392016 2021-04-15 02:25:26,681 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=0.15ms, fps=8332 images/s, loss=1.4917, top1-acc=59.92%, top5-acc=86.93%, remaining_time=0:00:00.699580, arrival_time=2021-04-15 02:25:27.381255, cost_time=0:00:00.699576 2021-04-15 02:25:27,024 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=0.19ms, fps=7482 images/s, loss=1.4760, top1-acc=60.12%, top5-acc=86.98%, remaining_time=0:00:00.347350, arrival_time=2021-04-15 02:25:27.371498, cost_time=0:00:01.042043 2021-04-15 02:25:27,328 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=0.08ms, fps=7642 images/s, loss=1.4443, top1-acc=60.44%, top5-acc=86.85%, remaining_time=0:00:00, arrival_time=2021-04-15 02:25:27.328025, cost_time=0:00:01.345935 2021-04-15 02:25:27,396 INFO : Epoch=0119 complete, best val top1-acc=61.43%, top5-acc=87.35% (epoch=117), remaining_time=0:17:20.957163, arrival_time=2021-04-15 02:42:48.353864, cost_time=0:25:29.307490 2021-04-15 02:25:27,397 INFO : Train start, epoch=0120, lr=0.035298 2021-04-15 02:25:28,113 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=1.56ms, fps=3576 images/s, loss=0.7765, top1-acc=77.07%, top5-acc=96.41%, remaining_time=0:00:13.315926, arrival_time=2021-04-15 02:25:41.429792, cost_time=0:00:00.715914 2021-04-15 02:25:28,642 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=1.38ms, fps=4847 images/s, loss=0.7616, top1-acc=77.30%, top5-acc=96.64%, remaining_time=0:00:10.951600, arrival_time=2021-04-15 02:25:39.594047, cost_time=0:00:01.244497 2021-04-15 02:25:29,171 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=1.40ms, fps=4845 images/s, loss=0.7703, top1-acc=77.20%, top5-acc=96.41%, remaining_time=0:00:09.811928, arrival_time=2021-04-15 02:25:38.983101, cost_time=0:00:01.773226 2021-04-15 02:25:29,700 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=1.26ms, fps=4842 images/s, loss=0.7618, top1-acc=77.48%, top5-acc=96.52%, remaining_time=0:00:08.979048, arrival_time=2021-04-15 02:25:38.679309, cost_time=0:00:02.302324 2021-04-15 02:25:30,273 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=1.50ms, fps=4468 images/s, loss=0.7606, top1-acc=77.43%, top5-acc=96.45%, remaining_time=0:00:08.396898, arrival_time=2021-04-15 02:25:38.670503, cost_time=0:00:02.875660 2021-04-15 02:25:30,897 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=1.25ms, fps=4108 images/s, loss=0.7605, top1-acc=77.29%, top5-acc=96.45%, remaining_time=0:00:07.931520, arrival_time=2021-04-15 02:25:38.828648, cost_time=0:00:03.499189 2021-04-15 02:25:31,537 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=1.60ms, fps=4001 images/s, loss=0.7600, top1-acc=77.29%, top5-acc=96.48%, remaining_time=0:00:07.450884, arrival_time=2021-04-15 02:25:38.988270, cost_time=0:00:04.139414 2021-04-15 02:25:32,148 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=1.24ms, fps=4193 images/s, loss=0.7589, top1-acc=77.40%, top5-acc=96.44%, remaining_time=0:00:06.888080, arrival_time=2021-04-15 02:25:39.036419, cost_time=0:00:04.750392 2021-04-15 02:25:32,758 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=1.59ms, fps=4199 images/s, loss=0.7655, top1-acc=77.29%, top5-acc=96.28%, remaining_time=0:00:06.313360, arrival_time=2021-04-15 02:25:39.071889, cost_time=0:00:05.360371 2021-04-15 02:25:33,335 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=1.28ms, fps=4443 images/s, loss=0.7694, top1-acc=77.16%, top5-acc=96.20%, remaining_time=0:00:05.699808, arrival_time=2021-04-15 02:25:39.035094, cost_time=0:00:05.937332 2021-04-15 02:25:33,900 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=1.37ms, fps=4529 images/s, loss=0.7708, top1-acc=77.07%, top5-acc=96.23%, remaining_time=0:00:05.084148, arrival_time=2021-04-15 02:25:38.985034, cost_time=0:00:06.502942 2021-04-15 02:25:34,498 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=1.57ms, fps=4290 images/s, loss=0.7783, top1-acc=76.86%, top5-acc=96.12%, remaining_time=0:00:04.496692, arrival_time=2021-04-15 02:25:38.994719, cost_time=0:00:07.100011 2021-04-15 02:25:35,111 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=1.24ms, fps=4178 images/s, loss=0.7836, top1-acc=76.70%, top5-acc=96.05%, remaining_time=0:00:03.915912, arrival_time=2021-04-15 02:25:39.027062, cost_time=0:00:07.713196 2021-04-15 02:25:35,643 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=1.36ms, fps=4809 images/s, loss=0.7851, top1-acc=76.67%, top5-acc=96.03%, remaining_time=0:00:03.298344, arrival_time=2021-04-15 02:25:38.942171, cost_time=0:00:08.245883 2021-04-15 02:25:36,216 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.32ms, fps=4474 images/s, loss=0.7883, top1-acc=76.55%, top5-acc=95.99%, remaining_time=0:00:02.704294, arrival_time=2021-04-15 02:25:38.920767, cost_time=0:00:08.818424 2021-04-15 02:25:36,798 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=1.60ms, fps=4403 images/s, loss=0.7921, top1-acc=76.42%, top5-acc=95.96%, remaining_time=0:00:02.115072, arrival_time=2021-04-15 02:25:38.913435, cost_time=0:00:09.400373 2021-04-15 02:25:37,357 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.21ms, fps=4583 images/s, loss=0.7966, top1-acc=76.23%, top5-acc=95.94%, remaining_time=0:00:01.523210, arrival_time=2021-04-15 02:25:38.880625, cost_time=0:00:09.959471 2021-04-15 02:25:37,928 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=1.25ms, fps=4488 images/s, loss=0.7998, top1-acc=76.09%, top5-acc=95.92%, remaining_time=0:00:00.936016, arrival_time=2021-04-15 02:25:38.864167, cost_time=0:00:10.530168 2021-04-15 02:25:38,491 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=1.06ms, fps=4547 images/s, loss=0.8027, top1-acc=76.02%, top5-acc=95.89%, remaining_time=0:00:00.350328, arrival_time=2021-04-15 02:25:38.841998, cost_time=0:00:11.093663 2021-04-15 02:25:38,800 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=0.06ms, fps=4407 images/s, loss=0.8047, top1-acc=75.99%, top5-acc=95.87%, remaining_time=0:00:00, arrival_time=2021-04-15 02:25:38.800729, cost_time=0:00:11.402796 2021-04-15 02:25:39,223 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=0.38ms, fps=6078 images/s, loss=1.4762, top1-acc=60.47%, top5-acc=86.33%, remaining_time=0:00:01.263480, arrival_time=2021-04-15 02:25:40.487058, cost_time=0:00:00.421161 2021-04-15 02:25:39,491 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=0.24ms, fps=9575 images/s, loss=1.4585, top1-acc=60.41%, top5-acc=86.43%, remaining_time=0:00:00.689020, arrival_time=2021-04-15 02:25:40.180417, cost_time=0:00:00.689021 2021-04-15 02:25:39,872 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=0.29ms, fps=6729 images/s, loss=1.4805, top1-acc=59.53%, top5-acc=86.17%, remaining_time=0:00:00.356630, arrival_time=2021-04-15 02:25:40.228864, cost_time=0:00:01.069898 2021-04-15 02:25:40,141 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=0.05ms, fps=8617 images/s, loss=1.4948, top1-acc=59.73%, top5-acc=86.20%, remaining_time=0:00:00, arrival_time=2021-04-15 02:25:40.141819, cost_time=0:00:01.339491 2021-04-15 02:25:40,199 INFO : Epoch=0120 complete, best val top1-acc=61.43%, top5-acc=87.35% (epoch=117), remaining_time=0:17:08.073600, arrival_time=2021-04-15 02:42:48.273156, cost_time=0:25:42.110349 2021-04-15 02:25:40,200 INFO : Train start, epoch=0121, lr=0.034549 2021-04-15 02:25:40,935 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=0.17ms, fps=3484 images/s, loss=0.7348, top1-acc=78.32%, top5-acc=96.64%, remaining_time=0:00:13.665792, arrival_time=2021-04-15 02:25:54.601406, cost_time=0:00:00.734723 2021-04-15 02:25:41,479 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=1.61ms, fps=4711 images/s, loss=0.7465, top1-acc=77.68%, top5-acc=96.43%, remaining_time=0:00:11.250096, arrival_time=2021-04-15 02:25:52.729412, cost_time=0:00:01.278422 2021-04-15 02:25:42,041 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=1.41ms, fps=4557 images/s, loss=0.7415, top1-acc=77.75%, top5-acc=96.55%, remaining_time=0:00:10.183934, arrival_time=2021-04-15 02:25:52.225303, cost_time=0:00:01.840482 2021-04-15 02:25:42,623 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=1.96ms, fps=4398 images/s, loss=0.7462, top1-acc=77.54%, top5-acc=96.50%, remaining_time=0:00:09.449388, arrival_time=2021-04-15 02:25:52.073198, cost_time=0:00:02.422913 2021-04-15 02:25:43,208 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=1.46ms, fps=4378 images/s, loss=0.7354, top1-acc=77.87%, top5-acc=96.54%, remaining_time=0:00:08.783214, arrival_time=2021-04-15 02:25:51.992056, cost_time=0:00:03.007947 2021-04-15 02:25:43,760 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=1.36ms, fps=4645 images/s, loss=0.7421, top1-acc=77.62%, top5-acc=96.41%, remaining_time=0:00:08.067928, arrival_time=2021-04-15 02:25:51.828230, cost_time=0:00:03.559407 2021-04-15 02:25:44,300 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=1.43ms, fps=4738 images/s, loss=0.7497, top1-acc=77.36%, top5-acc=96.34%, remaining_time=0:00:07.380072, arrival_time=2021-04-15 02:25:51.680996, cost_time=0:00:04.100034 2021-04-15 02:25:44,886 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=1.27ms, fps=4393 images/s, loss=0.7532, top1-acc=77.28%, top5-acc=96.24%, remaining_time=0:00:06.793888, arrival_time=2021-04-15 02:25:51.680258, cost_time=0:00:04.685479 2021-04-15 02:25:45,466 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=1.35ms, fps=4420 images/s, loss=0.7599, top1-acc=77.05%, top5-acc=96.17%, remaining_time=0:00:06.201000, arrival_time=2021-04-15 02:25:51.667027, cost_time=0:00:05.265001 2021-04-15 02:25:46,044 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=1.34ms, fps=4428 images/s, loss=0.7630, top1-acc=77.03%, top5-acc=96.14%, remaining_time=0:00:05.609952, arrival_time=2021-04-15 02:25:51.654573, cost_time=0:00:05.843715 2021-04-15 02:25:46,596 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.66ms, fps=4640 images/s, loss=0.7677, top1-acc=76.88%, top5-acc=96.15%, remaining_time=0:00:05.000298, arrival_time=2021-04-15 02:25:51.596985, cost_time=0:00:06.395756 2021-04-15 02:25:47,148 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=1.13ms, fps=4648 images/s, loss=0.7710, top1-acc=76.83%, top5-acc=96.09%, remaining_time=0:00:04.399716, arrival_time=2021-04-15 02:25:51.547632, cost_time=0:00:06.946939 2021-04-15 02:25:47,770 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=1.37ms, fps=4114 images/s, loss=0.7743, top1-acc=76.70%, top5-acc=96.09%, remaining_time=0:00:03.843048, arrival_time=2021-04-15 02:25:51.613654, cost_time=0:00:07.569701 2021-04-15 02:25:48,364 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=1.40ms, fps=4311 images/s, loss=0.7775, top1-acc=76.72%, top5-acc=96.05%, remaining_time=0:00:03.265528, arrival_time=2021-04-15 02:25:51.630259, cost_time=0:00:08.163836 2021-04-15 02:25:48,910 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=1.27ms, fps=4694 images/s, loss=0.7788, top1-acc=76.66%, top5-acc=96.06%, remaining_time=0:00:02.670944, arrival_time=2021-04-15 02:25:51.581436, cost_time=0:00:08.709531 2021-04-15 02:25:49,457 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=1.38ms, fps=4688 images/s, loss=0.7791, top1-acc=76.61%, top5-acc=96.09%, remaining_time=0:00:02.082600, arrival_time=2021-04-15 02:25:51.539572, cost_time=0:00:09.256048 2021-04-15 02:25:49,989 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=1.31ms, fps=4816 images/s, loss=0.7822, top1-acc=76.53%, top5-acc=96.02%, remaining_time=0:00:01.497002, arrival_time=2021-04-15 02:25:51.485995, cost_time=0:00:09.788108 2021-04-15 02:25:50,571 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.27ms, fps=4398 images/s, loss=0.7837, top1-acc=76.47%, top5-acc=95.96%, remaining_time=0:00:00.921824, arrival_time=2021-04-15 02:25:51.493267, cost_time=0:00:10.370553 2021-04-15 02:25:51,132 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.04ms, fps=4566 images/s, loss=0.7864, top1-acc=76.36%, top5-acc=95.95%, remaining_time=0:00:00.345204, arrival_time=2021-04-15 02:25:51.477709, cost_time=0:00:10.931521 2021-04-15 02:25:51,457 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=0.05ms, fps=4195 images/s, loss=0.7900, top1-acc=76.25%, top5-acc=95.93%, remaining_time=0:00:00, arrival_time=2021-04-15 02:25:51.457153, cost_time=0:00:11.256275 2021-04-15 02:25:51,808 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=1.87ms, fps=7316 images/s, loss=1.5379, top1-acc=58.67%, top5-acc=86.05%, remaining_time=0:00:01.049760, arrival_time=2021-04-15 02:25:52.858447, cost_time=0:00:00.349920 2021-04-15 02:25:52,074 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=0.17ms, fps=9646 images/s, loss=1.5125, top1-acc=58.75%, top5-acc=86.31%, remaining_time=0:00:00.615600, arrival_time=2021-04-15 02:25:52.689974, cost_time=0:00:00.615608 2021-04-15 02:25:52,329 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=1.81ms, fps=10031 images/s, loss=1.5160, top1-acc=59.11%, top5-acc=86.39%, remaining_time=0:00:00.290370, arrival_time=2021-04-15 02:25:52.620254, cost_time=0:00:00.871120 2021-04-15 02:25:52,614 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=0.07ms, fps=8171 images/s, loss=1.5296, top1-acc=58.91%, top5-acc=86.35%, remaining_time=0:00:00, arrival_time=2021-04-15 02:25:52.614135, cost_time=0:00:01.155381 2021-04-15 02:25:52,672 INFO : Epoch=0121 complete, best val top1-acc=61.43%, top5-acc=87.35% (epoch=117), remaining_time=0:16:54.975884, arrival_time=2021-04-15 02:42:47.648391, cost_time=0:25:54.583305 2021-04-15 02:25:52,673 INFO : Train start, epoch=0122, lr=0.033804 2021-04-15 02:25:53,417 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=0.17ms, fps=3442 images/s, loss=0.7592, top1-acc=77.77%, top5-acc=95.98%, remaining_time=0:00:13.833564, arrival_time=2021-04-15 02:26:07.251026, cost_time=0:00:00.743743 2021-04-15 02:25:53,983 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=1.31ms, fps=4523 images/s, loss=0.7643, top1-acc=77.29%, top5-acc=96.15%, remaining_time=0:00:11.529760, arrival_time=2021-04-15 02:26:05.513655, cost_time=0:00:01.310209 2021-04-15 02:25:54,564 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=1.35ms, fps=4416 images/s, loss=0.7572, top1-acc=77.38%, top5-acc=96.20%, remaining_time=0:00:10.459494, arrival_time=2021-04-15 02:26:05.023456, cost_time=0:00:01.890274 2021-04-15 02:25:55,098 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=1.26ms, fps=4795 images/s, loss=0.7532, top1-acc=77.35%, top5-acc=96.33%, remaining_time=0:00:09.455316, arrival_time=2021-04-15 02:26:04.553535, cost_time=0:00:02.424433 2021-04-15 02:25:55,637 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=1.26ms, fps=4752 images/s, loss=0.7549, top1-acc=77.27%, top5-acc=96.28%, remaining_time=0:00:08.653712, arrival_time=2021-04-15 02:26:04.291006, cost_time=0:00:02.963609 2021-04-15 02:25:56,182 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=1.23ms, fps=4696 images/s, loss=0.7562, top1-acc=77.12%, top5-acc=96.30%, remaining_time=0:00:07.953960, arrival_time=2021-04-15 02:26:04.136732, cost_time=0:00:03.509097 2021-04-15 02:25:56,748 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=1.24ms, fps=4527 images/s, loss=0.7576, top1-acc=77.10%, top5-acc=96.24%, remaining_time=0:00:07.334838, arrival_time=2021-04-15 02:26:04.083420, cost_time=0:00:04.074902 2021-04-15 02:25:57,312 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=1.32ms, fps=4546 images/s, loss=0.7596, top1-acc=77.03%, top5-acc=96.26%, remaining_time=0:00:06.725680, arrival_time=2021-04-15 02:26:04.037748, cost_time=0:00:04.638392 2021-04-15 02:25:57,886 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=1.32ms, fps=4464 images/s, loss=0.7618, top1-acc=76.91%, top5-acc=96.26%, remaining_time=0:00:06.138778, arrival_time=2021-04-15 02:26:04.024765, cost_time=0:00:05.212199 2021-04-15 02:25:58,480 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=1.52ms, fps=4311 images/s, loss=0.7638, top1-acc=76.77%, top5-acc=96.23%, remaining_time=0:00:05.574336, arrival_time=2021-04-15 02:26:04.054618, cost_time=0:00:05.806594 2021-04-15 02:25:59,023 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=1.56ms, fps=4716 images/s, loss=0.7709, top1-acc=76.66%, top5-acc=96.14%, remaining_time=0:00:04.964350, arrival_time=2021-04-15 02:26:03.987906, cost_time=0:00:06.349784 2021-04-15 02:25:59,620 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=1.33ms, fps=4293 images/s, loss=0.7688, top1-acc=76.77%, top5-acc=96.14%, remaining_time=0:00:04.399564, arrival_time=2021-04-15 02:26:04.019940, cost_time=0:00:06.946629 2021-04-15 02:26:00,241 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=1.32ms, fps=4126 images/s, loss=0.7705, top1-acc=76.71%, top5-acc=96.11%, remaining_time=0:00:03.841992, arrival_time=2021-04-15 02:26:04.083328, cost_time=0:00:07.567609 2021-04-15 02:26:00,815 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=1.18ms, fps=4464 images/s, loss=0.7724, top1-acc=76.70%, top5-acc=96.06%, remaining_time=0:00:03.256624, arrival_time=2021-04-15 02:26:04.071801, cost_time=0:00:08.141495 2021-04-15 02:26:01,386 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=1.40ms, fps=4488 images/s, loss=0.7755, top1-acc=76.64%, top5-acc=96.05%, remaining_time=0:00:02.671772, arrival_time=2021-04-15 02:26:04.057763, cost_time=0:00:08.712226 2021-04-15 02:26:01,914 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=1.35ms, fps=4850 images/s, loss=0.7754, top1-acc=76.65%, top5-acc=96.05%, remaining_time=0:00:02.079108, arrival_time=2021-04-15 02:26:03.993348, cost_time=0:00:09.240554 2021-04-15 02:26:02,444 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=1.28ms, fps=4833 images/s, loss=0.7781, top1-acc=76.57%, top5-acc=96.06%, remaining_time=0:00:01.494324, arrival_time=2021-04-15 02:26:03.938550, cost_time=0:00:09.770543 2021-04-15 02:26:02,971 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=1.23ms, fps=4858 images/s, loss=0.7773, top1-acc=76.59%, top5-acc=96.08%, remaining_time=0:00:00.915360, arrival_time=2021-04-15 02:26:03.886873, cost_time=0:00:10.297826 2021-04-15 02:26:03,504 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=1.12ms, fps=4803 images/s, loss=0.7803, top1-acc=76.50%, top5-acc=96.03%, remaining_time=0:00:00.342036, arrival_time=2021-04-15 02:26:03.846954, cost_time=0:00:10.831172 2021-04-15 02:26:03,809 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=0.05ms, fps=4470 images/s, loss=0.7803, top1-acc=76.52%, top5-acc=96.04%, remaining_time=0:00:00, arrival_time=2021-04-15 02:26:03.809572, cost_time=0:00:11.135899 2021-04-15 02:26:04,178 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=19.11ms, fps=6979 images/s, loss=1.4636, top1-acc=60.98%, top5-acc=86.80%, remaining_time=0:00:01.100460, arrival_time=2021-04-15 02:26:05.278432, cost_time=0:00:00.366816 2021-04-15 02:26:04,434 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=0.18ms, fps=9975 images/s, loss=1.4668, top1-acc=60.35%, top5-acc=87.11%, remaining_time=0:00:00.623780, arrival_time=2021-04-15 02:26:05.058696, cost_time=0:00:00.623784 2021-04-15 02:26:04,765 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=48.69ms, fps=7741 images/s, loss=1.4572, top1-acc=60.30%, top5-acc=87.10%, remaining_time=0:00:00.318260, arrival_time=2021-04-15 02:26:05.084195, cost_time=0:00:00.954788 2021-04-15 02:26:05,018 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=0.05ms, fps=9210 images/s, loss=1.4342, top1-acc=60.67%, top5-acc=87.09%, remaining_time=0:00:00, arrival_time=2021-04-15 02:26:05.018136, cost_time=0:00:01.207008 2021-04-15 02:26:05,077 INFO : Epoch=0122 complete, best val top1-acc=61.43%, top5-acc=87.35% (epoch=117), remaining_time=0:16:41.844714, arrival_time=2021-04-15 02:42:46.921776, cost_time=0:26:06.987860 2021-04-15 02:26:05,078 INFO : Train start, epoch=0123, lr=0.033063 2021-04-15 02:26:05,795 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=0.17ms, fps=3571 images/s, loss=0.7734, top1-acc=76.91%, top5-acc=96.48%, remaining_time=0:00:13.332852, arrival_time=2021-04-15 02:26:19.127997, cost_time=0:00:00.716819 2021-04-15 02:26:06,343 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=1.34ms, fps=4675 images/s, loss=0.7725, top1-acc=77.03%, top5-acc=96.41%, remaining_time=0:00:11.131120, arrival_time=2021-04-15 02:26:17.474277, cost_time=0:00:01.264901 2021-04-15 02:26:06,925 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=1.32ms, fps=4403 images/s, loss=0.7602, top1-acc=77.42%, top5-acc=96.35%, remaining_time=0:00:10.218462, arrival_time=2021-04-15 02:26:17.143568, cost_time=0:00:01.846696 2021-04-15 02:26:07,476 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=1.38ms, fps=4650 images/s, loss=0.7510, top1-acc=77.71%, top5-acc=96.24%, remaining_time=0:00:09.351732, arrival_time=2021-04-15 02:26:16.827868, cost_time=0:00:02.397865 2021-04-15 02:26:08,013 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=1.34ms, fps=4766 images/s, loss=0.7480, top1-acc=77.62%, top5-acc=96.27%, remaining_time=0:00:08.571660, arrival_time=2021-04-15 02:26:16.585426, cost_time=0:00:02.935517 2021-04-15 02:26:08,562 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=1.28ms, fps=4668 images/s, loss=0.7485, top1-acc=77.53%, top5-acc=96.30%, remaining_time=0:00:07.897656, arrival_time=2021-04-15 02:26:16.460223, cost_time=0:00:03.484270 2021-04-15 02:26:09,145 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=1.26ms, fps=4399 images/s, loss=0.7538, top1-acc=77.37%, top5-acc=96.22%, remaining_time=0:00:07.319970, arrival_time=2021-04-15 02:26:16.464965, cost_time=0:00:04.066681 2021-04-15 02:26:09,747 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.28ms, fps=4253 images/s, loss=0.7539, top1-acc=77.32%, top5-acc=96.26%, remaining_time=0:00:06.770108, arrival_time=2021-04-15 02:26:16.517452, cost_time=0:00:04.669072 2021-04-15 02:26:10,304 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=1.26ms, fps=4600 images/s, loss=0.7516, top1-acc=77.29%, top5-acc=96.33%, remaining_time=0:00:06.155102, arrival_time=2021-04-15 02:26:16.459366, cost_time=0:00:05.226020 2021-04-15 02:26:10,859 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=1.27ms, fps=4612 images/s, loss=0.7537, top1-acc=77.27%, top5-acc=96.34%, remaining_time=0:00:05.550144, arrival_time=2021-04-15 02:26:16.409811, cost_time=0:00:05.781421 2021-04-15 02:26:11,438 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=1.23ms, fps=4426 images/s, loss=0.7571, top1-acc=77.12%, top5-acc=96.34%, remaining_time=0:00:04.972434, arrival_time=2021-04-15 02:26:16.410819, cost_time=0:00:06.360135 2021-04-15 02:26:12,028 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.46ms, fps=4339 images/s, loss=0.7589, top1-acc=77.02%, top5-acc=96.33%, remaining_time=0:00:04.401996, arrival_time=2021-04-15 02:26:16.430738, cost_time=0:00:06.950494 2021-04-15 02:26:12,606 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=1.20ms, fps=4436 images/s, loss=0.7624, top1-acc=76.87%, top5-acc=96.29%, remaining_time=0:00:03.821862, arrival_time=2021-04-15 02:26:16.428011, cost_time=0:00:07.527907 2021-04-15 02:26:13,215 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=1.31ms, fps=4203 images/s, loss=0.7652, top1-acc=76.80%, top5-acc=96.26%, remaining_time=0:00:03.254944, arrival_time=2021-04-15 02:26:16.470534, cost_time=0:00:08.137339 2021-04-15 02:26:13,830 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.29ms, fps=4165 images/s, loss=0.7722, top1-acc=76.58%, top5-acc=96.22%, remaining_time=0:00:02.684054, arrival_time=2021-04-15 02:26:16.514654, cost_time=0:00:08.752355 2021-04-15 02:26:14,403 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=1.46ms, fps=4474 images/s, loss=0.7762, top1-acc=76.50%, top5-acc=96.15%, remaining_time=0:00:02.098116, arrival_time=2021-04-15 02:26:16.501286, cost_time=0:00:09.324921 2021-04-15 02:26:14,996 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=1.29ms, fps=4321 images/s, loss=0.7765, top1-acc=76.52%, top5-acc=96.16%, remaining_time=0:00:01.516840, arrival_time=2021-04-15 02:26:16.512860, cost_time=0:00:09.917774 2021-04-15 02:26:15,572 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=1.41ms, fps=4442 images/s, loss=0.7762, top1-acc=76.49%, top5-acc=96.16%, remaining_time=0:00:00.932832, arrival_time=2021-04-15 02:26:16.505499, cost_time=0:00:10.494423 2021-04-15 02:26:16,107 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.05ms, fps=4790 images/s, loss=0.7779, top1-acc=76.42%, top5-acc=96.15%, remaining_time=0:00:00.348294, arrival_time=2021-04-15 02:26:16.455851, cost_time=0:00:11.029237 2021-04-15 02:26:16,418 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=0.05ms, fps=4385 images/s, loss=0.7800, top1-acc=76.38%, top5-acc=96.13%, remaining_time=0:00:00, arrival_time=2021-04-15 02:26:16.418143, cost_time=0:00:11.339867 2021-04-15 02:26:16,808 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=0.33ms, fps=6595 images/s, loss=1.4208, top1-acc=60.59%, top5-acc=87.50%, remaining_time=0:00:01.164420, arrival_time=2021-04-15 02:26:17.972528, cost_time=0:00:00.388144 2021-04-15 02:26:17,110 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=0.15ms, fps=8490 images/s, loss=1.4360, top1-acc=60.66%, top5-acc=87.21%, remaining_time=0:00:00.690200, arrival_time=2021-04-15 02:26:17.800288, cost_time=0:00:00.690205 2021-04-15 02:26:17,391 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=0.15ms, fps=9107 images/s, loss=1.4027, top1-acc=61.65%, top5-acc=87.68%, remaining_time=0:00:00.323870, arrival_time=2021-04-15 02:26:17.715357, cost_time=0:00:00.971610 2021-04-15 02:26:17,650 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=0.05ms, fps=8968 images/s, loss=1.4098, top1-acc=61.38%, top5-acc=87.60%, remaining_time=0:00:00, arrival_time=2021-04-15 02:26:17.650509, cost_time=0:00:01.230630 2021-04-15 02:26:17,707 INFO : Epoch=0123 complete, best val top1-acc=61.43%, top5-acc=87.35% (epoch=117), remaining_time=0:16:28.866571, arrival_time=2021-04-15 02:42:46.573789, cost_time=0:26:19.618032 2021-04-15 02:26:17,708 INFO : Train start, epoch=0124, lr=0.032326 2021-04-15 02:26:18,428 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=0.18ms, fps=3554 images/s, loss=0.7543, top1-acc=76.72%, top5-acc=96.64%, remaining_time=0:00:13.399254, arrival_time=2021-04-15 02:26:31.827917, cost_time=0:00:00.720391 2021-04-15 02:26:18,979 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=1.26ms, fps=4655 images/s, loss=0.7539, top1-acc=77.05%, top5-acc=96.56%, remaining_time=0:00:11.181280, arrival_time=2021-04-15 02:26:30.160230, cost_time=0:00:01.270600 2021-04-15 02:26:19,528 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=1.55ms, fps=4664 images/s, loss=0.7354, top1-acc=77.55%, top5-acc=96.77%, remaining_time=0:00:10.071054, arrival_time=2021-04-15 02:26:29.599396, cost_time=0:00:01.820056 2021-04-15 02:26:20,071 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=1.49ms, fps=4718 images/s, loss=0.7310, top1-acc=77.83%, top5-acc=96.77%, remaining_time=0:00:09.215544, arrival_time=2021-04-15 02:26:29.286803, cost_time=0:00:02.362976 2021-04-15 02:26:20,626 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=1.24ms, fps=4615 images/s, loss=0.7279, top1-acc=78.15%, top5-acc=96.75%, remaining_time=0:00:08.520560, arrival_time=2021-04-15 02:26:29.146840, cost_time=0:00:02.917995 2021-04-15 02:26:21,153 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=1.20ms, fps=4862 images/s, loss=0.7261, top1-acc=78.13%, top5-acc=96.76%, remaining_time=0:00:07.808304, arrival_time=2021-04-15 02:26:28.961414, cost_time=0:00:03.444832 2021-04-15 02:26:21,707 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=1.69ms, fps=4622 images/s, loss=0.7354, top1-acc=77.73%, top5-acc=96.66%, remaining_time=0:00:07.198128, arrival_time=2021-04-15 02:26:28.905429, cost_time=0:00:03.998961 2021-04-15 02:26:22,244 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=1.22ms, fps=4769 images/s, loss=0.7369, top1-acc=77.78%, top5-acc=96.67%, remaining_time=0:00:06.577432, arrival_time=2021-04-15 02:26:28.821906, cost_time=0:00:04.536157 2021-04-15 02:26:22,819 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=1.36ms, fps=4452 images/s, loss=0.7413, top1-acc=77.56%, top5-acc=96.65%, remaining_time=0:00:06.020270, arrival_time=2021-04-15 02:26:28.840183, cost_time=0:00:05.111577 2021-04-15 02:26:23,365 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=1.36ms, fps=4694 images/s, loss=0.7437, top1-acc=77.50%, top5-acc=96.59%, remaining_time=0:00:05.431200, arrival_time=2021-04-15 02:26:28.796934, cost_time=0:00:05.657456 2021-04-15 02:26:23,914 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=1.37ms, fps=4669 images/s, loss=0.7480, top1-acc=77.32%, top5-acc=96.56%, remaining_time=0:00:04.852034, arrival_time=2021-04-15 02:26:28.766400, cost_time=0:00:06.206084 2021-04-15 02:26:24,465 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=1.24ms, fps=4647 images/s, loss=0.7498, top1-acc=77.34%, top5-acc=96.48%, remaining_time=0:00:04.279636, arrival_time=2021-04-15 02:26:28.745248, cost_time=0:00:06.757329 2021-04-15 02:26:25,000 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=1.23ms, fps=4794 images/s, loss=0.7525, top1-acc=77.19%, top5-acc=96.47%, remaining_time=0:00:03.701940, arrival_time=2021-04-15 02:26:28.701949, cost_time=0:00:07.291696 2021-04-15 02:26:25,540 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=1.19ms, fps=4738 images/s, loss=0.7525, top1-acc=77.23%, top5-acc=96.47%, remaining_time=0:00:03.132976, arrival_time=2021-04-15 02:26:28.673795, cost_time=0:00:07.832450 2021-04-15 02:26:26,080 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=1.53ms, fps=4746 images/s, loss=0.7546, top1-acc=77.13%, top5-acc=96.45%, remaining_time=0:00:02.567536, arrival_time=2021-04-15 02:26:28.648266, cost_time=0:00:08.372420 2021-04-15 02:26:26,628 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=1.25ms, fps=4676 images/s, loss=0.7577, top1-acc=77.06%, top5-acc=96.42%, remaining_time=0:00:02.007072, arrival_time=2021-04-15 02:26:28.635691, cost_time=0:00:08.920284 2021-04-15 02:26:27,159 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=1.29ms, fps=4830 images/s, loss=0.7618, top1-acc=76.95%, top5-acc=96.37%, remaining_time=0:00:01.445418, arrival_time=2021-04-15 02:26:28.604431, cost_time=0:00:09.450733 2021-04-15 02:26:27,700 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=1.28ms, fps=4732 images/s, loss=0.7643, top1-acc=76.84%, top5-acc=96.34%, remaining_time=0:00:00.888176, arrival_time=2021-04-15 02:26:28.588468, cost_time=0:00:09.992018 2021-04-15 02:26:28,236 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=1.13ms, fps=4776 images/s, loss=0.7643, top1-acc=76.86%, top5-acc=96.34%, remaining_time=0:00:00.332472, arrival_time=2021-04-15 02:26:28.569079, cost_time=0:00:10.528338 2021-04-15 02:26:28,548 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=0.05ms, fps=4368 images/s, loss=0.7644, top1-acc=76.83%, top5-acc=96.31%, remaining_time=0:00:00, arrival_time=2021-04-15 02:26:28.548286, cost_time=0:00:10.840029 2021-04-15 02:26:28,933 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=0.19ms, fps=6676 images/s, loss=1.3712, top1-acc=61.02%, top5-acc=87.77%, remaining_time=0:00:01.150410, arrival_time=2021-04-15 02:26:30.083733, cost_time=0:00:00.383472 2021-04-15 02:26:29,182 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=0.26ms, fps=10275 images/s, loss=1.3944, top1-acc=60.96%, top5-acc=87.36%, remaining_time=0:00:00.632940, arrival_time=2021-04-15 02:26:29.815706, cost_time=0:00:00.632932 2021-04-15 02:26:29,460 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=0.20ms, fps=9235 images/s, loss=1.4048, top1-acc=60.91%, top5-acc=87.47%, remaining_time=0:00:00.303470, arrival_time=2021-04-15 02:26:29.763802, cost_time=0:00:00.910410 2021-04-15 02:26:29,695 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=0.05ms, fps=9885 images/s, loss=1.4234, top1-acc=60.95%, top5-acc=87.42%, remaining_time=0:00:00, arrival_time=2021-04-15 02:26:29.695442, cost_time=0:00:01.145614 2021-04-15 02:26:29,753 INFO : Epoch=0124 complete, best val top1-acc=61.43%, top5-acc=87.35% (epoch=117), remaining_time=0:16:15.535848, arrival_time=2021-04-15 02:42:45.288826, cost_time=0:26:31.663787 2021-04-15 02:26:29,754 INFO : Train start, epoch=0125, lr=0.031594 2021-04-15 02:26:30,507 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=2.82ms, fps=3399 images/s, loss=0.7036, top1-acc=79.49%, top5-acc=96.76%, remaining_time=0:00:14.008404, arrival_time=2021-04-15 02:26:44.515768, cost_time=0:00:00.753139 2021-04-15 02:26:31,109 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=1.50ms, fps=4252 images/s, loss=0.6902, top1-acc=79.67%, top5-acc=96.95%, remaining_time=0:00:11.929984, arrival_time=2021-04-15 02:26:43.039829, cost_time=0:00:01.355675 2021-04-15 02:26:31,658 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=1.35ms, fps=4672 images/s, loss=0.6955, top1-acc=79.35%, top5-acc=96.89%, remaining_time=0:00:10.534858, arrival_time=2021-04-15 02:26:42.193001, cost_time=0:00:01.903885 2021-04-15 02:26:32,259 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=1.49ms, fps=4264 images/s, loss=0.7087, top1-acc=78.88%, top5-acc=96.84%, remaining_time=0:00:09.768720, arrival_time=2021-04-15 02:26:42.027711, cost_time=0:00:02.504804 2021-04-15 02:26:32,844 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=1.46ms, fps=4377 images/s, loss=0.7147, top1-acc=78.73%, top5-acc=96.77%, remaining_time=0:00:09.022800, arrival_time=2021-04-15 02:26:41.866976, cost_time=0:00:03.089993 2021-04-15 02:26:33,452 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=1.24ms, fps=4214 images/s, loss=0.7231, top1-acc=78.43%, top5-acc=96.61%, remaining_time=0:00:08.381680, arrival_time=2021-04-15 02:26:41.833837, cost_time=0:00:03.697820 2021-04-15 02:26:34,045 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=1.70ms, fps=4322 images/s, loss=0.7225, top1-acc=78.49%, top5-acc=96.63%, remaining_time=0:00:07.723674, arrival_time=2021-04-15 02:26:41.768794, cost_time=0:00:04.290925 2021-04-15 02:26:34,726 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=1.78ms, fps=3758 images/s, loss=0.7243, top1-acc=78.41%, top5-acc=96.57%, remaining_time=0:00:07.210096, arrival_time=2021-04-15 02:26:41.936743, cost_time=0:00:04.972459 2021-04-15 02:26:35,312 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=1.25ms, fps=4370 images/s, loss=0.7259, top1-acc=78.36%, top5-acc=96.58%, remaining_time=0:00:06.546772, arrival_time=2021-04-15 02:26:41.859596, cost_time=0:00:05.558563 2021-04-15 02:26:35,868 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.27ms, fps=4615 images/s, loss=0.7282, top1-acc=78.27%, top5-acc=96.56%, remaining_time=0:00:05.869344, arrival_time=2021-04-15 02:26:41.737384, cost_time=0:00:06.113853 2021-04-15 02:26:36,501 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=1.47ms, fps=4046 images/s, loss=0.7323, top1-acc=78.16%, top5-acc=96.53%, remaining_time=0:00:05.274810, arrival_time=2021-04-15 02:26:41.775881, cost_time=0:00:06.746895 2021-04-15 02:26:37,085 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=1.74ms, fps=4384 images/s, loss=0.7352, top1-acc=78.10%, top5-acc=96.54%, remaining_time=0:00:04.643068, arrival_time=2021-04-15 02:26:41.728412, cost_time=0:00:07.331103 2021-04-15 02:26:37,648 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=1.24ms, fps=4549 images/s, loss=0.7386, top1-acc=77.93%, top5-acc=96.48%, remaining_time=0:00:04.007916, arrival_time=2021-04-15 02:26:41.656489, cost_time=0:00:07.894378 2021-04-15 02:26:38,210 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=1.31ms, fps=4560 images/s, loss=0.7415, top1-acc=77.76%, top5-acc=96.46%, remaining_time=0:00:03.382456, arrival_time=2021-04-15 02:26:41.592793, cost_time=0:00:08.456151 2021-04-15 02:26:38,771 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=1.26ms, fps=4567 images/s, loss=0.7434, top1-acc=77.67%, top5-acc=96.43%, remaining_time=0:00:02.765198, arrival_time=2021-04-15 02:26:41.536377, cost_time=0:00:09.016998 2021-04-15 02:26:39,325 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.52ms, fps=4620 images/s, loss=0.7452, top1-acc=77.52%, top5-acc=96.41%, remaining_time=0:00:02.153592, arrival_time=2021-04-15 02:26:41.479283, cost_time=0:00:09.571517 2021-04-15 02:26:39,900 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=1.49ms, fps=4457 images/s, loss=0.7489, top1-acc=77.37%, top5-acc=96.40%, remaining_time=0:00:01.551784, arrival_time=2021-04-15 02:26:41.452365, cost_time=0:00:10.146232 2021-04-15 02:26:40,445 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=1.53ms, fps=4705 images/s, loss=0.7494, top1-acc=77.33%, top5-acc=96.41%, remaining_time=0:00:00.950320, arrival_time=2021-04-15 02:26:41.395542, cost_time=0:00:10.691025 2021-04-15 02:26:40,985 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.07ms, fps=4740 images/s, loss=0.7520, top1-acc=77.22%, top5-acc=96.38%, remaining_time=0:00:00.354678, arrival_time=2021-04-15 02:26:41.340343, cost_time=0:00:11.231486 2021-04-15 02:26:41,301 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=0.05ms, fps=4308 images/s, loss=0.7522, top1-acc=77.17%, top5-acc=96.36%, remaining_time=0:00:00, arrival_time=2021-04-15 02:26:41.301701, cost_time=0:00:11.547542 2021-04-15 02:26:41,721 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=0.40ms, fps=6122 images/s, loss=1.3893, top1-acc=62.38%, top5-acc=87.11%, remaining_time=0:00:01.254420, arrival_time=2021-04-15 02:26:42.975847, cost_time=0:00:00.418139 2021-04-15 02:26:41,963 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=9.75ms, fps=10597 images/s, loss=1.4070, top1-acc=61.76%, top5-acc=87.34%, remaining_time=0:00:00.660120, arrival_time=2021-04-15 02:26:42.623507, cost_time=0:00:00.660129 2021-04-15 02:26:42,265 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=30.27ms, fps=8482 images/s, loss=1.3915, top1-acc=61.73%, top5-acc=87.59%, remaining_time=0:00:00.320750, arrival_time=2021-04-15 02:26:42.586283, cost_time=0:00:00.962264 2021-04-15 02:26:42,533 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.07ms, fps=8669 images/s, loss=1.3923, top1-acc=61.80%, top5-acc=87.67%, remaining_time=0:00:00, arrival_time=2021-04-15 02:26:42.533462, cost_time=0:00:01.230222 2021-04-15 02:26:42,663 INFO : Epoch=0125 complete, best val top1-acc=61.80%, top5-acc=87.67% (epoch=125), remaining_time=0:16:02.744475, arrival_time=2021-04-15 02:42:45.407863, cost_time=0:26:44.574172 2021-04-15 02:26:42,664 INFO : Train start, epoch=0126, lr=0.030866 2021-04-15 02:26:43,390 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=0.17ms, fps=3528 images/s, loss=0.7030, top1-acc=78.52%, top5-acc=97.15%, remaining_time=0:00:13.496718, arrival_time=2021-04-15 02:26:56.886985, cost_time=0:00:00.725631 2021-04-15 02:26:43,966 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.73ms, fps=4443 images/s, loss=0.6863, top1-acc=79.18%, top5-acc=97.13%, remaining_time=0:00:11.458480, arrival_time=2021-04-15 02:26:55.425324, cost_time=0:00:01.302109 2021-04-15 02:26:44,545 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=1.35ms, fps=4428 images/s, loss=0.6915, top1-acc=78.74%, top5-acc=97.11%, remaining_time=0:00:10.407204, arrival_time=2021-04-15 02:26:54.952679, cost_time=0:00:01.880810 2021-04-15 02:26:45,153 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=1.29ms, fps=4211 images/s, loss=0.6857, top1-acc=78.98%, top5-acc=97.04%, remaining_time=0:00:09.707568, arrival_time=2021-04-15 02:26:54.861346, cost_time=0:00:02.489120 2021-04-15 02:26:45,764 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.21ms, fps=4192 images/s, loss=0.6911, top1-acc=79.06%, top5-acc=96.84%, remaining_time=0:00:09.052438, arrival_time=2021-04-15 02:26:54.817359, cost_time=0:00:03.100163 2021-04-15 02:26:46,337 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=1.36ms, fps=4475 images/s, loss=0.6976, top1-acc=78.83%, top5-acc=96.76%, remaining_time=0:00:08.324696, arrival_time=2021-04-15 02:26:54.662032, cost_time=0:00:03.672643 2021-04-15 02:26:46,974 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=1.39ms, fps=4022 images/s, loss=0.7033, top1-acc=78.54%, top5-acc=96.78%, remaining_time=0:00:07.757316, arrival_time=2021-04-15 02:26:54.731610, cost_time=0:00:04.309599 2021-04-15 02:26:47,539 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=1.25ms, fps=4536 images/s, loss=0.7086, top1-acc=78.50%, top5-acc=96.68%, remaining_time=0:00:07.067996, arrival_time=2021-04-15 02:26:54.607088, cost_time=0:00:04.874445 2021-04-15 02:26:48,067 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=1.43ms, fps=4852 images/s, loss=0.7136, top1-acc=78.41%, top5-acc=96.62%, remaining_time=0:00:06.362756, arrival_time=2021-04-15 02:26:54.429733, cost_time=0:00:05.402329 2021-04-15 02:26:48,601 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=1.30ms, fps=4789 images/s, loss=0.7170, top1-acc=78.31%, top5-acc=96.60%, remaining_time=0:00:05.699712, arrival_time=2021-04-15 02:26:54.301533, cost_time=0:00:05.937167 2021-04-15 02:26:49,241 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=1.48ms, fps=4002 images/s, loss=0.7217, top1-acc=78.14%, top5-acc=96.57%, remaining_time=0:00:05.142112, arrival_time=2021-04-15 02:26:54.383924, cost_time=0:00:06.577163 2021-04-15 02:26:49,809 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=1.39ms, fps=4513 images/s, loss=0.7235, top1-acc=77.96%, top5-acc=96.61%, remaining_time=0:00:04.524964, arrival_time=2021-04-15 02:26:54.334409, cost_time=0:00:07.144721 2021-04-15 02:26:50,339 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.51ms, fps=4836 images/s, loss=0.7290, top1-acc=77.79%, top5-acc=96.57%, remaining_time=0:00:03.896376, arrival_time=2021-04-15 02:26:54.235673, cost_time=0:00:07.674622 2021-04-15 02:26:50,874 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=1.38ms, fps=4787 images/s, loss=0.7320, top1-acc=77.71%, top5-acc=96.56%, remaining_time=0:00:03.283896, arrival_time=2021-04-15 02:26:54.158326, cost_time=0:00:08.209785 2021-04-15 02:26:51,405 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.63ms, fps=4821 images/s, loss=0.7338, top1-acc=77.67%, top5-acc=96.54%, remaining_time=0:00:02.680604, arrival_time=2021-04-15 02:26:54.086466, cost_time=0:00:08.741064 2021-04-15 02:26:51,945 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=1.42ms, fps=4747 images/s, loss=0.7352, top1-acc=77.63%, top5-acc=96.54%, remaining_time=0:00:02.088252, arrival_time=2021-04-15 02:26:54.033983, cost_time=0:00:09.281062 2021-04-15 02:26:52,505 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=1.29ms, fps=4574 images/s, loss=0.7376, top1-acc=77.59%, top5-acc=96.53%, remaining_time=0:00:01.505114, arrival_time=2021-04-15 02:26:54.010878, cost_time=0:00:09.841115 2021-04-15 02:26:53,080 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=1.22ms, fps=4457 images/s, loss=0.7392, top1-acc=77.53%, top5-acc=96.51%, remaining_time=0:00:00.925856, arrival_time=2021-04-15 02:26:54.006368, cost_time=0:00:10.415854 2021-04-15 02:26:53,666 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=1.12ms, fps=4370 images/s, loss=0.7419, top1-acc=77.45%, top5-acc=96.50%, remaining_time=0:00:00.347430, arrival_time=2021-04-15 02:26:54.014131, cost_time=0:00:11.002018 2021-04-15 02:26:53,976 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=0.05ms, fps=4401 images/s, loss=0.7459, top1-acc=77.35%, top5-acc=96.47%, remaining_time=0:00:00, arrival_time=2021-04-15 02:26:53.976142, cost_time=0:00:11.311489 2021-04-15 02:26:54,404 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=0.32ms, fps=6006 images/s, loss=1.3936, top1-acc=61.87%, top5-acc=88.05%, remaining_time=0:00:01.278600, arrival_time=2021-04-15 02:26:55.682613, cost_time=0:00:00.426195 2021-04-15 02:26:54,719 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=0.19ms, fps=8131 images/s, loss=1.4130, top1-acc=61.19%, top5-acc=87.66%, remaining_time=0:00:00.741400, arrival_time=2021-04-15 02:26:55.460592, cost_time=0:00:00.741395 2021-04-15 02:26:55,127 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=0.18ms, fps=6282 images/s, loss=1.4288, top1-acc=61.16%, top5-acc=87.53%, remaining_time=0:00:00.383070, arrival_time=2021-04-15 02:26:55.510064, cost_time=0:00:01.149198 2021-04-15 02:26:55,399 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.05ms, fps=8745 images/s, loss=1.4158, top1-acc=61.51%, top5-acc=87.40%, remaining_time=0:00:00, arrival_time=2021-04-15 02:26:55.399579, cost_time=0:00:01.421803 2021-04-15 02:26:55,458 INFO : Epoch=0126 complete, best val top1-acc=61.80%, top5-acc=87.67% (epoch=125), remaining_time=0:15:49.883536, arrival_time=2021-04-15 02:42:45.342052, cost_time=0:26:57.369320 2021-04-15 02:26:55,459 INFO : Train start, epoch=0127, lr=0.030143 2021-04-15 02:26:56,283 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=0.26ms, fps=3107 images/s, loss=0.7220, top1-acc=78.12%, top5-acc=96.64%, remaining_time=0:00:15.323610, arrival_time=2021-04-15 02:27:11.607228, cost_time=0:00:00.823846 2021-04-15 02:26:56,820 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=1.27ms, fps=4769 images/s, loss=0.7123, top1-acc=78.85%, top5-acc=96.76%, remaining_time=0:00:11.976800, arrival_time=2021-04-15 02:27:08.797550, cost_time=0:00:01.360990 2021-04-15 02:26:57,350 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=1.25ms, fps=4838 images/s, loss=0.7055, top1-acc=79.06%, top5-acc=96.81%, remaining_time=0:00:10.460656, arrival_time=2021-04-15 02:27:07.810909, cost_time=0:00:01.890492 2021-04-15 02:26:57,908 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=1.45ms, fps=4592 images/s, loss=0.7028, top1-acc=79.06%, top5-acc=96.85%, remaining_time=0:00:09.548136, arrival_time=2021-04-15 02:27:07.456225, cost_time=0:00:02.448237 2021-04-15 02:26:58,459 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=1.24ms, fps=4650 images/s, loss=0.7105, top1-acc=78.84%, top5-acc=96.77%, remaining_time=0:00:08.758102, arrival_time=2021-04-15 02:27:07.217233, cost_time=0:00:02.999366 2021-04-15 02:26:59,021 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=1.86ms, fps=4558 images/s, loss=0.7117, top1-acc=78.66%, top5-acc=96.73%, remaining_time=0:00:08.072280, arrival_time=2021-04-15 02:27:07.093441, cost_time=0:00:03.561324 2021-04-15 02:26:59,586 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=1.14ms, fps=4533 images/s, loss=0.7104, top1-acc=78.72%, top5-acc=96.67%, remaining_time=0:00:07.427700, arrival_time=2021-04-15 02:27:07.014006, cost_time=0:00:04.126514 2021-04-15 02:27:00,152 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=1.30ms, fps=4529 images/s, loss=0.7143, top1-acc=78.58%, top5-acc=96.64%, remaining_time=0:00:06.803748, arrival_time=2021-04-15 02:27:06.955764, cost_time=0:00:04.692257 2021-04-15 02:27:00,804 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=1.47ms, fps=4184 images/s, loss=0.7202, top1-acc=78.36%, top5-acc=96.60%, remaining_time=0:00:06.294916, arrival_time=2021-04-15 02:27:07.099523, cost_time=0:00:05.344696 2021-04-15 02:27:01,368 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=1.48ms, fps=4548 images/s, loss=0.7246, top1-acc=78.23%, top5-acc=96.57%, remaining_time=0:00:05.671872, arrival_time=2021-04-15 02:27:07.039812, cost_time=0:00:05.908153 2021-04-15 02:27:01,904 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.28ms, fps=4775 images/s, loss=0.7243, top1-acc=78.19%, top5-acc=96.54%, remaining_time=0:00:05.038568, arrival_time=2021-04-15 02:27:06.943072, cost_time=0:00:06.444730 2021-04-15 02:27:02,429 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=1.29ms, fps=4877 images/s, loss=0.7237, top1-acc=78.16%, top5-acc=96.55%, remaining_time=0:00:04.414308, arrival_time=2021-04-15 02:27:06.844095, cost_time=0:00:06.970015 2021-04-15 02:27:02,958 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=1.53ms, fps=4843 images/s, loss=0.7269, top1-acc=78.10%, top5-acc=96.54%, remaining_time=0:00:03.807144, arrival_time=2021-04-15 02:27:06.765844, cost_time=0:00:07.498938 2021-04-15 02:27:03,487 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=1.24ms, fps=4847 images/s, loss=0.7323, top1-acc=77.93%, top5-acc=96.47%, remaining_time=0:00:03.210984, arrival_time=2021-04-15 02:27:06.698151, cost_time=0:00:08.027399 2021-04-15 02:27:04,035 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=1.68ms, fps=4671 images/s, loss=0.7345, top1-acc=77.79%, top5-acc=96.43%, remaining_time=0:00:02.629912, arrival_time=2021-04-15 02:27:06.665432, cost_time=0:00:08.575758 2021-04-15 02:27:04,585 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=1.49ms, fps=4662 images/s, loss=0.7346, top1-acc=77.81%, top5-acc=96.43%, remaining_time=0:00:02.053188, arrival_time=2021-04-15 02:27:06.638188, cost_time=0:00:09.125240 2021-04-15 02:27:05,193 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=1.37ms, fps=4210 images/s, loss=0.7363, top1-acc=77.76%, top5-acc=96.41%, remaining_time=0:00:01.488656, arrival_time=2021-04-15 02:27:06.681993, cost_time=0:00:09.733574 2021-04-15 02:27:05,764 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=1.56ms, fps=4481 images/s, loss=0.7404, top1-acc=77.61%, top5-acc=96.39%, remaining_time=0:00:00.916016, arrival_time=2021-04-15 02:27:06.680911, cost_time=0:00:10.305133 2021-04-15 02:27:06,305 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=1.09ms, fps=4740 images/s, loss=0.7400, top1-acc=77.61%, top5-acc=96.39%, remaining_time=0:00:00.342492, arrival_time=2021-04-15 02:27:06.647818, cost_time=0:00:10.845565 2021-04-15 02:27:06,632 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=0.05ms, fps=4161 images/s, loss=0.7408, top1-acc=77.61%, top5-acc=96.36%, remaining_time=0:00:00, arrival_time=2021-04-15 02:27:06.632479, cost_time=0:00:11.172719 2021-04-15 02:27:07,032 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=25.64ms, fps=6424 images/s, loss=1.4516, top1-acc=61.68%, top5-acc=86.45%, remaining_time=0:00:01.195530, arrival_time=2021-04-15 02:27:08.228140, cost_time=0:00:00.398509 2021-04-15 02:27:07,285 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=10.35ms, fps=10141 images/s, loss=1.4223, top1-acc=62.11%, top5-acc=87.09%, remaining_time=0:00:00.651260, arrival_time=2021-04-15 02:27:07.936701, cost_time=0:00:00.651253 2021-04-15 02:27:07,639 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=78.10ms, fps=7241 images/s, loss=1.4047, top1-acc=62.50%, top5-acc=87.24%, remaining_time=0:00:00.335100, arrival_time=2021-04-15 02:27:07.974514, cost_time=0:00:01.005310 2021-04-15 02:27:07,882 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=0.05ms, fps=9543 images/s, loss=1.4012, top1-acc=62.86%, top5-acc=87.63%, remaining_time=0:00:00, arrival_time=2021-04-15 02:27:07.882817, cost_time=0:00:01.248735 2021-04-15 02:27:07,993 INFO : Epoch=0127 complete, best val top1-acc=62.86%, top5-acc=87.63% (epoch=127), remaining_time=0:15:36.874262, arrival_time=2021-04-15 02:42:44.868029, cost_time=0:27:09.904559 2021-04-15 02:27:07,995 INFO : Train start, epoch=0128, lr=0.029424 2021-04-15 02:27:08,747 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=0.27ms, fps=3405 images/s, loss=0.6949, top1-acc=79.49%, top5-acc=97.07%, remaining_time=0:00:13.983666, arrival_time=2021-04-15 02:27:22.730972, cost_time=0:00:00.751813 2021-04-15 02:27:09,297 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.19ms, fps=4653 images/s, loss=0.6923, top1-acc=79.82%, top5-acc=97.07%, remaining_time=0:00:11.460944, arrival_time=2021-04-15 02:27:20.758827, cost_time=0:00:01.302385 2021-04-15 02:27:09,850 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=1.32ms, fps=4635 images/s, loss=0.6941, top1-acc=79.40%, top5-acc=97.01%, remaining_time=0:00:10.264610, arrival_time=2021-04-15 02:27:20.115158, cost_time=0:00:01.855063 2021-04-15 02:27:10,412 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=1.16ms, fps=4560 images/s, loss=0.6991, top1-acc=79.11%, top5-acc=97.07%, remaining_time=0:00:09.425208, arrival_time=2021-04-15 02:27:19.837433, cost_time=0:00:02.416738 2021-04-15 02:27:10,981 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=1.25ms, fps=4498 images/s, loss=0.7031, top1-acc=78.94%, top5-acc=96.88%, remaining_time=0:00:08.719558, arrival_time=2021-04-15 02:27:19.701185, cost_time=0:00:02.986138 2021-04-15 02:27:11,561 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=1.29ms, fps=4420 images/s, loss=0.7075, top1-acc=78.82%, top5-acc=96.81%, remaining_time=0:00:08.082072, arrival_time=2021-04-15 02:27:19.643186, cost_time=0:00:03.565624 2021-04-15 02:27:12,129 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=1.28ms, fps=4505 images/s, loss=0.7107, top1-acc=78.61%, top5-acc=96.83%, remaining_time=0:00:07.441434, arrival_time=2021-04-15 02:27:19.571083, cost_time=0:00:04.134161 2021-04-15 02:27:12,703 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=1.33ms, fps=4461 images/s, loss=0.7126, top1-acc=78.52%, top5-acc=96.80%, remaining_time=0:00:06.826948, arrival_time=2021-04-15 02:27:19.530763, cost_time=0:00:04.708277 2021-04-15 02:27:13,361 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=1.24ms, fps=3895 images/s, loss=0.7122, top1-acc=78.54%, top5-acc=96.80%, remaining_time=0:00:06.319826, arrival_time=2021-04-15 02:27:19.681261, cost_time=0:00:05.365921 2021-04-15 02:27:13,959 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=1.54ms, fps=4288 images/s, loss=0.7163, top1-acc=78.38%, top5-acc=96.77%, remaining_time=0:00:05.724768, arrival_time=2021-04-15 02:27:19.683699, cost_time=0:00:05.963301 2021-04-15 02:27:14,505 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=1.44ms, fps=4690 images/s, loss=0.7157, top1-acc=78.34%, top5-acc=96.76%, remaining_time=0:00:05.089566, arrival_time=2021-04-15 02:27:19.594923, cost_time=0:00:06.509864 2021-04-15 02:27:15,119 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=1.38ms, fps=4174 images/s, loss=0.7196, top1-acc=78.26%, top5-acc=96.74%, remaining_time=0:00:04.511512, arrival_time=2021-04-15 02:27:19.630521, cost_time=0:00:07.123460 2021-04-15 02:27:15,716 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=1.20ms, fps=4286 images/s, loss=0.7189, top1-acc=78.24%, top5-acc=96.75%, remaining_time=0:00:03.919938, arrival_time=2021-04-15 02:27:19.636595, cost_time=0:00:07.721142 2021-04-15 02:27:16,340 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=1.26ms, fps=4107 images/s, loss=0.7242, top1-acc=78.08%, top5-acc=96.67%, remaining_time=0:00:03.337992, arrival_time=2021-04-15 02:27:19.678451, cost_time=0:00:08.344970 2021-04-15 02:27:17,000 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=1.29ms, fps=3879 images/s, loss=0.7269, top1-acc=77.95%, top5-acc=96.66%, remaining_time=0:00:02.761610, arrival_time=2021-04-15 02:27:19.762413, cost_time=0:00:09.005197 2021-04-15 02:27:17,553 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.43ms, fps=4636 images/s, loss=0.7299, top1-acc=77.80%, top5-acc=96.66%, remaining_time=0:00:02.150532, arrival_time=2021-04-15 02:27:19.703961, cost_time=0:00:09.557915 2021-04-15 02:27:18,100 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.26ms, fps=4683 images/s, loss=0.7316, top1-acc=77.76%, top5-acc=96.65%, remaining_time=0:00:01.545466, arrival_time=2021-04-15 02:27:19.645999, cost_time=0:00:10.105030 2021-04-15 02:27:18,687 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=1.47ms, fps=4365 images/s, loss=0.7328, top1-acc=77.69%, top5-acc=96.64%, remaining_time=0:00:00.950384, arrival_time=2021-04-15 02:27:19.637726, cost_time=0:00:10.691848 2021-04-15 02:27:19,268 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.11ms, fps=4410 images/s, loss=0.7338, top1-acc=77.67%, top5-acc=96.61%, remaining_time=0:00:00.355980, arrival_time=2021-04-15 02:27:19.624144, cost_time=0:00:11.272625 2021-04-15 02:27:19,592 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=0.05ms, fps=4201 images/s, loss=0.7342, top1-acc=77.67%, top5-acc=96.60%, remaining_time=0:00:00, arrival_time=2021-04-15 02:27:19.592291, cost_time=0:00:11.596781 2021-04-15 02:27:19,973 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=0.19ms, fps=6748 images/s, loss=1.4802, top1-acc=60.35%, top5-acc=86.84%, remaining_time=0:00:01.138020, arrival_time=2021-04-15 02:27:21.111395, cost_time=0:00:00.379341 2021-04-15 02:27:20,236 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=0.15ms, fps=9728 images/s, loss=1.4745, top1-acc=60.43%, top5-acc=86.72%, remaining_time=0:00:00.642840, arrival_time=2021-04-15 02:27:20.879706, cost_time=0:00:00.642842 2021-04-15 02:27:20,539 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=0.19ms, fps=8465 images/s, loss=1.4863, top1-acc=60.23%, top5-acc=86.32%, remaining_time=0:00:00.315190, arrival_time=2021-04-15 02:27:20.854771, cost_time=0:00:00.945560 2021-04-15 02:27:20,792 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=0.06ms, fps=9180 images/s, loss=1.5019, top1-acc=60.01%, top5-acc=86.16%, remaining_time=0:00:00, arrival_time=2021-04-15 02:27:20.792616, cost_time=0:00:01.198600 2021-04-15 02:27:20,861 INFO : Epoch=0128 complete, best val top1-acc=62.86%, top5-acc=87.63% (epoch=127), remaining_time=0:15:24.059232, arrival_time=2021-04-15 02:42:44.920464, cost_time=0:27:22.772026 2021-04-15 02:27:20,862 INFO : Train start, epoch=0129, lr=0.028711 2021-04-15 02:27:21,584 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=1.46ms, fps=3548 images/s, loss=0.7205, top1-acc=78.52%, top5-acc=96.52%, remaining_time=0:00:13.421202, arrival_time=2021-04-15 02:27:35.005241, cost_time=0:00:00.721572 2021-04-15 02:27:22,115 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=1.32ms, fps=4820 images/s, loss=0.7027, top1-acc=79.16%, top5-acc=96.99%, remaining_time=0:00:11.026752, arrival_time=2021-04-15 02:27:33.142262, cost_time=0:00:01.253046 2021-04-15 02:27:22,670 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=1.35ms, fps=4619 images/s, loss=0.6969, top1-acc=79.28%, top5-acc=96.91%, remaining_time=0:00:10.001998, arrival_time=2021-04-15 02:27:32.672098, cost_time=0:00:01.807604 2021-04-15 02:27:23,239 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.23ms, fps=4498 images/s, loss=0.6918, top1-acc=79.25%, top5-acc=96.93%, remaining_time=0:00:09.270612, arrival_time=2021-04-15 02:27:32.510176, cost_time=0:00:02.377096 2021-04-15 02:27:23,873 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=1.31ms, fps=4040 images/s, loss=0.6961, top1-acc=79.08%, top5-acc=96.87%, remaining_time=0:00:08.792412, arrival_time=2021-04-15 02:27:32.665988, cost_time=0:00:03.011109 2021-04-15 02:27:24,463 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=1.52ms, fps=4343 images/s, loss=0.6942, top1-acc=79.03%, top5-acc=96.95%, remaining_time=0:00:08.162040, arrival_time=2021-04-15 02:27:32.625409, cost_time=0:00:03.600872 2021-04-15 02:27:25,065 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=1.21ms, fps=4254 images/s, loss=0.6946, top1-acc=78.98%, top5-acc=96.98%, remaining_time=0:00:07.565418, arrival_time=2021-04-15 02:27:32.630924, cost_time=0:00:04.203044 2021-04-15 02:27:25,632 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=1.29ms, fps=4516 images/s, loss=0.6950, top1-acc=79.09%, top5-acc=96.95%, remaining_time=0:00:06.916848, arrival_time=2021-04-15 02:27:32.549513, cost_time=0:00:04.770212 2021-04-15 02:27:26,246 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.90ms, fps=4177 images/s, loss=0.6977, top1-acc=79.08%, top5-acc=96.90%, remaining_time=0:00:06.340390, arrival_time=2021-04-15 02:27:32.586363, cost_time=0:00:05.383327 2021-04-15 02:27:26,846 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=1.41ms, fps=4267 images/s, loss=0.7008, top1-acc=79.00%, top5-acc=96.87%, remaining_time=0:00:05.744736, arrival_time=2021-04-15 02:27:32.591329, cost_time=0:00:05.984129 2021-04-15 02:27:27,390 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.44ms, fps=4706 images/s, loss=0.7043, top1-acc=78.79%, top5-acc=96.85%, remaining_time=0:00:05.104100, arrival_time=2021-04-15 02:27:32.495049, cost_time=0:00:06.528479 2021-04-15 02:27:27,955 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.84ms, fps=4536 images/s, loss=0.7085, top1-acc=78.63%, top5-acc=96.83%, remaining_time=0:00:04.492284, arrival_time=2021-04-15 02:27:32.447968, cost_time=0:00:07.093135 2021-04-15 02:27:28,558 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=1.48ms, fps=4248 images/s, loss=0.7108, top1-acc=78.61%, top5-acc=96.81%, remaining_time=0:00:03.907398, arrival_time=2021-04-15 02:27:32.466191, cost_time=0:00:07.696328 2021-04-15 02:27:29,138 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=1.33ms, fps=4420 images/s, loss=0.7110, top1-acc=78.64%, top5-acc=96.81%, remaining_time=0:00:03.310328, arrival_time=2021-04-15 02:27:32.448654, cost_time=0:00:08.275863 2021-04-15 02:27:29,674 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=1.25ms, fps=4775 images/s, loss=0.7136, top1-acc=78.61%, top5-acc=96.77%, remaining_time=0:00:02.702454, arrival_time=2021-04-15 02:27:32.377327, cost_time=0:00:08.812326 2021-04-15 02:27:30,254 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=1.15ms, fps=4422 images/s, loss=0.7170, top1-acc=78.53%, top5-acc=96.73%, remaining_time=0:00:02.113128, arrival_time=2021-04-15 02:27:32.367343, cost_time=0:00:09.391745 2021-04-15 02:27:30,903 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=1.25ms, fps=3948 images/s, loss=0.7209, top1-acc=78.41%, top5-acc=96.66%, remaining_time=0:00:01.535612, arrival_time=2021-04-15 02:27:32.438608, cost_time=0:00:10.040534 2021-04-15 02:27:31,452 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=1.89ms, fps=4659 images/s, loss=0.7224, top1-acc=78.33%, top5-acc=96.64%, remaining_time=0:00:00.941360, arrival_time=2021-04-15 02:27:32.394191, cost_time=0:00:10.590324 2021-04-15 02:27:32,008 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.11ms, fps=4611 images/s, loss=0.7244, top1-acc=78.23%, top5-acc=96.63%, remaining_time=0:00:00.351978, arrival_time=2021-04-15 02:27:32.360380, cost_time=0:00:11.145895 2021-04-15 02:27:32,345 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=0.06ms, fps=4043 images/s, loss=0.7249, top1-acc=78.24%, top5-acc=96.65%, remaining_time=0:00:00, arrival_time=2021-04-15 02:27:32.345206, cost_time=0:00:11.482750 2021-04-15 02:27:32,709 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=1.50ms, fps=7068 images/s, loss=1.5164, top1-acc=59.02%, top5-acc=85.94%, remaining_time=0:00:01.086540, arrival_time=2021-04-15 02:27:33.795543, cost_time=0:00:00.362180 2021-04-15 02:27:33,003 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=30.07ms, fps=8703 images/s, loss=1.5226, top1-acc=58.96%, top5-acc=85.98%, remaining_time=0:00:00.656640, arrival_time=2021-04-15 02:27:33.660102, cost_time=0:00:00.656639 2021-04-15 02:27:33,306 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=3.29ms, fps=8450 images/s, loss=1.4955, top1-acc=59.70%, top5-acc=86.21%, remaining_time=0:00:00.319960, arrival_time=2021-04-15 02:27:33.626661, cost_time=0:00:00.959889 2021-04-15 02:27:33,571 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=0.05ms, fps=8756 images/s, loss=1.4982, top1-acc=59.34%, top5-acc=86.16%, remaining_time=0:00:00, arrival_time=2021-04-15 02:27:33.571932, cost_time=0:00:01.225128 2021-04-15 02:27:33,631 INFO : Epoch=0129 complete, best val top1-acc=62.86%, top5-acc=87.63% (epoch=127), remaining_time=0:15:11.189789, arrival_time=2021-04-15 02:42:44.821031, cost_time=0:27:35.542038 2021-04-15 02:27:33,632 INFO : Train start, epoch=0130, lr=0.028003 2021-04-15 02:27:34,439 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=0.18ms, fps=3171 images/s, loss=0.6929, top1-acc=79.14%, top5-acc=96.84%, remaining_time=0:00:15.017268, arrival_time=2021-04-15 02:27:49.457079, cost_time=0:00:00.807377 2021-04-15 02:27:34,975 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=1.22ms, fps=4779 images/s, loss=0.7185, top1-acc=77.99%, top5-acc=96.66%, remaining_time=0:00:11.821216, arrival_time=2021-04-15 02:27:46.796986, cost_time=0:00:01.343318 2021-04-15 02:27:35,530 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=1.97ms, fps=4620 images/s, loss=0.7018, top1-acc=78.55%, top5-acc=96.71%, remaining_time=0:00:10.500828, arrival_time=2021-04-15 02:27:46.031014, cost_time=0:00:01.897737 2021-04-15 02:27:36,060 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=1.11ms, fps=4834 images/s, loss=0.7063, top1-acc=78.34%, top5-acc=96.73%, remaining_time=0:00:09.467952, arrival_time=2021-04-15 02:27:45.528055, cost_time=0:00:02.427664 2021-04-15 02:27:36,608 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=1.23ms, fps=4674 images/s, loss=0.7034, top1-acc=78.64%, top5-acc=96.69%, remaining_time=0:00:08.688898, arrival_time=2021-04-15 02:27:45.297000, cost_time=0:00:02.975654 2021-04-15 02:27:37,220 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=1.47ms, fps=4183 images/s, loss=0.6976, top1-acc=78.76%, top5-acc=96.71%, remaining_time=0:00:08.132800, arrival_time=2021-04-15 02:27:45.353282, cost_time=0:00:03.588021 2021-04-15 02:27:37,809 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.41ms, fps=4352 images/s, loss=0.6985, top1-acc=78.81%, top5-acc=96.78%, remaining_time=0:00:07.517916, arrival_time=2021-04-15 02:27:45.326954, cost_time=0:00:04.176588 2021-04-15 02:27:38,391 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=1.29ms, fps=4399 images/s, loss=0.6963, top1-acc=78.96%, top5-acc=96.83%, remaining_time=0:00:06.900260, arrival_time=2021-04-15 02:27:45.291552, cost_time=0:00:04.758821 2021-04-15 02:27:38,948 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=1.64ms, fps=4601 images/s, loss=0.6937, top1-acc=79.02%, top5-acc=96.88%, remaining_time=0:00:06.260572, arrival_time=2021-04-15 02:27:45.208654, cost_time=0:00:05.315553 2021-04-15 02:27:39,552 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=1.95ms, fps=4238 images/s, loss=0.6966, top1-acc=78.80%, top5-acc=96.92%, remaining_time=0:00:05.683296, arrival_time=2021-04-15 02:27:45.235869, cost_time=0:00:05.920119 2021-04-15 02:27:40,095 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=1.28ms, fps=4723 images/s, loss=0.7005, top1-acc=78.62%, top5-acc=96.88%, remaining_time=0:00:05.052500, arrival_time=2021-04-15 02:27:45.147546, cost_time=0:00:06.462523 2021-04-15 02:27:40,626 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.36ms, fps=4822 images/s, loss=0.7031, top1-acc=78.49%, top5-acc=96.88%, remaining_time=0:00:04.429508, arrival_time=2021-04-15 02:27:45.055880, cost_time=0:00:06.993908 2021-04-15 02:27:41,258 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.69ms, fps=4055 images/s, loss=0.7057, top1-acc=78.40%, top5-acc=96.88%, remaining_time=0:00:03.871428, arrival_time=2021-04-15 02:27:45.129424, cost_time=0:00:07.625549 2021-04-15 02:27:41,858 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=1.35ms, fps=4265 images/s, loss=0.7091, top1-acc=78.28%, top5-acc=96.83%, remaining_time=0:00:03.290392, arrival_time=2021-04-15 02:27:45.148986, cost_time=0:00:08.226044 2021-04-15 02:27:42,390 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=1.37ms, fps=4815 images/s, loss=0.7092, top1-acc=78.28%, top5-acc=96.82%, remaining_time=0:00:02.685848, arrival_time=2021-04-15 02:27:45.076567, cost_time=0:00:08.758271 2021-04-15 02:27:42,923 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=1.55ms, fps=4807 images/s, loss=0.7126, top1-acc=78.21%, top5-acc=96.79%, remaining_time=0:00:02.090520, arrival_time=2021-04-15 02:27:45.014281, cost_time=0:00:09.291174 2021-04-15 02:27:43,454 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=1.19ms, fps=4828 images/s, loss=0.7139, top1-acc=78.21%, top5-acc=96.76%, remaining_time=0:00:01.502202, arrival_time=2021-04-15 02:27:44.956750, cost_time=0:00:09.822088 2021-04-15 02:27:43,987 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=1.25ms, fps=4810 images/s, loss=0.7133, top1-acc=78.29%, top5-acc=96.74%, remaining_time=0:00:00.920416, arrival_time=2021-04-15 02:27:44.907485, cost_time=0:00:10.354625 2021-04-15 02:27:44,600 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.06ms, fps=4176 images/s, loss=0.7154, top1-acc=78.21%, top5-acc=96.71%, remaining_time=0:00:00.346356, arrival_time=2021-04-15 02:27:44.946925, cost_time=0:00:10.967980 2021-04-15 02:27:44,942 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=1.13ms, fps=3983 images/s, loss=0.7160, top1-acc=78.25%, top5-acc=96.71%, remaining_time=0:00:00, arrival_time=2021-04-15 02:27:44.942472, cost_time=0:00:11.310040 2021-04-15 02:27:45,370 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=0.36ms, fps=6009 images/s, loss=1.4176, top1-acc=61.52%, top5-acc=87.30%, remaining_time=0:00:01.278150, arrival_time=2021-04-15 02:27:46.648255, cost_time=0:00:00.426047 2021-04-15 02:27:45,675 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=0.25ms, fps=8405 images/s, loss=1.4437, top1-acc=61.07%, top5-acc=86.78%, remaining_time=0:00:00.731000, arrival_time=2021-04-15 02:27:46.406066, cost_time=0:00:00.731006 2021-04-15 02:27:45,990 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=0.27ms, fps=8116 images/s, loss=1.4365, top1-acc=61.30%, top5-acc=87.01%, remaining_time=0:00:00.348940, arrival_time=2021-04-15 02:27:46.339841, cost_time=0:00:01.046831 2021-04-15 02:27:46,239 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.06ms, fps=9367 images/s, loss=1.4212, top1-acc=61.45%, top5-acc=87.10%, remaining_time=0:00:00, arrival_time=2021-04-15 02:27:46.238955, cost_time=0:00:01.294937 2021-04-15 02:27:46,297 INFO : Epoch=0130 complete, best val top1-acc=62.86%, top5-acc=87.63% (epoch=127), remaining_time=0:14:58.266180, arrival_time=2021-04-15 02:42:44.564042, cost_time=0:27:48.208657 2021-04-15 02:27:46,299 INFO : Train start, epoch=0131, lr=0.027300 2021-04-15 02:27:47,073 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=2.01ms, fps=3307 images/s, loss=0.6700, top1-acc=78.67%, top5-acc=97.19%, remaining_time=0:00:14.397516, arrival_time=2021-04-15 02:28:01.470678, cost_time=0:00:00.774064 2021-04-15 02:27:47,600 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=1.29ms, fps=4856 images/s, loss=0.6599, top1-acc=79.63%, top5-acc=97.17%, remaining_time=0:00:11.453728, arrival_time=2021-04-15 02:27:59.054382, cost_time=0:00:01.301556 2021-04-15 02:27:48,146 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=1.25ms, fps=4696 images/s, loss=0.6472, top1-acc=80.18%, top5-acc=97.30%, remaining_time=0:00:10.220454, arrival_time=2021-04-15 02:27:58.366669, cost_time=0:00:01.847075 2021-04-15 02:27:48,699 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=1.27ms, fps=4632 images/s, loss=0.6550, top1-acc=79.91%, top5-acc=97.23%, remaining_time=0:00:09.360936, arrival_time=2021-04-15 02:27:58.060278, cost_time=0:00:02.400256 2021-04-15 02:27:49,259 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=1.28ms, fps=4574 images/s, loss=0.6606, top1-acc=79.76%, top5-acc=97.24%, remaining_time=0:00:08.643784, arrival_time=2021-04-15 02:27:57.903094, cost_time=0:00:02.960216 2021-04-15 02:27:49,790 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=1.42ms, fps=4820 images/s, loss=0.6626, top1-acc=79.64%, top5-acc=97.17%, remaining_time=0:00:07.914520, arrival_time=2021-04-15 02:27:57.705285, cost_time=0:00:03.491674 2021-04-15 02:27:50,328 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=1.62ms, fps=4763 images/s, loss=0.6617, top1-acc=79.84%, top5-acc=97.18%, remaining_time=0:00:07.252938, arrival_time=2021-04-15 02:27:57.581468, cost_time=0:00:04.029421 2021-04-15 02:27:50,872 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=1.33ms, fps=4707 images/s, loss=0.6676, top1-acc=79.71%, top5-acc=97.11%, remaining_time=0:00:06.631720, arrival_time=2021-04-15 02:27:57.504450, cost_time=0:00:04.573640 2021-04-15 02:27:51,406 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=1.34ms, fps=4802 images/s, loss=0.6703, top1-acc=79.67%, top5-acc=97.07%, remaining_time=0:00:06.014970, arrival_time=2021-04-15 02:27:57.421308, cost_time=0:00:05.107090 2021-04-15 02:27:51,948 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=1.39ms, fps=4726 images/s, loss=0.6708, top1-acc=79.61%, top5-acc=97.07%, remaining_time=0:00:05.423424, arrival_time=2021-04-15 02:27:57.371953, cost_time=0:00:05.649417 2021-04-15 02:27:52,494 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.77ms, fps=4689 images/s, loss=0.6757, top1-acc=79.46%, top5-acc=97.05%, remaining_time=0:00:04.843950, arrival_time=2021-04-15 02:27:57.338776, cost_time=0:00:06.195730 2021-04-15 02:27:53,043 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=1.42ms, fps=4673 images/s, loss=0.6786, top1-acc=79.34%, top5-acc=97.02%, remaining_time=0:00:04.271124, arrival_time=2021-04-15 02:27:57.314191, cost_time=0:00:06.743892 2021-04-15 02:27:53,581 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=1.31ms, fps=4758 images/s, loss=0.6812, top1-acc=79.36%, top5-acc=97.00%, remaining_time=0:00:03.697254, arrival_time=2021-04-15 02:27:57.278759, cost_time=0:00:07.282406 2021-04-15 02:27:54,133 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=1.47ms, fps=4640 images/s, loss=0.6859, top1-acc=79.20%, top5-acc=96.96%, remaining_time=0:00:03.133816, arrival_time=2021-04-15 02:27:57.267395, cost_time=0:00:07.834490 2021-04-15 02:27:54,717 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=1.44ms, fps=4389 images/s, loss=0.6887, top1-acc=79.12%, top5-acc=96.95%, remaining_time=0:00:02.581566, arrival_time=2021-04-15 02:27:57.298818, cost_time=0:00:08.418096 2021-04-15 02:27:55,296 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=1.44ms, fps=4423 images/s, loss=0.6929, top1-acc=78.99%, top5-acc=96.93%, remaining_time=0:00:02.024388, arrival_time=2021-04-15 02:27:57.320790, cost_time=0:00:08.997279 2021-04-15 02:27:55,843 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=1.39ms, fps=4682 images/s, loss=0.6946, top1-acc=78.97%, top5-acc=96.93%, remaining_time=0:00:01.459744, arrival_time=2021-04-15 02:27:57.303395, cost_time=0:00:09.544524 2021-04-15 02:27:56,479 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=1.68ms, fps=4027 images/s, loss=0.6974, top1-acc=78.86%, top5-acc=96.89%, remaining_time=0:00:00.904944, arrival_time=2021-04-15 02:27:57.384735, cost_time=0:00:10.180688 2021-04-15 02:27:57,128 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=1.15ms, fps=3947 images/s, loss=0.7003, top1-acc=78.75%, top5-acc=96.87%, remaining_time=0:00:00.341988, arrival_time=2021-04-15 02:27:57.470823, cost_time=0:00:10.829674 2021-04-15 02:27:57,438 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=0.05ms, fps=4401 images/s, loss=0.7007, top1-acc=78.74%, top5-acc=96.87%, remaining_time=0:00:00, arrival_time=2021-04-15 02:27:57.438274, cost_time=0:00:11.139188 2021-04-15 02:27:57,838 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=0.20ms, fps=6427 images/s, loss=1.4051, top1-acc=61.80%, top5-acc=86.99%, remaining_time=0:00:01.195020, arrival_time=2021-04-15 02:27:59.033248, cost_time=0:00:00.398341 2021-04-15 02:27:58,145 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=55.54ms, fps=8353 images/s, loss=1.4311, top1-acc=61.23%, top5-acc=86.72%, remaining_time=0:00:00.705120, arrival_time=2021-04-15 02:27:58.850184, cost_time=0:00:00.705124 2021-04-15 02:27:58,437 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=0.16ms, fps=8769 images/s, loss=1.4328, top1-acc=61.43%, top5-acc=87.10%, remaining_time=0:00:00.332510, arrival_time=2021-04-15 02:27:58.769935, cost_time=0:00:00.997529 2021-04-15 02:27:58,702 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=1.10ms, fps=8748 images/s, loss=1.4105, top1-acc=61.68%, top5-acc=87.41%, remaining_time=0:00:00, arrival_time=2021-04-15 02:27:58.702947, cost_time=0:00:01.263072 2021-04-15 02:27:58,762 INFO : Epoch=0131 complete, best val top1-acc=62.86%, top5-acc=87.63% (epoch=127), remaining_time=0:14:45.240054, arrival_time=2021-04-15 02:42:44.002364, cost_time=0:28:00.673112 2021-04-15 02:27:58,763 INFO : Train start, epoch=0132, lr=0.026604 2021-04-15 02:27:59,576 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=0.18ms, fps=3150 images/s, loss=0.6897, top1-acc=79.53%, top5-acc=96.95%, remaining_time=0:00:15.114360, arrival_time=2021-04-15 02:28:14.690546, cost_time=0:00:00.812600 2021-04-15 02:28:00,176 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=1.31ms, fps=4267 images/s, loss=0.6669, top1-acc=79.84%, top5-acc=97.17%, remaining_time=0:00:12.435104, arrival_time=2021-04-15 02:28:12.611738, cost_time=0:00:01.413085 2021-04-15 02:28:00,828 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=1.57ms, fps=3928 images/s, loss=0.6642, top1-acc=80.01%, top5-acc=97.30%, remaining_time=0:00:11.427606, arrival_time=2021-04-15 02:28:12.256340, cost_time=0:00:02.065238 2021-04-15 02:28:01,467 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=1.39ms, fps=4012 images/s, loss=0.6643, top1-acc=79.93%, top5-acc=97.18%, remaining_time=0:00:10.544196, arrival_time=2021-04-15 02:28:12.011415, cost_time=0:00:02.703651 2021-04-15 02:28:02,125 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=1.40ms, fps=3893 images/s, loss=0.6641, top1-acc=79.81%, top5-acc=97.21%, remaining_time=0:00:09.816310, arrival_time=2021-04-15 02:28:11.941559, cost_time=0:00:03.361746 2021-04-15 02:28:02,838 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=1.42ms, fps=3592 images/s, loss=0.6691, top1-acc=79.69%, top5-acc=97.21%, remaining_time=0:00:09.236168, arrival_time=2021-04-15 02:28:12.074435, cost_time=0:00:04.074778 2021-04-15 02:28:03,404 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=1.43ms, fps=4528 images/s, loss=0.6701, top1-acc=79.71%, top5-acc=97.19%, remaining_time=0:00:08.352792, arrival_time=2021-04-15 02:28:11.756817, cost_time=0:00:04.640458 2021-04-15 02:28:04,011 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=1.25ms, fps=4218 images/s, loss=0.6674, top1-acc=79.78%, top5-acc=97.21%, remaining_time=0:00:07.609368, arrival_time=2021-04-15 02:28:11.620735, cost_time=0:00:05.247872 2021-04-15 02:28:04,595 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=1.24ms, fps=4389 images/s, loss=0.6663, top1-acc=79.84%, top5-acc=97.21%, remaining_time=0:00:06.868270, arrival_time=2021-04-15 02:28:11.463273, cost_time=0:00:05.831512 2021-04-15 02:28:05,179 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=1.33ms, fps=4379 images/s, loss=0.6669, top1-acc=79.76%, top5-acc=97.24%, remaining_time=0:00:06.159744, arrival_time=2021-04-15 02:28:11.339684, cost_time=0:00:06.416448 2021-04-15 02:28:05,755 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=1.23ms, fps=4449 images/s, loss=0.6737, top1-acc=79.62%, top5-acc=97.16%, remaining_time=0:00:05.466590, arrival_time=2021-04-15 02:28:11.222320, cost_time=0:00:06.992156 2021-04-15 02:28:06,314 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=1.48ms, fps=4588 images/s, loss=0.6763, top1-acc=79.59%, top5-acc=97.13%, remaining_time=0:00:04.782148, arrival_time=2021-04-15 02:28:11.096374, cost_time=0:00:07.550725 2021-04-15 02:28:06,989 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=1.39ms, fps=3793 images/s, loss=0.6795, top1-acc=79.55%, top5-acc=97.12%, remaining_time=0:00:04.176282, arrival_time=2021-04-15 02:28:11.165717, cost_time=0:00:08.225948 2021-04-15 02:28:07,570 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=1.32ms, fps=4408 images/s, loss=0.6810, top1-acc=79.46%, top5-acc=97.12%, remaining_time=0:00:03.522848, arrival_time=2021-04-15 02:28:11.093524, cost_time=0:00:08.807098 2021-04-15 02:28:08,135 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=1.38ms, fps=4539 images/s, loss=0.6838, top1-acc=79.37%, top5-acc=97.06%, remaining_time=0:00:02.873942, arrival_time=2021-04-15 02:28:11.009045, cost_time=0:00:09.371605 2021-04-15 02:28:08,683 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=1.54ms, fps=4671 images/s, loss=0.6859, top1-acc=79.29%, top5-acc=97.02%, remaining_time=0:00:02.232000, arrival_time=2021-04-15 02:28:10.915482, cost_time=0:00:09.919987 2021-04-15 02:28:09,327 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=1.22ms, fps=3981 images/s, loss=0.6883, top1-acc=79.25%, top5-acc=96.97%, remaining_time=0:00:01.615562, arrival_time=2021-04-15 02:28:10.942489, cost_time=0:00:10.563363 2021-04-15 02:28:09,920 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=1.46ms, fps=4313 images/s, loss=0.6925, top1-acc=79.13%, top5-acc=96.93%, remaining_time=0:00:00.991776, arrival_time=2021-04-15 02:28:10.912675, cost_time=0:00:11.157400 2021-04-15 02:28:10,480 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.12ms, fps=4574 images/s, loss=0.6944, top1-acc=79.09%, top5-acc=96.90%, remaining_time=0:00:00.370020, arrival_time=2021-04-15 02:28:10.850880, cost_time=0:00:11.717379 2021-04-15 02:28:10,820 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=0.09ms, fps=4014 images/s, loss=0.6960, top1-acc=79.06%, top5-acc=96.89%, remaining_time=0:00:00, arrival_time=2021-04-15 02:28:10.820072, cost_time=0:00:12.056509 2021-04-15 02:28:11,309 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=2.22ms, fps=5250 images/s, loss=1.4131, top1-acc=60.78%, top5-acc=87.70%, remaining_time=0:00:01.462830, arrival_time=2021-04-15 02:28:12.772316, cost_time=0:00:00.487610 2021-04-15 02:28:11,604 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=0.20ms, fps=8678 images/s, loss=1.4218, top1-acc=61.54%, top5-acc=87.42%, remaining_time=0:00:00.782900, arrival_time=2021-04-15 02:28:12.387685, cost_time=0:00:00.782901 2021-04-15 02:28:11,944 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=0.29ms, fps=7549 images/s, loss=1.3993, top1-acc=62.16%, top5-acc=87.62%, remaining_time=0:00:00.374130, arrival_time=2021-04-15 02:28:12.318403, cost_time=0:00:01.122390 2021-04-15 02:28:12,225 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=0.06ms, fps=8249 images/s, loss=1.4310, top1-acc=62.15%, top5-acc=87.27%, remaining_time=0:00:00, arrival_time=2021-04-15 02:28:12.225811, cost_time=0:00:01.403955 2021-04-15 02:28:12,286 INFO : Epoch=0132 complete, best val top1-acc=62.86%, top5-acc=87.63% (epoch=127), remaining_time=0:14:32.768168, arrival_time=2021-04-15 02:42:45.054354, cost_time=0:28:14.196985 2021-04-15 02:28:12,287 INFO : Train start, epoch=0133, lr=0.025912 2021-04-15 02:28:12,981 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=1.57ms, fps=3688 images/s, loss=0.6733, top1-acc=80.98%, top5-acc=97.15%, remaining_time=0:00:12.911748, arrival_time=2021-04-15 02:28:25.893323, cost_time=0:00:00.694185 2021-04-15 02:28:13,561 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=1.60ms, fps=4418 images/s, loss=0.6749, top1-acc=80.74%, top5-acc=97.07%, remaining_time=0:00:11.211024, arrival_time=2021-04-15 02:28:24.772404, cost_time=0:00:01.273986 2021-04-15 02:28:14,129 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=1.34ms, fps=4512 images/s, loss=0.6715, top1-acc=80.42%, top5-acc=96.97%, remaining_time=0:00:10.190906, arrival_time=2021-04-15 02:28:24.320032, cost_time=0:00:01.841732 2021-04-15 02:28:14,681 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=1.56ms, fps=4636 images/s, loss=0.6665, top1-acc=80.40%, top5-acc=96.92%, remaining_time=0:00:09.337692, arrival_time=2021-04-15 02:28:24.019366, cost_time=0:00:02.394277 2021-04-15 02:28:15,253 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=1.26ms, fps=4479 images/s, loss=0.6653, top1-acc=80.30%, top5-acc=97.05%, remaining_time=0:00:08.661304, arrival_time=2021-04-15 02:28:23.914888, cost_time=0:00:02.966197 2021-04-15 02:28:15,820 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=1.13ms, fps=4515 images/s, loss=0.6607, top1-acc=80.44%, top5-acc=97.14%, remaining_time=0:00:08.009176, arrival_time=2021-04-15 02:28:23.830047, cost_time=0:00:03.533480 2021-04-15 02:28:16,373 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=1.36ms, fps=4637 images/s, loss=0.6635, top1-acc=80.28%, top5-acc=97.08%, remaining_time=0:00:07.354620, arrival_time=2021-04-15 02:28:23.727904, cost_time=0:00:04.085879 2021-04-15 02:28:16,931 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=1.39ms, fps=4593 images/s, loss=0.6653, top1-acc=80.20%, top5-acc=97.08%, remaining_time=0:00:06.733336, arrival_time=2021-04-15 02:28:23.664373, cost_time=0:00:04.643642 2021-04-15 02:28:17,460 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=1.42ms, fps=4839 images/s, loss=0.6643, top1-acc=80.21%, top5-acc=97.10%, remaining_time=0:00:06.092668, arrival_time=2021-04-15 02:28:23.553095, cost_time=0:00:05.173036 2021-04-15 02:28:18,028 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.33ms, fps=4512 images/s, loss=0.6667, top1-acc=80.07%, top5-acc=97.07%, remaining_time=0:00:05.511072, arrival_time=2021-04-15 02:28:23.539244, cost_time=0:00:05.740696 2021-04-15 02:28:18,631 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=1.27ms, fps=4274 images/s, loss=0.6668, top1-acc=80.04%, top5-acc=97.06%, remaining_time=0:00:04.959534, arrival_time=2021-04-15 02:28:23.590481, cost_time=0:00:06.343543 2021-04-15 02:28:19,288 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=1.56ms, fps=3894 images/s, loss=0.6707, top1-acc=79.84%, top5-acc=97.05%, remaining_time=0:00:04.434220, arrival_time=2021-04-15 02:28:23.722949, cost_time=0:00:07.001346 2021-04-15 02:28:19,903 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=1.19ms, fps=4169 images/s, loss=0.6757, top1-acc=79.61%, top5-acc=97.01%, remaining_time=0:00:03.866478, arrival_time=2021-04-15 02:28:23.769602, cost_time=0:00:07.615731 2021-04-15 02:28:20,460 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=1.16ms, fps=4599 images/s, loss=0.6793, top1-acc=79.49%, top5-acc=96.99%, remaining_time=0:00:03.269056, arrival_time=2021-04-15 02:28:23.729098, cost_time=0:00:08.172646 2021-04-15 02:28:20,997 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=1.38ms, fps=4769 images/s, loss=0.6833, top1-acc=79.39%, top5-acc=96.93%, remaining_time=0:00:02.670990, arrival_time=2021-04-15 02:28:23.668219, cost_time=0:00:08.709753 2021-04-15 02:28:21,612 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=1.23ms, fps=4167 images/s, loss=0.6843, top1-acc=79.37%, top5-acc=96.94%, remaining_time=0:00:02.098044, arrival_time=2021-04-15 02:28:23.710043, cost_time=0:00:09.324598 2021-04-15 02:28:22,171 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.26ms, fps=4578 images/s, loss=0.6886, top1-acc=79.22%, top5-acc=96.90%, remaining_time=0:00:01.511692, arrival_time=2021-04-15 02:28:23.683278, cost_time=0:00:09.884193 2021-04-15 02:28:22,784 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=1.68ms, fps=4180 images/s, loss=0.6899, top1-acc=79.13%, top5-acc=96.87%, remaining_time=0:00:00.933072, arrival_time=2021-04-15 02:28:23.717611, cost_time=0:00:10.497009 2021-04-15 02:28:23,339 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=1.30ms, fps=4615 images/s, loss=0.6914, top1-acc=79.06%, top5-acc=96.85%, remaining_time=0:00:00.349020, arrival_time=2021-04-15 02:28:23.688819, cost_time=0:00:11.052395 2021-04-15 02:28:23,662 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=0.05ms, fps=4218 images/s, loss=0.6927, top1-acc=79.04%, top5-acc=96.81%, remaining_time=0:00:00, arrival_time=2021-04-15 02:28:23.662657, cost_time=0:00:11.375282 2021-04-15 02:28:24,098 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=0.16ms, fps=5892 images/s, loss=1.4863, top1-acc=60.70%, top5-acc=86.45%, remaining_time=0:00:01.303560, arrival_time=2021-04-15 02:28:25.402320, cost_time=0:00:00.434516 2021-04-15 02:28:24,346 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=1.70ms, fps=10347 images/s, loss=1.4342, top1-acc=61.48%, top5-acc=87.34%, remaining_time=0:00:00.682220, arrival_time=2021-04-15 02:28:25.028694, cost_time=0:00:00.682216 2021-04-15 02:28:24,657 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=0.18ms, fps=8252 images/s, loss=1.4375, top1-acc=61.76%, top5-acc=87.34%, remaining_time=0:00:00.330910, arrival_time=2021-04-15 02:28:24.987909, cost_time=0:00:00.992736 2021-04-15 02:28:24,902 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=0.05ms, fps=9478 images/s, loss=1.4177, top1-acc=61.63%, top5-acc=87.55%, remaining_time=0:00:00, arrival_time=2021-04-15 02:28:24.902180, cost_time=0:00:01.237827 2021-04-15 02:28:24,961 INFO : Epoch=0133 complete, best val top1-acc=62.86%, top5-acc=87.63% (epoch=127), remaining_time=0:14:19.853076, arrival_time=2021-04-15 02:42:44.814773, cost_time=0:28:26.872493 2021-04-15 02:28:24,962 INFO : Train start, epoch=0134, lr=0.025227 2021-04-15 02:28:25,677 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=1.27ms, fps=3585 images/s, loss=0.6651, top1-acc=79.80%, top5-acc=97.34%, remaining_time=0:00:13.283562, arrival_time=2021-04-15 02:28:38.960747, cost_time=0:00:00.714173 2021-04-15 02:28:26,226 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=1.54ms, fps=4664 images/s, loss=0.6690, top1-acc=79.43%, top5-acc=97.27%, remaining_time=0:00:11.117040, arrival_time=2021-04-15 02:28:37.343405, cost_time=0:00:01.263303 2021-04-15 02:28:26,803 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=1.38ms, fps=4441 images/s, loss=0.6566, top1-acc=80.00%, top5-acc=97.30%, remaining_time=0:00:10.182440, arrival_time=2021-04-15 02:28:36.985662, cost_time=0:00:01.840206 2021-04-15 02:28:27,396 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=2.24ms, fps=4317 images/s, loss=0.6604, top1-acc=79.75%, top5-acc=97.30%, remaining_time=0:00:09.490572, arrival_time=2021-04-15 02:28:36.887059, cost_time=0:00:02.433464 2021-04-15 02:28:27,943 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=1.56ms, fps=4685 images/s, loss=0.6604, top1-acc=79.80%, top5-acc=97.34%, remaining_time=0:00:08.702038, arrival_time=2021-04-15 02:28:36.645197, cost_time=0:00:02.980148 2021-04-15 02:28:28,505 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.32ms, fps=4557 images/s, loss=0.6653, top1-acc=79.61%, top5-acc=97.30%, remaining_time=0:00:08.029032, arrival_time=2021-04-15 02:28:36.534274, cost_time=0:00:03.542229 2021-04-15 02:28:29,062 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=1.49ms, fps=4601 images/s, loss=0.6591, top1-acc=79.92%, top5-acc=97.30%, remaining_time=0:00:07.378182, arrival_time=2021-04-15 02:28:36.440171, cost_time=0:00:04.098969 2021-04-15 02:28:29,661 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=1.43ms, fps=4269 images/s, loss=0.6569, top1-acc=79.83%, top5-acc=97.37%, remaining_time=0:00:06.813492, arrival_time=2021-04-15 02:28:36.475438, cost_time=0:00:04.698924 2021-04-15 02:28:30,238 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=1.81ms, fps=4445 images/s, loss=0.6589, top1-acc=79.74%, top5-acc=97.40%, remaining_time=0:00:06.212978, arrival_time=2021-04-15 02:28:36.451209, cost_time=0:00:05.275208 2021-04-15 02:28:30,804 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=1.78ms, fps=4523 images/s, loss=0.6587, top1-acc=79.77%, top5-acc=97.35%, remaining_time=0:00:05.607936, arrival_time=2021-04-15 02:28:36.412622, cost_time=0:00:05.841550 2021-04-15 02:28:31,344 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=1.13ms, fps=4752 images/s, loss=0.6655, top1-acc=79.66%, top5-acc=97.24%, remaining_time=0:00:04.988774, arrival_time=2021-04-15 02:28:36.332771, cost_time=0:00:06.380985 2021-04-15 02:28:31,881 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=1.37ms, fps=4766 images/s, loss=0.6671, top1-acc=79.62%, top5-acc=97.25%, remaining_time=0:00:04.381704, arrival_time=2021-04-15 02:28:36.263350, cost_time=0:00:06.918449 2021-04-15 02:28:32,459 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=1.31ms, fps=4438 images/s, loss=0.6692, top1-acc=79.59%, top5-acc=97.23%, remaining_time=0:00:03.805692, arrival_time=2021-04-15 02:28:36.264755, cost_time=0:00:07.496051 2021-04-15 02:28:33,052 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=1.43ms, fps=4315 images/s, loss=0.6691, top1-acc=79.55%, top5-acc=97.23%, remaining_time=0:00:03.235848, arrival_time=2021-04-15 02:28:36.288494, cost_time=0:00:08.089618 2021-04-15 02:28:33,612 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=1.39ms, fps=4580 images/s, loss=0.6733, top1-acc=79.44%, top5-acc=97.18%, remaining_time=0:00:02.652360, arrival_time=2021-04-15 02:28:36.264328, cost_time=0:00:08.648951 2021-04-15 02:28:34,172 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=1.40ms, fps=4567 images/s, loss=0.6766, top1-acc=79.33%, top5-acc=97.15%, remaining_time=0:00:02.072196, arrival_time=2021-04-15 02:28:36.245081, cost_time=0:00:09.209781 2021-04-15 02:28:34,744 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=1.33ms, fps=4482 images/s, loss=0.6754, top1-acc=79.37%, top5-acc=97.19%, remaining_time=0:00:01.495988, arrival_time=2021-04-15 02:28:36.240476, cost_time=0:00:09.781444 2021-04-15 02:28:35,293 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=1.24ms, fps=4671 images/s, loss=0.6784, top1-acc=79.31%, top5-acc=97.18%, remaining_time=0:00:00.918208, arrival_time=2021-04-15 02:28:36.211169, cost_time=0:00:10.329914 2021-04-15 02:28:35,857 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=1.28ms, fps=4540 images/s, loss=0.6815, top1-acc=79.24%, top5-acc=97.13%, remaining_time=0:00:00.344028, arrival_time=2021-04-15 02:28:36.201261, cost_time=0:00:10.894230 2021-04-15 02:28:36,171 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=0.12ms, fps=4334 images/s, loss=0.6840, top1-acc=79.19%, top5-acc=97.10%, remaining_time=0:00:00, arrival_time=2021-04-15 02:28:36.171374, cost_time=0:00:11.208286 2021-04-15 02:28:36,613 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=0.30ms, fps=5817 images/s, loss=1.3717, top1-acc=62.07%, top5-acc=87.81%, remaining_time=0:00:01.320240, arrival_time=2021-04-15 02:28:37.933482, cost_time=0:00:00.440081 2021-04-15 02:28:36,905 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=0.23ms, fps=8764 images/s, loss=1.3973, top1-acc=61.86%, top5-acc=87.71%, remaining_time=0:00:00.732520, arrival_time=2021-04-15 02:28:37.638236, cost_time=0:00:00.732521 2021-04-15 02:28:37,244 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=0.18ms, fps=7574 images/s, loss=1.3924, top1-acc=62.17%, top5-acc=87.85%, remaining_time=0:00:00.357000, arrival_time=2021-04-15 02:28:37.601153, cost_time=0:00:01.071001 2021-04-15 02:28:37,526 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=0.05ms, fps=8219 images/s, loss=1.4070, top1-acc=62.18%, top5-acc=87.81%, remaining_time=0:00:00, arrival_time=2021-04-15 02:28:37.526852, cost_time=0:00:01.353643 2021-04-15 02:28:37,585 INFO : Epoch=0134 complete, best val top1-acc=62.86%, top5-acc=87.63% (epoch=127), remaining_time=0:14:06.915828, arrival_time=2021-04-15 02:42:44.500813, cost_time=0:28:39.495793 2021-04-15 02:28:37,586 INFO : Train start, epoch=0135, lr=0.024548 2021-04-15 02:28:38,308 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=0.18ms, fps=3545 images/s, loss=0.6450, top1-acc=81.17%, top5-acc=97.19%, remaining_time=0:00:13.430688, arrival_time=2021-04-15 02:28:51.738902, cost_time=0:00:00.722084 2021-04-15 02:28:38,846 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=1.31ms, fps=4756 images/s, loss=0.6575, top1-acc=80.06%, top5-acc=97.19%, remaining_time=0:00:11.093632, arrival_time=2021-04-15 02:28:49.940410, cost_time=0:00:01.260640 2021-04-15 02:28:39,392 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=1.22ms, fps=4694 images/s, loss=0.6604, top1-acc=79.99%, top5-acc=97.16%, remaining_time=0:00:09.994860, arrival_time=2021-04-15 02:28:49.387300, cost_time=0:00:01.806305 2021-04-15 02:28:39,996 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=1.33ms, fps=4243 images/s, loss=0.6551, top1-acc=80.42%, top5-acc=97.21%, remaining_time=0:00:09.398844, arrival_time=2021-04-15 02:28:49.394939, cost_time=0:00:02.409968 2021-04-15 02:28:40,557 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=1.26ms, fps=4564 images/s, loss=0.6532, top1-acc=80.37%, top5-acc=97.24%, remaining_time=0:00:08.675904, arrival_time=2021-04-15 02:28:49.233230, cost_time=0:00:02.971197 2021-04-15 02:28:41,099 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=1.44ms, fps=4721 images/s, loss=0.6531, top1-acc=80.49%, top5-acc=97.22%, remaining_time=0:00:07.964704, arrival_time=2021-04-15 02:28:49.064658, cost_time=0:00:03.513819 2021-04-15 02:28:41,718 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=1.36ms, fps=4139 images/s, loss=0.6527, top1-acc=80.55%, top5-acc=97.23%, remaining_time=0:00:07.438914, arrival_time=2021-04-15 02:28:49.157805, cost_time=0:00:04.132710 2021-04-15 02:28:42,329 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.66ms, fps=4194 images/s, loss=0.6547, top1-acc=80.50%, top5-acc=97.23%, remaining_time=0:00:06.878220, arrival_time=2021-04-15 02:28:49.207968, cost_time=0:00:04.743602 2021-04-15 02:28:42,967 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=1.64ms, fps=4014 images/s, loss=0.6564, top1-acc=80.46%, top5-acc=97.24%, remaining_time=0:00:06.338588, arrival_time=2021-04-15 02:28:49.306540, cost_time=0:00:05.381796 2021-04-15 02:28:43,556 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=1.28ms, fps=4356 images/s, loss=0.6564, top1-acc=80.43%, top5-acc=97.26%, remaining_time=0:00:05.731104, arrival_time=2021-04-15 02:28:49.287185, cost_time=0:00:05.969865 2021-04-15 02:28:44,143 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=1.32ms, fps=4364 images/s, loss=0.6567, top1-acc=80.36%, top5-acc=97.23%, remaining_time=0:00:05.126374, arrival_time=2021-04-15 02:28:49.269528, cost_time=0:00:06.557019 2021-04-15 02:28:44,679 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=1.30ms, fps=4779 images/s, loss=0.6594, top1-acc=80.20%, top5-acc=97.19%, remaining_time=0:00:04.492208, arrival_time=2021-04-15 02:28:49.171439, cost_time=0:00:07.093016 2021-04-15 02:28:45,259 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=1.37ms, fps=4418 images/s, loss=0.6625, top1-acc=80.10%, top5-acc=97.18%, remaining_time=0:00:03.895518, arrival_time=2021-04-15 02:28:49.154622, cost_time=0:00:07.672958 2021-04-15 02:28:45,927 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=1.73ms, fps=3832 images/s, loss=0.6655, top1-acc=80.00%, top5-acc=97.17%, remaining_time=0:00:03.336536, arrival_time=2021-04-15 02:28:49.264009, cost_time=0:00:08.341285 2021-04-15 02:28:46,541 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=1.43ms, fps=4175 images/s, loss=0.6670, top1-acc=79.95%, top5-acc=97.17%, remaining_time=0:00:02.746154, arrival_time=2021-04-15 02:28:49.287234, cost_time=0:00:08.954869 2021-04-15 02:28:47,131 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=1.54ms, fps=4336 images/s, loss=0.6702, top1-acc=79.80%, top5-acc=97.13%, remaining_time=0:00:02.147796, arrival_time=2021-04-15 02:28:49.279708, cost_time=0:00:09.545765 2021-04-15 02:28:47,691 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=1.33ms, fps=4582 images/s, loss=0.6720, top1-acc=79.70%, top5-acc=97.16%, remaining_time=0:00:01.545440, arrival_time=2021-04-15 02:28:49.236411, cost_time=0:00:10.104834 2021-04-15 02:28:48,297 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=1.61ms, fps=4223 images/s, loss=0.6742, top1-acc=79.65%, top5-acc=97.15%, remaining_time=0:00:00.952112, arrival_time=2021-04-15 02:28:49.249558, cost_time=0:00:10.711316 2021-04-15 02:28:48,901 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=0.99ms, fps=4240 images/s, loss=0.6738, top1-acc=79.65%, top5-acc=97.14%, remaining_time=0:00:00.357330, arrival_time=2021-04-15 02:28:49.258947, cost_time=0:00:11.315434 2021-04-15 02:28:49,211 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=0.05ms, fps=4391 images/s, loss=0.6757, top1-acc=79.61%, top5-acc=97.13%, remaining_time=0:00:00, arrival_time=2021-04-15 02:28:49.211758, cost_time=0:00:11.625621 2021-04-15 02:28:49,690 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=106.31ms, fps=5363 images/s, loss=1.3774, top1-acc=62.38%, top5-acc=88.12%, remaining_time=0:00:01.432080, arrival_time=2021-04-15 02:28:51.122918, cost_time=0:00:00.477356 2021-04-15 02:28:49,982 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=0.21ms, fps=8785 images/s, loss=1.3680, top1-acc=62.54%, top5-acc=88.28%, remaining_time=0:00:00.769080, arrival_time=2021-04-15 02:28:50.751667, cost_time=0:00:00.769074 2021-04-15 02:28:50,301 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=38.35ms, fps=8033 images/s, loss=1.3795, top1-acc=62.25%, top5-acc=88.18%, remaining_time=0:00:00.362730, arrival_time=2021-04-15 02:28:50.664424, cost_time=0:00:01.088178 2021-04-15 02:28:50,550 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=0.05ms, fps=9332 images/s, loss=1.3956, top1-acc=62.13%, top5-acc=87.97%, remaining_time=0:00:00, arrival_time=2021-04-15 02:28:50.550693, cost_time=0:00:01.337232 2021-04-15 02:28:50,612 INFO : Epoch=0135 complete, best val top1-acc=62.86%, top5-acc=87.63% (epoch=127), remaining_time=0:13:54.178020, arrival_time=2021-04-15 02:42:44.790763, cost_time=0:28:52.523535 2021-04-15 02:28:50,614 INFO : Train start, epoch=0136, lr=0.023875 2021-04-15 02:28:51,372 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=0.17ms, fps=3377 images/s, loss=0.6557, top1-acc=81.09%, top5-acc=97.30%, remaining_time=0:00:14.099172, arrival_time=2021-04-15 02:29:05.471312, cost_time=0:00:00.758025 2021-04-15 02:28:51,994 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=1.31ms, fps=4113 images/s, loss=0.6295, top1-acc=81.74%, top5-acc=97.56%, remaining_time=0:00:12.150688, arrival_time=2021-04-15 02:29:04.145535, cost_time=0:00:01.380753 2021-04-15 02:28:52,582 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=1.26ms, fps=4359 images/s, loss=0.6221, top1-acc=81.93%, top5-acc=97.68%, remaining_time=0:00:10.891426, arrival_time=2021-04-15 02:29:03.473869, cost_time=0:00:01.968334 2021-04-15 02:28:53,154 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=1.21ms, fps=4480 images/s, loss=0.6299, top1-acc=81.53%, top5-acc=97.62%, remaining_time=0:00:09.906156, arrival_time=2021-04-15 02:29:03.060305, cost_time=0:00:02.540033 2021-04-15 02:28:53,682 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=1.31ms, fps=4850 images/s, loss=0.6357, top1-acc=81.33%, top5-acc=97.55%, remaining_time=0:00:08.958998, arrival_time=2021-04-15 02:29:02.641274, cost_time=0:00:03.068164 2021-04-15 02:28:54,277 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=1.15ms, fps=4301 images/s, loss=0.6315, top1-acc=81.24%, top5-acc=97.63%, remaining_time=0:00:08.304296, arrival_time=2021-04-15 02:29:02.582071, cost_time=0:00:03.663663 2021-04-15 02:28:54,846 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=1.20ms, fps=4502 images/s, loss=0.6356, top1-acc=81.00%, top5-acc=97.58%, remaining_time=0:00:07.618590, arrival_time=2021-04-15 02:29:02.465263, cost_time=0:00:04.232555 2021-04-15 02:28:55,449 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=1.37ms, fps=4251 images/s, loss=0.6351, top1-acc=81.03%, top5-acc=97.51%, remaining_time=0:00:07.011040, arrival_time=2021-04-15 02:29:02.460323, cost_time=0:00:04.835162 2021-04-15 02:28:56,055 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=1.32ms, fps=4224 images/s, loss=0.6382, top1-acc=80.91%, top5-acc=97.48%, remaining_time=0:00:06.408972, arrival_time=2021-04-15 02:29:02.464783, cost_time=0:00:05.441597 2021-04-15 02:28:56,718 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=1.33ms, fps=3864 images/s, loss=0.6424, top1-acc=80.75%, top5-acc=97.45%, remaining_time=0:00:05.860416, arrival_time=2021-04-15 02:29:02.579285, cost_time=0:00:06.104618 2021-04-15 02:28:57,344 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=1.35ms, fps=4095 images/s, loss=0.6452, top1-acc=80.65%, top5-acc=97.46%, remaining_time=0:00:05.261910, arrival_time=2021-04-15 02:29:02.606427, cost_time=0:00:06.730312 2021-04-15 02:28:57,920 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=1.27ms, fps=4451 images/s, loss=0.6465, top1-acc=80.57%, top5-acc=97.44%, remaining_time=0:00:04.627108, arrival_time=2021-04-15 02:29:02.547243, cost_time=0:00:07.306007 2021-04-15 02:28:58,516 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=1.63ms, fps=4295 images/s, loss=0.6487, top1-acc=80.55%, top5-acc=97.43%, remaining_time=0:00:04.011942, arrival_time=2021-04-15 02:29:02.528485, cost_time=0:00:07.902372 2021-04-15 02:28:59,158 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=1.35ms, fps=3990 images/s, loss=0.6517, top1-acc=80.45%, top5-acc=97.42%, remaining_time=0:00:03.417792, arrival_time=2021-04-15 02:29:02.576456, cost_time=0:00:08.544465 2021-04-15 02:28:59,709 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=1.24ms, fps=4649 images/s, loss=0.6523, top1-acc=80.42%, top5-acc=97.39%, remaining_time=0:00:02.789348, arrival_time=2021-04-15 02:29:02.499115, cost_time=0:00:09.095636 2021-04-15 02:29:00,250 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=1.19ms, fps=4736 images/s, loss=0.6539, top1-acc=80.30%, top5-acc=97.34%, remaining_time=0:00:02.168208, arrival_time=2021-04-15 02:29:02.418836, cost_time=0:00:09.636514 2021-04-15 02:29:00,782 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=1.36ms, fps=4814 images/s, loss=0.6542, top1-acc=80.28%, top5-acc=97.34%, remaining_time=0:00:01.555216, arrival_time=2021-04-15 02:29:02.337978, cost_time=0:00:10.168642 2021-04-15 02:29:01,317 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=1.23ms, fps=4788 images/s, loss=0.6576, top1-acc=80.22%, top5-acc=97.29%, remaining_time=0:00:00.951440, arrival_time=2021-04-15 02:29:02.269303, cost_time=0:00:10.703666 2021-04-15 02:29:01,873 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.03ms, fps=4614 images/s, loss=0.6580, top1-acc=80.23%, top5-acc=97.29%, remaining_time=0:00:00.355548, arrival_time=2021-04-15 02:29:02.228704, cost_time=0:00:11.259052 2021-04-15 02:29:02,178 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=0.05ms, fps=4456 images/s, loss=0.6593, top1-acc=80.19%, top5-acc=97.27%, remaining_time=0:00:00, arrival_time=2021-04-15 02:29:02.178711, cost_time=0:00:11.564616 2021-04-15 02:29:02,588 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=0.18ms, fps=6271 images/s, loss=1.3752, top1-acc=64.02%, top5-acc=87.93%, remaining_time=0:00:01.224600, arrival_time=2021-04-15 02:29:03.813112, cost_time=0:00:00.408203 2021-04-15 02:29:02,872 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=0.20ms, fps=9032 images/s, loss=1.3891, top1-acc=63.03%, top5-acc=87.81%, remaining_time=0:00:00.691960, arrival_time=2021-04-15 02:29:03.564274, cost_time=0:00:00.691965 2021-04-15 02:29:03,200 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=0.18ms, fps=7814 images/s, loss=1.3991, top1-acc=62.54%, top5-acc=87.77%, remaining_time=0:00:00.340020, arrival_time=2021-04-15 02:29:03.540403, cost_time=0:00:01.020073 2021-04-15 02:29:03,473 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=0.05ms, fps=8516 images/s, loss=1.3722, top1-acc=63.19%, top5-acc=88.06%, remaining_time=0:00:00, arrival_time=2021-04-15 02:29:03.473204, cost_time=0:00:01.292844 2021-04-15 02:29:03,586 INFO : Epoch=0136 complete, best val top1-acc=63.19%, top5-acc=88.06% (epoch=136), remaining_time=0:13:41.410624, arrival_time=2021-04-15 02:42:44.997359, cost_time=0:29:05.497512 2021-04-15 02:29:03,588 INFO : Train start, epoch=0137, lr=0.023209 2021-04-15 02:29:04,321 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=1.96ms, fps=3491 images/s, loss=0.5936, top1-acc=82.34%, top5-acc=97.66%, remaining_time=0:00:13.637892, arrival_time=2021-04-15 02:29:17.959228, cost_time=0:00:00.733218 2021-04-15 02:29:04,914 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=1.32ms, fps=4320 images/s, loss=0.6166, top1-acc=81.99%, top5-acc=97.38%, remaining_time=0:00:11.669328, arrival_time=2021-04-15 02:29:16.583516, cost_time=0:00:01.326057 2021-04-15 02:29:05,457 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=1.17ms, fps=4719 images/s, loss=0.6108, top1-acc=81.95%, top5-acc=97.62%, remaining_time=0:00:10.341136, arrival_time=2021-04-15 02:29:15.798132, cost_time=0:00:01.868870 2021-04-15 02:29:06,027 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=1.25ms, fps=4490 images/s, loss=0.6116, top1-acc=82.08%, top5-acc=97.61%, remaining_time=0:00:09.513660, arrival_time=2021-04-15 02:29:15.541187, cost_time=0:00:02.439397 2021-04-15 02:29:06,627 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=1.28ms, fps=4266 images/s, loss=0.6139, top1-acc=81.94%, top5-acc=97.54%, remaining_time=0:00:08.876216, arrival_time=2021-04-15 02:29:15.504147, cost_time=0:00:03.039800 2021-04-15 02:29:07,232 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=1.23ms, fps=4238 images/s, loss=0.6182, top1-acc=81.73%, top5-acc=97.58%, remaining_time=0:00:08.260096, arrival_time=2021-04-15 02:29:15.492417, cost_time=0:00:03.644186 2021-04-15 02:29:07,814 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=1.28ms, fps=4398 images/s, loss=0.6178, top1-acc=81.65%, top5-acc=97.57%, remaining_time=0:00:07.607754, arrival_time=2021-04-15 02:29:15.422435, cost_time=0:00:04.226547 2021-04-15 02:29:08,387 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=1.29ms, fps=4473 images/s, loss=0.6247, top1-acc=81.40%, top5-acc=97.51%, remaining_time=0:00:06.958724, arrival_time=2021-04-15 02:29:15.346012, cost_time=0:00:04.799155 2021-04-15 02:29:08,989 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=1.29ms, fps=4255 images/s, loss=0.6266, top1-acc=81.28%, top5-acc=97.53%, remaining_time=0:00:06.361378, arrival_time=2021-04-15 02:29:15.350645, cost_time=0:00:05.401141 2021-04-15 02:29:09,564 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=1.24ms, fps=4457 images/s, loss=0.6324, top1-acc=81.11%, top5-acc=97.50%, remaining_time=0:00:05.736768, arrival_time=2021-04-15 02:29:15.300775, cost_time=0:00:05.975801 2021-04-15 02:29:10,187 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=1.41ms, fps=4110 images/s, loss=0.6326, top1-acc=81.08%, top5-acc=97.50%, remaining_time=0:00:05.159398, arrival_time=2021-04-15 02:29:15.346765, cost_time=0:00:06.599237 2021-04-15 02:29:10,804 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=2.04ms, fps=4154 images/s, loss=0.6343, top1-acc=81.05%, top5-acc=97.48%, remaining_time=0:00:04.570032, arrival_time=2021-04-15 02:29:15.374128, cost_time=0:00:07.215894 2021-04-15 02:29:11,431 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=1.38ms, fps=4083 images/s, loss=0.6374, top1-acc=80.94%, top5-acc=97.48%, remaining_time=0:00:03.982044, arrival_time=2021-04-15 02:29:15.413624, cost_time=0:00:07.843443 2021-04-15 02:29:11,974 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=1.23ms, fps=4716 images/s, loss=0.6399, top1-acc=80.85%, top5-acc=97.45%, remaining_time=0:00:03.354680, arrival_time=2021-04-15 02:29:15.329465, cost_time=0:00:08.386657 2021-04-15 02:29:12,503 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=1.90ms, fps=4846 images/s, loss=0.6425, top1-acc=80.69%, top5-acc=97.47%, remaining_time=0:00:02.734010, arrival_time=2021-04-15 02:29:15.237468, cost_time=0:00:08.915252 2021-04-15 02:29:13,052 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=1.21ms, fps=4669 images/s, loss=0.6431, top1-acc=80.67%, top5-acc=97.45%, remaining_time=0:00:02.129400, arrival_time=2021-04-15 02:29:15.181582, cost_time=0:00:09.464045 2021-04-15 02:29:13,587 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=1.36ms, fps=4787 images/s, loss=0.6453, top1-acc=80.60%, top5-acc=97.41%, remaining_time=0:00:01.529294, arrival_time=2021-04-15 02:29:15.116619, cost_time=0:00:09.999192 2021-04-15 02:29:14,122 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=1.21ms, fps=4788 images/s, loss=0.6460, top1-acc=80.57%, top5-acc=97.37%, remaining_time=0:00:00.936384, arrival_time=2021-04-15 02:29:15.058748, cost_time=0:00:10.534240 2021-04-15 02:29:14,661 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.14ms, fps=4754 images/s, loss=0.6481, top1-acc=80.49%, top5-acc=97.37%, remaining_time=0:00:00.349674, arrival_time=2021-04-15 02:29:15.010870, cost_time=0:00:11.073005 2021-04-15 02:29:15,094 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=0.06ms, fps=3143 images/s, loss=0.6503, top1-acc=80.45%, top5-acc=97.34%, remaining_time=0:00:00, arrival_time=2021-04-15 02:29:15.094284, cost_time=0:00:11.506167 2021-04-15 02:29:15,513 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=27.02ms, fps=6135 images/s, loss=1.3592, top1-acc=63.87%, top5-acc=87.77%, remaining_time=0:00:01.251840, arrival_time=2021-04-15 02:29:16.765085, cost_time=0:00:00.417284 2021-04-15 02:29:15,856 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=0.26ms, fps=7461 images/s, loss=1.3628, top1-acc=62.81%, top5-acc=87.95%, remaining_time=0:00:00.760940, arrival_time=2021-04-15 02:29:16.617761, cost_time=0:00:00.760949 2021-04-15 02:29:16,188 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=66.70ms, fps=7723 images/s, loss=1.3759, top1-acc=62.76%, top5-acc=87.92%, remaining_time=0:00:00.364240, arrival_time=2021-04-15 02:29:16.552858, cost_time=0:00:01.092731 2021-04-15 02:29:16,454 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=0.05ms, fps=8721 images/s, loss=1.3826, top1-acc=62.71%, top5-acc=87.95%, remaining_time=0:00:00, arrival_time=2021-04-15 02:29:16.454937, cost_time=0:00:01.359073 2021-04-15 02:29:16,512 INFO : Epoch=0137 complete, best val top1-acc=63.19%, top5-acc=88.06% (epoch=136), remaining_time=0:13:28.618104, arrival_time=2021-04-15 02:42:45.130842, cost_time=0:29:18.423531 2021-04-15 02:29:16,513 INFO : Train start, epoch=0138, lr=0.022549 2021-04-15 02:29:17,251 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=0.17ms, fps=3472 images/s, loss=0.6030, top1-acc=81.95%, top5-acc=97.50%, remaining_time=0:00:13.715454, arrival_time=2021-04-15 02:29:30.966879, cost_time=0:00:00.737391 2021-04-15 02:29:17,784 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=1.42ms, fps=4808 images/s, loss=0.6057, top1-acc=81.76%, top5-acc=97.68%, remaining_time=0:00:11.177056, arrival_time=2021-04-15 02:29:28.961215, cost_time=0:00:01.270127 2021-04-15 02:29:18,354 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=1.66ms, fps=4488 images/s, loss=0.6065, top1-acc=82.02%, top5-acc=97.64%, remaining_time=0:00:10.186092, arrival_time=2021-04-15 02:29:28.540977, cost_time=0:00:01.840854 2021-04-15 02:29:18,948 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.34ms, fps=4315 images/s, loss=0.6054, top1-acc=81.98%, top5-acc=97.70%, remaining_time=0:00:09.494316, arrival_time=2021-04-15 02:29:28.442798, cost_time=0:00:02.434435 2021-04-15 02:29:19,615 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=1.33ms, fps=3842 images/s, loss=0.6053, top1-acc=82.06%, top5-acc=97.72%, remaining_time=0:00:09.055358, arrival_time=2021-04-15 02:29:28.670534, cost_time=0:00:03.101141 2021-04-15 02:29:20,246 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=1.38ms, fps=4055 images/s, loss=0.6054, top1-acc=81.99%, top5-acc=97.68%, remaining_time=0:00:08.461104, arrival_time=2021-04-15 02:29:28.707957, cost_time=0:00:03.732820 2021-04-15 02:29:20,940 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=1.36ms, fps=3694 images/s, loss=0.6046, top1-acc=81.96%, top5-acc=97.66%, remaining_time=0:00:07.967232, arrival_time=2021-04-15 02:29:28.907476, cost_time=0:00:04.426218 2021-04-15 02:29:21,601 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=1.36ms, fps=3872 images/s, loss=0.6091, top1-acc=81.68%, top5-acc=97.64%, remaining_time=0:00:07.377136, arrival_time=2021-04-15 02:29:28.978823, cost_time=0:00:05.087641 2021-04-15 02:29:22,241 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=1.27ms, fps=4007 images/s, loss=0.6123, top1-acc=81.64%, top5-acc=97.62%, remaining_time=0:00:06.744992, arrival_time=2021-04-15 02:29:28.985982, cost_time=0:00:05.726882 2021-04-15 02:29:22,883 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=1.24ms, fps=3985 images/s, loss=0.6152, top1-acc=81.57%, top5-acc=97.57%, remaining_time=0:00:06.115008, arrival_time=2021-04-15 02:29:28.998808, cost_time=0:00:06.369776 2021-04-15 02:29:23,510 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=1.21ms, fps=4089 images/s, loss=0.6158, top1-acc=81.59%, top5-acc=97.60%, remaining_time=0:00:05.469686, arrival_time=2021-04-15 02:29:28.979907, cost_time=0:00:06.996102 2021-04-15 02:29:24,174 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.22ms, fps=3858 images/s, loss=0.6213, top1-acc=81.47%, top5-acc=97.57%, remaining_time=0:00:04.851460, arrival_time=2021-04-15 02:29:29.025725, cost_time=0:00:07.660223 2021-04-15 02:29:24,820 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=1.38ms, fps=3962 images/s, loss=0.6235, top1-acc=81.34%, top5-acc=97.55%, remaining_time=0:00:04.217268, arrival_time=2021-04-15 02:29:29.038149, cost_time=0:00:08.306770 2021-04-15 02:29:25,467 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.47ms, fps=3962 images/s, loss=0.6234, top1-acc=81.28%, top5-acc=97.53%, remaining_time=0:00:03.581312, arrival_time=2021-04-15 02:29:29.048690, cost_time=0:00:08.953312 2021-04-15 02:29:26,109 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=1.52ms, fps=3988 images/s, loss=0.6257, top1-acc=81.21%, top5-acc=97.51%, remaining_time=0:00:02.942666, arrival_time=2021-04-15 02:29:29.052340, cost_time=0:00:09.595640 2021-04-15 02:29:26,797 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.39ms, fps=3723 images/s, loss=0.6252, top1-acc=81.18%, top5-acc=97.53%, remaining_time=0:00:02.313828, arrival_time=2021-04-15 02:29:29.111529, cost_time=0:00:10.283602 2021-04-15 02:29:27,398 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=1.59ms, fps=4261 images/s, loss=0.6265, top1-acc=81.12%, top5-acc=97.50%, remaining_time=0:00:01.664728, arrival_time=2021-04-15 02:29:29.063630, cost_time=0:00:10.884838 2021-04-15 02:29:27,983 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=1.26ms, fps=4380 images/s, loss=0.6291, top1-acc=81.00%, top5-acc=97.49%, remaining_time=0:00:01.019536, arrival_time=2021-04-15 02:29:29.003324, cost_time=0:00:11.469762 2021-04-15 02:29:28,538 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.26ms, fps=4619 images/s, loss=0.6327, top1-acc=80.94%, top5-acc=97.44%, remaining_time=0:00:00.379716, arrival_time=2021-04-15 02:29:28.918163, cost_time=0:00:12.024367 2021-04-15 02:29:28,864 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=0.07ms, fps=4171 images/s, loss=0.6343, top1-acc=80.86%, top5-acc=97.43%, remaining_time=0:00:00, arrival_time=2021-04-15 02:29:28.864880, cost_time=0:00:12.350838 2021-04-15 02:29:29,233 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=4.24ms, fps=6986 images/s, loss=1.3401, top1-acc=63.59%, top5-acc=88.75%, remaining_time=0:00:01.099350, arrival_time=2021-04-15 02:29:30.332414, cost_time=0:00:00.366449 2021-04-15 02:29:29,507 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=0.39ms, fps=9352 images/s, loss=1.3175, top1-acc=64.37%, top5-acc=88.98%, remaining_time=0:00:00.640480, arrival_time=2021-04-15 02:29:30.147614, cost_time=0:00:00.640475 2021-04-15 02:29:29,804 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=14.89ms, fps=8637 images/s, loss=1.3122, top1-acc=64.69%, top5-acc=88.98%, remaining_time=0:00:00.312440, arrival_time=2021-04-15 02:29:30.116432, cost_time=0:00:00.937324 2021-04-15 02:29:30,070 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=0.11ms, fps=8713 images/s, loss=1.3338, top1-acc=64.18%, top5-acc=88.78%, remaining_time=0:00:00, arrival_time=2021-04-15 02:29:30.070718, cost_time=0:00:01.204053 2021-04-15 02:29:30,180 INFO : Epoch=0138 complete, best val top1-acc=64.18%, top5-acc=88.78% (epoch=138), remaining_time=0:13:16.156694, arrival_time=2021-04-15 02:42:46.336650, cost_time=0:29:32.090736 2021-04-15 02:29:30,181 INFO : Train start, epoch=0139, lr=0.021896 2021-04-15 02:29:30,977 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=1.31ms, fps=3216 images/s, loss=0.6148, top1-acc=81.84%, top5-acc=97.46%, remaining_time=0:00:14.807460, arrival_time=2021-04-15 02:29:45.784952, cost_time=0:00:00.796101 2021-04-15 02:29:31,579 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=1.30ms, fps=4254 images/s, loss=0.6050, top1-acc=82.21%, top5-acc=97.66%, remaining_time=0:00:12.304688, arrival_time=2021-04-15 02:29:43.884398, cost_time=0:00:01.398251 2021-04-15 02:29:32,203 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=1.63ms, fps=4107 images/s, loss=0.6145, top1-acc=81.97%, top5-acc=97.60%, remaining_time=0:00:11.189064, arrival_time=2021-04-15 02:29:43.392575, cost_time=0:00:02.022117 2021-04-15 02:29:32,818 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=1.31ms, fps=4166 images/s, loss=0.6052, top1-acc=82.15%, top5-acc=97.61%, remaining_time=0:00:10.283832, arrival_time=2021-04-15 02:29:43.102108, cost_time=0:00:02.636885 2021-04-15 02:29:33,402 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=1.25ms, fps=4385 images/s, loss=0.6061, top1-acc=82.12%, top5-acc=97.70%, remaining_time=0:00:09.405320, arrival_time=2021-04-15 02:29:42.807715, cost_time=0:00:03.221008 2021-04-15 02:29:33,969 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.25ms, fps=4515 images/s, loss=0.6098, top1-acc=81.89%, top5-acc=97.66%, remaining_time=0:00:08.586904, arrival_time=2021-04-15 02:29:42.556636, cost_time=0:00:03.788348 2021-04-15 02:29:34,549 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=1.43ms, fps=4417 images/s, loss=0.6111, top1-acc=81.73%, top5-acc=97.67%, remaining_time=0:00:07.862778, arrival_time=2021-04-15 02:29:42.412356, cost_time=0:00:04.368194 2021-04-15 02:29:35,150 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=1.36ms, fps=4265 images/s, loss=0.6103, top1-acc=81.73%, top5-acc=97.66%, remaining_time=0:00:07.204644, arrival_time=2021-04-15 02:29:42.354784, cost_time=0:00:04.968747 2021-04-15 02:29:35,718 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=1.37ms, fps=4508 images/s, loss=0.6107, top1-acc=81.71%, top5-acc=97.71%, remaining_time=0:00:06.521332, arrival_time=2021-04-15 02:29:42.239700, cost_time=0:00:05.536985 2021-04-15 02:29:36,328 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=1.46ms, fps=4200 images/s, loss=0.6116, top1-acc=81.81%, top5-acc=97.65%, remaining_time=0:00:05.900928, arrival_time=2021-04-15 02:29:42.229233, cost_time=0:00:06.146838 2021-04-15 02:29:36,919 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=1.58ms, fps=4337 images/s, loss=0.6146, top1-acc=81.72%, top5-acc=97.63%, remaining_time=0:00:05.267586, arrival_time=2021-04-15 02:29:42.186567, cost_time=0:00:06.737583 2021-04-15 02:29:37,485 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=1.34ms, fps=4521 images/s, loss=0.6172, top1-acc=81.58%, top5-acc=97.62%, remaining_time=0:00:04.626044, arrival_time=2021-04-15 02:29:42.111660, cost_time=0:00:07.304231 2021-04-15 02:29:38,090 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=1.27ms, fps=4237 images/s, loss=0.6169, top1-acc=81.55%, top5-acc=97.60%, remaining_time=0:00:04.015242, arrival_time=2021-04-15 02:29:42.105386, cost_time=0:00:07.908759 2021-04-15 02:29:38,644 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=1.40ms, fps=4623 images/s, loss=0.6216, top1-acc=81.36%, top5-acc=97.54%, remaining_time=0:00:03.385144, arrival_time=2021-04-15 02:29:42.029373, cost_time=0:00:08.462846 2021-04-15 02:29:39,247 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=1.48ms, fps=4243 images/s, loss=0.6243, top1-acc=81.30%, top5-acc=97.48%, remaining_time=0:00:02.780378, arrival_time=2021-04-15 02:29:42.028231, cost_time=0:00:09.066468 2021-04-15 02:29:39,828 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=1.34ms, fps=4411 images/s, loss=0.6270, top1-acc=81.25%, top5-acc=97.43%, remaining_time=0:00:02.170620, arrival_time=2021-04-15 02:29:41.999165, cost_time=0:00:09.647138 2021-04-15 02:29:40,432 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=1.59ms, fps=4239 images/s, loss=0.6295, top1-acc=81.17%, top5-acc=97.43%, remaining_time=0:00:01.567852, arrival_time=2021-04-15 02:29:42.000656, cost_time=0:00:10.251424 2021-04-15 02:29:40,981 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=1.34ms, fps=4666 images/s, loss=0.6317, top1-acc=81.12%, top5-acc=97.43%, remaining_time=0:00:00.960032, arrival_time=2021-04-15 02:29:41.941830, cost_time=0:00:10.800380 2021-04-15 02:29:41,533 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=1.19ms, fps=4641 images/s, loss=0.6330, top1-acc=81.09%, top5-acc=97.43%, remaining_time=0:00:00.358500, arrival_time=2021-04-15 02:29:41.892318, cost_time=0:00:11.352451 2021-04-15 02:29:41,875 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=0.05ms, fps=3982 images/s, loss=0.6351, top1-acc=81.03%, top5-acc=97.42%, remaining_time=0:00:00, arrival_time=2021-04-15 02:29:41.875697, cost_time=0:00:11.694323 2021-04-15 02:29:42,267 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=0.30ms, fps=6554 images/s, loss=1.3533, top1-acc=63.40%, top5-acc=88.09%, remaining_time=0:00:01.171740, arrival_time=2021-04-15 02:29:43.439638, cost_time=0:00:00.390577 2021-04-15 02:29:42,529 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=6.32ms, fps=9799 images/s, loss=1.3751, top1-acc=62.89%, top5-acc=88.03%, remaining_time=0:00:00.652160, arrival_time=2021-04-15 02:29:43.181715, cost_time=0:00:00.652158 2021-04-15 02:29:42,824 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=0.39ms, fps=8704 images/s, loss=1.3676, top1-acc=63.11%, top5-acc=88.33%, remaining_time=0:00:00.315610, arrival_time=2021-04-15 02:29:43.139770, cost_time=0:00:00.946819 2021-04-15 02:29:43,090 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=1.15ms, fps=8737 images/s, loss=1.3681, top1-acc=63.17%, top5-acc=88.38%, remaining_time=0:00:00, arrival_time=2021-04-15 02:29:43.090049, cost_time=0:00:01.212745 2021-04-15 02:29:43,150 INFO : Epoch=0139 complete, best val top1-acc=64.18%, top5-acc=88.78% (epoch=138), remaining_time=0:13:03.372126, arrival_time=2021-04-15 02:42:46.522461, cost_time=0:29:45.061133 2021-04-15 02:29:43,151 INFO : Train start, epoch=0140, lr=0.021250 2021-04-15 02:29:43,900 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=0.19ms, fps=3419 images/s, loss=0.6072, top1-acc=82.30%, top5-acc=97.30%, remaining_time=0:00:13.926378, arrival_time=2021-04-15 02:29:57.826745, cost_time=0:00:00.748731 2021-04-15 02:29:44,457 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=1.21ms, fps=4598 images/s, loss=0.5990, top1-acc=81.76%, top5-acc=97.60%, remaining_time=0:00:11.492272, arrival_time=2021-04-15 02:29:55.949806, cost_time=0:00:01.305932 2021-04-15 02:29:45,040 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=1.47ms, fps=4394 images/s, loss=0.6003, top1-acc=81.72%, top5-acc=97.57%, remaining_time=0:00:10.452024, arrival_time=2021-04-15 02:29:55.492558, cost_time=0:00:01.888927 2021-04-15 02:29:45,631 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=1.37ms, fps=4332 images/s, loss=0.6022, top1-acc=81.77%, top5-acc=97.58%, remaining_time=0:00:09.672624, arrival_time=2021-04-15 02:29:55.304390, cost_time=0:00:02.480163 2021-04-15 02:29:46,219 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=1.40ms, fps=4360 images/s, loss=0.5993, top1-acc=81.90%, top5-acc=97.60%, remaining_time=0:00:08.957538, arrival_time=2021-04-15 02:29:55.176802, cost_time=0:00:03.067651 2021-04-15 02:29:46,795 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=2.27ms, fps=4449 images/s, loss=0.6050, top1-acc=81.73%, top5-acc=97.57%, remaining_time=0:00:08.258464, arrival_time=2021-04-15 02:29:55.053491, cost_time=0:00:03.643416 2021-04-15 02:29:47,364 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=1.32ms, fps=4500 images/s, loss=0.6078, top1-acc=81.66%, top5-acc=97.55%, remaining_time=0:00:07.582806, arrival_time=2021-04-15 02:29:54.947060, cost_time=0:00:04.212651 2021-04-15 02:29:48,006 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=1.25ms, fps=3989 images/s, loss=0.6084, top1-acc=81.66%, top5-acc=97.57%, remaining_time=0:00:07.039460, arrival_time=2021-04-15 02:29:55.045865, cost_time=0:00:04.854777 2021-04-15 02:29:48,636 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=1.26ms, fps=4063 images/s, loss=0.6084, top1-acc=81.60%, top5-acc=97.59%, remaining_time=0:00:06.460382, arrival_time=2021-04-15 02:29:55.097280, cost_time=0:00:05.485209 2021-04-15 02:29:49,237 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=1.52ms, fps=4266 images/s, loss=0.6095, top1-acc=81.46%, top5-acc=97.61%, remaining_time=0:00:05.842464, arrival_time=2021-04-15 02:29:55.080006, cost_time=0:00:06.085937 2021-04-15 02:29:49,805 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=1.17ms, fps=4513 images/s, loss=0.6089, top1-acc=81.51%, top5-acc=97.62%, remaining_time=0:00:05.201796, arrival_time=2021-04-15 02:29:55.006974, cost_time=0:00:06.653499 2021-04-15 02:29:50,385 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=1.47ms, fps=4417 images/s, loss=0.6084, top1-acc=81.51%, top5-acc=97.66%, remaining_time=0:00:04.581280, arrival_time=2021-04-15 02:29:54.966445, cost_time=0:00:07.233554 2021-04-15 02:29:51,111 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.20ms, fps=3525 images/s, loss=0.6101, top1-acc=81.47%, top5-acc=97.63%, remaining_time=0:00:04.041312, arrival_time=2021-04-15 02:29:55.153100, cost_time=0:00:07.960108 2021-04-15 02:29:51,659 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=1.33ms, fps=4680 images/s, loss=0.6111, top1-acc=81.42%, top5-acc=97.63%, remaining_time=0:00:03.403064, arrival_time=2021-04-15 02:29:55.062299, cost_time=0:00:08.507627 2021-04-15 02:29:52,234 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=1.25ms, fps=4451 images/s, loss=0.6107, top1-acc=81.44%, top5-acc=97.65%, remaining_time=0:00:02.785484, arrival_time=2021-04-15 02:29:55.020218, cost_time=0:00:09.083132 2021-04-15 02:29:52,793 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=1.45ms, fps=4584 images/s, loss=0.6127, top1-acc=81.40%, top5-acc=97.60%, remaining_time=0:00:02.169432, arrival_time=2021-04-15 02:29:54.963074, cost_time=0:00:09.641971 2021-04-15 02:29:53,326 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=1.22ms, fps=4813 images/s, loss=0.6144, top1-acc=81.30%, top5-acc=97.61%, remaining_time=0:00:01.556100, arrival_time=2021-04-15 02:29:54.882154, cost_time=0:00:10.174450 2021-04-15 02:29:53,853 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=1.50ms, fps=4855 images/s, loss=0.6172, top1-acc=81.17%, top5-acc=97.61%, remaining_time=0:00:00.951296, arrival_time=2021-04-15 02:29:54.805002, cost_time=0:00:10.702102 2021-04-15 02:29:54,380 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.11ms, fps=4867 images/s, loss=0.6212, top1-acc=81.08%, top5-acc=97.54%, remaining_time=0:00:00.354582, arrival_time=2021-04-15 02:29:54.734588, cost_time=0:00:11.228405 2021-04-15 02:29:54,684 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=0.05ms, fps=4476 images/s, loss=0.6238, top1-acc=81.08%, top5-acc=97.51%, remaining_time=0:00:00, arrival_time=2021-04-15 02:29:54.684150, cost_time=0:00:11.532563 2021-04-15 02:29:55,070 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=0.39ms, fps=6649 images/s, loss=1.3983, top1-acc=62.54%, top5-acc=88.12%, remaining_time=0:00:01.155030, arrival_time=2021-04-15 02:29:56.225871, cost_time=0:00:00.385011 2021-04-15 02:29:55,306 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=0.27ms, fps=10896 images/s, loss=1.3731, top1-acc=63.05%, top5-acc=87.97%, remaining_time=0:00:00.620480, arrival_time=2021-04-15 02:29:55.926723, cost_time=0:00:00.620486 2021-04-15 02:29:55,595 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=0.19ms, fps=8850 images/s, loss=1.3604, top1-acc=63.23%, top5-acc=88.24%, remaining_time=0:00:00.303360, arrival_time=2021-04-15 02:29:55.899184, cost_time=0:00:00.910067 2021-04-15 02:29:55,834 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=0.05ms, fps=9724 images/s, loss=1.3628, top1-acc=63.21%, top5-acc=88.31%, remaining_time=0:00:00, arrival_time=2021-04-15 02:29:55.834696, cost_time=0:00:01.148955 2021-04-15 02:29:55,936 INFO : Epoch=0140 complete, best val top1-acc=64.18%, top5-acc=88.78% (epoch=138), remaining_time=0:12:50.506020, arrival_time=2021-04-15 02:42:46.442652, cost_time=0:29:57.847427 2021-04-15 02:29:55,937 INFO : Train start, epoch=0141, lr=0.020611 2021-04-15 02:29:56,785 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=0.20ms, fps=3019 images/s, loss=0.5819, top1-acc=82.27%, top5-acc=98.12%, remaining_time=0:00:15.773172, arrival_time=2021-04-15 02:30:12.559068, cost_time=0:00:00.848018 2021-04-15 02:29:57,325 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=1.50ms, fps=4752 images/s, loss=0.5745, top1-acc=82.58%, top5-acc=98.18%, remaining_time=0:00:12.206480, arrival_time=2021-04-15 02:30:09.531439, cost_time=0:00:01.387091 2021-04-15 02:29:57,860 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=1.26ms, fps=4786 images/s, loss=0.5696, top1-acc=82.57%, top5-acc=98.16%, remaining_time=0:00:10.636616, arrival_time=2021-04-15 02:30:08.496759, cost_time=0:00:01.922278 2021-04-15 02:29:58,424 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=1.20ms, fps=4537 images/s, loss=0.5760, top1-acc=82.36%, top5-acc=98.04%, remaining_time=0:00:09.698832, arrival_time=2021-04-15 02:30:08.123624, cost_time=0:00:02.486883 2021-04-15 02:29:58,973 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=1.34ms, fps=4671 images/s, loss=0.5804, top1-acc=82.23%, top5-acc=98.00%, remaining_time=0:00:08.863514, arrival_time=2021-04-15 02:30:07.836812, cost_time=0:00:03.035446 2021-04-15 02:29:59,528 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=1.42ms, fps=4616 images/s, loss=0.5779, top1-acc=82.39%, top5-acc=98.03%, remaining_time=0:00:08.138104, arrival_time=2021-04-15 02:30:07.666309, cost_time=0:00:03.590337 2021-04-15 02:30:00,102 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=1.95ms, fps=4460 images/s, loss=0.5827, top1-acc=82.32%, top5-acc=97.93%, remaining_time=0:00:07.496370, arrival_time=2021-04-15 02:30:07.598900, cost_time=0:00:04.164660 2021-04-15 02:30:00,689 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.31ms, fps=4367 images/s, loss=0.5835, top1-acc=82.37%, top5-acc=97.90%, remaining_time=0:00:06.889124, arrival_time=2021-04-15 02:30:07.578146, cost_time=0:00:04.751141 2021-04-15 02:30:01,347 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=1.30ms, fps=3889 images/s, loss=0.5815, top1-acc=82.47%, top5-acc=97.90%, remaining_time=0:00:06.371448, arrival_time=2021-04-15 02:30:07.719084, cost_time=0:00:05.409678 2021-04-15 02:30:01,956 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=1.46ms, fps=4210 images/s, loss=0.5806, top1-acc=82.55%, top5-acc=97.91%, remaining_time=0:00:05.777568, arrival_time=2021-04-15 02:30:07.733748, cost_time=0:00:06.018314 2021-04-15 02:30:02,588 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=1.42ms, fps=4052 images/s, loss=0.5843, top1-acc=82.47%, top5-acc=97.84%, remaining_time=0:00:05.199388, arrival_time=2021-04-15 02:30:07.787700, cost_time=0:00:06.650379 2021-04-15 02:30:03,202 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=1.23ms, fps=4169 images/s, loss=0.5868, top1-acc=82.42%, top5-acc=97.80%, remaining_time=0:00:04.601116, arrival_time=2021-04-15 02:30:07.803919, cost_time=0:00:07.264908 2021-04-15 02:30:03,810 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=1.30ms, fps=4217 images/s, loss=0.5882, top1-acc=82.35%, top5-acc=97.82%, remaining_time=0:00:03.996696, arrival_time=2021-04-15 02:30:07.806910, cost_time=0:00:07.872344 2021-04-15 02:30:04,376 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=1.41ms, fps=4522 images/s, loss=0.5907, top1-acc=82.23%, top5-acc=97.81%, remaining_time=0:00:03.375512, arrival_time=2021-04-15 02:30:07.752178, cost_time=0:00:08.438724 2021-04-15 02:30:04,949 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=5.00ms, fps=4476 images/s, loss=0.5934, top1-acc=82.16%, top5-acc=97.80%, remaining_time=0:00:02.763404, arrival_time=2021-04-15 02:30:07.712398, cost_time=0:00:09.011082 2021-04-15 02:30:05,493 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=1.20ms, fps=4706 images/s, loss=0.5965, top1-acc=82.08%, top5-acc=97.77%, remaining_time=0:00:02.149992, arrival_time=2021-04-15 02:30:07.643453, cost_time=0:00:09.555588 2021-04-15 02:30:06,046 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=1.14ms, fps=4633 images/s, loss=0.6000, top1-acc=81.97%, top5-acc=97.74%, remaining_time=0:00:01.546012, arrival_time=2021-04-15 02:30:07.592420, cost_time=0:00:10.108537 2021-04-15 02:30:06,644 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=1.39ms, fps=4286 images/s, loss=0.6038, top1-acc=81.87%, top5-acc=97.71%, remaining_time=0:00:00.951664, arrival_time=2021-04-15 02:30:07.595784, cost_time=0:00:10.706188 2021-04-15 02:30:07,180 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=1.14ms, fps=4778 images/s, loss=0.6052, top1-acc=81.83%, top5-acc=97.70%, remaining_time=0:00:00.355020, arrival_time=2021-04-15 02:30:07.535294, cost_time=0:00:11.242357 2021-04-15 02:30:07,487 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=0.06ms, fps=4430 images/s, loss=0.6075, top1-acc=81.78%, top5-acc=97.70%, remaining_time=0:00:00, arrival_time=2021-04-15 02:30:07.487708, cost_time=0:00:11.549849 2021-04-15 02:30:07,961 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=0.25ms, fps=5424 images/s, loss=1.4663, top1-acc=61.05%, top5-acc=86.76%, remaining_time=0:00:01.415880, arrival_time=2021-04-15 02:30:09.377137, cost_time=0:00:00.471961 2021-04-15 02:30:08,198 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=0.16ms, fps=10786 images/s, loss=1.4322, top1-acc=62.11%, top5-acc=87.68%, remaining_time=0:00:00.709620, arrival_time=2021-04-15 02:30:08.908517, cost_time=0:00:00.709628 2021-04-15 02:30:08,482 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=0.18ms, fps=9051 images/s, loss=1.4072, top1-acc=62.38%, top5-acc=87.77%, remaining_time=0:00:00.330920, arrival_time=2021-04-15 02:30:08.812975, cost_time=0:00:00.992771 2021-04-15 02:30:08,787 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=0.05ms, fps=7593 images/s, loss=1.4076, top1-acc=62.55%, top5-acc=87.77%, remaining_time=0:00:00, arrival_time=2021-04-15 02:30:08.787891, cost_time=0:00:01.298628 2021-04-15 02:30:08,844 INFO : Epoch=0141 complete, best val top1-acc=64.18%, top5-acc=88.78% (epoch=138), remaining_time=0:12:37.691983, arrival_time=2021-04-15 02:42:46.536586, cost_time=0:30:10.755409 2021-04-15 02:30:08,845 INFO : Train start, epoch=0142, lr=0.019979 2021-04-15 02:30:09,591 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=2.15ms, fps=3434 images/s, loss=0.5788, top1-acc=82.23%, top5-acc=97.85%, remaining_time=0:00:13.866858, arrival_time=2021-04-15 02:30:23.458121, cost_time=0:00:00.745526 2021-04-15 02:30:10,166 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=1.23ms, fps=4454 images/s, loss=0.5802, top1-acc=82.50%, top5-acc=97.83%, remaining_time=0:00:11.621456, arrival_time=2021-04-15 02:30:21.787860, cost_time=0:00:01.320615 2021-04-15 02:30:10,713 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=1.40ms, fps=4683 images/s, loss=0.5778, top1-acc=82.38%, top5-acc=97.96%, remaining_time=0:00:10.334994, arrival_time=2021-04-15 02:30:21.048484, cost_time=0:00:01.867777 2021-04-15 02:30:11,339 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=1.91ms, fps=4091 images/s, loss=0.5792, top1-acc=82.51%, top5-acc=97.92%, remaining_time=0:00:09.726132, arrival_time=2021-04-15 02:30:21.065796, cost_time=0:00:02.493877 2021-04-15 02:30:11,936 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=1.24ms, fps=4293 images/s, loss=0.5807, top1-acc=82.41%, top5-acc=97.93%, remaining_time=0:00:09.024844, arrival_time=2021-04-15 02:30:20.961239, cost_time=0:00:03.090675 2021-04-15 02:30:12,509 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=1.37ms, fps=4468 images/s, loss=0.5760, top1-acc=82.72%, top5-acc=97.95%, remaining_time=0:00:08.304976, arrival_time=2021-04-15 02:30:20.814640, cost_time=0:00:03.663948 2021-04-15 02:30:13,097 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=1.31ms, fps=4360 images/s, loss=0.5777, top1-acc=82.65%, top5-acc=97.89%, remaining_time=0:00:07.652610, arrival_time=2021-04-15 02:30:20.749853, cost_time=0:00:04.251420 2021-04-15 02:30:13,641 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=1.46ms, fps=4710 images/s, loss=0.5791, top1-acc=82.56%, top5-acc=97.88%, remaining_time=0:00:06.953504, arrival_time=2021-04-15 02:30:20.594789, cost_time=0:00:04.795539 2021-04-15 02:30:14,236 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.27ms, fps=4304 images/s, loss=0.5781, top1-acc=82.63%, top5-acc=97.91%, remaining_time=0:00:06.349188, arrival_time=2021-04-15 02:30:20.585744, cost_time=0:00:05.390826 2021-04-15 02:30:14,840 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=1.26ms, fps=4241 images/s, loss=0.5801, top1-acc=82.58%, top5-acc=97.86%, remaining_time=0:00:05.755008, arrival_time=2021-04-15 02:30:20.595531, cost_time=0:00:05.994796 2021-04-15 02:30:15,391 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.24ms, fps=4649 images/s, loss=0.5828, top1-acc=82.50%, top5-acc=97.87%, remaining_time=0:00:05.117602, arrival_time=2021-04-15 02:30:20.509243, cost_time=0:00:06.545785 2021-04-15 02:30:15,965 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=1.27ms, fps=4464 images/s, loss=0.5858, top1-acc=82.37%, top5-acc=97.83%, remaining_time=0:00:04.509308, arrival_time=2021-04-15 02:30:20.474981, cost_time=0:00:07.119929 2021-04-15 02:30:16,537 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=1.23ms, fps=4480 images/s, loss=0.5883, top1-acc=82.32%, top5-acc=97.82%, remaining_time=0:00:03.905088, arrival_time=2021-04-15 02:30:20.442576, cost_time=0:00:07.691776 2021-04-15 02:30:17,075 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=1.33ms, fps=4765 images/s, loss=0.5898, top1-acc=82.26%, top5-acc=97.81%, remaining_time=0:00:03.291736, arrival_time=2021-04-15 02:30:20.366738, cost_time=0:00:08.229291 2021-04-15 02:30:17,634 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=1.38ms, fps=4575 images/s, loss=0.5913, top1-acc=82.21%, top5-acc=97.78%, remaining_time=0:00:02.695324, arrival_time=2021-04-15 02:30:20.330251, cost_time=0:00:08.789154 2021-04-15 02:30:18,183 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=1.23ms, fps=4672 images/s, loss=0.5948, top1-acc=82.04%, top5-acc=97.74%, remaining_time=0:00:02.100924, arrival_time=2021-04-15 02:30:20.284132, cost_time=0:00:09.337471 2021-04-15 02:30:18,750 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=1.36ms, fps=4520 images/s, loss=0.5950, top1-acc=81.99%, top5-acc=97.75%, remaining_time=0:00:01.514760, arrival_time=2021-04-15 02:30:20.264737, cost_time=0:00:09.904257 2021-04-15 02:30:19,327 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=1.82ms, fps=4435 images/s, loss=0.5956, top1-acc=81.94%, top5-acc=97.76%, remaining_time=0:00:00.931712, arrival_time=2021-04-15 02:30:20.259189, cost_time=0:00:10.481757 2021-04-15 02:30:19,895 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.23ms, fps=4508 images/s, loss=0.5983, top1-acc=81.79%, top5-acc=97.76%, remaining_time=0:00:00.348948, arrival_time=2021-04-15 02:30:20.244594, cost_time=0:00:11.049945 2021-04-15 02:30:20,202 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=0.05ms, fps=4436 images/s, loss=0.6002, top1-acc=81.74%, top5-acc=97.75%, remaining_time=0:00:00, arrival_time=2021-04-15 02:30:20.202554, cost_time=0:00:11.356861 2021-04-15 02:30:20,719 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=0.29ms, fps=4965 images/s, loss=1.2794, top1-acc=65.12%, top5-acc=89.61%, remaining_time=0:00:01.546680, arrival_time=2021-04-15 02:30:22.266483, cost_time=0:00:00.515556 2021-04-15 02:30:21,041 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=0.20ms, fps=7966 images/s, loss=1.3022, top1-acc=64.18%, top5-acc=89.39%, remaining_time=0:00:00.837660, arrival_time=2021-04-15 02:30:21.879409, cost_time=0:00:00.837653 2021-04-15 02:30:21,419 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=0.20ms, fps=6780 images/s, loss=1.3286, top1-acc=63.93%, top5-acc=88.76%, remaining_time=0:00:00.405190, arrival_time=2021-04-15 02:30:21.824872, cost_time=0:00:01.215582 2021-04-15 02:30:21,685 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.05ms, fps=8729 images/s, loss=1.3578, top1-acc=63.51%, top5-acc=88.37%, remaining_time=0:00:00, arrival_time=2021-04-15 02:30:21.685810, cost_time=0:00:01.481735 2021-04-15 02:30:21,743 INFO : Epoch=0142 complete, best val top1-acc=64.18%, top5-acc=88.78% (epoch=138), remaining_time=0:12:24.873062, arrival_time=2021-04-15 02:42:46.616951, cost_time=0:30:23.654685 2021-04-15 02:30:21,745 INFO : Train start, epoch=0143, lr=0.019355 2021-04-15 02:30:22,501 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=1.22ms, fps=3386 images/s, loss=0.5361, top1-acc=83.52%, top5-acc=98.44%, remaining_time=0:00:14.062344, arrival_time=2021-04-15 02:30:36.563637, cost_time=0:00:00.756044 2021-04-15 02:30:23,045 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=1.31ms, fps=4709 images/s, loss=0.5331, top1-acc=83.83%, top5-acc=98.52%, remaining_time=0:00:11.440352, arrival_time=2021-04-15 02:30:34.485638, cost_time=0:00:01.300042 2021-04-15 02:30:23,588 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=1.47ms, fps=4712 images/s, loss=0.5445, top1-acc=83.45%, top5-acc=98.41%, remaining_time=0:00:10.201696, arrival_time=2021-04-15 02:30:33.790627, cost_time=0:00:01.843692 2021-04-15 02:30:24,127 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.25ms, fps=4759 images/s, loss=0.5484, top1-acc=83.42%, top5-acc=98.39%, remaining_time=0:00:09.289488, arrival_time=2021-04-15 02:30:33.416648, cost_time=0:00:02.381914 2021-04-15 02:30:24,689 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=1.25ms, fps=4553 images/s, loss=0.5516, top1-acc=83.44%, top5-acc=98.33%, remaining_time=0:00:08.598086, arrival_time=2021-04-15 02:30:33.287928, cost_time=0:00:02.944552 2021-04-15 02:30:25,247 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=1.28ms, fps=4595 images/s, loss=0.5531, top1-acc=83.24%, top5-acc=98.31%, remaining_time=0:00:07.938048, arrival_time=2021-04-15 02:30:33.185382, cost_time=0:00:03.502093 2021-04-15 02:30:25,801 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=1.31ms, fps=4624 images/s, loss=0.5583, top1-acc=83.21%, top5-acc=98.21%, remaining_time=0:00:07.300944, arrival_time=2021-04-15 02:30:33.102275, cost_time=0:00:04.056084 2021-04-15 02:30:26,356 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=1.32ms, fps=4617 images/s, loss=0.5556, top1-acc=83.20%, top5-acc=98.25%, remaining_time=0:00:06.685776, arrival_time=2021-04-15 02:30:33.041907, cost_time=0:00:04.610884 2021-04-15 02:30:26,939 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=1.31ms, fps=4394 images/s, loss=0.5559, top1-acc=83.17%, top5-acc=98.19%, remaining_time=0:00:06.117154, arrival_time=2021-04-15 02:30:33.056205, cost_time=0:00:05.193802 2021-04-15 02:30:27,514 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=1.40ms, fps=4452 images/s, loss=0.5600, top1-acc=83.06%, top5-acc=98.13%, remaining_time=0:00:05.538336, arrival_time=2021-04-15 02:30:33.052771, cost_time=0:00:05.769079 2021-04-15 02:30:28,056 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=1.32ms, fps=4725 images/s, loss=0.5629, top1-acc=82.98%, top5-acc=98.09%, remaining_time=0:00:04.934422, arrival_time=2021-04-15 02:30:32.991155, cost_time=0:00:06.311489 2021-04-15 02:30:28,623 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=1.31ms, fps=4522 images/s, loss=0.5637, top1-acc=82.93%, top5-acc=98.13%, remaining_time=0:00:04.356092, arrival_time=2021-04-15 02:30:32.979314, cost_time=0:00:06.877984 2021-04-15 02:30:29,198 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=1.94ms, fps=4454 images/s, loss=0.5674, top1-acc=82.84%, top5-acc=98.07%, remaining_time=0:00:03.783846, arrival_time=2021-04-15 02:30:32.982197, cost_time=0:00:07.453033 2021-04-15 02:30:29,741 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=1.43ms, fps=4721 images/s, loss=0.5692, top1-acc=82.79%, top5-acc=98.06%, remaining_time=0:00:03.198328, arrival_time=2021-04-15 02:30:32.939381, cost_time=0:00:07.995805 2021-04-15 02:30:30,309 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=1.16ms, fps=4510 images/s, loss=0.5719, top1-acc=82.69%, top5-acc=98.04%, remaining_time=0:00:02.626232, arrival_time=2021-04-15 02:30:32.935331, cost_time=0:00:08.563806 2021-04-15 02:30:30,931 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=1.24ms, fps=4115 images/s, loss=0.5748, top1-acc=82.58%, top5-acc=98.01%, remaining_time=0:00:02.066940, arrival_time=2021-04-15 02:30:32.998641, cost_time=0:00:09.186363 2021-04-15 02:30:31,498 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=1.30ms, fps=4521 images/s, loss=0.5783, top1-acc=82.44%, top5-acc=97.99%, remaining_time=0:00:01.491646, arrival_time=2021-04-15 02:30:32.990030, cost_time=0:00:09.753130 2021-04-15 02:30:32,087 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=1.25ms, fps=4349 images/s, loss=0.5816, top1-acc=82.33%, top5-acc=97.96%, remaining_time=0:00:00.919296, arrival_time=2021-04-15 02:30:33.006658, cost_time=0:00:10.342121 2021-04-15 02:30:32,682 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=1.10ms, fps=4307 images/s, loss=0.5849, top1-acc=82.20%, top5-acc=97.93%, remaining_time=0:00:00.345378, arrival_time=2021-04-15 02:30:33.027494, cost_time=0:00:10.936880 2021-04-15 02:30:33,039 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=0.05ms, fps=3807 images/s, loss=0.5878, top1-acc=82.16%, top5-acc=97.91%, remaining_time=0:00:00, arrival_time=2021-04-15 02:30:33.039759, cost_time=0:00:11.294433 2021-04-15 02:30:33,479 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=0.41ms, fps=5847 images/s, loss=1.3139, top1-acc=65.23%, top5-acc=88.87%, remaining_time=0:00:01.313460, arrival_time=2021-04-15 02:30:34.792877, cost_time=0:00:00.437816 2021-04-15 02:30:33,730 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=3.36ms, fps=10206 images/s, loss=1.3279, top1-acc=64.98%, top5-acc=88.48%, remaining_time=0:00:00.689060, arrival_time=2021-04-15 02:30:34.419656, cost_time=0:00:00.689055 2021-04-15 02:30:34,002 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=0.16ms, fps=9429 images/s, loss=1.3241, top1-acc=64.84%, top5-acc=88.83%, remaining_time=0:00:00.320280, arrival_time=2021-04-15 02:30:34.322661, cost_time=0:00:00.960829 2021-04-15 02:30:34,265 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=0.98ms, fps=8840 images/s, loss=1.3326, top1-acc=64.53%, top5-acc=88.75%, remaining_time=0:00:00, arrival_time=2021-04-15 02:30:34.265116, cost_time=0:00:01.223580 2021-04-15 02:30:34,377 INFO : Epoch=0143 complete, best val top1-acc=64.53%, top5-acc=88.75% (epoch=143), remaining_time=0:12:11.946975, arrival_time=2021-04-15 02:42:46.324210, cost_time=0:30:36.288015 2021-04-15 02:30:34,378 INFO : Train start, epoch=0144, lr=0.018738 2021-04-15 02:30:35,105 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=2.14ms, fps=3521 images/s, loss=0.5335, top1-acc=84.26%, top5-acc=98.20%, remaining_time=0:00:13.521456, arrival_time=2021-04-15 02:30:48.626919, cost_time=0:00:00.726955 2021-04-15 02:30:35,631 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=1.44ms, fps=4873 images/s, loss=0.5459, top1-acc=83.69%, top5-acc=98.20%, remaining_time=0:00:11.023408, arrival_time=2021-04-15 02:30:46.654576, cost_time=0:00:01.252663 2021-04-15 02:30:36,157 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=1.10ms, fps=4871 images/s, loss=0.5550, top1-acc=83.23%, top5-acc=98.09%, remaining_time=0:00:09.841144, arrival_time=2021-04-15 02:30:45.998152, cost_time=0:00:01.778507 2021-04-15 02:30:36,685 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=1.42ms, fps=4843 images/s, loss=0.5568, top1-acc=82.99%, top5-acc=98.12%, remaining_time=0:00:08.999016, arrival_time=2021-04-15 02:30:45.684972, cost_time=0:00:02.307458 2021-04-15 02:30:37,243 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=1.19ms, fps=4598 images/s, loss=0.5629, top1-acc=82.83%, top5-acc=98.04%, remaining_time=0:00:08.364632, arrival_time=2021-04-15 02:30:45.607728, cost_time=0:00:02.864594 2021-04-15 02:30:37,772 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=1.38ms, fps=4841 images/s, loss=0.5633, top1-acc=82.81%, top5-acc=98.01%, remaining_time=0:00:07.692568, arrival_time=2021-04-15 02:30:45.464847, cost_time=0:00:03.393777 2021-04-15 02:30:38,366 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=1.26ms, fps=4312 images/s, loss=0.5598, top1-acc=83.07%, top5-acc=98.04%, remaining_time=0:00:07.177968, arrival_time=2021-04-15 02:30:45.544205, cost_time=0:00:03.987737 2021-04-15 02:30:38,913 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=1.19ms, fps=4678 images/s, loss=0.5620, top1-acc=83.01%, top5-acc=98.03%, remaining_time=0:00:06.576156, arrival_time=2021-04-15 02:30:45.489959, cost_time=0:00:04.535253 2021-04-15 02:30:39,511 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.52ms, fps=4283 images/s, loss=0.5622, top1-acc=83.01%, top5-acc=98.06%, remaining_time=0:00:06.046028, arrival_time=2021-04-15 02:30:45.557936, cost_time=0:00:05.133416 2021-04-15 02:30:40,084 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=1.31ms, fps=4474 images/s, loss=0.5672, top1-acc=82.85%, top5-acc=98.04%, remaining_time=0:00:05.477760, arrival_time=2021-04-15 02:30:45.562245, cost_time=0:00:05.705979 2021-04-15 02:30:40,643 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.47ms, fps=4585 images/s, loss=0.5721, top1-acc=82.68%, top5-acc=97.99%, remaining_time=0:00:04.897786, arrival_time=2021-04-15 02:30:45.541017, cost_time=0:00:06.264648 2021-04-15 02:30:41,206 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=1.43ms, fps=4546 images/s, loss=0.5721, top1-acc=82.68%, top5-acc=97.94%, remaining_time=0:00:04.324552, arrival_time=2021-04-15 02:30:45.531362, cost_time=0:00:06.828296 2021-04-15 02:30:41,820 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=1.34ms, fps=4173 images/s, loss=0.5732, top1-acc=82.63%, top5-acc=97.94%, remaining_time=0:00:03.778302, arrival_time=2021-04-15 02:30:45.598919, cost_time=0:00:07.442116 2021-04-15 02:30:42,391 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=1.31ms, fps=4486 images/s, loss=0.5755, top1-acc=82.54%, top5-acc=97.93%, remaining_time=0:00:03.205216, arrival_time=2021-04-15 02:30:45.596760, cost_time=0:00:08.013049 2021-04-15 02:30:42,950 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=1.32ms, fps=4582 images/s, loss=0.5794, top1-acc=82.37%, top5-acc=97.89%, remaining_time=0:00:02.628762, arrival_time=2021-04-15 02:30:45.579319, cost_time=0:00:08.572049 2021-04-15 02:30:43,499 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=1.24ms, fps=4669 images/s, loss=0.5803, top1-acc=82.34%, top5-acc=97.88%, remaining_time=0:00:02.052144, arrival_time=2021-04-15 02:30:45.551361, cost_time=0:00:09.120656 2021-04-15 02:30:44,132 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=1.39ms, fps=4045 images/s, loss=0.5823, top1-acc=82.24%, top5-acc=97.89%, remaining_time=0:00:01.491802, arrival_time=2021-04-15 02:30:45.624350, cost_time=0:00:09.754021 2021-04-15 02:30:44,691 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=1.47ms, fps=4585 images/s, loss=0.5844, top1-acc=82.14%, top5-acc=97.87%, remaining_time=0:00:00.916688, arrival_time=2021-04-15 02:30:45.607950, cost_time=0:00:10.312747 2021-04-15 02:30:45,222 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=1.05ms, fps=4826 images/s, loss=0.5866, top1-acc=82.12%, top5-acc=97.86%, remaining_time=0:00:00.342426, arrival_time=2021-04-15 02:30:45.564489, cost_time=0:00:10.843576 2021-04-15 02:30:45,545 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=0.05ms, fps=4209 images/s, loss=0.5884, top1-acc=82.11%, top5-acc=97.84%, remaining_time=0:00:00, arrival_time=2021-04-15 02:30:45.545505, cost_time=0:00:11.167018 2021-04-15 02:30:45,923 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=12.73ms, fps=6808 images/s, loss=1.3744, top1-acc=62.97%, top5-acc=88.01%, remaining_time=0:00:01.128090, arrival_time=2021-04-15 02:30:47.051224, cost_time=0:00:00.376034 2021-04-15 02:30:46,229 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=23.71ms, fps=8364 images/s, loss=1.3599, top1-acc=63.67%, top5-acc=88.36%, remaining_time=0:00:00.682400, arrival_time=2021-04-15 02:30:46.911932, cost_time=0:00:00.682399 2021-04-15 02:30:46,629 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=0.22ms, fps=6402 images/s, loss=1.3579, top1-acc=63.37%, top5-acc=88.40%, remaining_time=0:00:00.360900, arrival_time=2021-04-15 02:30:46.990782, cost_time=0:00:01.082693 2021-04-15 02:30:46,955 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=1.11ms, fps=7141 images/s, loss=1.3570, top1-acc=62.98%, top5-acc=88.17%, remaining_time=0:00:00, arrival_time=2021-04-15 02:30:46.955245, cost_time=0:00:01.408153 2021-04-15 02:30:47,016 INFO : Epoch=0144 complete, best val top1-acc=64.53%, top5-acc=88.75% (epoch=143), remaining_time=0:11:59.027232, arrival_time=2021-04-15 02:42:46.043557, cost_time=0:30:48.927106 2021-04-15 02:30:47,017 INFO : Train start, epoch=0145, lr=0.018129 2021-04-15 02:30:47,767 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=1.37ms, fps=3415 images/s, loss=0.5153, top1-acc=84.88%, top5-acc=98.44%, remaining_time=0:00:13.941630, arrival_time=2021-04-15 02:31:01.708944, cost_time=0:00:00.749550 2021-04-15 02:30:48,347 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.41ms, fps=4412 images/s, loss=0.5086, top1-acc=84.80%, top5-acc=98.57%, remaining_time=0:00:11.705056, arrival_time=2021-04-15 02:31:00.052951, cost_time=0:00:01.330127 2021-04-15 02:30:48,950 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=1.29ms, fps=4252 images/s, loss=0.5248, top1-acc=84.27%, top5-acc=98.41%, remaining_time=0:00:10.692890, arrival_time=2021-04-15 02:30:59.643279, cost_time=0:00:01.932461 2021-04-15 02:30:49,564 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.35ms, fps=4173 images/s, loss=0.5273, top1-acc=84.36%, top5-acc=98.49%, remaining_time=0:00:09.931740, arrival_time=2021-04-15 02:30:59.496126, cost_time=0:00:02.546608 2021-04-15 02:30:50,171 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=1.20ms, fps=4216 images/s, loss=0.5318, top1-acc=84.16%, top5-acc=98.45%, remaining_time=0:00:09.210264, arrival_time=2021-04-15 02:30:59.382218, cost_time=0:00:03.154181 2021-04-15 02:30:50,785 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=1.38ms, fps=4174 images/s, loss=0.5343, top1-acc=84.12%, top5-acc=98.40%, remaining_time=0:00:08.540392, arrival_time=2021-04-15 02:30:59.326055, cost_time=0:00:03.767833 2021-04-15 02:30:51,414 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=1.91ms, fps=4072 images/s, loss=0.5400, top1-acc=83.91%, top5-acc=98.36%, remaining_time=0:00:07.914438, arrival_time=2021-04-15 02:30:59.329135, cost_time=0:00:04.396894 2021-04-15 02:30:52,072 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=1.28ms, fps=3897 images/s, loss=0.5424, top1-acc=83.75%, top5-acc=98.32%, remaining_time=0:00:07.328648, arrival_time=2021-04-15 02:30:59.400697, cost_time=0:00:05.054273 2021-04-15 02:30:52,739 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.44ms, fps=3840 images/s, loss=0.5463, top1-acc=83.54%, top5-acc=98.30%, remaining_time=0:00:06.738420, arrival_time=2021-04-15 02:30:59.477534, cost_time=0:00:05.721256 2021-04-15 02:30:53,396 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=1.76ms, fps=3901 images/s, loss=0.5512, top1-acc=83.45%, top5-acc=98.25%, remaining_time=0:00:06.122976, arrival_time=2021-04-15 02:30:59.518912, cost_time=0:00:06.378126 2021-04-15 02:30:53,963 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=1.36ms, fps=4512 images/s, loss=0.5548, top1-acc=83.30%, top5-acc=98.17%, remaining_time=0:00:05.430470, arrival_time=2021-04-15 02:30:59.394182, cost_time=0:00:06.945940 2021-04-15 02:30:54,518 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=1.18ms, fps=4616 images/s, loss=0.5550, top1-acc=83.31%, top5-acc=98.16%, remaining_time=0:00:04.750532, arrival_time=2021-04-15 02:30:59.269199, cost_time=0:00:07.500897 2021-04-15 02:30:55,089 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.34ms, fps=4488 images/s, loss=0.5566, top1-acc=83.29%, top5-acc=98.16%, remaining_time=0:00:04.097940, arrival_time=2021-04-15 02:30:59.187341, cost_time=0:00:08.071635 2021-04-15 02:30:55,700 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=1.43ms, fps=4192 images/s, loss=0.5565, top1-acc=83.27%, top5-acc=98.16%, remaining_time=0:00:03.473064, arrival_time=2021-04-15 02:30:59.173552, cost_time=0:00:08.682652 2021-04-15 02:30:56,298 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=1.51ms, fps=4282 images/s, loss=0.5579, top1-acc=83.26%, top5-acc=98.14%, remaining_time=0:00:02.846158, arrival_time=2021-04-15 02:30:59.145003, cost_time=0:00:09.280995 2021-04-15 02:30:56,858 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=1.34ms, fps=4579 images/s, loss=0.5611, top1-acc=83.09%, top5-acc=98.11%, remaining_time=0:00:02.214144, arrival_time=2021-04-15 02:30:59.072588, cost_time=0:00:09.840673 2021-04-15 02:30:57,442 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=1.68ms, fps=4387 images/s, loss=0.5636, top1-acc=83.01%, top5-acc=98.09%, remaining_time=0:00:01.594346, arrival_time=2021-04-15 02:30:59.036659, cost_time=0:00:10.424548 2021-04-15 02:30:57,979 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=1.25ms, fps=4772 images/s, loss=0.5655, top1-acc=82.95%, top5-acc=98.07%, remaining_time=0:00:00.974336, arrival_time=2021-04-15 02:30:58.953488, cost_time=0:00:10.961252 2021-04-15 02:30:58,529 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.08ms, fps=4657 images/s, loss=0.5685, top1-acc=82.84%, top5-acc=98.03%, remaining_time=0:00:00.363522, arrival_time=2021-04-15 02:30:58.892742, cost_time=0:00:11.511441 2021-04-15 02:30:58,838 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=0.06ms, fps=4407 images/s, loss=0.5711, top1-acc=82.77%, top5-acc=98.03%, remaining_time=0:00:00, arrival_time=2021-04-15 02:30:58.838212, cost_time=0:00:11.820454 2021-04-15 02:30:59,252 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=49.22ms, fps=6210 images/s, loss=1.3724, top1-acc=62.93%, top5-acc=88.52%, remaining_time=0:00:01.236660, arrival_time=2021-04-15 02:31:00.488746, cost_time=0:00:00.412215 2021-04-15 02:30:59,549 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=0.15ms, fps=8618 images/s, loss=1.3774, top1-acc=62.71%, top5-acc=88.44%, remaining_time=0:00:00.709600, arrival_time=2021-04-15 02:31:00.259042, cost_time=0:00:00.709595 2021-04-15 02:30:59,908 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=56.49ms, fps=7132 images/s, loss=1.3840, top1-acc=62.67%, top5-acc=88.23%, remaining_time=0:00:00.356280, arrival_time=2021-04-15 02:31:00.264983, cost_time=0:00:01.068835 2021-04-15 02:31:00,214 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=0.05ms, fps=7603 images/s, loss=1.3602, top1-acc=62.90%, top5-acc=88.25%, remaining_time=0:00:00, arrival_time=2021-04-15 02:31:00.214151, cost_time=0:00:01.374306 2021-04-15 02:31:00,271 INFO : Epoch=0145 complete, best val top1-acc=64.53%, top5-acc=88.75% (epoch=143), remaining_time=0:11:46.344815, arrival_time=2021-04-15 02:42:46.615826, cost_time=0:31:02.181825 2021-04-15 02:31:00,271 INFO : Train start, epoch=0146, lr=0.017528 2021-04-15 02:31:01,033 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=0.28ms, fps=3364 images/s, loss=0.5224, top1-acc=84.10%, top5-acc=98.63%, remaining_time=0:00:14.156274, arrival_time=2021-04-15 02:31:15.189524, cost_time=0:00:00.761087 2021-04-15 02:31:01,602 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=1.45ms, fps=4498 images/s, loss=0.5279, top1-acc=83.91%, top5-acc=98.46%, remaining_time=0:00:11.711392, arrival_time=2021-04-15 02:31:13.314308, cost_time=0:00:01.330842 2021-04-15 02:31:02,143 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.22ms, fps=4742 images/s, loss=0.5267, top1-acc=83.88%, top5-acc=98.52%, remaining_time=0:00:10.353254, arrival_time=2021-04-15 02:31:12.496383, cost_time=0:00:01.871057 2021-04-15 02:31:02,701 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=1.35ms, fps=4592 images/s, loss=0.5315, top1-acc=83.52%, top5-acc=98.39%, remaining_time=0:00:09.472632, arrival_time=2021-04-15 02:31:12.173683, cost_time=0:00:02.428897 2021-04-15 02:31:03,277 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=1.43ms, fps=4444 images/s, loss=0.5314, top1-acc=83.50%, top5-acc=98.40%, remaining_time=0:00:08.776060, arrival_time=2021-04-15 02:31:12.053663, cost_time=0:00:03.005524 2021-04-15 02:31:03,904 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=1.55ms, fps=4086 images/s, loss=0.5359, top1-acc=83.31%, top5-acc=98.37%, remaining_time=0:00:08.233304, arrival_time=2021-04-15 02:31:12.137722, cost_time=0:00:03.632353 2021-04-15 02:31:04,540 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=1.36ms, fps=4025 images/s, loss=0.5424, top1-acc=83.25%, top5-acc=98.33%, remaining_time=0:00:07.683606, arrival_time=2021-04-15 02:31:12.224415, cost_time=0:00:04.268640 2021-04-15 02:31:05,151 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=1.49ms, fps=4198 images/s, loss=0.5442, top1-acc=83.20%, top5-acc=98.32%, remaining_time=0:00:07.074492, arrival_time=2021-04-15 02:31:12.225549, cost_time=0:00:04.878989 2021-04-15 02:31:05,756 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=1.30ms, fps=4229 images/s, loss=0.5448, top1-acc=83.21%, top5-acc=98.30%, remaining_time=0:00:06.459746, arrival_time=2021-04-15 02:31:12.216508, cost_time=0:00:05.484692 2021-04-15 02:31:06,355 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=1.43ms, fps=4279 images/s, loss=0.5474, top1-acc=83.20%, top5-acc=98.28%, remaining_time=0:00:05.839872, arrival_time=2021-04-15 02:31:12.195252, cost_time=0:00:06.083227 2021-04-15 02:31:06,914 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=1.55ms, fps=4585 images/s, loss=0.5542, top1-acc=82.99%, top5-acc=98.23%, remaining_time=0:00:05.192938, arrival_time=2021-04-15 02:31:12.107099, cost_time=0:00:06.642080 2021-04-15 02:31:07,513 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=1.35ms, fps=4276 images/s, loss=0.5536, top1-acc=82.99%, top5-acc=98.23%, remaining_time=0:00:04.586068, arrival_time=2021-04-15 02:31:12.099338, cost_time=0:00:07.241157 2021-04-15 02:31:08,050 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.27ms, fps=4766 images/s, loss=0.5563, top1-acc=82.95%, top5-acc=98.18%, remaining_time=0:00:03.949242, arrival_time=2021-04-15 02:31:12.000072, cost_time=0:00:07.778758 2021-04-15 02:31:08,614 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=1.33ms, fps=4546 images/s, loss=0.5603, top1-acc=82.84%, top5-acc=98.16%, remaining_time=0:00:03.336872, arrival_time=2021-04-15 02:31:11.951127, cost_time=0:00:08.342183 2021-04-15 02:31:09,267 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=1.47ms, fps=3919 images/s, loss=0.5612, top1-acc=82.80%, top5-acc=98.16%, remaining_time=0:00:02.758666, arrival_time=2021-04-15 02:31:12.026519, cost_time=0:00:08.995687 2021-04-15 02:31:09,866 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.25ms, fps=4281 images/s, loss=0.5622, top1-acc=82.75%, top5-acc=98.17%, remaining_time=0:00:02.158704, arrival_time=2021-04-15 02:31:12.025027, cost_time=0:00:09.594242 2021-04-15 02:31:10,442 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=1.28ms, fps=4447 images/s, loss=0.5627, top1-acc=82.75%, top5-acc=98.16%, remaining_time=0:00:01.555450, arrival_time=2021-04-15 02:31:11.997774, cost_time=0:00:10.170224 2021-04-15 02:31:11,020 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=1.29ms, fps=4429 images/s, loss=0.5651, top1-acc=82.71%, top5-acc=98.13%, remaining_time=0:00:00.955440, arrival_time=2021-04-15 02:31:11.976131, cost_time=0:00:10.748632 2021-04-15 02:31:11,584 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.09ms, fps=4543 images/s, loss=0.5645, top1-acc=82.76%, top5-acc=98.13%, remaining_time=0:00:00.357234, arrival_time=2021-04-15 02:31:11.941782, cost_time=0:00:11.312474 2021-04-15 02:31:11,895 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=0.05ms, fps=4379 images/s, loss=0.5677, top1-acc=82.66%, top5-acc=98.10%, remaining_time=0:00:00, arrival_time=2021-04-15 02:31:11.895502, cost_time=0:00:11.623375 2021-04-15 02:31:12,340 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=0.43ms, fps=5770 images/s, loss=1.3255, top1-acc=63.44%, top5-acc=89.34%, remaining_time=0:00:01.331100, arrival_time=2021-04-15 02:31:13.672031, cost_time=0:00:00.443695 2021-04-15 02:31:12,590 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=0.18ms, fps=10270 images/s, loss=1.2945, top1-acc=64.67%, top5-acc=89.10%, remaining_time=0:00:00.693300, arrival_time=2021-04-15 02:31:13.283834, cost_time=0:00:00.693297 2021-04-15 02:31:12,890 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=0.18ms, fps=8537 images/s, loss=1.3127, top1-acc=64.67%, top5-acc=88.74%, remaining_time=0:00:00.331160, arrival_time=2021-04-15 02:31:13.221867, cost_time=0:00:00.993476 2021-04-15 02:31:13,128 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=0.05ms, fps=9789 images/s, loss=1.3408, top1-acc=64.42%, top5-acc=88.79%, remaining_time=0:00:00, arrival_time=2021-04-15 02:31:13.128026, cost_time=0:00:01.230813 2021-04-15 02:31:13,188 INFO : Epoch=0146 complete, best val top1-acc=64.53%, top5-acc=88.75% (epoch=143), remaining_time=0:11:33.529776, arrival_time=2021-04-15 02:42:46.718053, cost_time=0:31:15.099077 2021-04-15 02:31:13,189 INFO : Train start, epoch=0147, lr=0.016934 2021-04-15 02:31:14,019 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=2.35ms, fps=3084 images/s, loss=0.5177, top1-acc=84.45%, top5-acc=98.71%, remaining_time=0:00:15.438000, arrival_time=2021-04-15 02:31:29.457450, cost_time=0:00:00.830001 2021-04-15 02:31:14,596 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=2.02ms, fps=4439 images/s, loss=0.5161, top1-acc=84.49%, top5-acc=98.52%, remaining_time=0:00:12.382304, arrival_time=2021-04-15 02:31:26.978849, cost_time=0:00:01.407086 2021-04-15 02:31:15,136 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=1.14ms, fps=4743 images/s, loss=0.5203, top1-acc=84.47%, top5-acc=98.41%, remaining_time=0:00:10.774230, arrival_time=2021-04-15 02:31:25.910836, cost_time=0:00:01.947160 2021-04-15 02:31:15,673 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=1.35ms, fps=4768 images/s, loss=0.5218, top1-acc=84.60%, top5-acc=98.40%, remaining_time=0:00:09.689316, arrival_time=2021-04-15 02:31:25.363197, cost_time=0:00:02.484437 2021-04-15 02:31:16,243 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=1.34ms, fps=4496 images/s, loss=0.5184, top1-acc=84.61%, top5-acc=98.41%, remaining_time=0:00:08.917972, arrival_time=2021-04-15 02:31:25.161535, cost_time=0:00:03.054083 2021-04-15 02:31:16,829 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=1.42ms, fps=4373 images/s, loss=0.5177, top1-acc=84.54%, top5-acc=98.37%, remaining_time=0:00:08.250576, arrival_time=2021-04-15 02:31:25.080015, cost_time=0:00:03.639987 2021-04-15 02:31:17,470 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=1.77ms, fps=3999 images/s, loss=0.5194, top1-acc=84.53%, top5-acc=98.36%, remaining_time=0:00:07.704774, arrival_time=2021-04-15 02:31:25.174717, cost_time=0:00:04.280410 2021-04-15 02:31:18,080 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=1.37ms, fps=4193 images/s, loss=0.5203, top1-acc=84.51%, top5-acc=98.35%, remaining_time=0:00:07.092704, arrival_time=2021-04-15 02:31:25.173654, cost_time=0:00:04.891499 2021-04-15 02:31:18,734 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=1.26ms, fps=3920 images/s, loss=0.5202, top1-acc=84.47%, top5-acc=98.37%, remaining_time=0:00:06.530766, arrival_time=2021-04-15 02:31:25.265248, cost_time=0:00:05.544969 2021-04-15 02:31:19,327 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=1.45ms, fps=4317 images/s, loss=0.5217, top1-acc=84.43%, top5-acc=98.35%, remaining_time=0:00:05.892768, arrival_time=2021-04-15 02:31:25.220597, cost_time=0:00:06.138343 2021-04-15 02:31:19,917 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=1.33ms, fps=4347 images/s, loss=0.5260, top1-acc=84.35%, top5-acc=98.31%, remaining_time=0:00:05.259846, arrival_time=2021-04-15 02:31:25.176994, cost_time=0:00:06.727702 2021-04-15 02:31:20,504 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=1.45ms, fps=4364 images/s, loss=0.5268, top1-acc=84.31%, top5-acc=98.31%, remaining_time=0:00:04.632580, arrival_time=2021-04-15 02:31:25.136705, cost_time=0:00:07.314599 2021-04-15 02:31:21,093 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=1.44ms, fps=4350 images/s, loss=0.5295, top1-acc=84.25%, top5-acc=98.31%, remaining_time=0:00:04.012602, arrival_time=2021-04-15 02:31:25.105712, cost_time=0:00:07.903649 2021-04-15 02:31:21,650 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.23ms, fps=4597 images/s, loss=0.5335, top1-acc=84.02%, top5-acc=98.29%, remaining_time=0:00:03.384360, arrival_time=2021-04-15 02:31:25.034795, cost_time=0:00:08.460947 2021-04-15 02:31:22,221 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=1.24ms, fps=4489 images/s, loss=0.5382, top1-acc=83.83%, top5-acc=98.25%, remaining_time=0:00:02.769706, arrival_time=2021-04-15 02:31:24.990865, cost_time=0:00:09.031711 2021-04-15 02:31:22,833 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=1.18ms, fps=4185 images/s, loss=0.5398, top1-acc=83.77%, top5-acc=98.23%, remaining_time=0:00:02.169864, arrival_time=2021-04-15 02:31:25.003183, cost_time=0:00:09.643783 2021-04-15 02:31:23,367 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.28ms, fps=4796 images/s, loss=0.5436, top1-acc=83.62%, top5-acc=98.21%, remaining_time=0:00:01.556646, arrival_time=2021-04-15 02:31:24.924235, cost_time=0:00:10.178126 2021-04-15 02:31:23,925 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=1.28ms, fps=4596 images/s, loss=0.5450, top1-acc=83.55%, top5-acc=98.20%, remaining_time=0:00:00.954272, arrival_time=2021-04-15 02:31:24.879291, cost_time=0:00:10.735575 2021-04-15 02:31:24,493 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.19ms, fps=4504 images/s, loss=0.5472, top1-acc=83.51%, top5-acc=98.17%, remaining_time=0:00:00.356976, arrival_time=2021-04-15 02:31:24.850696, cost_time=0:00:11.304282 2021-04-15 02:31:24,806 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=0.06ms, fps=4350 images/s, loss=0.5497, top1-acc=83.43%, top5-acc=98.16%, remaining_time=0:00:00, arrival_time=2021-04-15 02:31:24.806660, cost_time=0:00:11.617214 2021-04-15 02:31:25,241 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=0.41ms, fps=5913 images/s, loss=1.3747, top1-acc=62.85%, top5-acc=87.85%, remaining_time=0:00:01.298850, arrival_time=2021-04-15 02:31:26.540201, cost_time=0:00:00.432950 2021-04-15 02:31:25,480 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=1.80ms, fps=10725 images/s, loss=1.3826, top1-acc=62.52%, top5-acc=87.95%, remaining_time=0:00:00.672200, arrival_time=2021-04-15 02:31:26.152708, cost_time=0:00:00.672193 2021-04-15 02:31:25,772 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=0.19ms, fps=8789 images/s, loss=1.3615, top1-acc=63.52%, top5-acc=88.14%, remaining_time=0:00:00.321260, arrival_time=2021-04-15 02:31:26.093340, cost_time=0:00:00.963769 2021-04-15 02:31:26,024 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=0.05ms, fps=9194 images/s, loss=1.3775, top1-acc=63.53%, top5-acc=88.29%, remaining_time=0:00:00, arrival_time=2021-04-15 02:31:26.024740, cost_time=0:00:01.216444 2021-04-15 02:31:26,096 INFO : Epoch=0147 complete, best val top1-acc=64.53%, top5-acc=88.75% (epoch=143), remaining_time=0:11:20.709952, arrival_time=2021-04-15 02:42:46.806039, cost_time=0:31:28.006874 2021-04-15 02:31:26,097 INFO : Train start, epoch=0148, lr=0.016349 2021-04-15 02:31:26,923 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=0.25ms, fps=3100 images/s, loss=0.5428, top1-acc=83.16%, top5-acc=98.24%, remaining_time=0:00:15.358578, arrival_time=2021-04-15 02:31:42.281796, cost_time=0:00:00.825733 2021-04-15 02:31:27,543 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=1.19ms, fps=4130 images/s, loss=0.5315, top1-acc=83.55%, top5-acc=98.46%, remaining_time=0:00:12.723216, arrival_time=2021-04-15 02:31:40.266537, cost_time=0:00:01.445828 2021-04-15 02:31:28,130 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=1.50ms, fps=4364 images/s, loss=0.5227, top1-acc=83.87%, top5-acc=98.31%, remaining_time=0:00:11.248326, arrival_time=2021-04-15 02:31:39.378664, cost_time=0:00:02.032838 2021-04-15 02:31:28,682 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=1.19ms, fps=4639 images/s, loss=0.5223, top1-acc=83.96%, top5-acc=98.29%, remaining_time=0:00:10.081656, arrival_time=2021-04-15 02:31:38.764201, cost_time=0:00:02.585052 2021-04-15 02:31:29,243 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=1.22ms, fps=4566 images/s, loss=0.5236, top1-acc=83.94%, top5-acc=98.30%, remaining_time=0:00:09.186320, arrival_time=2021-04-15 02:31:38.429838, cost_time=0:00:03.146015 2021-04-15 02:31:29,875 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=0.17ms, fps=4051 images/s, loss=0.5312, top1-acc=83.57%, top5-acc=98.26%, remaining_time=0:00:08.564192, arrival_time=2021-04-15 02:31:38.440012, cost_time=0:00:03.778331 2021-04-15 02:31:30,459 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=1.42ms, fps=4389 images/s, loss=0.5341, top1-acc=83.65%, top5-acc=98.22%, remaining_time=0:00:07.851564, arrival_time=2021-04-15 02:31:38.311040, cost_time=0:00:04.361989 2021-04-15 02:31:31,027 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=1.48ms, fps=4512 images/s, loss=0.5351, top1-acc=83.69%, top5-acc=98.25%, remaining_time=0:00:07.148036, arrival_time=2021-04-15 02:31:38.175179, cost_time=0:00:04.929651 2021-04-15 02:31:31,643 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.83ms, fps=4156 images/s, loss=0.5326, top1-acc=83.82%, top5-acc=98.28%, remaining_time=0:00:06.531932, arrival_time=2021-04-15 02:31:38.175410, cost_time=0:00:05.545988 2021-04-15 02:31:32,235 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=1.39ms, fps=4327 images/s, loss=0.5344, top1-acc=83.80%, top5-acc=98.23%, remaining_time=0:00:05.892384, arrival_time=2021-04-15 02:31:38.127834, cost_time=0:00:06.137872 2021-04-15 02:31:32,789 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=1.52ms, fps=4623 images/s, loss=0.5327, top1-acc=83.90%, top5-acc=98.23%, remaining_time=0:00:05.232068, arrival_time=2021-04-15 02:31:38.021810, cost_time=0:00:06.692189 2021-04-15 02:31:33,342 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=1.29ms, fps=4632 images/s, loss=0.5354, top1-acc=83.81%, top5-acc=98.20%, remaining_time=0:00:04.588804, arrival_time=2021-04-15 02:31:37.931746, cost_time=0:00:07.245451 2021-04-15 02:31:33,874 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=1.25ms, fps=4817 images/s, loss=0.5362, top1-acc=83.77%, top5-acc=98.21%, remaining_time=0:00:03.948450, arrival_time=2021-04-15 02:31:37.823203, cost_time=0:00:07.777268 2021-04-15 02:31:34,447 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=1.75ms, fps=4475 images/s, loss=0.5378, top1-acc=83.64%, top5-acc=98.24%, remaining_time=0:00:03.339896, arrival_time=2021-04-15 02:31:37.787144, cost_time=0:00:08.349695 2021-04-15 02:31:35,026 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.52ms, fps=4421 images/s, loss=0.5376, top1-acc=83.65%, top5-acc=98.24%, remaining_time=0:00:02.738288, arrival_time=2021-04-15 02:31:37.764967, cost_time=0:00:08.929179 2021-04-15 02:31:35,559 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=1.19ms, fps=4808 images/s, loss=0.5400, top1-acc=83.53%, top5-acc=98.24%, remaining_time=0:00:02.128932, arrival_time=2021-04-15 02:31:37.688400, cost_time=0:00:09.461968 2021-04-15 02:31:36,088 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=1.43ms, fps=4839 images/s, loss=0.5410, top1-acc=83.51%, top5-acc=98.23%, remaining_time=0:00:01.528098, arrival_time=2021-04-15 02:31:37.616966, cost_time=0:00:09.991382 2021-04-15 02:31:36,618 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=1.46ms, fps=4834 images/s, loss=0.5425, top1-acc=83.46%, top5-acc=98.24%, remaining_time=0:00:00.935216, arrival_time=2021-04-15 02:31:37.553955, cost_time=0:00:10.521249 2021-04-15 02:31:37,148 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.24ms, fps=4833 images/s, loss=0.5435, top1-acc=83.43%, top5-acc=98.20%, remaining_time=0:00:00.348990, arrival_time=2021-04-15 02:31:37.497770, cost_time=0:00:11.051292 2021-04-15 02:31:37,453 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=0.05ms, fps=4474 images/s, loss=0.5436, top1-acc=83.40%, top5-acc=98.18%, remaining_time=0:00:00, arrival_time=2021-04-15 02:31:37.453098, cost_time=0:00:11.355625 2021-04-15 02:31:37,857 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=0.36ms, fps=6353 images/s, loss=1.3250, top1-acc=64.34%, top5-acc=88.16%, remaining_time=0:00:01.208760, arrival_time=2021-04-15 02:31:39.066359, cost_time=0:00:00.402923 2021-04-15 02:31:38,115 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=0.27ms, fps=9921 images/s, loss=1.3318, top1-acc=63.96%, top5-acc=88.24%, remaining_time=0:00:00.661300, arrival_time=2021-04-15 02:31:38.777256, cost_time=0:00:00.661294 2021-04-15 02:31:38,439 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=0.53ms, fps=7936 images/s, loss=1.3381, top1-acc=64.09%, top5-acc=88.33%, remaining_time=0:00:00.328060, arrival_time=2021-04-15 02:31:38.767058, cost_time=0:00:00.984166 2021-04-15 02:31:38,670 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=0.05ms, fps=10039 images/s, loss=1.3294, top1-acc=63.78%, top5-acc=88.45%, remaining_time=0:00:00, arrival_time=2021-04-15 02:31:38.670712, cost_time=0:00:01.216071 2021-04-15 02:31:38,729 INFO : Epoch=0148 complete, best val top1-acc=64.53%, top5-acc=88.75% (epoch=143), remaining_time=0:11:07.792372, arrival_time=2021-04-15 02:42:46.521409, cost_time=0:31:40.639826 2021-04-15 02:31:38,730 INFO : Train start, epoch=0149, lr=0.015773 2021-04-15 02:31:39,481 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=2.13ms, fps=3410 images/s, loss=0.4645, top1-acc=87.23%, top5-acc=98.63%, remaining_time=0:00:13.962276, arrival_time=2021-04-15 02:31:53.443276, cost_time=0:00:00.750664 2021-04-15 02:31:40,031 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.31ms, fps=4657 images/s, loss=0.4822, top1-acc=86.46%, top5-acc=98.42%, remaining_time=0:00:11.445984, arrival_time=2021-04-15 02:31:51.477052, cost_time=0:00:01.300689 2021-04-15 02:31:40,601 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=1.28ms, fps=4494 images/s, loss=0.4806, top1-acc=86.37%, top5-acc=98.58%, remaining_time=0:00:10.351594, arrival_time=2021-04-15 02:31:50.952704, cost_time=0:00:01.870768 2021-04-15 02:31:41,132 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=1.26ms, fps=4826 images/s, loss=0.4888, top1-acc=85.85%, top5-acc=98.56%, remaining_time=0:00:09.366240, arrival_time=2021-04-15 02:31:50.498226, cost_time=0:00:02.401606 2021-04-15 02:31:41,694 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=1.31ms, fps=4558 images/s, loss=0.4905, top1-acc=85.74%, top5-acc=98.55%, remaining_time=0:00:08.654004, arrival_time=2021-04-15 02:31:50.348060, cost_time=0:00:02.963714 2021-04-15 02:31:42,300 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=1.23ms, fps=4226 images/s, loss=0.4910, top1-acc=85.70%, top5-acc=98.52%, remaining_time=0:00:08.091592, arrival_time=2021-04-15 02:31:50.391746, cost_time=0:00:03.569811 2021-04-15 02:31:42,854 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=1.22ms, fps=4623 images/s, loss=0.4959, top1-acc=85.35%, top5-acc=98.52%, remaining_time=0:00:07.423038, arrival_time=2021-04-15 02:31:50.277276, cost_time=0:00:04.123898 2021-04-15 02:31:43,408 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.31ms, fps=4621 images/s, loss=0.5002, top1-acc=85.13%, top5-acc=98.50%, remaining_time=0:00:06.783448, arrival_time=2021-04-15 02:31:50.191999, cost_time=0:00:04.678200 2021-04-15 02:31:43,962 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=1.31ms, fps=4623 images/s, loss=0.5049, top1-acc=84.98%, top5-acc=98.51%, remaining_time=0:00:06.162416, arrival_time=2021-04-15 02:31:50.125032, cost_time=0:00:05.232266 2021-04-15 02:31:44,500 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=1.39ms, fps=4764 images/s, loss=0.5081, top1-acc=84.80%, top5-acc=98.46%, remaining_time=0:00:05.539200, arrival_time=2021-04-15 02:31:50.039570, cost_time=0:00:05.770037 2021-04-15 02:31:45,077 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.27ms, fps=4441 images/s, loss=0.5106, top1-acc=84.62%, top5-acc=98.44%, remaining_time=0:00:04.962114, arrival_time=2021-04-15 02:31:50.039304, cost_time=0:00:06.346858 2021-04-15 02:31:45,622 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=1.41ms, fps=4698 images/s, loss=0.5130, top1-acc=84.52%, top5-acc=98.42%, remaining_time=0:00:04.364984, arrival_time=2021-04-15 02:31:49.987353, cost_time=0:00:06.892031 2021-04-15 02:31:46,148 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=1.33ms, fps=4868 images/s, loss=0.5162, top1-acc=84.46%, top5-acc=98.40%, remaining_time=0:00:03.766158, arrival_time=2021-04-15 02:31:49.914701, cost_time=0:00:07.418191 2021-04-15 02:31:46,678 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=1.37ms, fps=4835 images/s, loss=0.5185, top1-acc=84.34%, top5-acc=98.41%, remaining_time=0:00:03.179176, arrival_time=2021-04-15 02:31:49.857476, cost_time=0:00:07.947962 2021-04-15 02:31:47,236 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=1.20ms, fps=4590 images/s, loss=0.5212, top1-acc=84.26%, top5-acc=98.40%, remaining_time=0:00:02.608522, arrival_time=2021-04-15 02:31:49.844869, cost_time=0:00:08.505995 2021-04-15 02:31:47,804 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.24ms, fps=4512 images/s, loss=0.5223, top1-acc=84.24%, top5-acc=98.37%, remaining_time=0:00:02.041560, arrival_time=2021-04-15 02:31:49.845565, cost_time=0:00:09.073668 2021-04-15 02:31:48,405 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.34ms, fps=4256 images/s, loss=0.5230, top1-acc=84.19%, top5-acc=98.39%, remaining_time=0:00:01.479790, arrival_time=2021-04-15 02:31:49.885682, cost_time=0:00:09.675489 2021-04-15 02:31:48,963 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=1.39ms, fps=4597 images/s, loss=0.5247, top1-acc=84.12%, top5-acc=98.37%, remaining_time=0:00:00.909584, arrival_time=2021-04-15 02:31:49.872766, cost_time=0:00:10.232829 2021-04-15 02:31:49,588 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=1.45ms, fps=4100 images/s, loss=0.5268, top1-acc=84.03%, top5-acc=98.35%, remaining_time=0:00:00.342870, arrival_time=2021-04-15 02:31:49.930824, cost_time=0:00:10.857585 2021-04-15 02:31:49,901 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=0.05ms, fps=4346 images/s, loss=0.5283, top1-acc=83.99%, top5-acc=98.36%, remaining_time=0:00:00, arrival_time=2021-04-15 02:31:49.901326, cost_time=0:00:11.170986 2021-04-15 02:31:50,279 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=0.25ms, fps=6802 images/s, loss=1.3087, top1-acc=65.90%, top5-acc=88.63%, remaining_time=0:00:01.129080, arrival_time=2021-04-15 02:31:51.408435, cost_time=0:00:00.376357 2021-04-15 02:31:50,559 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=2.89ms, fps=9141 images/s, loss=1.2930, top1-acc=65.59%, top5-acc=89.06%, remaining_time=0:00:00.656680, arrival_time=2021-04-15 02:31:51.216461, cost_time=0:00:00.656688 2021-04-15 02:31:50,829 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=2.64ms, fps=9501 images/s, loss=1.3078, top1-acc=65.31%, top5-acc=88.88%, remaining_time=0:00:00.308880, arrival_time=2021-04-15 02:31:51.138584, cost_time=0:00:00.926654 2021-04-15 02:31:51,057 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.05ms, fps=10212 images/s, loss=1.3004, top1-acc=65.20%, top5-acc=88.98%, remaining_time=0:00:00, arrival_time=2021-04-15 02:31:51.057268, cost_time=0:00:01.154278 2021-04-15 02:31:51,166 INFO : Epoch=0149 complete, best val top1-acc=65.20%, top5-acc=88.98% (epoch=149), remaining_time=0:10:54.811746, arrival_time=2021-04-15 02:42:45.978419, cost_time=0:31:53.077462 2021-04-15 02:31:51,167 INFO : Train start, epoch=0150, lr=0.015204 2021-04-15 02:31:51,920 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=2.19ms, fps=3402 images/s, loss=0.4878, top1-acc=85.59%, top5-acc=98.91%, remaining_time=0:00:13.997244, arrival_time=2021-04-15 02:32:05.917734, cost_time=0:00:00.752540 2021-04-15 02:31:52,478 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=1.37ms, fps=4590 images/s, loss=0.4843, top1-acc=85.90%, top5-acc=98.93%, remaining_time=0:00:11.535040, arrival_time=2021-04-15 02:32:04.013724, cost_time=0:00:01.310791 2021-04-15 02:31:53,023 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=1.38ms, fps=4700 images/s, loss=0.4877, top1-acc=85.89%, top5-acc=98.85%, remaining_time=0:00:10.269092, arrival_time=2021-04-15 02:32:03.292841, cost_time=0:00:01.855860 2021-04-15 02:31:53,565 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=1.25ms, fps=4726 images/s, loss=0.4957, top1-acc=85.66%, top5-acc=98.78%, remaining_time=0:00:09.351732, arrival_time=2021-04-15 02:32:02.917553, cost_time=0:00:02.397893 2021-04-15 02:31:54,157 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=1.27ms, fps=4330 images/s, loss=0.4950, top1-acc=85.66%, top5-acc=98.65%, remaining_time=0:00:08.729486, arrival_time=2021-04-15 02:32:02.886902, cost_time=0:00:02.989528 2021-04-15 02:31:54,753 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=1.30ms, fps=4297 images/s, loss=0.4944, top1-acc=85.69%, top5-acc=98.61%, remaining_time=0:00:08.127496, arrival_time=2021-04-15 02:32:02.881030, cost_time=0:00:03.585642 2021-04-15 02:31:55,349 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=1.32ms, fps=4300 images/s, loss=0.4945, top1-acc=85.62%, top5-acc=98.55%, remaining_time=0:00:07.526358, arrival_time=2021-04-15 02:32:02.875586, cost_time=0:00:04.181336 2021-04-15 02:31:55,982 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=1.35ms, fps=4047 images/s, loss=0.4964, top1-acc=85.49%, top5-acc=98.55%, remaining_time=0:00:06.980532, arrival_time=2021-04-15 02:32:02.962626, cost_time=0:00:04.814199 2021-04-15 02:31:56,646 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=1.43ms, fps=3854 images/s, loss=0.5006, top1-acc=85.30%, top5-acc=98.51%, remaining_time=0:00:06.452644, arrival_time=2021-04-15 02:32:03.099334, cost_time=0:00:05.478704 2021-04-15 02:31:57,211 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=1.37ms, fps=4540 images/s, loss=0.5002, top1-acc=85.28%, top5-acc=98.53%, remaining_time=0:00:05.801472, arrival_time=2021-04-15 02:32:03.012567, cost_time=0:00:06.043204 2021-04-15 02:31:57,806 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=1.51ms, fps=4301 images/s, loss=0.5006, top1-acc=85.25%, top5-acc=98.52%, remaining_time=0:00:05.190272, arrival_time=2021-04-15 02:32:02.996918, cost_time=0:00:06.638752 2021-04-15 02:31:58,380 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=1.58ms, fps=4468 images/s, loss=0.5039, top1-acc=85.06%, top5-acc=98.49%, remaining_time=0:00:04.567600, arrival_time=2021-04-15 02:32:02.947608, cost_time=0:00:07.212030 2021-04-15 02:31:58,979 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=1.24ms, fps=4275 images/s, loss=0.5068, top1-acc=84.89%, top5-acc=98.44%, remaining_time=0:00:03.965808, arrival_time=2021-04-15 02:32:02.945098, cost_time=0:00:07.811400 2021-04-15 02:31:59,525 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=1.34ms, fps=4687 images/s, loss=0.5063, top1-acc=84.86%, top5-acc=98.46%, remaining_time=0:00:03.343144, arrival_time=2021-04-15 02:32:02.868980, cost_time=0:00:08.357889 2021-04-15 02:32:00,194 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=1.30ms, fps=3831 images/s, loss=0.5085, top1-acc=84.77%, top5-acc=98.45%, remaining_time=0:00:02.768188, arrival_time=2021-04-15 02:32:02.962729, cost_time=0:00:09.026628 2021-04-15 02:32:00,753 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=1.50ms, fps=4583 images/s, loss=0.5122, top1-acc=84.64%, top5-acc=98.37%, remaining_time=0:00:02.156760, arrival_time=2021-04-15 02:32:02.910342, cost_time=0:00:09.585562 2021-04-15 02:32:01,331 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.56ms, fps=4437 images/s, loss=0.5128, top1-acc=84.66%, top5-acc=98.34%, remaining_time=0:00:01.554358, arrival_time=2021-04-15 02:32:02.885431, cost_time=0:00:10.163162 2021-04-15 02:32:01,907 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.27ms, fps=4444 images/s, loss=0.5161, top1-acc=84.55%, top5-acc=98.32%, remaining_time=0:00:00.954624, arrival_time=2021-04-15 02:32:02.862102, cost_time=0:00:10.739560 2021-04-15 02:32:02,441 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=1.48ms, fps=4802 images/s, loss=0.5180, top1-acc=84.46%, top5-acc=98.32%, remaining_time=0:00:00.355992, arrival_time=2021-04-15 02:32:02.797009, cost_time=0:00:11.273094 2021-04-15 02:32:02,746 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=0.05ms, fps=4455 images/s, loss=0.5199, top1-acc=84.46%, top5-acc=98.30%, remaining_time=0:00:00, arrival_time=2021-04-15 02:32:02.746700, cost_time=0:00:11.578814 2021-04-15 02:32:03,118 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=1.68ms, fps=6915 images/s, loss=1.3460, top1-acc=63.55%, top5-acc=88.59%, remaining_time=0:00:01.110600, arrival_time=2021-04-15 02:32:04.229143, cost_time=0:00:00.370200 2021-04-15 02:32:03,390 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=0.24ms, fps=9430 images/s, loss=1.3113, top1-acc=64.28%, top5-acc=89.22%, remaining_time=0:00:00.642020, arrival_time=2021-04-15 02:32:04.032368, cost_time=0:00:00.642012 2021-04-15 02:32:03,648 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=0.16ms, fps=9924 images/s, loss=1.2942, top1-acc=65.43%, top5-acc=89.23%, remaining_time=0:00:00.300100, arrival_time=2021-04-15 02:32:03.948731, cost_time=0:00:00.900292 2021-04-15 02:32:03,908 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=0.06ms, fps=8956 images/s, loss=1.3185, top1-acc=65.18%, top5-acc=89.12%, remaining_time=0:00:00, arrival_time=2021-04-15 02:32:03.907996, cost_time=0:00:01.159677 2021-04-15 02:32:03,981 INFO : Epoch=0150 complete, best val top1-acc=65.20%, top5-acc=88.98% (epoch=149), remaining_time=0:10:41.964200, arrival_time=2021-04-15 02:42:45.945979, cost_time=0:32:05.892576 2021-04-15 02:32:03,982 INFO : Train start, epoch=0151, lr=0.014645 2021-04-15 02:32:04,750 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=1.71ms, fps=3337 images/s, loss=0.4704, top1-acc=86.45%, top5-acc=98.67%, remaining_time=0:00:14.269920, arrival_time=2021-04-15 02:32:19.020126, cost_time=0:00:00.767203 2021-04-15 02:32:05,301 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=1.27ms, fps=4644 images/s, loss=0.4591, top1-acc=86.70%, top5-acc=98.93%, remaining_time=0:00:11.605440, arrival_time=2021-04-15 02:32:16.907238, cost_time=0:00:01.318791 2021-04-15 02:32:05,842 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.29ms, fps=4740 images/s, loss=0.4627, top1-acc=86.34%, top5-acc=98.83%, remaining_time=0:00:10.287684, arrival_time=2021-04-15 02:32:16.129916, cost_time=0:00:01.859226 2021-04-15 02:32:06,473 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=1.34ms, fps=4057 images/s, loss=0.4737, top1-acc=85.83%, top5-acc=98.83%, remaining_time=0:00:09.713028, arrival_time=2021-04-15 02:32:16.186555, cost_time=0:00:02.490524 2021-04-15 02:32:07,000 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=1.29ms, fps=4863 images/s, loss=0.4741, top1-acc=85.94%, top5-acc=98.82%, remaining_time=0:00:08.810516, arrival_time=2021-04-15 02:32:15.810818, cost_time=0:00:03.017304 2021-04-15 02:32:07,584 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=1.32ms, fps=4382 images/s, loss=0.4770, top1-acc=85.77%, top5-acc=98.74%, remaining_time=0:00:08.164216, arrival_time=2021-04-15 02:32:15.749083, cost_time=0:00:03.601872 2021-04-15 02:32:08,118 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=1.60ms, fps=4801 images/s, loss=0.4800, top1-acc=85.58%, top5-acc=98.74%, remaining_time=0:00:07.443702, arrival_time=2021-04-15 02:32:15.562123, cost_time=0:00:04.135389 2021-04-15 02:32:08,694 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=1.52ms, fps=4450 images/s, loss=0.4824, top1-acc=85.52%, top5-acc=98.67%, remaining_time=0:00:06.831124, arrival_time=2021-04-15 02:32:15.525228, cost_time=0:00:04.711100 2021-04-15 02:32:09,242 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=1.35ms, fps=4675 images/s, loss=0.4848, top1-acc=85.49%, top5-acc=98.65%, remaining_time=0:00:06.193898, arrival_time=2021-04-15 02:32:15.435984, cost_time=0:00:05.259012 2021-04-15 02:32:09,838 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=1.26ms, fps=4298 images/s, loss=0.4849, top1-acc=85.48%, top5-acc=98.68%, remaining_time=0:00:05.620896, arrival_time=2021-04-15 02:32:15.459022, cost_time=0:00:05.855125 2021-04-15 02:32:10,394 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=1.29ms, fps=4608 images/s, loss=0.4860, top1-acc=85.42%, top5-acc=98.66%, remaining_time=0:00:05.012252, arrival_time=2021-04-15 02:32:15.406280, cost_time=0:00:06.411028 2021-04-15 02:32:10,982 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=1.47ms, fps=4355 images/s, loss=0.4862, top1-acc=85.41%, top5-acc=98.66%, remaining_time=0:00:04.432852, arrival_time=2021-04-15 02:32:15.415108, cost_time=0:00:06.999182 2021-04-15 02:32:11,574 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=1.35ms, fps=4327 images/s, loss=0.4899, top1-acc=85.29%, top5-acc=98.61%, remaining_time=0:00:03.854070, arrival_time=2021-04-15 02:32:15.428435, cost_time=0:00:07.591336 2021-04-15 02:32:12,215 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=1.47ms, fps=3993 images/s, loss=0.4911, top1-acc=85.21%, top5-acc=98.62%, remaining_time=0:00:03.293136, arrival_time=2021-04-15 02:32:15.508940, cost_time=0:00:08.232798 2021-04-15 02:32:12,791 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=1.35ms, fps=4452 images/s, loss=0.4937, top1-acc=85.15%, top5-acc=98.58%, remaining_time=0:00:02.701166, arrival_time=2021-04-15 02:32:15.492397, cost_time=0:00:08.808159 2021-04-15 02:32:13,319 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.11ms, fps=4852 images/s, loss=0.4970, top1-acc=85.02%, top5-acc=98.55%, remaining_time=0:00:02.100672, arrival_time=2021-04-15 02:32:15.419987, cost_time=0:00:09.336288 2021-04-15 02:32:13,847 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=1.24ms, fps=4849 images/s, loss=0.4993, top1-acc=84.93%, top5-acc=98.54%, remaining_time=0:00:01.508702, arrival_time=2021-04-15 02:32:15.356356, cost_time=0:00:09.864650 2021-04-15 02:32:14,376 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=1.27ms, fps=4847 images/s, loss=0.5030, top1-acc=84.84%, top5-acc=98.52%, remaining_time=0:00:00.923840, arrival_time=2021-04-15 02:32:15.299990, cost_time=0:00:10.393144 2021-04-15 02:32:14,904 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.14ms, fps=4850 images/s, loss=0.5054, top1-acc=84.76%, top5-acc=98.49%, remaining_time=0:00:00.344886, arrival_time=2021-04-15 02:32:15.249186, cost_time=0:00:10.921301 2021-04-15 02:32:15,212 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=0.05ms, fps=4419 images/s, loss=0.5073, top1-acc=84.70%, top5-acc=98.47%, remaining_time=0:00:00, arrival_time=2021-04-15 02:32:15.212448, cost_time=0:00:11.229405 2021-04-15 02:32:15,602 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=26.76ms, fps=6585 images/s, loss=1.3527, top1-acc=63.59%, top5-acc=88.75%, remaining_time=0:00:01.166280, arrival_time=2021-04-15 02:32:16.769176, cost_time=0:00:00.388762 2021-04-15 02:32:15,852 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=11.09ms, fps=10260 images/s, loss=1.3312, top1-acc=64.67%, top5-acc=88.91%, remaining_time=0:00:00.638660, arrival_time=2021-04-15 02:32:16.491437, cost_time=0:00:00.638664 2021-04-15 02:32:16,138 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=2.15ms, fps=8986 images/s, loss=1.3122, top1-acc=64.99%, top5-acc=88.71%, remaining_time=0:00:00.307960, arrival_time=2021-04-15 02:32:16.445936, cost_time=0:00:00.923881 2021-04-15 02:32:16,415 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=1.18ms, fps=8370 images/s, loss=1.3133, top1-acc=65.05%, top5-acc=88.94%, remaining_time=0:00:00, arrival_time=2021-04-15 02:32:16.415460, cost_time=0:00:01.201365 2021-04-15 02:32:16,483 INFO : Epoch=0151 complete, best val top1-acc=65.20%, top5-acc=88.98% (epoch=149), remaining_time=0:10:29.015450, arrival_time=2021-04-15 02:42:45.499200, cost_time=0:32:18.394541 2021-04-15 02:32:16,484 INFO : Train start, epoch=0152, lr=0.014094 2021-04-15 02:32:17,212 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=0.19ms, fps=3520 images/s, loss=0.4748, top1-acc=85.59%, top5-acc=98.67%, remaining_time=0:00:13.526664, arrival_time=2021-04-15 02:32:30.738904, cost_time=0:00:00.727243 2021-04-15 02:32:17,738 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=1.41ms, fps=4872 images/s, loss=0.4737, top1-acc=85.92%, top5-acc=98.52%, remaining_time=0:00:11.026752, arrival_time=2021-04-15 02:32:28.764785, cost_time=0:00:01.253031 2021-04-15 02:32:18,326 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=1.24ms, fps=4355 images/s, loss=0.4767, top1-acc=85.96%, top5-acc=98.50%, remaining_time=0:00:10.188084, arrival_time=2021-04-15 02:32:28.514306, cost_time=0:00:01.841220 2021-04-15 02:32:18,912 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=1.31ms, fps=4370 images/s, loss=0.4709, top1-acc=86.10%, top5-acc=98.64%, remaining_time=0:00:09.466548, arrival_time=2021-04-15 02:32:28.378881, cost_time=0:00:02.427333 2021-04-15 02:32:19,464 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=1.22ms, fps=4641 images/s, loss=0.4736, top1-acc=86.05%, top5-acc=98.68%, remaining_time=0:00:08.699410, arrival_time=2021-04-15 02:32:28.163639, cost_time=0:00:02.979226 2021-04-15 02:32:20,009 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=1.17ms, fps=4694 images/s, loss=0.4741, top1-acc=86.13%, top5-acc=98.68%, remaining_time=0:00:07.989864, arrival_time=2021-04-15 02:32:27.999814, cost_time=0:00:03.524946 2021-04-15 02:32:20,646 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=1.31ms, fps=4024 images/s, loss=0.4727, top1-acc=86.22%, top5-acc=98.68%, remaining_time=0:00:07.490574, arrival_time=2021-04-15 02:32:28.137021, cost_time=0:00:04.161444 2021-04-15 02:32:21,276 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=1.21ms, fps=4067 images/s, loss=0.4763, top1-acc=86.06%, top5-acc=98.64%, remaining_time=0:00:06.947356, arrival_time=2021-04-15 02:32:28.223605, cost_time=0:00:04.791248 2021-04-15 02:32:21,817 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=1.26ms, fps=4735 images/s, loss=0.4800, top1-acc=85.84%, top5-acc=98.62%, remaining_time=0:00:06.280182, arrival_time=2021-04-15 02:32:28.097409, cost_time=0:00:05.332200 2021-04-15 02:32:22,383 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=1.39ms, fps=4521 images/s, loss=0.4820, top1-acc=85.79%, top5-acc=98.61%, remaining_time=0:00:05.662848, arrival_time=2021-04-15 02:32:28.046708, cost_time=0:00:05.898773 2021-04-15 02:32:22,937 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=2.70ms, fps=4627 images/s, loss=0.4834, top1-acc=85.68%, top5-acc=98.59%, remaining_time=0:00:05.044760, arrival_time=2021-04-15 02:32:27.982318, cost_time=0:00:06.452555 2021-04-15 02:32:23,504 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=1.18ms, fps=4518 images/s, loss=0.4861, top1-acc=85.54%, top5-acc=98.57%, remaining_time=0:00:04.445620, arrival_time=2021-04-15 02:32:27.950189, cost_time=0:00:07.019450 2021-04-15 02:32:24,051 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=1.22ms, fps=4685 images/s, loss=0.4880, top1-acc=85.46%, top5-acc=98.55%, remaining_time=0:00:03.841464, arrival_time=2021-04-15 02:32:27.893006, cost_time=0:00:07.566533 2021-04-15 02:32:24,638 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=2.51ms, fps=4362 images/s, loss=0.4917, top1-acc=85.31%, top5-acc=98.52%, remaining_time=0:00:03.261496, arrival_time=2021-04-15 02:32:27.900297, cost_time=0:00:08.153798 2021-04-15 02:32:25,224 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=1.23ms, fps=4373 images/s, loss=0.4937, top1-acc=85.18%, top5-acc=98.48%, remaining_time=0:00:02.680144, arrival_time=2021-04-15 02:32:27.904755, cost_time=0:00:08.739527 2021-04-15 02:32:25,787 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=1.45ms, fps=4556 images/s, loss=0.4941, top1-acc=85.16%, top5-acc=98.48%, remaining_time=0:00:02.092968, arrival_time=2021-04-15 02:32:27.879990, cost_time=0:00:09.302011 2021-04-15 02:32:26,362 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=1.28ms, fps=4448 images/s, loss=0.4977, top1-acc=85.10%, top5-acc=98.44%, remaining_time=0:00:01.510730, arrival_time=2021-04-15 02:32:27.873575, cost_time=0:00:09.877837 2021-04-15 02:32:26,926 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=1.89ms, fps=4541 images/s, loss=0.5008, top1-acc=84.99%, top5-acc=98.45%, remaining_time=0:00:00.928160, arrival_time=2021-04-15 02:32:27.855049, cost_time=0:00:10.441885 2021-04-15 02:32:27,479 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=1.20ms, fps=4636 images/s, loss=0.5032, top1-acc=84.92%, top5-acc=98.42%, remaining_time=0:00:00.347190, arrival_time=2021-04-15 02:32:27.826614, cost_time=0:00:10.994350 2021-04-15 02:32:27,793 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=0.05ms, fps=4337 images/s, loss=0.5034, top1-acc=84.92%, top5-acc=98.42%, remaining_time=0:00:00, arrival_time=2021-04-15 02:32:27.793442, cost_time=0:00:11.308464 2021-04-15 02:32:28,230 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=30.36ms, fps=5882 images/s, loss=1.3260, top1-acc=65.43%, top5-acc=88.71%, remaining_time=0:00:01.305690, arrival_time=2021-04-15 02:32:29.535916, cost_time=0:00:00.435228 2021-04-15 02:32:28,507 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=0.29ms, fps=9237 images/s, loss=1.3292, top1-acc=65.62%, top5-acc=88.57%, remaining_time=0:00:00.712700, arrival_time=2021-04-15 02:32:29.220387, cost_time=0:00:00.712694 2021-04-15 02:32:28,769 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=22.58ms, fps=9785 images/s, loss=1.3292, top1-acc=65.18%, top5-acc=88.78%, remaining_time=0:00:00.324880, arrival_time=2021-04-15 02:32:29.094525, cost_time=0:00:00.974652 2021-04-15 02:32:29,005 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=0.05ms, fps=9865 images/s, loss=1.3575, top1-acc=65.10%, top5-acc=88.63%, remaining_time=0:00:00, arrival_time=2021-04-15 02:32:29.005123, cost_time=0:00:01.210156 2021-04-15 02:32:29,062 INFO : Epoch=0152 complete, best val top1-acc=65.20%, top5-acc=88.98% (epoch=149), remaining_time=0:10:16.096848, arrival_time=2021-04-15 02:42:45.159434, cost_time=0:32:30.973383 2021-04-15 02:32:29,063 INFO : Train start, epoch=0153, lr=0.013552 2021-04-15 02:32:29,816 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=2.13ms, fps=3403 images/s, loss=0.4785, top1-acc=85.70%, top5-acc=99.06%, remaining_time=0:00:13.992966, arrival_time=2021-04-15 02:32:43.809082, cost_time=0:00:00.752314 2021-04-15 02:32:30,384 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=1.69ms, fps=4507 images/s, loss=0.4700, top1-acc=85.88%, top5-acc=98.98%, remaining_time=0:00:11.621632, arrival_time=2021-04-15 02:32:42.006141, cost_time=0:00:01.320634 2021-04-15 02:32:30,950 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.31ms, fps=4528 images/s, loss=0.4667, top1-acc=86.09%, top5-acc=98.78%, remaining_time=0:00:10.439242, arrival_time=2021-04-15 02:32:41.389638, cost_time=0:00:01.886605 2021-04-15 02:32:31,487 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=1.22ms, fps=4773 images/s, loss=0.4676, top1-acc=86.11%, top5-acc=98.84%, remaining_time=0:00:09.450792, arrival_time=2021-04-15 02:32:40.937842, cost_time=0:00:02.423265 2021-04-15 02:32:32,056 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=1.43ms, fps=4496 images/s, loss=0.4648, top1-acc=86.26%, top5-acc=98.78%, remaining_time=0:00:08.739414, arrival_time=2021-04-15 02:32:40.796195, cost_time=0:00:02.992964 2021-04-15 02:32:32,603 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=1.27ms, fps=4682 images/s, loss=0.4632, top1-acc=86.22%, top5-acc=98.71%, remaining_time=0:00:08.024272, arrival_time=2021-04-15 02:32:40.628178, cost_time=0:00:03.540116 2021-04-15 02:32:33,194 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=1.31ms, fps=4338 images/s, loss=0.4679, top1-acc=86.08%, top5-acc=98.66%, remaining_time=0:00:07.435008, arrival_time=2021-04-15 02:32:40.629466, cost_time=0:00:04.130581 2021-04-15 02:32:33,766 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=1.23ms, fps=4481 images/s, loss=0.4708, top1-acc=85.98%, top5-acc=98.69%, remaining_time=0:00:06.818596, arrival_time=2021-04-15 02:32:40.584858, cost_time=0:00:04.702463 2021-04-15 02:32:34,349 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=1.27ms, fps=4389 images/s, loss=0.4753, top1-acc=85.84%, top5-acc=98.67%, remaining_time=0:00:06.225910, arrival_time=2021-04-15 02:32:40.575840, cost_time=0:00:05.286137 2021-04-15 02:32:34,942 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=1.34ms, fps=4320 images/s, loss=0.4789, top1-acc=85.73%, top5-acc=98.71%, remaining_time=0:00:05.643936, arrival_time=2021-04-15 02:32:40.586838, cost_time=0:00:05.879118 2021-04-15 02:32:35,495 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.23ms, fps=4637 images/s, loss=0.4802, top1-acc=85.70%, top5-acc=98.66%, remaining_time=0:00:05.028248, arrival_time=2021-04-15 02:32:40.523656, cost_time=0:00:06.431507 2021-04-15 02:32:36,065 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=1.30ms, fps=4492 images/s, loss=0.4806, top1-acc=85.70%, top5-acc=98.66%, remaining_time=0:00:04.434600, arrival_time=2021-04-15 02:32:40.500442, cost_time=0:00:07.002055 2021-04-15 02:32:36,636 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.46ms, fps=4492 images/s, loss=0.4827, top1-acc=85.61%, top5-acc=98.63%, remaining_time=0:00:03.844368, arrival_time=2021-04-15 02:32:40.480364, cost_time=0:00:07.572211 2021-04-15 02:32:37,202 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=1.43ms, fps=4519 images/s, loss=0.4843, top1-acc=85.57%, top5-acc=98.63%, remaining_time=0:00:03.255616, arrival_time=2021-04-15 02:32:40.458480, cost_time=0:00:08.139000 2021-04-15 02:32:37,781 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.34ms, fps=4430 images/s, loss=0.4842, top1-acc=85.54%, top5-acc=98.62%, remaining_time=0:00:02.673336, arrival_time=2021-04-15 02:32:40.454504, cost_time=0:00:08.717343 2021-04-15 02:32:38,367 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.27ms, fps=4372 images/s, loss=0.4829, top1-acc=85.59%, top5-acc=98.63%, remaining_time=0:00:02.093256, arrival_time=2021-04-15 02:32:40.460392, cost_time=0:00:09.303345 2021-04-15 02:32:38,935 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=1.44ms, fps=4504 images/s, loss=0.4837, top1-acc=85.55%, top5-acc=98.63%, remaining_time=0:00:01.509846, arrival_time=2021-04-15 02:32:40.445716, cost_time=0:00:09.872084 2021-04-15 02:32:39,476 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=1.62ms, fps=4736 images/s, loss=0.4859, top1-acc=85.47%, top5-acc=98.61%, remaining_time=0:00:00.925600, arrival_time=2021-04-15 02:32:40.402368, cost_time=0:00:10.412979 2021-04-15 02:32:40,144 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.08ms, fps=3836 images/s, loss=0.4875, top1-acc=85.40%, top5-acc=98.60%, remaining_time=0:00:00.349920, arrival_time=2021-04-15 02:32:40.494481, cost_time=0:00:11.080714 2021-04-15 02:32:40,505 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=0.06ms, fps=3772 images/s, loss=0.4887, top1-acc=85.37%, top5-acc=98.60%, remaining_time=0:00:00, arrival_time=2021-04-15 02:32:40.505492, cost_time=0:00:11.441690 2021-04-15 02:32:40,902 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=20.46ms, fps=6476 images/s, loss=1.3691, top1-acc=64.61%, top5-acc=88.28%, remaining_time=0:00:01.185930, arrival_time=2021-04-15 02:32:42.088541, cost_time=0:00:00.395306 2021-04-15 02:32:41,147 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=1.77ms, fps=10454 images/s, loss=1.3546, top1-acc=64.51%, top5-acc=88.28%, remaining_time=0:00:00.640680, arrival_time=2021-04-15 02:32:41.788583, cost_time=0:00:00.640671 2021-04-15 02:32:41,461 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=50.78ms, fps=8172 images/s, loss=1.3517, top1-acc=64.44%, top5-acc=88.15%, remaining_time=0:00:00.318080, arrival_time=2021-04-15 02:32:41.779596, cost_time=0:00:00.954234 2021-04-15 02:32:41,689 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=0.05ms, fps=10173 images/s, loss=1.3412, top1-acc=64.45%, top5-acc=88.35%, remaining_time=0:00:00, arrival_time=2021-04-15 02:32:41.689952, cost_time=0:00:01.182727 2021-04-15 02:32:41,747 INFO : Epoch=0153 complete, best val top1-acc=65.20%, top5-acc=88.98% (epoch=149), remaining_time=0:10:03.215296, arrival_time=2021-04-15 02:42:44.962839, cost_time=0:32:43.658339 2021-04-15 02:32:41,748 INFO : Train start, epoch=0154, lr=0.013018 2021-04-15 02:32:42,503 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=0.18ms, fps=3391 images/s, loss=0.4652, top1-acc=86.48%, top5-acc=98.67%, remaining_time=0:00:14.042628, arrival_time=2021-04-15 02:32:56.546367, cost_time=0:00:00.754985 2021-04-15 02:32:43,097 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=1.47ms, fps=4311 images/s, loss=0.4642, top1-acc=86.56%, top5-acc=98.67%, remaining_time=0:00:11.871904, arrival_time=2021-04-15 02:32:54.969773, cost_time=0:00:01.349089 2021-04-15 02:32:43,639 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.26ms, fps=4733 images/s, loss=0.4673, top1-acc=86.45%, top5-acc=98.71%, remaining_time=0:00:10.460324, arrival_time=2021-04-15 02:32:54.099502, cost_time=0:00:01.890423 2021-04-15 02:32:44,244 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=1.15ms, fps=4234 images/s, loss=0.4612, top1-acc=86.46%, top5-acc=98.79%, remaining_time=0:00:09.731904, arrival_time=2021-04-15 02:32:53.976002, cost_time=0:00:02.495349 2021-04-15 02:32:44,847 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=12.83ms, fps=4243 images/s, loss=0.4615, top1-acc=86.55%, top5-acc=98.70%, remaining_time=0:00:09.049080, arrival_time=2021-04-15 02:32:53.896857, cost_time=0:00:03.099021 2021-04-15 02:32:45,436 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=1.27ms, fps=4351 images/s, loss=0.4606, top1-acc=86.47%, top5-acc=98.73%, remaining_time=0:00:08.358832, arrival_time=2021-04-15 02:32:53.795327, cost_time=0:00:03.687742 2021-04-15 02:32:46,010 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=1.23ms, fps=4463 images/s, loss=0.4586, top1-acc=86.60%, top5-acc=98.72%, remaining_time=0:00:07.671006, arrival_time=2021-04-15 02:32:53.681440, cost_time=0:00:04.261689 2021-04-15 02:32:46,649 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=1.27ms, fps=4011 images/s, loss=0.4561, top1-acc=86.66%, top5-acc=98.77%, remaining_time=0:00:07.105348, arrival_time=2021-04-15 02:32:53.754357, cost_time=0:00:04.900250 2021-04-15 02:32:47,253 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=1.35ms, fps=4241 images/s, loss=0.4596, top1-acc=86.50%, top5-acc=98.76%, remaining_time=0:00:06.482854, arrival_time=2021-04-15 02:32:53.735991, cost_time=0:00:05.504278 2021-04-15 02:32:47,839 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=1.52ms, fps=4370 images/s, loss=0.4636, top1-acc=86.32%, top5-acc=98.75%, remaining_time=0:00:05.847072, arrival_time=2021-04-15 02:32:53.686571, cost_time=0:00:06.090747 2021-04-15 02:32:48,400 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=1.39ms, fps=4570 images/s, loss=0.4670, top1-acc=86.20%, top5-acc=98.72%, remaining_time=0:00:05.199990, arrival_time=2021-04-15 02:32:53.600051, cost_time=0:00:06.651181 2021-04-15 02:32:48,983 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=1.63ms, fps=4392 images/s, loss=0.4699, top1-acc=86.12%, top5-acc=98.68%, remaining_time=0:00:04.581888, arrival_time=2021-04-15 02:32:53.565297, cost_time=0:00:07.234596 2021-04-15 02:32:49,576 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=1.47ms, fps=4321 images/s, loss=0.4740, top1-acc=85.93%, top5-acc=98.65%, remaining_time=0:00:03.973992, arrival_time=2021-04-15 02:32:53.550310, cost_time=0:00:07.827562 2021-04-15 02:32:50,181 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=1.71ms, fps=4235 images/s, loss=0.4751, top1-acc=85.92%, top5-acc=98.66%, remaining_time=0:00:03.372936, arrival_time=2021-04-15 02:32:53.554146, cost_time=0:00:08.432406 2021-04-15 02:32:50,761 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.31ms, fps=4415 images/s, loss=0.4773, top1-acc=85.83%, top5-acc=98.64%, remaining_time=0:00:02.763910, arrival_time=2021-04-15 02:32:53.525516, cost_time=0:00:09.012706 2021-04-15 02:32:51,350 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.27ms, fps=4351 images/s, loss=0.4783, top1-acc=85.82%, top5-acc=98.63%, remaining_time=0:00:02.160396, arrival_time=2021-04-15 02:32:53.510989, cost_time=0:00:09.601829 2021-04-15 02:32:51,911 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=1.26ms, fps=4570 images/s, loss=0.4804, top1-acc=85.72%, top5-acc=98.61%, remaining_time=0:00:01.554228, arrival_time=2021-04-15 02:32:53.465283, cost_time=0:00:10.162302 2021-04-15 02:32:52,459 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=1.38ms, fps=4673 images/s, loss=0.4823, top1-acc=85.63%, top5-acc=98.63%, remaining_time=0:00:00.952032, arrival_time=2021-04-15 02:32:53.411268, cost_time=0:00:10.710413 2021-04-15 02:32:53,034 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.43ms, fps=4453 images/s, loss=0.4836, top1-acc=85.56%, top5-acc=98.64%, remaining_time=0:00:00.356394, arrival_time=2021-04-15 02:32:53.390956, cost_time=0:00:11.285797 2021-04-15 02:32:53,339 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=0.05ms, fps=4465 images/s, loss=0.4848, top1-acc=85.53%, top5-acc=98.63%, remaining_time=0:00:00, arrival_time=2021-04-15 02:32:53.339534, cost_time=0:00:11.590788 2021-04-15 02:32:53,725 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=34.28ms, fps=6665 images/s, loss=1.3281, top1-acc=63.91%, top5-acc=89.02%, remaining_time=0:00:01.152270, arrival_time=2021-04-15 02:32:54.877525, cost_time=0:00:00.384093 2021-04-15 02:32:54,029 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=0.24ms, fps=8419 images/s, loss=1.3426, top1-acc=64.22%, top5-acc=88.89%, remaining_time=0:00:00.688500, arrival_time=2021-04-15 02:32:54.718132, cost_time=0:00:00.688491 2021-04-15 02:32:54,371 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=35.24ms, fps=7501 images/s, loss=1.3511, top1-acc=64.32%, top5-acc=88.61%, remaining_time=0:00:00.343360, arrival_time=2021-04-15 02:32:54.714593, cost_time=0:00:01.030081 2021-04-15 02:32:54,610 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=0.05ms, fps=9720 images/s, loss=1.3435, top1-acc=64.51%, top5-acc=88.68%, remaining_time=0:00:00, arrival_time=2021-04-15 02:32:54.610194, cost_time=0:00:01.269061 2021-04-15 02:32:54,668 INFO : Epoch=0154 complete, best val top1-acc=65.20%, top5-acc=88.98% (epoch=149), remaining_time=0:09:50.406734, arrival_time=2021-04-15 02:42:45.074984, cost_time=0:32:56.579054 2021-04-15 02:32:54,669 INFO : Train start, epoch=0155, lr=0.012494 2021-04-15 02:32:55,457 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=0.29ms, fps=3249 images/s, loss=0.4623, top1-acc=86.13%, top5-acc=99.10%, remaining_time=0:00:14.656800, arrival_time=2021-04-15 02:33:10.114181, cost_time=0:00:00.787998 2021-04-15 02:32:56,015 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=1.44ms, fps=4590 images/s, loss=0.4552, top1-acc=86.46%, top5-acc=98.89%, remaining_time=0:00:11.845504, arrival_time=2021-04-15 02:33:07.860956, cost_time=0:00:01.346071 2021-04-15 02:32:56,598 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.26ms, fps=4395 images/s, loss=0.4485, top1-acc=86.82%, top5-acc=98.96%, remaining_time=0:00:10.673468, arrival_time=2021-04-15 02:33:07.271793, cost_time=0:00:01.928947 2021-04-15 02:32:57,172 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=1.35ms, fps=4460 images/s, loss=0.4522, top1-acc=86.61%, top5-acc=98.92%, remaining_time=0:00:09.762480, arrival_time=2021-04-15 02:33:06.935073, cost_time=0:00:02.503214 2021-04-15 02:32:57,751 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.37ms, fps=4426 images/s, loss=0.4541, top1-acc=86.58%, top5-acc=98.84%, remaining_time=0:00:08.999148, arrival_time=2021-04-15 02:33:06.750429, cost_time=0:00:03.081903 2021-04-15 02:32:58,303 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.42ms, fps=4643 images/s, loss=0.4502, top1-acc=86.76%, top5-acc=98.85%, remaining_time=0:00:08.236024, arrival_time=2021-04-15 02:33:06.538981, cost_time=0:00:03.633540 2021-04-15 02:32:58,876 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=1.20ms, fps=4463 images/s, loss=0.4476, top1-acc=86.68%, top5-acc=98.86%, remaining_time=0:00:07.573482, arrival_time=2021-04-15 02:33:06.450369, cost_time=0:00:04.207513 2021-04-15 02:32:59,466 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=1.30ms, fps=4342 images/s, loss=0.4521, top1-acc=86.61%, top5-acc=98.85%, remaining_time=0:00:06.956172, arrival_time=2021-04-15 02:33:06.422926, cost_time=0:00:04.797372 2021-04-15 02:33:00,046 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=1.21ms, fps=4418 images/s, loss=0.4540, top1-acc=86.46%, top5-acc=98.85%, remaining_time=0:00:06.332970, arrival_time=2021-04-15 02:33:06.379522, cost_time=0:00:05.377092 2021-04-15 02:33:00,630 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.30ms, fps=4385 images/s, loss=0.4562, top1-acc=86.43%, top5-acc=98.82%, remaining_time=0:00:05.722944, arrival_time=2021-04-15 02:33:06.353774, cost_time=0:00:05.961439 2021-04-15 02:33:01,268 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=0.20ms, fps=4018 images/s, loss=0.4558, top1-acc=86.43%, top5-acc=98.83%, remaining_time=0:00:05.159140, arrival_time=2021-04-15 02:33:06.427592, cost_time=0:00:06.598907 2021-04-15 02:33:01,913 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.41ms, fps=3972 images/s, loss=0.4570, top1-acc=86.39%, top5-acc=98.82%, remaining_time=0:00:04.587968, arrival_time=2021-04-15 02:33:06.501514, cost_time=0:00:07.244160 2021-04-15 02:33:02,492 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=1.33ms, fps=4422 images/s, loss=0.4600, top1-acc=86.28%, top5-acc=98.80%, remaining_time=0:00:03.971946, arrival_time=2021-04-15 02:33:06.464805, cost_time=0:00:07.823484 2021-04-15 02:33:03,061 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.23ms, fps=4509 images/s, loss=0.4614, top1-acc=86.22%, top5-acc=98.80%, remaining_time=0:00:03.356640, arrival_time=2021-04-15 02:33:06.417604, cost_time=0:00:08.391574 2021-04-15 02:33:03,614 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=1.48ms, fps=4626 images/s, loss=0.4637, top1-acc=86.15%, top5-acc=98.79%, remaining_time=0:00:02.743210, arrival_time=2021-04-15 02:33:06.357948, cost_time=0:00:08.945274 2021-04-15 02:33:04,183 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=1.42ms, fps=4503 images/s, loss=0.4660, top1-acc=86.04%, top5-acc=98.79%, remaining_time=0:00:02.140740, arrival_time=2021-04-15 02:33:06.324503, cost_time=0:00:09.514378 2021-04-15 02:33:04,809 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=1.74ms, fps=4095 images/s, loss=0.4673, top1-acc=85.99%, top5-acc=98.77%, remaining_time=0:00:01.550822, arrival_time=2021-04-15 02:33:06.360160, cost_time=0:00:10.139906 2021-04-15 02:33:05,429 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.22ms, fps=4129 images/s, loss=0.4692, top1-acc=85.90%, top5-acc=98.76%, remaining_time=0:00:00.956480, arrival_time=2021-04-15 02:33:06.386352, cost_time=0:00:10.760413 2021-04-15 02:33:05,970 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.17ms, fps=4741 images/s, loss=0.4719, top1-acc=85.78%, top5-acc=98.74%, remaining_time=0:00:00.356874, arrival_time=2021-04-15 02:33:06.327217, cost_time=0:00:11.300971 2021-04-15 02:33:06,284 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=0.05ms, fps=4333 images/s, loss=0.4741, top1-acc=85.73%, top5-acc=98.74%, remaining_time=0:00:00, arrival_time=2021-04-15 02:33:06.284554, cost_time=0:00:11.615176 2021-04-15 02:33:06,667 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=26.57ms, fps=6721 images/s, loss=1.3218, top1-acc=65.43%, top5-acc=89.18%, remaining_time=0:00:01.142670, arrival_time=2021-04-15 02:33:07.809753, cost_time=0:00:00.380888 2021-04-15 02:33:06,960 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=0.21ms, fps=8733 images/s, loss=1.3204, top1-acc=65.23%, top5-acc=89.12%, remaining_time=0:00:00.674480, arrival_time=2021-04-15 02:33:07.635126, cost_time=0:00:00.674490 2021-04-15 02:33:07,334 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=54.59ms, fps=6854 images/s, loss=1.3123, top1-acc=65.14%, top5-acc=89.30%, remaining_time=0:00:00.349440, arrival_time=2021-04-15 02:33:07.683972, cost_time=0:00:01.048333 2021-04-15 02:33:07,597 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.12ms, fps=8846 images/s, loss=1.3221, top1-acc=64.91%, top5-acc=89.06%, remaining_time=0:00:00, arrival_time=2021-04-15 02:33:07.597275, cost_time=0:00:01.311058 2021-04-15 02:33:07,655 INFO : Epoch=0155 complete, best val top1-acc=65.20%, top5-acc=88.98% (epoch=149), remaining_time=0:09:37.615995, arrival_time=2021-04-15 02:42:45.271444, cost_time=0:33:09.566244 2021-04-15 02:33:07,656 INFO : Train start, epoch=0156, lr=0.011980 2021-04-15 02:33:08,446 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=1.99ms, fps=3241 images/s, loss=0.4693, top1-acc=85.90%, top5-acc=98.91%, remaining_time=0:00:14.689350, arrival_time=2021-04-15 02:33:23.135847, cost_time=0:00:00.789753 2021-04-15 02:33:09,049 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.44ms, fps=4251 images/s, loss=0.4649, top1-acc=85.92%, top5-acc=98.79%, remaining_time=0:00:12.252592, arrival_time=2021-04-15 02:33:21.301657, cost_time=0:00:01.392332 2021-04-15 02:33:09,635 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=1.25ms, fps=4371 images/s, loss=0.4563, top1-acc=86.45%, top5-acc=98.85%, remaining_time=0:00:10.946704, arrival_time=2021-04-15 02:33:20.581849, cost_time=0:00:01.978332 2021-04-15 02:33:10,212 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=1.27ms, fps=4441 images/s, loss=0.4546, top1-acc=86.36%, top5-acc=98.88%, remaining_time=0:00:09.965904, arrival_time=2021-04-15 02:33:20.177990, cost_time=0:00:02.555357 2021-04-15 02:33:10,783 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=1.41ms, fps=4481 images/s, loss=0.4520, top1-acc=86.44%, top5-acc=98.81%, remaining_time=0:00:09.130694, arrival_time=2021-04-15 02:33:19.914442, cost_time=0:00:03.126938 2021-04-15 02:33:11,350 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=1.42ms, fps=4517 images/s, loss=0.4560, top1-acc=86.39%, top5-acc=98.74%, remaining_time=0:00:08.373384, arrival_time=2021-04-15 02:33:19.724270, cost_time=0:00:03.694120 2021-04-15 02:33:11,922 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=1.38ms, fps=4479 images/s, loss=0.4556, top1-acc=86.47%, top5-acc=98.73%, remaining_time=0:00:07.678944, arrival_time=2021-04-15 02:33:19.601829, cost_time=0:00:04.266074 2021-04-15 02:33:12,479 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=1.69ms, fps=4607 images/s, loss=0.4575, top1-acc=86.34%, top5-acc=98.75%, remaining_time=0:00:06.992248, arrival_time=2021-04-15 02:33:19.471272, cost_time=0:00:04.822237 2021-04-15 02:33:13,007 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=1.35ms, fps=4848 images/s, loss=0.4609, top1-acc=86.24%, top5-acc=98.72%, remaining_time=0:00:06.301912, arrival_time=2021-04-15 02:33:19.309374, cost_time=0:00:05.350699 2021-04-15 02:33:13,561 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.23ms, fps=4623 images/s, loss=0.4600, top1-acc=86.30%, top5-acc=98.73%, remaining_time=0:00:05.668704, arrival_time=2021-04-15 02:33:19.230321, cost_time=0:00:05.904872 2021-04-15 02:33:14,090 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=1.17ms, fps=4846 images/s, loss=0.4596, top1-acc=86.32%, top5-acc=98.74%, remaining_time=0:00:05.029796, arrival_time=2021-04-15 02:33:19.119997, cost_time=0:00:06.433457 2021-04-15 02:33:14,632 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=1.23ms, fps=4721 images/s, loss=0.4602, top1-acc=86.28%, top5-acc=98.74%, remaining_time=0:00:04.418184, arrival_time=2021-04-15 02:33:19.051060, cost_time=0:00:06.976056 2021-04-15 02:33:15,193 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=1.41ms, fps=4570 images/s, loss=0.4601, top1-acc=86.30%, top5-acc=98.74%, remaining_time=0:00:03.826350, arrival_time=2021-04-15 02:33:19.019885, cost_time=0:00:07.536785 2021-04-15 02:33:15,739 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=1.31ms, fps=4689 images/s, loss=0.4626, top1-acc=86.22%, top5-acc=98.74%, remaining_time=0:00:03.233216, arrival_time=2021-04-15 02:33:18.973118, cost_time=0:00:08.083105 2021-04-15 02:33:16,287 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=1.31ms, fps=4675 images/s, loss=0.4631, top1-acc=86.17%, top5-acc=98.73%, remaining_time=0:00:02.646886, arrival_time=2021-04-15 02:33:18.934813, cost_time=0:00:08.631184 2021-04-15 02:33:16,912 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=1.29ms, fps=4104 images/s, loss=0.4648, top1-acc=86.12%, top5-acc=98.72%, remaining_time=0:00:02.082456, arrival_time=2021-04-15 02:33:18.994478, cost_time=0:00:09.255288 2021-04-15 02:33:17,485 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=1.28ms, fps=4471 images/s, loss=0.4665, top1-acc=86.05%, top5-acc=98.73%, remaining_time=0:00:01.503138, arrival_time=2021-04-15 02:33:18.988256, cost_time=0:00:09.828227 2021-04-15 02:33:18,063 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=1.44ms, fps=4430 images/s, loss=0.4676, top1-acc=86.04%, top5-acc=98.72%, remaining_time=0:00:00.925056, arrival_time=2021-04-15 02:33:18.988638, cost_time=0:00:10.406836 2021-04-15 02:33:18,622 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=1.12ms, fps=4586 images/s, loss=0.4696, top1-acc=86.01%, top5-acc=98.70%, remaining_time=0:00:00.346272, arrival_time=2021-04-15 02:33:18.968359, cost_time=0:00:10.965365 2021-04-15 02:33:18,943 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=0.05ms, fps=4233 images/s, loss=0.4703, top1-acc=85.98%, top5-acc=98.71%, remaining_time=0:00:00, arrival_time=2021-04-15 02:33:18.943715, cost_time=0:00:11.286978 2021-04-15 02:33:19,397 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=0.42ms, fps=5664 images/s, loss=1.2707, top1-acc=65.47%, top5-acc=90.35%, remaining_time=0:00:01.355910, arrival_time=2021-04-15 02:33:20.753382, cost_time=0:00:00.451966 2021-04-15 02:33:19,641 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=0.28ms, fps=10506 images/s, loss=1.3226, top1-acc=64.90%, top5-acc=89.32%, remaining_time=0:00:00.696140, arrival_time=2021-04-15 02:33:20.337720, cost_time=0:00:00.696133 2021-04-15 02:33:19,920 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=0.19ms, fps=9182 images/s, loss=1.3174, top1-acc=65.14%, top5-acc=89.18%, remaining_time=0:00:00.325080, arrival_time=2021-04-15 02:33:20.245762, cost_time=0:00:00.975236 2021-04-15 02:33:20,157 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=0.05ms, fps=9812 images/s, loss=1.3158, top1-acc=65.10%, top5-acc=89.23%, remaining_time=0:00:00, arrival_time=2021-04-15 02:33:20.157559, cost_time=0:00:01.211968 2021-04-15 02:33:20,215 INFO : Epoch=0156 complete, best val top1-acc=65.20%, top5-acc=88.98% (epoch=149), remaining_time=0:09:24.702336, arrival_time=2021-04-15 02:42:44.917949, cost_time=0:33:22.126404 2021-04-15 02:33:20,216 INFO : Train start, epoch=0157, lr=0.011474 2021-04-15 02:33:20,977 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=0.28ms, fps=3365 images/s, loss=0.4073, top1-acc=87.85%, top5-acc=99.26%, remaining_time=0:00:14.151810, arrival_time=2021-04-15 02:33:35.129628, cost_time=0:00:00.760853 2021-04-15 02:33:21,531 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=1.72ms, fps=4623 images/s, loss=0.4214, top1-acc=87.54%, top5-acc=99.12%, remaining_time=0:00:11.571648, arrival_time=2021-04-15 02:33:33.103574, cost_time=0:00:01.314962 2021-04-15 02:33:22,071 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=1.16ms, fps=4744 images/s, loss=0.4233, top1-acc=87.49%, top5-acc=99.01%, remaining_time=0:00:10.263946, arrival_time=2021-04-15 02:33:32.335831, cost_time=0:00:01.854929 2021-04-15 02:33:22,624 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=1.29ms, fps=4633 images/s, loss=0.4247, top1-acc=87.42%, top5-acc=99.06%, remaining_time=0:00:09.390264, arrival_time=2021-04-15 02:33:32.014975, cost_time=0:00:02.407757 2021-04-15 02:33:23,165 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.19ms, fps=4734 images/s, loss=0.4272, top1-acc=87.35%, top5-acc=99.02%, remaining_time=0:00:08.610496, arrival_time=2021-04-15 02:33:31.776281, cost_time=0:00:02.948822 2021-04-15 02:33:23,778 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.46ms, fps=4179 images/s, loss=0.4265, top1-acc=87.47%, top5-acc=99.00%, remaining_time=0:00:08.073368, arrival_time=2021-04-15 02:33:31.852090, cost_time=0:00:03.561763 2021-04-15 02:33:24,390 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=1.42ms, fps=4189 images/s, loss=0.4249, top1-acc=87.43%, top5-acc=99.03%, remaining_time=0:00:07.511742, arrival_time=2021-04-15 02:33:31.901924, cost_time=0:00:04.173176 2021-04-15 02:33:24,943 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.30ms, fps=4635 images/s, loss=0.4262, top1-acc=87.39%, top5-acc=98.99%, remaining_time=0:00:06.852700, arrival_time=2021-04-15 02:33:31.795674, cost_time=0:00:04.726003 2021-04-15 02:33:25,560 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=1.33ms, fps=4150 images/s, loss=0.4270, top1-acc=87.34%, top5-acc=99.01%, remaining_time=0:00:06.293114, arrival_time=2021-04-15 02:33:31.853338, cost_time=0:00:05.343220 2021-04-15 02:33:26,171 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=1.84ms, fps=4194 images/s, loss=0.4315, top1-acc=87.21%, top5-acc=98.99%, remaining_time=0:00:05.715936, arrival_time=2021-04-15 02:33:31.887232, cost_time=0:00:05.954126 2021-04-15 02:33:26,785 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=1.45ms, fps=4172 images/s, loss=0.4372, top1-acc=87.04%, top5-acc=98.91%, remaining_time=0:00:05.135490, arrival_time=2021-04-15 02:33:31.921117, cost_time=0:00:06.568664 2021-04-15 02:33:27,338 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=1.29ms, fps=4638 images/s, loss=0.4402, top1-acc=86.94%, top5-acc=98.88%, remaining_time=0:00:04.509992, arrival_time=2021-04-15 02:33:31.847959, cost_time=0:00:07.121009 2021-04-15 02:33:27,955 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=1.41ms, fps=4151 images/s, loss=0.4425, top1-acc=86.82%, top5-acc=98.87%, remaining_time=0:00:03.928518, arrival_time=2021-04-15 02:33:31.883609, cost_time=0:00:07.738053 2021-04-15 02:33:28,598 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=1.33ms, fps=3979 images/s, loss=0.4435, top1-acc=86.79%, top5-acc=98.86%, remaining_time=0:00:03.352720, arrival_time=2021-04-15 02:33:31.951564, cost_time=0:00:08.381869 2021-04-15 02:33:29,205 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.39ms, fps=4220 images/s, loss=0.4472, top1-acc=86.66%, top5-acc=98.83%, remaining_time=0:00:02.756550, arrival_time=2021-04-15 02:33:31.962338, cost_time=0:00:08.988824 2021-04-15 02:33:29,825 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=1.36ms, fps=4138 images/s, loss=0.4486, top1-acc=86.64%, top5-acc=98.83%, remaining_time=0:00:02.161764, arrival_time=2021-04-15 02:33:31.986683, cost_time=0:00:09.607878 2021-04-15 02:33:30,411 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=1.42ms, fps=4365 images/s, loss=0.4506, top1-acc=86.56%, top5-acc=98.81%, remaining_time=0:00:01.559220, arrival_time=2021-04-15 02:33:31.971058, cost_time=0:00:10.194865 2021-04-15 02:33:30,967 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=1.43ms, fps=4608 images/s, loss=0.4521, top1-acc=86.53%, top5-acc=98.79%, remaining_time=0:00:00.955632, arrival_time=2021-04-15 02:33:31.923416, cost_time=0:00:10.750826 2021-04-15 02:33:31,536 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=1.10ms, fps=4502 images/s, loss=0.4519, top1-acc=86.53%, top5-acc=98.81%, remaining_time=0:00:00.357468, arrival_time=2021-04-15 02:33:31.894202, cost_time=0:00:11.319777 2021-04-15 02:33:31,875 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=0.07ms, fps=4020 images/s, loss=0.4533, top1-acc=86.47%, top5-acc=98.80%, remaining_time=0:00:00, arrival_time=2021-04-15 02:33:31.875396, cost_time=0:00:11.658368 2021-04-15 02:33:32,270 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=2.20ms, fps=6503 images/s, loss=1.2845, top1-acc=66.99%, top5-acc=88.83%, remaining_time=0:00:01.180890, arrival_time=2021-04-15 02:33:33.451681, cost_time=0:00:00.393632 2021-04-15 02:33:32,559 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=29.16ms, fps=8898 images/s, loss=1.3057, top1-acc=66.25%, top5-acc=88.65%, remaining_time=0:00:00.681820, arrival_time=2021-04-15 02:33:33.240833, cost_time=0:00:00.681821 2021-04-15 02:33:32,911 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=0.17ms, fps=7265 images/s, loss=1.3029, top1-acc=65.69%, top5-acc=88.91%, remaining_time=0:00:00.344880, arrival_time=2021-04-15 02:33:33.256672, cost_time=0:00:01.034633 2021-04-15 02:33:33,203 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=1.15ms, fps=7955 images/s, loss=1.2843, top1-acc=65.85%, top5-acc=89.16%, remaining_time=0:00:00, arrival_time=2021-04-15 02:33:33.203874, cost_time=0:00:01.326685 2021-04-15 02:33:33,313 INFO : Epoch=0157 complete, best val top1-acc=65.85%, top5-acc=89.16% (epoch=157), remaining_time=0:09:11.940346, arrival_time=2021-04-15 02:42:45.253552, cost_time=0:33:35.223991 2021-04-15 02:33:33,314 INFO : Train start, epoch=0158, lr=0.010978 2021-04-15 02:33:34,110 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=0.20ms, fps=3218 images/s, loss=0.4422, top1-acc=86.48%, top5-acc=99.14%, remaining_time=0:00:14.797044, arrival_time=2021-04-15 02:33:48.907033, cost_time=0:00:00.795540 2021-04-15 02:33:34,716 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=1.42ms, fps=4220 images/s, loss=0.4243, top1-acc=87.17%, top5-acc=99.12%, remaining_time=0:00:12.341648, arrival_time=2021-04-15 02:33:47.058580, cost_time=0:00:01.402457 2021-04-15 02:33:35,283 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=1.30ms, fps=4524 images/s, loss=0.4191, top1-acc=87.55%, top5-acc=99.06%, remaining_time=0:00:10.893086, arrival_time=2021-04-15 02:33:46.176249, cost_time=0:00:01.968636 2021-04-15 02:33:35,873 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=1.18ms, fps=4339 images/s, loss=0.4260, top1-acc=87.53%, top5-acc=99.03%, remaining_time=0:00:09.981036, arrival_time=2021-04-15 02:33:45.854713, cost_time=0:00:02.559226 2021-04-15 02:33:36,422 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=2.99ms, fps=4668 images/s, loss=0.4257, top1-acc=87.45%, top5-acc=99.02%, remaining_time=0:00:09.075214, arrival_time=2021-04-15 02:33:45.497624, cost_time=0:00:03.107958 2021-04-15 02:33:37,031 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=1.35ms, fps=4207 images/s, loss=0.4241, top1-acc=87.47%, top5-acc=99.04%, remaining_time=0:00:08.424520, arrival_time=2021-04-15 02:33:45.455781, cost_time=0:00:03.716729 2021-04-15 02:33:37,619 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=1.39ms, fps=4358 images/s, loss=0.4247, top1-acc=87.48%, top5-acc=99.03%, remaining_time=0:00:07.748496, arrival_time=2021-04-15 02:33:45.367663, cost_time=0:00:04.304702 2021-04-15 02:33:38,227 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.29ms, fps=4210 images/s, loss=0.4261, top1-acc=87.39%, top5-acc=99.05%, remaining_time=0:00:07.124024, arrival_time=2021-04-15 02:33:45.351599, cost_time=0:00:04.913117 2021-04-15 02:33:38,762 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=1.38ms, fps=4785 images/s, loss=0.4244, top1-acc=87.46%, top5-acc=99.05%, remaining_time=0:00:06.417028, arrival_time=2021-04-15 02:33:45.179900, cost_time=0:00:05.448421 2021-04-15 02:33:39,310 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=1.24ms, fps=4676 images/s, loss=0.4274, top1-acc=87.39%, top5-acc=99.03%, remaining_time=0:00:05.756352, arrival_time=2021-04-15 02:33:45.066995, cost_time=0:00:05.996189 2021-04-15 02:33:39,873 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=1.64ms, fps=4553 images/s, loss=0.4280, top1-acc=87.29%, top5-acc=99.03%, remaining_time=0:00:05.127750, arrival_time=2021-04-15 02:33:45.001091, cost_time=0:00:06.558804 2021-04-15 02:33:40,405 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=1.23ms, fps=4819 images/s, loss=0.4306, top1-acc=87.20%, top5-acc=99.01%, remaining_time=0:00:04.490688, arrival_time=2021-04-15 02:33:44.895674, cost_time=0:00:07.090516 2021-04-15 02:33:40,960 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=1.31ms, fps=4615 images/s, loss=0.4308, top1-acc=87.23%, top5-acc=99.01%, remaining_time=0:00:03.881592, arrival_time=2021-04-15 02:33:44.841604, cost_time=0:00:07.645570 2021-04-15 02:33:41,548 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=1.21ms, fps=4354 images/s, loss=0.4326, top1-acc=87.15%, top5-acc=98.97%, remaining_time=0:00:03.293528, arrival_time=2021-04-15 02:33:44.841854, cost_time=0:00:08.233873 2021-04-15 02:33:42,129 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=1.60ms, fps=4406 images/s, loss=0.4339, top1-acc=87.13%, top5-acc=98.94%, remaining_time=0:00:02.703328, arrival_time=2021-04-15 02:33:44.833029, cost_time=0:00:08.815175 2021-04-15 02:33:42,727 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=1.37ms, fps=4289 images/s, loss=0.4360, top1-acc=87.04%, top5-acc=98.95%, remaining_time=0:00:02.117808, arrival_time=2021-04-15 02:33:44.844802, cost_time=0:00:09.412520 2021-04-15 02:33:43,283 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=1.32ms, fps=4605 images/s, loss=0.4375, top1-acc=86.94%, top5-acc=98.92%, remaining_time=0:00:01.524640, arrival_time=2021-04-15 02:33:44.807911, cost_time=0:00:09.968816 2021-04-15 02:33:43,845 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.78ms, fps=4557 images/s, loss=0.4391, top1-acc=86.92%, top5-acc=98.88%, remaining_time=0:00:00.936080, arrival_time=2021-04-15 02:33:44.781502, cost_time=0:00:10.530931 2021-04-15 02:33:44,478 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=1.13ms, fps=4044 images/s, loss=0.4396, top1-acc=86.92%, top5-acc=98.87%, remaining_time=0:00:00.352560, arrival_time=2021-04-15 02:33:44.831401, cost_time=0:00:11.164402 2021-04-15 02:33:44,796 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=0.08ms, fps=4282 images/s, loss=0.4399, top1-acc=86.90%, top5-acc=98.88%, remaining_time=0:00:00, arrival_time=2021-04-15 02:33:44.796821, cost_time=0:00:11.482299 2021-04-15 02:33:45,175 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=9.44ms, fps=6798 images/s, loss=1.2961, top1-acc=66.05%, top5-acc=89.96%, remaining_time=0:00:01.129710, arrival_time=2021-04-15 02:33:46.304913, cost_time=0:00:00.376574 2021-04-15 02:33:45,475 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=0.23ms, fps=8523 images/s, loss=1.3141, top1-acc=66.29%, top5-acc=89.28%, remaining_time=0:00:00.677340, arrival_time=2021-04-15 02:33:46.153260, cost_time=0:00:00.677340 2021-04-15 02:33:45,805 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=0.38ms, fps=7775 images/s, loss=1.2914, top1-acc=66.33%, top5-acc=89.71%, remaining_time=0:00:00.335630, arrival_time=2021-04-15 02:33:46.141103, cost_time=0:00:01.006884 2021-04-15 02:33:46,016 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=0.05ms, fps=11003 images/s, loss=1.3253, top1-acc=65.85%, top5-acc=89.45%, remaining_time=0:00:00, arrival_time=2021-04-15 02:33:46.016629, cost_time=0:00:01.218051 2021-04-15 02:33:46,075 INFO : Epoch=0158 complete, best val top1-acc=65.85%, top5-acc=89.16% (epoch=157), remaining_time=0:08:59.084910, arrival_time=2021-04-15 02:42:45.160237, cost_time=0:33:47.986128 2021-04-15 02:33:46,076 INFO : Train start, epoch=0159, lr=0.010492 2021-04-15 02:33:46,881 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=0.17ms, fps=3180 images/s, loss=0.4239, top1-acc=87.50%, top5-acc=99.06%, remaining_time=0:00:14.974116, arrival_time=2021-04-15 02:34:01.855691, cost_time=0:00:00.805062 2021-04-15 02:33:47,438 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.25ms, fps=4598 images/s, loss=0.4105, top1-acc=87.99%, top5-acc=99.06%, remaining_time=0:00:11.986480, arrival_time=2021-04-15 02:33:59.425185, cost_time=0:00:01.362101 2021-04-15 02:33:48,027 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=1.17ms, fps=4352 images/s, loss=0.4112, top1-acc=88.18%, top5-acc=99.06%, remaining_time=0:00:10.794150, arrival_time=2021-04-15 02:33:58.821417, cost_time=0:00:01.950762 2021-04-15 02:33:48,642 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.37ms, fps=4164 images/s, loss=0.4154, top1-acc=88.18%, top5-acc=99.05%, remaining_time=0:00:10.006932, arrival_time=2021-04-15 02:33:58.649306, cost_time=0:00:02.565864 2021-04-15 02:33:49,278 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=1.61ms, fps=4024 images/s, loss=0.4196, top1-acc=87.94%, top5-acc=98.98%, remaining_time=0:00:09.350716, arrival_time=2021-04-15 02:33:58.629565, cost_time=0:00:03.202307 2021-04-15 02:33:49,833 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=1.31ms, fps=4619 images/s, loss=0.4164, top1-acc=88.03%, top5-acc=98.96%, remaining_time=0:00:08.515640, arrival_time=2021-04-15 02:33:58.349061, cost_time=0:00:03.756913 2021-04-15 02:33:50,368 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.27ms, fps=4789 images/s, loss=0.4186, top1-acc=87.85%, top5-acc=99.00%, remaining_time=0:00:07.725312, arrival_time=2021-04-15 02:33:58.093642, cost_time=0:00:04.291814 2021-04-15 02:33:50,915 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=1.27ms, fps=4679 images/s, loss=0.4172, top1-acc=87.83%, top5-acc=98.97%, remaining_time=0:00:07.016956, arrival_time=2021-04-15 02:33:57.932795, cost_time=0:00:04.839316 2021-04-15 02:33:51,466 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=1.21ms, fps=4689 images/s, loss=0.4175, top1-acc=87.81%, top5-acc=98.98%, remaining_time=0:00:06.348340, arrival_time=2021-04-15 02:33:57.815021, cost_time=0:00:05.390096 2021-04-15 02:33:52,006 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=1.20ms, fps=4750 images/s, loss=0.4162, top1-acc=87.83%, top5-acc=98.96%, remaining_time=0:00:05.692320, arrival_time=2021-04-15 02:33:57.698371, cost_time=0:00:05.929537 2021-04-15 02:33:52,547 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=1.77ms, fps=4732 images/s, loss=0.4199, top1-acc=87.65%, top5-acc=98.95%, remaining_time=0:00:05.059036, arrival_time=2021-04-15 02:33:57.606443, cost_time=0:00:06.470824 2021-04-15 02:33:53,123 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=1.32ms, fps=4449 images/s, loss=0.4203, top1-acc=87.57%, top5-acc=98.95%, remaining_time=0:00:04.462948, arrival_time=2021-04-15 02:33:57.586181, cost_time=0:00:07.046705 2021-04-15 02:33:53,763 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=1.40ms, fps=4003 images/s, loss=0.4218, top1-acc=87.50%, top5-acc=98.95%, remaining_time=0:00:03.902448, arrival_time=2021-04-15 02:33:57.665631, cost_time=0:00:07.686682 2021-04-15 02:33:54,362 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=1.35ms, fps=4276 images/s, loss=0.4224, top1-acc=87.46%, top5-acc=98.96%, remaining_time=0:00:03.314304, arrival_time=2021-04-15 02:33:57.676578, cost_time=0:00:08.285733 2021-04-15 02:33:54,942 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=1.43ms, fps=4414 images/s, loss=0.4233, top1-acc=87.43%, top5-acc=98.95%, remaining_time=0:00:02.718968, arrival_time=2021-04-15 02:33:57.661728, cost_time=0:00:08.866162 2021-04-15 02:33:55,478 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.33ms, fps=4781 images/s, loss=0.4265, top1-acc=87.28%, top5-acc=98.96%, remaining_time=0:00:02.115504, arrival_time=2021-04-15 02:33:57.594231, cost_time=0:00:09.402217 2021-04-15 02:33:56,023 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=1.37ms, fps=4703 images/s, loss=0.4297, top1-acc=87.16%, top5-acc=98.95%, remaining_time=0:00:01.521286, arrival_time=2021-04-15 02:33:57.544635, cost_time=0:00:09.946845 2021-04-15 02:33:56,578 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=1.46ms, fps=4612 images/s, loss=0.4320, top1-acc=87.05%, top5-acc=98.95%, remaining_time=0:00:00.933536, arrival_time=2021-04-15 02:33:57.512294, cost_time=0:00:10.502248 2021-04-15 02:33:57,124 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=1.07ms, fps=4696 images/s, loss=0.4328, top1-acc=87.04%, top5-acc=98.95%, remaining_time=0:00:00.348876, arrival_time=2021-04-15 02:33:57.473092, cost_time=0:00:11.047660 2021-04-15 02:33:57,431 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=0.05ms, fps=4429 images/s, loss=0.4336, top1-acc=87.03%, top5-acc=98.95%, remaining_time=0:00:00, arrival_time=2021-04-15 02:33:57.431710, cost_time=0:00:11.355194 2021-04-15 02:33:57,815 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=0.40ms, fps=6705 images/s, loss=1.2909, top1-acc=65.90%, top5-acc=89.80%, remaining_time=0:00:01.145460, arrival_time=2021-04-15 02:33:58.960648, cost_time=0:00:00.381821 2021-04-15 02:33:58,122 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=0.41ms, fps=8349 images/s, loss=1.2877, top1-acc=66.09%, top5-acc=89.53%, remaining_time=0:00:00.688760, arrival_time=2021-04-15 02:33:58.810957, cost_time=0:00:00.688767 2021-04-15 02:33:58,438 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=0.18ms, fps=8098 images/s, loss=1.2762, top1-acc=66.20%, top5-acc=89.64%, remaining_time=0:00:00.335150, arrival_time=2021-04-15 02:33:58.773947, cost_time=0:00:01.005436 2021-04-15 02:33:58,699 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=0.08ms, fps=8911 images/s, loss=1.2796, top1-acc=66.05%, top5-acc=89.48%, remaining_time=0:00:00, arrival_time=2021-04-15 02:33:58.699455, cost_time=0:00:01.266114 2021-04-15 02:33:58,836 INFO : Epoch=0159 complete, best val top1-acc=66.05%, top5-acc=89.48% (epoch=159), remaining_time=0:08:46.230408, arrival_time=2021-04-15 02:42:45.066887, cost_time=0:34:00.747261 2021-04-15 02:33:58,837 INFO : Train start, epoch=0160, lr=0.010016 2021-04-15 02:33:59,538 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=2.37ms, fps=3651 images/s, loss=0.4087, top1-acc=87.93%, top5-acc=98.98%, remaining_time=0:00:13.040646, arrival_time=2021-04-15 02:34:12.579515, cost_time=0:00:00.701112 2021-04-15 02:34:00,076 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=1.43ms, fps=4768 images/s, loss=0.3972, top1-acc=88.61%, top5-acc=99.10%, remaining_time=0:00:10.897920, arrival_time=2021-04-15 02:34:10.974127, cost_time=0:00:01.238408 2021-04-15 02:34:00,613 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=1.49ms, fps=4772 images/s, loss=0.3983, top1-acc=88.49%, top5-acc=99.14%, remaining_time=0:00:09.823714, arrival_time=2021-04-15 02:34:10.436809, cost_time=0:00:01.775361 2021-04-15 02:34:01,164 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=1.53ms, fps=4648 images/s, loss=0.3993, top1-acc=88.40%, top5-acc=99.17%, remaining_time=0:00:09.073272, arrival_time=2021-04-15 02:34:10.237586, cost_time=0:00:02.326493 2021-04-15 02:34:01,708 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=1.32ms, fps=4707 images/s, loss=0.3988, top1-acc=88.29%, top5-acc=99.17%, remaining_time=0:00:08.383028, arrival_time=2021-04-15 02:34:10.091671, cost_time=0:00:02.870910 2021-04-15 02:34:02,235 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=1.22ms, fps=4861 images/s, loss=0.3999, top1-acc=88.25%, top5-acc=99.18%, remaining_time=0:00:07.701952, arrival_time=2021-04-15 02:34:09.937601, cost_time=0:00:03.397918 2021-04-15 02:34:02,764 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=1.21ms, fps=4846 images/s, loss=0.4005, top1-acc=88.21%, top5-acc=99.15%, remaining_time=0:00:07.067718, arrival_time=2021-04-15 02:34:09.832039, cost_time=0:00:03.926505 2021-04-15 02:34:03,293 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=1.28ms, fps=4845 images/s, loss=0.3999, top1-acc=88.35%, top5-acc=99.17%, remaining_time=0:00:06.460388, arrival_time=2021-04-15 02:34:09.753537, cost_time=0:00:04.455411 2021-04-15 02:34:03,822 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=1.34ms, fps=4839 images/s, loss=0.4029, top1-acc=88.15%, top5-acc=99.14%, remaining_time=0:00:05.871022, arrival_time=2021-04-15 02:34:09.693580, cost_time=0:00:04.984820 2021-04-15 02:34:04,349 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=1.29ms, fps=4864 images/s, loss=0.4034, top1-acc=88.15%, top5-acc=99.13%, remaining_time=0:00:05.290944, arrival_time=2021-04-15 02:34:09.640119, cost_time=0:00:05.511441 2021-04-15 02:34:04,881 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.33ms, fps=4817 images/s, loss=0.4059, top1-acc=88.09%, top5-acc=99.11%, remaining_time=0:00:04.724668, arrival_time=2021-04-15 02:34:09.605659, cost_time=0:00:06.043179 2021-04-15 02:34:05,466 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=1.31ms, fps=4375 images/s, loss=0.4076, top1-acc=88.04%, top5-acc=99.10%, remaining_time=0:00:04.198316, arrival_time=2021-04-15 02:34:09.664954, cost_time=0:00:06.628884 2021-04-15 02:34:06,080 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=1.83ms, fps=4173 images/s, loss=0.4082, top1-acc=88.02%, top5-acc=99.09%, remaining_time=0:00:03.677058, arrival_time=2021-04-15 02:34:09.757567, cost_time=0:00:07.242734 2021-04-15 02:34:06,659 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=1.23ms, fps=4428 images/s, loss=0.4117, top1-acc=87.87%, top5-acc=99.08%, remaining_time=0:00:03.128496, arrival_time=2021-04-15 02:34:09.787521, cost_time=0:00:07.821258 2021-04-15 02:34:07,243 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=1.36ms, fps=4382 images/s, loss=0.4122, top1-acc=87.85%, top5-acc=99.08%, remaining_time=0:00:02.577794, arrival_time=2021-04-15 02:34:09.821415, cost_time=0:00:08.405893 2021-04-15 02:34:07,815 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=1.25ms, fps=4481 images/s, loss=0.4134, top1-acc=87.82%, top5-acc=99.06%, remaining_time=0:00:02.019924, arrival_time=2021-04-15 02:34:09.835245, cost_time=0:00:08.977509 2021-04-15 02:34:08,363 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=1.21ms, fps=4674 images/s, loss=0.4146, top1-acc=87.75%, top5-acc=99.07%, remaining_time=0:00:01.456884, arrival_time=2021-04-15 02:34:09.820373, cost_time=0:00:09.525761 2021-04-15 02:34:08,917 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=1.33ms, fps=4623 images/s, loss=0.4148, top1-acc=87.76%, top5-acc=99.07%, remaining_time=0:00:00.895984, arrival_time=2021-04-15 02:34:09.813546, cost_time=0:00:10.079833 2021-04-15 02:34:09,607 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.36ms, fps=3714 images/s, loss=0.4161, top1-acc=87.71%, top5-acc=99.07%, remaining_time=0:00:00.340086, arrival_time=2021-04-15 02:34:09.947261, cost_time=0:00:10.769438 2021-04-15 02:34:09,965 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=0.05ms, fps=3804 images/s, loss=0.4174, top1-acc=87.69%, top5-acc=99.05%, remaining_time=0:00:00, arrival_time=2021-04-15 02:34:09.965008, cost_time=0:00:11.127274 2021-04-15 02:34:10,357 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=8.68ms, fps=6552 images/s, loss=1.2992, top1-acc=65.59%, top5-acc=89.26%, remaining_time=0:00:01.172100, arrival_time=2021-04-15 02:34:11.529539, cost_time=0:00:00.390705 2021-04-15 02:34:10,610 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=0.21ms, fps=10111 images/s, loss=1.2866, top1-acc=65.41%, top5-acc=89.77%, remaining_time=0:00:00.644200, arrival_time=2021-04-15 02:34:11.255127, cost_time=0:00:00.644210 2021-04-15 02:34:10,903 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=18.38ms, fps=8761 images/s, loss=1.2913, top1-acc=65.40%, top5-acc=89.60%, remaining_time=0:00:00.312230, arrival_time=2021-04-15 02:34:11.215638, cost_time=0:00:00.936686 2021-04-15 02:34:11,139 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=0.06ms, fps=9836 images/s, loss=1.2802, top1-acc=65.80%, top5-acc=89.52%, remaining_time=0:00:00, arrival_time=2021-04-15 02:34:11.139556, cost_time=0:00:01.172846 2021-04-15 02:34:11,197 INFO : Epoch=0160 complete, best val top1-acc=66.05%, top5-acc=89.48% (epoch=159), remaining_time=0:08:33.277120, arrival_time=2021-04-15 02:42:44.474824, cost_time=0:34:13.108512 2021-04-15 02:34:11,198 INFO : Train start, epoch=0161, lr=0.009549 2021-04-15 02:34:11,972 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=0.17ms, fps=3310 images/s, loss=0.3791, top1-acc=88.91%, top5-acc=99.22%, remaining_time=0:00:14.385240, arrival_time=2021-04-15 02:34:26.357471, cost_time=0:00:00.773401 2021-04-15 02:34:12,554 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=1.66ms, fps=4402 images/s, loss=0.3799, top1-acc=88.67%, top5-acc=99.36%, remaining_time=0:00:11.927696, arrival_time=2021-04-15 02:34:24.481951, cost_time=0:00:01.355418 2021-04-15 02:34:13,121 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=1.26ms, fps=4518 images/s, loss=0.3796, top1-acc=88.74%, top5-acc=99.22%, remaining_time=0:00:10.637778, arrival_time=2021-04-15 02:34:23.759060, cost_time=0:00:01.922497 2021-04-15 02:34:13,701 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.25ms, fps=4417 images/s, loss=0.3806, top1-acc=88.82%, top5-acc=99.25%, remaining_time=0:00:09.759516, arrival_time=2021-04-15 02:34:23.460750, cost_time=0:00:02.502445 2021-04-15 02:34:14,287 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=1.37ms, fps=4372 images/s, loss=0.3774, top1-acc=88.98%, top5-acc=99.27%, remaining_time=0:00:09.017690, arrival_time=2021-04-15 02:34:23.304721, cost_time=0:00:03.088240 2021-04-15 02:34:14,850 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.26ms, fps=4543 images/s, loss=0.3798, top1-acc=88.93%, top5-acc=99.28%, remaining_time=0:00:08.277912, arrival_time=2021-04-15 02:34:23.128745, cost_time=0:00:03.652042 2021-04-15 02:34:15,379 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=1.28ms, fps=4844 images/s, loss=0.3819, top1-acc=88.83%, top5-acc=99.26%, remaining_time=0:00:07.525476, arrival_time=2021-04-15 02:34:22.905097, cost_time=0:00:04.180831 2021-04-15 02:34:15,908 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=1.35ms, fps=4842 images/s, loss=0.3829, top1-acc=88.82%, top5-acc=99.25%, remaining_time=0:00:06.829384, arrival_time=2021-04-15 02:34:22.738080, cost_time=0:00:04.709905 2021-04-15 02:34:16,439 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=1.29ms, fps=4824 images/s, loss=0.3875, top1-acc=88.71%, top5-acc=99.21%, remaining_time=0:00:06.172592, arrival_time=2021-04-15 02:34:22.612263, cost_time=0:00:05.240867 2021-04-15 02:34:16,978 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=1.21ms, fps=4758 images/s, loss=0.3887, top1-acc=88.64%, top5-acc=99.23%, remaining_time=0:00:05.548128, arrival_time=2021-04-15 02:34:22.526218, cost_time=0:00:05.779297 2021-04-15 02:34:17,524 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=1.34ms, fps=4692 images/s, loss=0.3915, top1-acc=88.59%, top5-acc=99.21%, remaining_time=0:00:04.945172, arrival_time=2021-04-15 02:34:22.469185, cost_time=0:00:06.325227 2021-04-15 02:34:18,080 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=1.29ms, fps=4606 images/s, loss=0.3957, top1-acc=88.44%, top5-acc=99.17%, remaining_time=0:00:04.358220, arrival_time=2021-04-15 02:34:22.438393, cost_time=0:00:06.881375 2021-04-15 02:34:18,620 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.76ms, fps=4743 images/s, loss=0.3973, top1-acc=88.42%, top5-acc=99.16%, remaining_time=0:00:03.767874, arrival_time=2021-04-15 02:34:22.388350, cost_time=0:00:07.421592 2021-04-15 02:34:19,220 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=1.36ms, fps=4270 images/s, loss=0.3983, top1-acc=88.38%, top5-acc=99.16%, remaining_time=0:00:03.208632, arrival_time=2021-04-15 02:34:22.429059, cost_time=0:00:08.021622 2021-04-15 02:34:19,900 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=1.52ms, fps=3768 images/s, loss=0.4024, top1-acc=88.24%, top5-acc=99.12%, remaining_time=0:00:02.668414, arrival_time=2021-04-15 02:34:22.568512, cost_time=0:00:08.701306 2021-04-15 02:34:20,518 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=1.48ms, fps=4141 images/s, loss=0.4036, top1-acc=88.19%, top5-acc=99.12%, remaining_time=0:00:02.096964, arrival_time=2021-04-15 02:34:22.615660, cost_time=0:00:09.319902 2021-04-15 02:34:21,057 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.35ms, fps=4757 images/s, loss=0.4046, top1-acc=88.14%, top5-acc=99.12%, remaining_time=0:00:01.507766, arrival_time=2021-04-15 02:34:22.564987, cost_time=0:00:09.858427 2021-04-15 02:34:21,593 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=1.32ms, fps=4774 images/s, loss=0.4065, top1-acc=88.06%, top5-acc=99.11%, remaining_time=0:00:00.924000, arrival_time=2021-04-15 02:34:22.517738, cost_time=0:00:10.394937 2021-04-15 02:34:22,157 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=1.07ms, fps=4546 images/s, loss=0.4092, top1-acc=88.00%, top5-acc=99.07%, remaining_time=0:00:00.346056, arrival_time=2021-04-15 02:34:22.503283, cost_time=0:00:10.958381 2021-04-15 02:34:22,485 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=0.05ms, fps=4155 images/s, loss=0.4102, top1-acc=87.96%, top5-acc=99.06%, remaining_time=0:00:00, arrival_time=2021-04-15 02:34:22.484990, cost_time=0:00:11.286217 2021-04-15 02:34:22,879 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=5.22ms, fps=6521 images/s, loss=1.2994, top1-acc=66.17%, top5-acc=88.95%, remaining_time=0:00:01.177680, arrival_time=2021-04-15 02:34:24.056927, cost_time=0:00:00.392556 2021-04-15 02:34:23,132 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=0.17ms, fps=10136 images/s, loss=1.2928, top1-acc=66.43%, top5-acc=89.02%, remaining_time=0:00:00.645460, arrival_time=2021-04-15 02:34:23.777599, cost_time=0:00:00.645458 2021-04-15 02:34:23,442 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=2.58ms, fps=8254 images/s, loss=1.2964, top1-acc=66.00%, top5-acc=89.32%, remaining_time=0:00:00.318640, arrival_time=2021-04-15 02:34:23.761282, cost_time=0:00:00.955912 2021-04-15 02:34:23,675 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.05ms, fps=9989 images/s, loss=1.2930, top1-acc=66.06%, top5-acc=89.17%, remaining_time=0:00:00, arrival_time=2021-04-15 02:34:23.675292, cost_time=0:00:01.188631 2021-04-15 02:34:23,787 INFO : Epoch=0161 complete, best val top1-acc=66.06%, top5-acc=89.17% (epoch=161), remaining_time=0:08:20.386497, arrival_time=2021-04-15 02:42:44.173779, cost_time=0:34:25.698062 2021-04-15 02:34:23,788 INFO : Train start, epoch=0162, lr=0.009093 2021-04-15 02:34:24,547 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=0.19ms, fps=3371 images/s, loss=0.3917, top1-acc=88.87%, top5-acc=99.34%, remaining_time=0:00:14.124096, arrival_time=2021-04-15 02:34:38.671998, cost_time=0:00:00.759365 2021-04-15 02:34:25,154 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=1.62ms, fps=4223 images/s, loss=0.3875, top1-acc=88.95%, top5-acc=99.18%, remaining_time=0:00:12.019040, arrival_time=2021-04-15 02:34:37.173431, cost_time=0:00:01.365791 2021-04-15 02:34:25,707 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=1.23ms, fps=4634 images/s, loss=0.3869, top1-acc=88.93%, top5-acc=99.22%, remaining_time=0:00:10.616530, arrival_time=2021-04-15 02:34:36.323720, cost_time=0:00:01.918646 2021-04-15 02:34:26,259 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=1.32ms, fps=4640 images/s, loss=0.3883, top1-acc=88.83%, top5-acc=99.21%, remaining_time=0:00:09.635496, arrival_time=2021-04-15 02:34:35.894690, cost_time=0:00:02.470657 2021-04-15 02:34:26,820 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=1.24ms, fps=4566 images/s, loss=0.3840, top1-acc=88.92%, top5-acc=99.24%, remaining_time=0:00:08.852418, arrival_time=2021-04-15 02:34:35.672631, cost_time=0:00:03.031656 2021-04-15 02:34:27,426 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.83ms, fps=4226 images/s, loss=0.3855, top1-acc=88.91%, top5-acc=99.23%, remaining_time=0:00:08.245816, arrival_time=2021-04-15 02:34:35.672273, cost_time=0:00:03.637841 2021-04-15 02:34:27,998 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.38ms, fps=4479 images/s, loss=0.3865, top1-acc=88.88%, top5-acc=99.21%, remaining_time=0:00:07.577766, arrival_time=2021-04-15 02:34:35.576222, cost_time=0:00:04.209900 2021-04-15 02:34:28,568 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=1.32ms, fps=4496 images/s, loss=0.3884, top1-acc=88.78%, top5-acc=99.20%, remaining_time=0:00:06.930536, arrival_time=2021-04-15 02:34:35.498730, cost_time=0:00:04.779652 2021-04-15 02:34:29,129 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.55ms, fps=4564 images/s, loss=0.3858, top1-acc=88.90%, top5-acc=99.20%, remaining_time=0:00:06.290464, arrival_time=2021-04-15 02:34:35.419926, cost_time=0:00:05.340917 2021-04-15 02:34:29,701 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=2.00ms, fps=4481 images/s, loss=0.3849, top1-acc=88.94%, top5-acc=99.21%, remaining_time=0:00:05.676096, arrival_time=2021-04-15 02:34:35.377207, cost_time=0:00:05.912568 2021-04-15 02:34:30,284 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=1.39ms, fps=4394 images/s, loss=0.3859, top1-acc=88.95%, top5-acc=99.20%, remaining_time=0:00:05.078214, arrival_time=2021-04-15 02:34:35.362244, cost_time=0:00:06.495444 2021-04-15 02:34:30,869 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=1.29ms, fps=4377 images/s, loss=0.3876, top1-acc=88.89%, top5-acc=99.19%, remaining_time=0:00:04.484532, arrival_time=2021-04-15 02:34:35.353919, cost_time=0:00:07.080845 2021-04-15 02:34:31,449 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.21ms, fps=4414 images/s, loss=0.3883, top1-acc=88.86%, top5-acc=99.16%, remaining_time=0:00:03.889512, arrival_time=2021-04-15 02:34:35.339152, cost_time=0:00:07.661095 2021-04-15 02:34:32,009 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=1.28ms, fps=4573 images/s, loss=0.3907, top1-acc=88.74%, top5-acc=99.14%, remaining_time=0:00:03.288488, arrival_time=2021-04-15 02:34:35.298345, cost_time=0:00:08.221231 2021-04-15 02:34:32,571 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=1.34ms, fps=4559 images/s, loss=0.3926, top1-acc=88.66%, top5-acc=99.13%, remaining_time=0:00:02.693530, arrival_time=2021-04-15 02:34:35.265354, cost_time=0:00:08.783263 2021-04-15 02:34:33,134 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=1.48ms, fps=4556 images/s, loss=0.3936, top1-acc=88.64%, top5-acc=99.14%, remaining_time=0:00:02.102760, arrival_time=2021-04-15 02:34:35.236920, cost_time=0:00:09.345615 2021-04-15 02:34:33,683 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.39ms, fps=4661 images/s, loss=0.3946, top1-acc=88.56%, top5-acc=99.15%, remaining_time=0:00:01.513382, arrival_time=2021-04-15 02:34:35.197114, cost_time=0:00:09.895170 2021-04-15 02:34:34,260 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=1.47ms, fps=4439 images/s, loss=0.3955, top1-acc=88.51%, top5-acc=99.15%, remaining_time=0:00:00.930864, arrival_time=2021-04-15 02:34:35.191666, cost_time=0:00:10.472212 2021-04-15 02:34:34,823 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.50ms, fps=4556 images/s, loss=0.3977, top1-acc=88.41%, top5-acc=99.12%, remaining_time=0:00:00.348456, arrival_time=2021-04-15 02:34:35.171587, cost_time=0:00:11.034490 2021-04-15 02:34:35,140 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=0.05ms, fps=4292 images/s, loss=0.3974, top1-acc=88.43%, top5-acc=99.13%, remaining_time=0:00:00, arrival_time=2021-04-15 02:34:35.140320, cost_time=0:00:11.351793 2021-04-15 02:34:35,505 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=0.19ms, fps=7041 images/s, loss=1.2909, top1-acc=65.90%, top5-acc=89.69%, remaining_time=0:00:01.090740, arrival_time=2021-04-15 02:34:36.596237, cost_time=0:00:00.363579 2021-04-15 02:34:35,767 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=1.65ms, fps=9780 images/s, loss=1.2786, top1-acc=66.52%, top5-acc=89.79%, remaining_time=0:00:00.625660, arrival_time=2021-04-15 02:34:36.393212, cost_time=0:00:00.625660 2021-04-15 02:34:36,070 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=0.17ms, fps=8457 images/s, loss=1.3117, top1-acc=65.68%, top5-acc=89.37%, remaining_time=0:00:00.309550, arrival_time=2021-04-15 02:34:36.380103, cost_time=0:00:00.928654 2021-04-15 02:34:36,334 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.05ms, fps=8812 images/s, loss=1.2955, top1-acc=65.66%, top5-acc=89.42%, remaining_time=0:00:00, arrival_time=2021-04-15 02:34:36.334131, cost_time=0:00:01.192242 2021-04-15 02:34:36,392 INFO : Epoch=0162 complete, best val top1-acc=66.06%, top5-acc=89.17% (epoch=161), remaining_time=0:08:07.503102, arrival_time=2021-04-15 02:42:43.895066, cost_time=0:34:38.302632 2021-04-15 02:34:36,393 INFO : Train start, epoch=0163, lr=0.008646 2021-04-15 02:34:37,160 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=0.19ms, fps=3335 images/s, loss=0.3678, top1-acc=89.80%, top5-acc=99.18%, remaining_time=0:00:14.276988, arrival_time=2021-04-15 02:34:51.437774, cost_time=0:00:00.767579 2021-04-15 02:34:37,765 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=1.34ms, fps=4233 images/s, loss=0.3719, top1-acc=89.36%, top5-acc=99.20%, remaining_time=0:00:12.079232, arrival_time=2021-04-15 02:34:49.845077, cost_time=0:00:01.372637 2021-04-15 02:34:38,338 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=1.22ms, fps=4469 images/s, loss=0.3779, top1-acc=89.35%, top5-acc=99.17%, remaining_time=0:00:10.766428, arrival_time=2021-04-15 02:34:49.105378, cost_time=0:00:01.945750 2021-04-15 02:34:38,908 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=1.36ms, fps=4498 images/s, loss=0.3719, top1-acc=89.48%, top5-acc=99.16%, remaining_time=0:00:09.809124, arrival_time=2021-04-15 02:34:48.717487, cost_time=0:00:02.515160 2021-04-15 02:34:39,465 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=1.49ms, fps=4598 images/s, loss=0.3693, top1-acc=89.55%, top5-acc=99.17%, remaining_time=0:00:08.970970, arrival_time=2021-04-15 02:34:48.436400, cost_time=0:00:03.072232 2021-04-15 02:34:40,037 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=1.85ms, fps=4479 images/s, loss=0.3700, top1-acc=89.54%, top5-acc=99.19%, remaining_time=0:00:08.259960, arrival_time=2021-04-15 02:34:48.297248, cost_time=0:00:03.644082 2021-04-15 02:34:40,594 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.31ms, fps=4595 images/s, loss=0.3716, top1-acc=89.40%, top5-acc=99.14%, remaining_time=0:00:07.562646, arrival_time=2021-04-15 02:34:48.157383, cost_time=0:00:04.201488 2021-04-15 02:34:41,224 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=1.34ms, fps=4071 images/s, loss=0.3696, top1-acc=89.41%, top5-acc=99.14%, remaining_time=0:00:07.004660, arrival_time=2021-04-15 02:34:48.228682, cost_time=0:00:04.830819 2021-04-15 02:34:41,778 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.40ms, fps=4625 images/s, loss=0.3707, top1-acc=89.42%, top5-acc=99.15%, remaining_time=0:00:06.341980, arrival_time=2021-04-15 02:34:48.119930, cost_time=0:00:05.384683 2021-04-15 02:34:42,417 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=1.24ms, fps=4008 images/s, loss=0.3727, top1-acc=89.36%, top5-acc=99.17%, remaining_time=0:00:05.782944, arrival_time=2021-04-15 02:34:48.200072, cost_time=0:00:06.023924 2021-04-15 02:34:42,990 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=1.79ms, fps=4471 images/s, loss=0.3751, top1-acc=89.33%, top5-acc=99.15%, remaining_time=0:00:05.157420, arrival_time=2021-04-15 02:34:48.147471, cost_time=0:00:06.596747 2021-04-15 02:34:43,589 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=1.34ms, fps=4276 images/s, loss=0.3772, top1-acc=89.22%, top5-acc=99.15%, remaining_time=0:00:04.557492, arrival_time=2021-04-15 02:34:48.146781, cost_time=0:00:07.196072 2021-04-15 02:34:44,261 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=1.28ms, fps=3812 images/s, loss=0.3801, top1-acc=89.06%, top5-acc=99.16%, remaining_time=0:00:03.994518, arrival_time=2021-04-15 02:34:48.255752, cost_time=0:00:07.868027 2021-04-15 02:34:44,924 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=1.47ms, fps=3861 images/s, loss=0.3807, top1-acc=89.02%, top5-acc=99.17%, remaining_time=0:00:03.412584, arrival_time=2021-04-15 02:34:48.337313, cost_time=0:00:08.531445 2021-04-15 02:34:45,551 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=1.23ms, fps=4089 images/s, loss=0.3805, top1-acc=88.97%, top5-acc=99.19%, remaining_time=0:00:02.808484, arrival_time=2021-04-15 02:34:48.359828, cost_time=0:00:09.158079 2021-04-15 02:34:46,148 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=1.60ms, fps=4289 images/s, loss=0.3814, top1-acc=88.87%, top5-acc=99.18%, remaining_time=0:00:02.194956, arrival_time=2021-04-15 02:34:48.343579, cost_time=0:00:09.755381 2021-04-15 02:34:46,720 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=1.30ms, fps=4477 images/s, loss=0.3828, top1-acc=88.86%, top5-acc=99.19%, remaining_time=0:00:01.579500, arrival_time=2021-04-15 02:34:48.300286, cost_time=0:00:10.327581 2021-04-15 02:34:47,281 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=1.22ms, fps=4573 images/s, loss=0.3837, top1-acc=88.83%, top5-acc=99.18%, remaining_time=0:00:00.967792, arrival_time=2021-04-15 02:34:48.248772, cost_time=0:00:10.887686 2021-04-15 02:34:47,828 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.05ms, fps=4677 images/s, loss=0.3859, top1-acc=88.75%, top5-acc=99.17%, remaining_time=0:00:00.361122, arrival_time=2021-04-15 02:34:48.189932, cost_time=0:00:11.435598 2021-04-15 02:34:48,152 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=0.05ms, fps=4210 images/s, loss=0.3875, top1-acc=88.71%, top5-acc=99.16%, remaining_time=0:00:00, arrival_time=2021-04-15 02:34:48.152199, cost_time=0:00:11.759018 2021-04-15 02:34:48,543 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=28.80ms, fps=6577 images/s, loss=1.2986, top1-acc=66.37%, top5-acc=88.87%, remaining_time=0:00:01.167660, arrival_time=2021-04-15 02:34:49.710654, cost_time=0:00:00.389221 2021-04-15 02:34:48,799 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=2.25ms, fps=9985 images/s, loss=1.3431, top1-acc=65.33%, top5-acc=88.69%, remaining_time=0:00:00.645920, arrival_time=2021-04-15 02:34:49.445637, cost_time=0:00:00.645910 2021-04-15 02:34:49,068 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=7.20ms, fps=9551 images/s, loss=1.3154, top1-acc=65.99%, top5-acc=89.23%, remaining_time=0:00:00.304790, arrival_time=2021-04-15 02:34:49.372923, cost_time=0:00:00.914383 2021-04-15 02:34:49,341 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=0.05ms, fps=8487 images/s, loss=1.3365, top1-acc=65.85%, top5-acc=89.32%, remaining_time=0:00:00, arrival_time=2021-04-15 02:34:49.341871, cost_time=0:00:01.188038 2021-04-15 02:34:49,411 INFO : Epoch=0163 complete, best val top1-acc=66.06%, top5-acc=89.17% (epoch=161), remaining_time=0:07:54.717326, arrival_time=2021-04-15 02:42:44.128900, cost_time=0:34:51.322349 2021-04-15 02:34:49,412 INFO : Train start, epoch=0164, lr=0.008210 2021-04-15 02:34:50,185 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=2.61ms, fps=3314 images/s, loss=0.3440, top1-acc=90.70%, top5-acc=99.45%, remaining_time=0:00:14.368128, arrival_time=2021-04-15 02:35:04.553596, cost_time=0:00:00.772484 2021-04-15 02:34:50,737 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=1.31ms, fps=4638 images/s, loss=0.3485, top1-acc=90.51%, top5-acc=99.34%, remaining_time=0:00:11.658240, arrival_time=2021-04-15 02:35:02.396023, cost_time=0:00:01.324801 2021-04-15 02:34:51,389 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=1.57ms, fps=3933 images/s, loss=0.3506, top1-acc=90.38%, top5-acc=99.31%, remaining_time=0:00:10.933922, arrival_time=2021-04-15 02:35:02.322917, cost_time=0:00:01.976010 2021-04-15 02:34:51,953 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=1.25ms, fps=4539 images/s, loss=0.3490, top1-acc=90.48%, top5-acc=99.38%, remaining_time=0:00:09.907092, arrival_time=2021-04-15 02:35:01.860364, cost_time=0:00:02.540289 2021-04-15 02:34:52,570 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.23ms, fps=4151 images/s, loss=0.3552, top1-acc=90.18%, top5-acc=99.38%, remaining_time=0:00:09.219608, arrival_time=2021-04-15 02:35:01.789971, cost_time=0:00:03.157377 2021-04-15 02:34:53,154 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=1.37ms, fps=4382 images/s, loss=0.3551, top1-acc=90.20%, top5-acc=99.39%, remaining_time=0:00:08.481640, arrival_time=2021-04-15 02:35:01.636499, cost_time=0:00:03.741876 2021-04-15 02:34:53,729 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=1.33ms, fps=4460 images/s, loss=0.3597, top1-acc=90.01%, top5-acc=99.30%, remaining_time=0:00:07.769160, arrival_time=2021-04-15 02:35:01.498304, cost_time=0:00:04.316165 2021-04-15 02:34:54,341 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=1.34ms, fps=4180 images/s, loss=0.3596, top1-acc=89.98%, top5-acc=99.32%, remaining_time=0:00:07.146876, arrival_time=2021-04-15 02:35:01.488783, cost_time=0:00:04.928919 2021-04-15 02:34:54,944 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=1.27ms, fps=4250 images/s, loss=0.3592, top1-acc=89.98%, top5-acc=99.33%, remaining_time=0:00:06.515078, arrival_time=2021-04-15 02:35:01.459905, cost_time=0:00:05.531699 2021-04-15 02:34:55,527 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=1.28ms, fps=4395 images/s, loss=0.3595, top1-acc=89.99%, top5-acc=99.34%, remaining_time=0:00:05.870208, arrival_time=2021-04-15 02:35:01.398032, cost_time=0:00:06.114828 2021-04-15 02:34:56,102 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=1.83ms, fps=4454 images/s, loss=0.3613, top1-acc=89.84%, top5-acc=99.34%, remaining_time=0:00:05.230262, arrival_time=2021-04-15 02:35:01.333160, cost_time=0:00:06.689917 2021-04-15 02:34:56,691 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=1.54ms, fps=4356 images/s, loss=0.3659, top1-acc=89.64%, top5-acc=99.32%, remaining_time=0:00:04.609400, arrival_time=2021-04-15 02:35:01.300416, cost_time=0:00:07.277955 2021-04-15 02:34:57,258 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.46ms, fps=4519 images/s, loss=0.3664, top1-acc=89.59%, top5-acc=99.32%, remaining_time=0:00:03.982836, arrival_time=2021-04-15 02:35:01.240788, cost_time=0:00:07.844952 2021-04-15 02:34:57,846 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.44ms, fps=4354 images/s, loss=0.3669, top1-acc=89.57%, top5-acc=99.30%, remaining_time=0:00:03.373272, arrival_time=2021-04-15 02:35:01.219489, cost_time=0:00:08.433232 2021-04-15 02:34:58,431 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=1.37ms, fps=4379 images/s, loss=0.3707, top1-acc=89.42%, top5-acc=99.27%, remaining_time=0:00:02.765566, arrival_time=2021-04-15 02:35:01.196821, cost_time=0:00:09.018115 2021-04-15 02:34:58,983 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=1.35ms, fps=4640 images/s, loss=0.3718, top1-acc=89.34%, top5-acc=99.26%, remaining_time=0:00:02.153340, arrival_time=2021-04-15 02:35:01.136747, cost_time=0:00:09.570397 2021-04-15 02:34:59,534 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.40ms, fps=4645 images/s, loss=0.3729, top1-acc=89.26%, top5-acc=99.26%, remaining_time=0:00:01.548066, arrival_time=2021-04-15 02:35:01.082981, cost_time=0:00:10.121934 2021-04-15 02:35:00,068 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.38ms, fps=4797 images/s, loss=0.3736, top1-acc=89.24%, top5-acc=99.26%, remaining_time=0:00:00.947200, arrival_time=2021-04-15 02:35:01.016116, cost_time=0:00:10.655931 2021-04-15 02:35:00,640 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.24ms, fps=4483 images/s, loss=0.3750, top1-acc=89.17%, top5-acc=99.25%, remaining_time=0:00:00.354546, arrival_time=2021-04-15 02:35:00.994939, cost_time=0:00:11.227335 2021-04-15 02:35:00,962 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=0.06ms, fps=4235 images/s, loss=0.3757, top1-acc=89.14%, top5-acc=99.25%, remaining_time=0:00:00, arrival_time=2021-04-15 02:35:00.961929, cost_time=0:00:11.548918 2021-04-15 02:35:01,339 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=1.91ms, fps=6822 images/s, loss=1.3418, top1-acc=65.08%, top5-acc=89.37%, remaining_time=0:00:01.125810, arrival_time=2021-04-15 02:35:02.464816, cost_time=0:00:00.375270 2021-04-15 02:35:01,644 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=0.17ms, fps=8376 images/s, loss=1.3228, top1-acc=65.16%, top5-acc=89.47%, remaining_time=0:00:00.681220, arrival_time=2021-04-15 02:35:02.326156, cost_time=0:00:00.681226 2021-04-15 02:35:01,944 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=0.17ms, fps=8563 images/s, loss=1.3336, top1-acc=65.22%, top5-acc=89.40%, remaining_time=0:00:00.326830, arrival_time=2021-04-15 02:35:02.271042, cost_time=0:00:00.980491 2021-04-15 02:35:02,285 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=0.08ms, fps=6801 images/s, loss=1.3301, top1-acc=65.23%, top5-acc=89.25%, remaining_time=0:00:00, arrival_time=2021-04-15 02:35:02.285650, cost_time=0:00:01.321930 2021-04-15 02:35:02,345 INFO : Epoch=0164 complete, best val top1-acc=66.06%, top5-acc=89.17% (epoch=161), remaining_time=0:07:41.909988, arrival_time=2021-04-15 02:42:44.255834, cost_time=0:35:04.256641 2021-04-15 02:35:02,346 INFO : Train start, epoch=0165, lr=0.007784 2021-04-15 02:35:03,092 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=0.17ms, fps=3435 images/s, loss=0.3212, top1-acc=91.29%, top5-acc=99.49%, remaining_time=0:00:13.860348, arrival_time=2021-04-15 02:35:16.952584, cost_time=0:00:00.745179 2021-04-15 02:35:03,648 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=1.33ms, fps=4609 images/s, loss=0.3390, top1-acc=90.84%, top5-acc=99.28%, remaining_time=0:00:11.448800, arrival_time=2021-04-15 02:35:15.096862, cost_time=0:00:01.301009 2021-04-15 02:35:04,209 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=1.33ms, fps=4562 images/s, loss=0.3394, top1-acc=90.44%, top5-acc=99.32%, remaining_time=0:00:10.305612, arrival_time=2021-04-15 02:35:14.515147, cost_time=0:00:01.862475 2021-04-15 02:35:04,774 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=1.42ms, fps=4535 images/s, loss=0.3466, top1-acc=90.16%, top5-acc=99.34%, remaining_time=0:00:09.466236, arrival_time=2021-04-15 02:35:14.240538, cost_time=0:00:02.427239 2021-04-15 02:35:05,381 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.40ms, fps=4222 images/s, loss=0.3446, top1-acc=90.17%, top5-acc=99.41%, remaining_time=0:00:08.859134, arrival_time=2021-04-15 02:35:14.240146, cost_time=0:00:03.033948 2021-04-15 02:35:05,978 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=1.44ms, fps=4284 images/s, loss=0.3440, top1-acc=90.20%, top5-acc=99.43%, remaining_time=0:00:08.232080, arrival_time=2021-04-15 02:35:14.210953, cost_time=0:00:03.631815 2021-04-15 02:35:06,548 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=1.29ms, fps=4500 images/s, loss=0.3478, top1-acc=90.05%, top5-acc=99.40%, remaining_time=0:00:07.561764, arrival_time=2021-04-15 02:35:14.109830, cost_time=0:00:04.201007 2021-04-15 02:35:07,120 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=1.26ms, fps=4473 images/s, loss=0.3457, top1-acc=90.20%, top5-acc=99.43%, remaining_time=0:00:06.921836, arrival_time=2021-04-15 02:35:14.042561, cost_time=0:00:04.773668 2021-04-15 02:35:07,704 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=1.26ms, fps=4388 images/s, loss=0.3486, top1-acc=90.11%, top5-acc=99.39%, remaining_time=0:00:06.309862, arrival_time=2021-04-15 02:35:14.014316, cost_time=0:00:05.357389 2021-04-15 02:35:08,291 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=1.26ms, fps=4361 images/s, loss=0.3531, top1-acc=89.93%, top5-acc=99.36%, remaining_time=0:00:05.706912, arrival_time=2021-04-15 02:35:13.998754, cost_time=0:00:05.944709 2021-04-15 02:35:08,882 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=1.26ms, fps=4340 images/s, loss=0.3567, top1-acc=89.75%, top5-acc=99.34%, remaining_time=0:00:05.109260, arrival_time=2021-04-15 02:35:13.991421, cost_time=0:00:06.535093 2021-04-15 02:35:09,500 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=1.28ms, fps=4144 images/s, loss=0.3613, top1-acc=89.57%, top5-acc=99.33%, remaining_time=0:00:04.530360, arrival_time=2021-04-15 02:35:14.030615, cost_time=0:00:07.153202 2021-04-15 02:35:10,100 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=1.46ms, fps=4264 images/s, loss=0.3616, top1-acc=89.62%, top5-acc=99.32%, remaining_time=0:00:03.936570, arrival_time=2021-04-15 02:35:14.037503, cost_time=0:00:07.753864 2021-04-15 02:35:10,739 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.26ms, fps=4013 images/s, loss=0.3637, top1-acc=89.55%, top5-acc=99.29%, remaining_time=0:00:03.356864, arrival_time=2021-04-15 02:35:14.096158, cost_time=0:00:08.392163 2021-04-15 02:35:11,401 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=1.35ms, fps=3870 images/s, loss=0.3657, top1-acc=89.45%, top5-acc=99.31%, remaining_time=0:00:02.776606, arrival_time=2021-04-15 02:35:14.177814, cost_time=0:00:09.054123 2021-04-15 02:35:12,079 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=1.44ms, fps=3777 images/s, loss=0.3652, top1-acc=89.48%, top5-acc=99.30%, remaining_time=0:00:02.189772, arrival_time=2021-04-15 02:35:14.269148, cost_time=0:00:09.732308 2021-04-15 02:35:12,720 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=1.34ms, fps=3993 images/s, loss=0.3661, top1-acc=89.38%, top5-acc=99.30%, remaining_time=0:00:01.586572, arrival_time=2021-04-15 02:35:14.307376, cost_time=0:00:10.373734 2021-04-15 02:35:13,391 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=1.25ms, fps=3821 images/s, loss=0.3691, top1-acc=89.30%, top5-acc=99.28%, remaining_time=0:00:00.981696, arrival_time=2021-04-15 02:35:14.372852, cost_time=0:00:11.044091 2021-04-15 02:35:14,009 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.02ms, fps=4143 images/s, loss=0.3692, top1-acc=89.29%, top5-acc=99.27%, remaining_time=0:00:00.368286, arrival_time=2021-04-15 02:35:14.377664, cost_time=0:00:11.662317 2021-04-15 02:35:14,390 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=0.06ms, fps=3576 images/s, loss=0.3703, top1-acc=89.26%, top5-acc=99.27%, remaining_time=0:00:00, arrival_time=2021-04-15 02:35:14.390099, cost_time=0:00:12.043038 2021-04-15 02:35:14,753 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=1.53ms, fps=7083 images/s, loss=1.2740, top1-acc=66.76%, top5-acc=90.12%, remaining_time=0:00:01.084260, arrival_time=2021-04-15 02:35:15.837532, cost_time=0:00:00.361423 2021-04-15 02:35:15,018 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=0.17ms, fps=9672 images/s, loss=1.2560, top1-acc=67.01%, top5-acc=89.90%, remaining_time=0:00:00.626580, arrival_time=2021-04-15 02:35:15.644989, cost_time=0:00:00.626581 2021-04-15 02:35:15,302 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=2.09ms, fps=9040 images/s, loss=1.2996, top1-acc=66.15%, top5-acc=89.58%, remaining_time=0:00:00.303390, arrival_time=2021-04-15 02:35:15.605386, cost_time=0:00:00.910169 2021-04-15 02:35:15,557 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=0.07ms, fps=9092 images/s, loss=1.3133, top1-acc=66.11%, top5-acc=89.55%, remaining_time=0:00:00, arrival_time=2021-04-15 02:35:15.557558, cost_time=0:00:01.165785 2021-04-15 02:35:15,667 INFO : Epoch=0165 complete, best val top1-acc=66.11%, top5-acc=89.55% (epoch=165), remaining_time=0:07:29.183245, arrival_time=2021-04-15 02:42:44.850683, cost_time=0:35:17.578219 2021-04-15 02:35:15,668 INFO : Train start, epoch=0166, lr=0.007368 2021-04-15 02:35:16,489 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=0.21ms, fps=3118 images/s, loss=0.3206, top1-acc=91.91%, top5-acc=99.37%, remaining_time=0:00:15.270414, arrival_time=2021-04-15 02:35:31.760203, cost_time=0:00:00.820992 2021-04-15 02:35:17,071 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=1.33ms, fps=4401 images/s, loss=0.3325, top1-acc=90.88%, top5-acc=99.53%, remaining_time=0:00:12.346576, arrival_time=2021-04-15 02:35:29.418397, cost_time=0:00:01.403025 2021-04-15 02:35:17,635 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=1.27ms, fps=4548 images/s, loss=0.3297, top1-acc=91.08%, top5-acc=99.47%, remaining_time=0:00:10.880138, arrival_time=2021-04-15 02:35:28.515213, cost_time=0:00:01.966283 2021-04-15 02:35:18,197 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=1.54ms, fps=4554 images/s, loss=0.3385, top1-acc=90.81%, top5-acc=99.47%, remaining_time=0:00:09.862164, arrival_time=2021-04-15 02:35:28.059741, cost_time=0:00:02.528778 2021-04-15 02:35:18,768 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=1.19ms, fps=4489 images/s, loss=0.3360, top1-acc=90.81%, top5-acc=99.48%, remaining_time=0:00:09.050248, arrival_time=2021-04-15 02:35:27.818471, cost_time=0:00:03.099419 2021-04-15 02:35:19,337 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=1.36ms, fps=4504 images/s, loss=0.3421, top1-acc=90.52%, top5-acc=99.47%, remaining_time=0:00:08.314496, arrival_time=2021-04-15 02:35:27.651468, cost_time=0:00:03.668179 2021-04-15 02:35:19,897 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=1.47ms, fps=4570 images/s, loss=0.3423, top1-acc=90.51%, top5-acc=99.44%, remaining_time=0:00:07.611534, arrival_time=2021-04-15 02:35:27.508977, cost_time=0:00:04.228656 2021-04-15 02:35:20,450 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=2.02ms, fps=4631 images/s, loss=0.3411, top1-acc=90.55%, top5-acc=99.44%, remaining_time=0:00:06.933552, arrival_time=2021-04-15 02:35:27.384075, cost_time=0:00:04.781728 2021-04-15 02:35:20,981 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=1.26ms, fps=4821 images/s, loss=0.3422, top1-acc=90.48%, top5-acc=99.44%, remaining_time=0:00:06.257604, arrival_time=2021-04-15 02:35:27.239454, cost_time=0:00:05.313059 2021-04-15 02:35:21,534 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=1.34ms, fps=4640 images/s, loss=0.3424, top1-acc=90.43%, top5-acc=99.43%, remaining_time=0:00:05.630496, arrival_time=2021-04-15 02:35:27.164490, cost_time=0:00:05.865116 2021-04-15 02:35:22,081 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=1.43ms, fps=4681 images/s, loss=0.3434, top1-acc=90.35%, top5-acc=99.41%, remaining_time=0:00:05.013456, arrival_time=2021-04-15 02:35:27.094763, cost_time=0:00:06.412512 2021-04-15 02:35:22,641 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=1.44ms, fps=4577 images/s, loss=0.3439, top1-acc=90.28%, top5-acc=99.43%, remaining_time=0:00:04.415676, arrival_time=2021-04-15 02:35:27.056867, cost_time=0:00:06.972165 2021-04-15 02:35:23,215 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=1.38ms, fps=4461 images/s, loss=0.3462, top1-acc=90.19%, top5-acc=99.40%, remaining_time=0:00:03.831432, arrival_time=2021-04-15 02:35:27.046963, cost_time=0:00:07.546718 2021-04-15 02:35:23,775 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.34ms, fps=4572 images/s, loss=0.3483, top1-acc=90.10%, top5-acc=99.37%, remaining_time=0:00:03.242848, arrival_time=2021-04-15 02:35:27.018786, cost_time=0:00:08.107127 2021-04-15 02:35:24,324 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.23ms, fps=4668 images/s, loss=0.3498, top1-acc=90.02%, top5-acc=99.37%, remaining_time=0:00:02.654476, arrival_time=2021-04-15 02:35:26.979157, cost_time=0:00:08.655890 2021-04-15 02:35:24,885 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=1.38ms, fps=4568 images/s, loss=0.3515, top1-acc=89.96%, top5-acc=99.37%, remaining_time=0:00:02.073744, arrival_time=2021-04-15 02:35:26.959199, cost_time=0:00:09.216587 2021-04-15 02:35:25,427 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=1.36ms, fps=4731 images/s, loss=0.3525, top1-acc=89.91%, top5-acc=99.37%, remaining_time=0:00:01.492426, arrival_time=2021-04-15 02:35:26.919394, cost_time=0:00:09.758146 2021-04-15 02:35:25,982 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.29ms, fps=4610 images/s, loss=0.3530, top1-acc=89.89%, top5-acc=99.36%, remaining_time=0:00:00.916800, arrival_time=2021-04-15 02:35:26.899516, cost_time=0:00:10.313925 2021-04-15 02:35:26,533 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=1.13ms, fps=4653 images/s, loss=0.3559, top1-acc=89.77%, top5-acc=99.35%, remaining_time=0:00:00.343086, arrival_time=2021-04-15 02:35:26.876249, cost_time=0:00:10.864389 2021-04-15 02:35:26,846 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=0.05ms, fps=4343 images/s, loss=0.3573, top1-acc=89.74%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-15 02:35:26.846621, cost_time=0:00:11.177848 2021-04-15 02:35:27,224 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=11.31ms, fps=6809 images/s, loss=1.3190, top1-acc=65.62%, top5-acc=89.57%, remaining_time=0:00:01.127910, arrival_time=2021-04-15 02:35:28.352188, cost_time=0:00:00.375974 2021-04-15 02:35:27,601 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=91.97ms, fps=6800 images/s, loss=1.2886, top1-acc=65.88%, top5-acc=89.90%, remaining_time=0:00:00.752960, arrival_time=2021-04-15 02:35:28.354153, cost_time=0:00:00.752961 2021-04-15 02:35:27,938 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=0.29ms, fps=7589 images/s, loss=1.2999, top1-acc=66.02%, top5-acc=89.66%, remaining_time=0:00:00.363530, arrival_time=2021-04-15 02:35:28.302395, cost_time=0:00:01.090596 2021-04-15 02:35:28,185 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=1.32ms, fps=9414 images/s, loss=1.2910, top1-acc=65.91%, top5-acc=89.50%, remaining_time=0:00:00, arrival_time=2021-04-15 02:35:28.185702, cost_time=0:00:01.337492 2021-04-15 02:35:28,244 INFO : Epoch=0166 complete, best val top1-acc=66.11%, top5-acc=89.55% (epoch=165), remaining_time=0:07:16.296874, arrival_time=2021-04-15 02:42:44.541459, cost_time=0:35:30.155380 2021-04-15 02:35:28,245 INFO : Train start, epoch=0167, lr=0.006963 2021-04-15 02:35:29,005 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=0.17ms, fps=3369 images/s, loss=0.3206, top1-acc=90.20%, top5-acc=99.69%, remaining_time=0:00:14.134884, arrival_time=2021-04-15 02:35:43.140703, cost_time=0:00:00.759940 2021-04-15 02:35:29,625 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=1.25ms, fps=4132 images/s, loss=0.3245, top1-acc=90.66%, top5-acc=99.55%, remaining_time=0:00:12.143296, arrival_time=2021-04-15 02:35:41.769040, cost_time=0:00:01.379912 2021-04-15 02:35:30,192 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=1.30ms, fps=4520 images/s, loss=0.3256, top1-acc=90.99%, top5-acc=99.60%, remaining_time=0:00:10.770910, arrival_time=2021-04-15 02:35:40.963289, cost_time=0:00:01.946539 2021-04-15 02:35:30,740 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=1.29ms, fps=4676 images/s, loss=0.3362, top1-acc=90.72%, top5-acc=99.56%, remaining_time=0:00:09.728472, arrival_time=2021-04-15 02:35:40.468795, cost_time=0:00:02.494485 2021-04-15 02:35:31,336 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=1.24ms, fps=4300 images/s, loss=0.3376, top1-acc=90.72%, top5-acc=99.52%, remaining_time=0:00:09.023238, arrival_time=2021-04-15 02:35:40.359221, cost_time=0:00:03.090140 2021-04-15 02:35:31,907 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=1.29ms, fps=4483 images/s, loss=0.3404, top1-acc=90.62%, top5-acc=99.47%, remaining_time=0:00:08.299400, arrival_time=2021-04-15 02:35:40.206756, cost_time=0:00:03.661509 2021-04-15 02:35:32,446 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=1.26ms, fps=4751 images/s, loss=0.3363, top1-acc=90.73%, top5-acc=99.50%, remaining_time=0:00:07.561260, arrival_time=2021-04-15 02:35:40.007790, cost_time=0:00:04.200685 2021-04-15 02:35:33,058 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=1.77ms, fps=4184 images/s, loss=0.3359, top1-acc=90.70%, top5-acc=99.48%, remaining_time=0:00:06.978676, arrival_time=2021-04-15 02:35:40.037392, cost_time=0:00:04.812854 2021-04-15 02:35:33,621 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=1.33ms, fps=4552 images/s, loss=0.3371, top1-acc=90.60%, top5-acc=99.46%, remaining_time=0:00:06.331274, arrival_time=2021-04-15 02:35:39.952766, cost_time=0:00:05.375568 2021-04-15 02:35:34,184 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=1.36ms, fps=4550 images/s, loss=0.3400, top1-acc=90.47%, top5-acc=99.46%, remaining_time=0:00:05.701248, arrival_time=2021-04-15 02:35:39.885888, cost_time=0:00:05.938802 2021-04-15 02:35:34,741 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.70ms, fps=4599 images/s, loss=0.3415, top1-acc=90.37%, top5-acc=99.45%, remaining_time=0:00:05.078558, arrival_time=2021-04-15 02:35:39.820298, cost_time=0:00:06.495818 2021-04-15 02:35:35,323 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.38ms, fps=4403 images/s, loss=0.3430, top1-acc=90.30%, top5-acc=99.43%, remaining_time=0:00:04.482632, arrival_time=2021-04-15 02:35:39.806337, cost_time=0:00:07.077853 2021-04-15 02:35:35,922 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=1.34ms, fps=4281 images/s, loss=0.3438, top1-acc=90.28%, top5-acc=99.43%, remaining_time=0:00:03.897168, arrival_time=2021-04-15 02:35:39.819275, cost_time=0:00:07.676265 2021-04-15 02:35:36,476 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.24ms, fps=4622 images/s, loss=0.3470, top1-acc=90.11%, top5-acc=99.43%, remaining_time=0:00:03.292184, arrival_time=2021-04-15 02:35:39.768558, cost_time=0:00:08.230467 2021-04-15 02:35:37,037 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.28ms, fps=4569 images/s, loss=0.3487, top1-acc=90.03%, top5-acc=99.41%, remaining_time=0:00:02.695968, arrival_time=2021-04-15 02:35:39.733009, cost_time=0:00:08.791179 2021-04-15 02:35:37,585 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=1.30ms, fps=4671 images/s, loss=0.3503, top1-acc=89.95%, top5-acc=99.41%, remaining_time=0:00:02.101428, arrival_time=2021-04-15 02:35:39.686922, cost_time=0:00:09.339660 2021-04-15 02:35:38,159 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=1.34ms, fps=4464 images/s, loss=0.3525, top1-acc=89.88%, top5-acc=99.39%, remaining_time=0:00:01.516164, arrival_time=2021-04-15 02:35:39.675395, cost_time=0:00:09.913394 2021-04-15 02:35:38,703 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=1.38ms, fps=4707 images/s, loss=0.3528, top1-acc=89.87%, top5-acc=99.38%, remaining_time=0:00:00.929568, arrival_time=2021-04-15 02:35:39.633104, cost_time=0:00:10.457600 2021-04-15 02:35:39,234 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.05ms, fps=4829 images/s, loss=0.3527, top1-acc=89.87%, top5-acc=99.39%, remaining_time=0:00:00.346998, arrival_time=2021-04-15 02:35:39.581198, cost_time=0:00:10.988362 2021-04-15 02:35:39,538 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=0.05ms, fps=4469 images/s, loss=0.3524, top1-acc=89.90%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-15 02:35:39.538833, cost_time=0:00:11.293011 2021-04-15 02:35:39,932 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=14.15ms, fps=6532 images/s, loss=1.2319, top1-acc=67.27%, top5-acc=89.80%, remaining_time=0:00:01.175700, arrival_time=2021-04-15 02:35:41.108016, cost_time=0:00:00.391904 2021-04-15 02:35:40,225 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=0.19ms, fps=8736 images/s, loss=1.2940, top1-acc=66.04%, top5-acc=89.26%, remaining_time=0:00:00.685280, arrival_time=2021-04-15 02:35:40.910965, cost_time=0:00:00.685280 2021-04-15 02:35:40,558 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=0.18ms, fps=7709 images/s, loss=1.2876, top1-acc=66.02%, top5-acc=89.45%, remaining_time=0:00:00.339220, arrival_time=2021-04-15 02:35:40.897295, cost_time=0:00:01.017670 2021-04-15 02:35:40,904 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=0.07ms, fps=6700 images/s, loss=1.3217, top1-acc=66.21%, top5-acc=89.35%, remaining_time=0:00:00, arrival_time=2021-04-15 02:35:40.904637, cost_time=0:00:01.364244 2021-04-15 02:35:41,018 INFO : Epoch=0167 complete, best val top1-acc=66.21%, top5-acc=89.35% (epoch=167), remaining_time=0:07:03.453162, arrival_time=2021-04-15 02:42:44.471955, cost_time=0:35:42.929575 2021-04-15 02:35:41,019 INFO : Train start, epoch=0168, lr=0.006568 2021-04-15 02:35:41,804 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=0.25ms, fps=3265 images/s, loss=0.3233, top1-acc=90.39%, top5-acc=99.53%, remaining_time=0:00:14.581656, arrival_time=2021-04-15 02:35:56.385650, cost_time=0:00:00.783960 2021-04-15 02:35:42,388 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.31ms, fps=4386 images/s, loss=0.3229, top1-acc=90.59%, top5-acc=99.63%, remaining_time=0:00:12.038048, arrival_time=2021-04-15 02:35:54.426044, cost_time=0:00:01.367961 2021-04-15 02:35:42,976 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=1.29ms, fps=4355 images/s, loss=0.3276, top1-acc=90.40%, top5-acc=99.56%, remaining_time=0:00:10.823698, arrival_time=2021-04-15 02:35:53.799809, cost_time=0:00:01.956079 2021-04-15 02:35:43,529 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=1.39ms, fps=4629 images/s, loss=0.3233, top1-acc=90.72%, top5-acc=99.54%, remaining_time=0:00:09.786660, arrival_time=2021-04-15 02:35:53.316068, cost_time=0:00:02.509382 2021-04-15 02:35:44,095 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.25ms, fps=4527 images/s, loss=0.3278, top1-acc=90.52%, top5-acc=99.51%, remaining_time=0:00:08.979584, arrival_time=2021-04-15 02:35:53.074811, cost_time=0:00:03.075203 2021-04-15 02:35:44,657 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.37ms, fps=4557 images/s, loss=0.3282, top1-acc=90.49%, top5-acc=99.51%, remaining_time=0:00:08.244456, arrival_time=2021-04-15 02:35:52.901754, cost_time=0:00:03.637267 2021-04-15 02:35:45,212 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=1.22ms, fps=4611 images/s, loss=0.3288, top1-acc=90.46%, top5-acc=99.49%, remaining_time=0:00:07.546896, arrival_time=2021-04-15 02:35:52.759688, cost_time=0:00:04.192718 2021-04-15 02:35:45,788 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=1.30ms, fps=4451 images/s, loss=0.3297, top1-acc=90.53%, top5-acc=99.46%, remaining_time=0:00:06.914296, arrival_time=2021-04-15 02:35:52.702813, cost_time=0:00:04.768445 2021-04-15 02:35:46,385 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=1.22ms, fps=4289 images/s, loss=0.3316, top1-acc=90.48%, top5-acc=99.46%, remaining_time=0:00:06.319614, arrival_time=2021-04-15 02:35:52.705394, cost_time=0:00:05.365676 2021-04-15 02:35:46,943 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.46ms, fps=4596 images/s, loss=0.3303, top1-acc=90.54%, top5-acc=99.45%, remaining_time=0:00:05.686272, arrival_time=2021-04-15 02:35:52.629523, cost_time=0:00:05.923183 2021-04-15 02:35:47,495 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=1.61ms, fps=4637 images/s, loss=0.3301, top1-acc=90.62%, top5-acc=99.46%, remaining_time=0:00:05.062820, arrival_time=2021-04-15 02:35:52.558659, cost_time=0:00:06.475725 2021-04-15 02:35:48,068 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=1.73ms, fps=4478 images/s, loss=0.3315, top1-acc=90.61%, top5-acc=99.44%, remaining_time=0:00:04.463708, arrival_time=2021-04-15 02:35:52.531663, cost_time=0:00:07.047913 2021-04-15 02:35:48,717 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=1.49ms, fps=3941 images/s, loss=0.3338, top1-acc=90.51%, top5-acc=99.43%, remaining_time=0:00:03.908124, arrival_time=2021-04-15 02:35:52.625968, cost_time=0:00:07.697817 2021-04-15 02:35:49,309 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.25ms, fps=4331 images/s, loss=0.3353, top1-acc=90.47%, top5-acc=99.41%, remaining_time=0:00:03.315704, arrival_time=2021-04-15 02:35:52.625032, cost_time=0:00:08.289221 2021-04-15 02:35:49,907 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=1.45ms, fps=4283 images/s, loss=0.3355, top1-acc=90.43%, top5-acc=99.42%, remaining_time=0:00:02.725500, arrival_time=2021-04-15 02:35:52.632977, cost_time=0:00:08.887431 2021-04-15 02:35:50,481 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=1.42ms, fps=4461 images/s, loss=0.3377, top1-acc=90.34%, top5-acc=99.42%, remaining_time=0:00:02.128860, arrival_time=2021-04-15 02:35:52.610527, cost_time=0:00:09.461636 2021-04-15 02:35:51,061 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=1.39ms, fps=4421 images/s, loss=0.3376, top1-acc=90.32%, top5-acc=99.43%, remaining_time=0:00:01.535690, arrival_time=2021-04-15 02:35:52.596769, cost_time=0:00:10.041046 2021-04-15 02:35:51,607 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.22ms, fps=4691 images/s, loss=0.3396, top1-acc=90.24%, top5-acc=99.43%, remaining_time=0:00:00.941072, arrival_time=2021-04-15 02:35:52.548313, cost_time=0:00:10.587118 2021-04-15 02:35:52,189 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.11ms, fps=4401 images/s, loss=0.3407, top1-acc=90.23%, top5-acc=99.42%, remaining_time=0:00:00.352716, arrival_time=2021-04-15 02:35:52.542074, cost_time=0:00:11.169340 2021-04-15 02:35:52,496 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=0.05ms, fps=4439 images/s, loss=0.3408, top1-acc=90.24%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-15 02:35:52.496060, cost_time=0:00:11.476027 2021-04-15 02:35:52,904 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=0.25ms, fps=6294 images/s, loss=1.3318, top1-acc=66.45%, top5-acc=88.20%, remaining_time=0:00:01.220100, arrival_time=2021-04-15 02:35:54.124574, cost_time=0:00:00.406697 2021-04-15 02:35:53,142 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=1.77ms, fps=10784 images/s, loss=1.2864, top1-acc=66.62%, top5-acc=89.37%, remaining_time=0:00:00.644540, arrival_time=2021-04-15 02:35:53.786809, cost_time=0:00:00.644548 2021-04-15 02:35:53,457 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=0.17ms, fps=8119 images/s, loss=1.2918, top1-acc=66.76%, top5-acc=89.27%, remaining_time=0:00:00.320050, arrival_time=2021-04-15 02:35:53.777924, cost_time=0:00:00.960158 2021-04-15 02:35:53,700 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.06ms, fps=9575 images/s, loss=1.3112, top1-acc=66.42%, top5-acc=89.18%, remaining_time=0:00:00, arrival_time=2021-04-15 02:35:53.700560, cost_time=0:00:01.202753 2021-04-15 02:35:53,827 INFO : Epoch=0168 complete, best val top1-acc=66.42%, top5-acc=89.18% (epoch=168), remaining_time=0:06:50.616800, arrival_time=2021-04-15 02:42:44.444245, cost_time=0:35:55.738225 2021-04-15 02:35:53,828 INFO : Train start, epoch=0169, lr=0.006185 2021-04-15 02:35:54,572 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=0.18ms, fps=3444 images/s, loss=0.3144, top1-acc=91.37%, top5-acc=99.65%, remaining_time=0:00:13.827054, arrival_time=2021-04-15 02:36:08.399267, cost_time=0:00:00.743388 2021-04-15 02:35:55,192 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=1.33ms, fps=4129 images/s, loss=0.3198, top1-acc=91.19%, top5-acc=99.67%, remaining_time=0:00:12.000736, arrival_time=2021-04-15 02:36:07.193286, cost_time=0:00:01.363717 2021-04-15 02:35:55,737 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=1.22ms, fps=4697 images/s, loss=0.3206, top1-acc=91.32%, top5-acc=99.60%, remaining_time=0:00:10.563576, arrival_time=2021-04-15 02:36:06.301485, cost_time=0:00:01.909081 2021-04-15 02:35:56,335 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=1.39ms, fps=4285 images/s, loss=0.3187, top1-acc=91.29%, top5-acc=99.58%, remaining_time=0:00:09.776832, arrival_time=2021-04-15 02:36:06.112520, cost_time=0:00:02.506865 2021-04-15 02:35:56,898 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=1.26ms, fps=4552 images/s, loss=0.3169, top1-acc=91.37%, top5-acc=99.55%, remaining_time=0:00:08.963232, arrival_time=2021-04-15 02:36:05.861648, cost_time=0:00:03.069577 2021-04-15 02:35:57,458 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=1.19ms, fps=4575 images/s, loss=0.3187, top1-acc=91.33%, top5-acc=99.50%, remaining_time=0:00:08.226776, arrival_time=2021-04-15 02:36:05.685078, cost_time=0:00:03.629476 2021-04-15 02:35:58,000 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=1.31ms, fps=4725 images/s, loss=0.3208, top1-acc=91.23%, top5-acc=99.49%, remaining_time=0:00:07.508844, arrival_time=2021-04-15 02:36:05.509241, cost_time=0:00:04.171565 2021-04-15 02:35:58,584 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=1.38ms, fps=4386 images/s, loss=0.3215, top1-acc=91.20%, top5-acc=99.48%, remaining_time=0:00:06.895736, arrival_time=2021-04-15 02:36:05.480243, cost_time=0:00:04.755662 2021-04-15 02:35:59,143 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=1.38ms, fps=4580 images/s, loss=0.3228, top1-acc=91.12%, top5-acc=99.47%, remaining_time=0:00:06.259830, arrival_time=2021-04-15 02:36:05.403596, cost_time=0:00:05.314938 2021-04-15 02:35:59,700 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.25ms, fps=4606 images/s, loss=0.3241, top1-acc=91.09%, top5-acc=99.48%, remaining_time=0:00:05.636256, arrival_time=2021-04-15 02:36:05.336281, cost_time=0:00:05.871071 2021-04-15 02:36:00,279 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=1.30ms, fps=4421 images/s, loss=0.3248, top1-acc=91.06%, top5-acc=99.47%, remaining_time=0:00:05.043212, arrival_time=2021-04-15 02:36:05.322736, cost_time=0:00:06.450660 2021-04-15 02:36:00,841 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=1.32ms, fps=4556 images/s, loss=0.3267, top1-acc=91.05%, top5-acc=99.47%, remaining_time=0:00:04.441592, arrival_time=2021-04-15 02:36:05.283457, cost_time=0:00:07.013043 2021-04-15 02:36:01,401 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=1.37ms, fps=4580 images/s, loss=0.3270, top1-acc=91.02%, top5-acc=99.48%, remaining_time=0:00:03.844368, arrival_time=2021-04-15 02:36:05.245580, cost_time=0:00:07.572299 2021-04-15 02:36:01,977 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=1.36ms, fps=4448 images/s, loss=0.3283, top1-acc=90.90%, top5-acc=99.46%, remaining_time=0:00:03.259368, arrival_time=2021-04-15 02:36:05.236588, cost_time=0:00:08.148384 2021-04-15 02:36:02,543 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=1.23ms, fps=4524 images/s, loss=0.3293, top1-acc=90.85%, top5-acc=99.46%, remaining_time=0:00:02.672508, arrival_time=2021-04-15 02:36:05.216007, cost_time=0:00:08.714668 2021-04-15 02:36:03,104 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=1.38ms, fps=4567 images/s, loss=0.3304, top1-acc=90.83%, top5-acc=99.45%, remaining_time=0:00:02.086992, arrival_time=2021-04-15 02:36:05.191442, cost_time=0:00:09.275550 2021-04-15 02:36:03,670 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=1.39ms, fps=4529 images/s, loss=0.3307, top1-acc=90.82%, top5-acc=99.46%, remaining_time=0:00:01.505140, arrival_time=2021-04-15 02:36:05.175284, cost_time=0:00:09.841291 2021-04-15 02:36:04,200 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=1.24ms, fps=4833 images/s, loss=0.3322, top1-acc=90.76%, top5-acc=99.46%, remaining_time=0:00:00.921904, arrival_time=2021-04-15 02:36:05.122143, cost_time=0:00:10.371411 2021-04-15 02:36:04,749 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.29ms, fps=4664 images/s, loss=0.3345, top1-acc=90.67%, top5-acc=99.44%, remaining_time=0:00:00.344862, arrival_time=2021-04-15 02:36:05.094323, cost_time=0:00:10.920641 2021-04-15 02:36:05,060 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=0.05ms, fps=4380 images/s, loss=0.3345, top1-acc=90.65%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-15 02:36:05.060355, cost_time=0:00:11.231400 2021-04-15 02:36:05,460 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=47.47ms, fps=6436 images/s, loss=1.2460, top1-acc=67.81%, top5-acc=90.23%, remaining_time=0:00:01.193190, arrival_time=2021-04-15 02:36:06.653335, cost_time=0:00:00.397730 2021-04-15 02:36:05,740 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=0.28ms, fps=9150 images/s, loss=1.2828, top1-acc=67.11%, top5-acc=89.71%, remaining_time=0:00:00.677860, arrival_time=2021-04-15 02:36:06.418133, cost_time=0:00:00.677865 2021-04-15 02:36:06,015 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=33.53ms, fps=9315 images/s, loss=1.3006, top1-acc=66.41%, top5-acc=89.45%, remaining_time=0:00:00.317700, arrival_time=2021-04-15 02:36:06.333208, cost_time=0:00:00.953114 2021-04-15 02:36:06,278 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.09ms, fps=8852 images/s, loss=1.2979, top1-acc=66.47%, top5-acc=89.47%, remaining_time=0:00:00, arrival_time=2021-04-15 02:36:06.278001, cost_time=0:00:01.215625 2021-04-15 02:36:06,387 INFO : Epoch=0169 complete, best val top1-acc=66.47%, top5-acc=89.47% (epoch=169), remaining_time=0:06:37.735146, arrival_time=2021-04-15 02:42:44.122415, cost_time=0:36:08.298058 2021-04-15 02:36:06,388 INFO : Train start, epoch=0170, lr=0.005812 2021-04-15 02:36:07,142 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=1.49ms, fps=3397 images/s, loss=0.3078, top1-acc=91.91%, top5-acc=99.37%, remaining_time=0:00:14.016588, arrival_time=2021-04-15 02:36:21.158680, cost_time=0:00:00.753577 2021-04-15 02:36:07,693 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=4.93ms, fps=4647 images/s, loss=0.2997, top1-acc=91.99%, top5-acc=99.51%, remaining_time=0:00:11.481712, arrival_time=2021-04-15 02:36:19.175002, cost_time=0:00:01.304746 2021-04-15 02:36:08,304 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=1.26ms, fps=4194 images/s, loss=0.2991, top1-acc=92.07%, top5-acc=99.53%, remaining_time=0:00:10.599100, arrival_time=2021-04-15 02:36:18.903107, cost_time=0:00:01.915496 2021-04-15 02:36:08,841 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.24ms, fps=4764 images/s, loss=0.3029, top1-acc=91.81%, top5-acc=99.54%, remaining_time=0:00:09.567324, arrival_time=2021-04-15 02:36:18.409007, cost_time=0:00:02.453167 2021-04-15 02:36:09,426 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=1.29ms, fps=4380 images/s, loss=0.3059, top1-acc=91.61%, top5-acc=99.52%, remaining_time=0:00:08.870960, arrival_time=2021-04-15 02:36:18.297489, cost_time=0:00:03.038015 2021-04-15 02:36:10,000 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=1.27ms, fps=4466 images/s, loss=0.3056, top1-acc=91.57%, top5-acc=99.54%, remaining_time=0:00:08.186248, arrival_time=2021-04-15 02:36:18.186376, cost_time=0:00:03.611606 2021-04-15 02:36:10,607 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=1.46ms, fps=4215 images/s, loss=0.3059, top1-acc=91.53%, top5-acc=99.55%, remaining_time=0:00:07.594902, arrival_time=2021-04-15 02:36:18.202793, cost_time=0:00:04.219375 2021-04-15 02:36:11,189 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.32ms, fps=4403 images/s, loss=0.3075, top1-acc=91.40%, top5-acc=99.55%, remaining_time=0:00:06.961508, arrival_time=2021-04-15 02:36:18.151087, cost_time=0:00:04.801070 2021-04-15 02:36:11,726 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=1.16ms, fps=4772 images/s, loss=0.3097, top1-acc=91.31%, top5-acc=99.55%, remaining_time=0:00:06.286754, arrival_time=2021-04-15 02:36:18.013084, cost_time=0:00:05.337815 2021-04-15 02:36:12,262 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=1.21ms, fps=4781 images/s, loss=0.3111, top1-acc=91.27%, top5-acc=99.57%, remaining_time=0:00:05.638656, arrival_time=2021-04-15 02:36:17.900867, cost_time=0:00:05.873623 2021-04-15 02:36:12,818 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=1.33ms, fps=4605 images/s, loss=0.3126, top1-acc=91.20%, top5-acc=99.56%, remaining_time=0:00:05.027130, arrival_time=2021-04-15 02:36:17.845690, cost_time=0:00:06.430048 2021-04-15 02:36:13,351 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=1.39ms, fps=4808 images/s, loss=0.3148, top1-acc=91.10%, top5-acc=99.56%, remaining_time=0:00:04.409748, arrival_time=2021-04-15 02:36:17.761136, cost_time=0:00:06.962803 2021-04-15 02:36:13,905 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=1.31ms, fps=4624 images/s, loss=0.3161, top1-acc=91.04%, top5-acc=99.55%, remaining_time=0:00:03.816318, arrival_time=2021-04-15 02:36:17.721809, cost_time=0:00:07.516956 2021-04-15 02:36:14,441 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=1.30ms, fps=4781 images/s, loss=0.3162, top1-acc=91.04%, top5-acc=99.53%, remaining_time=0:00:03.221120, arrival_time=2021-04-15 02:36:17.662402, cost_time=0:00:08.052775 2021-04-15 02:36:15,077 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.44ms, fps=4026 images/s, loss=0.3194, top1-acc=90.89%, top5-acc=99.53%, remaining_time=0:00:02.664596, arrival_time=2021-04-15 02:36:17.742083, cost_time=0:00:08.688969 2021-04-15 02:36:15,717 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.86ms, fps=4003 images/s, loss=0.3208, top1-acc=90.85%, top5-acc=99.52%, remaining_time=0:00:02.098980, arrival_time=2021-04-15 02:36:17.816421, cost_time=0:00:09.328841 2021-04-15 02:36:16,275 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=1.30ms, fps=4595 images/s, loss=0.3225, top1-acc=90.84%, top5-acc=99.51%, remaining_time=0:00:01.512056, arrival_time=2021-04-15 02:36:17.787098, cost_time=0:00:09.886525 2021-04-15 02:36:16,842 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=1.35ms, fps=4514 images/s, loss=0.3241, top1-acc=90.78%, top5-acc=99.50%, remaining_time=0:00:00.929248, arrival_time=2021-04-15 02:36:17.771718, cost_time=0:00:10.453962 2021-04-15 02:36:17,393 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.13ms, fps=4646 images/s, loss=0.3240, top1-acc=90.77%, top5-acc=99.50%, remaining_time=0:00:00.347538, arrival_time=2021-04-15 02:36:17.741381, cost_time=0:00:11.005338 2021-04-15 02:36:17,711 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=0.06ms, fps=4290 images/s, loss=0.3249, top1-acc=90.75%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-15 02:36:17.711231, cost_time=0:00:11.322664 2021-04-15 02:36:18,064 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=3.04ms, fps=7291 images/s, loss=1.2626, top1-acc=66.33%, top5-acc=90.31%, remaining_time=0:00:01.053390, arrival_time=2021-04-15 02:36:19.118055, cost_time=0:00:00.351128 2021-04-15 02:36:18,339 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=8.01ms, fps=9343 images/s, loss=1.2874, top1-acc=66.56%, top5-acc=89.79%, remaining_time=0:00:00.625460, arrival_time=2021-04-15 02:36:18.964453, cost_time=0:00:00.625468 2021-04-15 02:36:18,603 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=5.48ms, fps=9709 images/s, loss=1.2805, top1-acc=66.87%, top5-acc=89.74%, remaining_time=0:00:00.296490, arrival_time=2021-04-15 02:36:18.899481, cost_time=0:00:00.889477 2021-04-15 02:36:18,864 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=0.06ms, fps=8893 images/s, loss=1.2882, top1-acc=66.31%, top5-acc=89.71%, remaining_time=0:00:00, arrival_time=2021-04-15 02:36:18.864147, cost_time=0:00:01.150640 2021-04-15 02:36:18,939 INFO : Epoch=0170 complete, best val top1-acc=66.47%, top5-acc=89.47% (epoch=169), remaining_time=0:06:24.855930, arrival_time=2021-04-15 02:42:43.795418, cost_time=0:36:20.850234 2021-04-15 02:36:18,941 INFO : Train start, epoch=0171, lr=0.005450 2021-04-15 02:36:19,703 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=2.12ms, fps=3362 images/s, loss=0.2988, top1-acc=92.15%, top5-acc=99.45%, remaining_time=0:00:14.162412, arrival_time=2021-04-15 02:36:33.865464, cost_time=0:00:00.761421 2021-04-15 02:36:20,316 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=1.24ms, fps=4175 images/s, loss=0.2946, top1-acc=92.34%, top5-acc=99.61%, remaining_time=0:00:12.099296, arrival_time=2021-04-15 02:36:32.415950, cost_time=0:00:01.374916 2021-04-15 02:36:20,890 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.42ms, fps=4463 images/s, loss=0.3016, top1-acc=92.19%, top5-acc=99.58%, remaining_time=0:00:10.785020, arrival_time=2021-04-15 02:36:31.675765, cost_time=0:00:01.949106 2021-04-15 02:36:21,496 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=1.29ms, fps=4231 images/s, loss=0.2992, top1-acc=92.23%, top5-acc=99.61%, remaining_time=0:00:09.962472, arrival_time=2021-04-15 02:36:31.458677, cost_time=0:00:02.554466 2021-04-15 02:36:22,049 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=1.24ms, fps=4630 images/s, loss=0.3046, top1-acc=91.76%, top5-acc=99.65%, remaining_time=0:00:09.075652, arrival_time=2021-04-15 02:36:31.125420, cost_time=0:00:03.108110 2021-04-15 02:36:22,618 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.37ms, fps=4507 images/s, loss=0.3048, top1-acc=91.75%, top5-acc=99.63%, remaining_time=0:00:08.333264, arrival_time=2021-04-15 02:36:30.951365, cost_time=0:00:03.676451 2021-04-15 02:36:23,193 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.20ms, fps=4457 images/s, loss=0.3051, top1-acc=91.79%, top5-acc=99.61%, remaining_time=0:00:07.652106, arrival_time=2021-04-15 02:36:30.845043, cost_time=0:00:04.251151 2021-04-15 02:36:23,742 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.31ms, fps=4660 images/s, loss=0.3048, top1-acc=91.83%, top5-acc=99.62%, remaining_time=0:00:06.961740, arrival_time=2021-04-15 02:36:30.704594, cost_time=0:00:04.801202 2021-04-15 02:36:24,302 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.32ms, fps=4574 images/s, loss=0.3050, top1-acc=91.78%, top5-acc=99.64%, remaining_time=0:00:06.314314, arrival_time=2021-04-15 02:36:30.617139, cost_time=0:00:05.361179 2021-04-15 02:36:24,860 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=1.61ms, fps=4593 images/s, loss=0.3059, top1-acc=91.72%, top5-acc=99.62%, remaining_time=0:00:05.682144, arrival_time=2021-04-15 02:36:30.542716, cost_time=0:00:05.918857 2021-04-15 02:36:25,401 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=1.24ms, fps=4733 images/s, loss=0.3071, top1-acc=91.60%, top5-acc=99.61%, remaining_time=0:00:05.050694, arrival_time=2021-04-15 02:36:30.452591, cost_time=0:00:06.460224 2021-04-15 02:36:26,020 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=1.23ms, fps=4143 images/s, loss=0.3087, top1-acc=91.47%, top5-acc=99.61%, remaining_time=0:00:04.483088, arrival_time=2021-04-15 02:36:30.503261, cost_time=0:00:07.078531 2021-04-15 02:36:26,613 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=1.34ms, fps=4315 images/s, loss=0.3113, top1-acc=91.41%, top5-acc=99.58%, remaining_time=0:00:03.895056, arrival_time=2021-04-15 02:36:30.508843, cost_time=0:00:07.672141 2021-04-15 02:36:27,179 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=1.30ms, fps=4532 images/s, loss=0.3128, top1-acc=91.36%, top5-acc=99.56%, remaining_time=0:00:03.294928, arrival_time=2021-04-15 02:36:30.473986, cost_time=0:00:08.237327 2021-04-15 02:36:27,726 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=1.30ms, fps=4685 images/s, loss=0.3132, top1-acc=91.30%, top5-acc=99.57%, remaining_time=0:00:02.693852, arrival_time=2021-04-15 02:36:30.419839, cost_time=0:00:08.784334 2021-04-15 02:36:28,268 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=1.29ms, fps=4727 images/s, loss=0.3150, top1-acc=91.24%, top5-acc=99.55%, remaining_time=0:00:02.098404, arrival_time=2021-04-15 02:36:30.366373, cost_time=0:00:09.326212 2021-04-15 02:36:28,885 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=1.26ms, fps=4151 images/s, loss=0.3158, top1-acc=91.22%, top5-acc=99.56%, remaining_time=0:00:01.520766, arrival_time=2021-04-15 02:36:30.405916, cost_time=0:00:09.943482 2021-04-15 02:36:29,460 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=1.84ms, fps=4455 images/s, loss=0.3162, top1-acc=91.20%, top5-acc=99.56%, remaining_time=0:00:00.934992, arrival_time=2021-04-15 02:36:30.395242, cost_time=0:00:10.518607 2021-04-15 02:36:30,020 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=0.98ms, fps=4573 images/s, loss=0.3177, top1-acc=91.17%, top5-acc=99.55%, remaining_time=0:00:00.349854, arrival_time=2021-04-15 02:36:30.370396, cost_time=0:00:11.078759 2021-04-15 02:36:30,399 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=0.09ms, fps=3597 images/s, loss=0.3184, top1-acc=91.15%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-15 02:36:30.399241, cost_time=0:00:11.457551 2021-04-15 02:36:30,779 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=1.56ms, fps=6773 images/s, loss=1.3557, top1-acc=64.88%, top5-acc=89.34%, remaining_time=0:00:01.133910, arrival_time=2021-04-15 02:36:31.913642, cost_time=0:00:00.377970 2021-04-15 02:36:31,082 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=2.37ms, fps=8465 images/s, loss=1.3134, top1-acc=65.86%, top5-acc=89.49%, remaining_time=0:00:00.680700, arrival_time=2021-04-15 02:36:31.763158, cost_time=0:00:00.680701 2021-04-15 02:36:31,393 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=35.75ms, fps=8236 images/s, loss=1.2971, top1-acc=66.42%, top5-acc=89.62%, remaining_time=0:00:00.330610, arrival_time=2021-04-15 02:36:31.724197, cost_time=0:00:00.991824 2021-04-15 02:36:31,660 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=0.05ms, fps=8710 images/s, loss=1.3109, top1-acc=66.50%, top5-acc=89.44%, remaining_time=0:00:00, arrival_time=2021-04-15 02:36:31.660225, cost_time=0:00:01.258483 2021-04-15 02:36:31,774 INFO : Epoch=0171 complete, best val top1-acc=66.50%, top5-acc=89.44% (epoch=171), remaining_time=0:06:12.028530, arrival_time=2021-04-15 02:42:43.803313, cost_time=0:36:33.685544 2021-04-15 02:36:31,776 INFO : Train start, epoch=0172, lr=0.005099 2021-04-15 02:36:32,555 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=1.46ms, fps=3288 images/s, loss=0.2892, top1-acc=92.11%, top5-acc=99.84%, remaining_time=0:00:14.479728, arrival_time=2021-04-15 02:36:47.034817, cost_time=0:00:00.778485 2021-04-15 02:36:33,192 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.25ms, fps=4021 images/s, loss=0.2933, top1-acc=92.09%, top5-acc=99.77%, remaining_time=0:00:12.456048, arrival_time=2021-04-15 02:36:45.648092, cost_time=0:00:01.415452 2021-04-15 02:36:33,794 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=1.44ms, fps=4254 images/s, loss=0.2965, top1-acc=91.98%, top5-acc=99.73%, remaining_time=0:00:11.163998, arrival_time=2021-04-15 02:36:44.958211, cost_time=0:00:02.017590 2021-04-15 02:36:34,440 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.25ms, fps=3966 images/s, loss=0.2929, top1-acc=92.03%, top5-acc=99.74%, remaining_time=0:00:10.387416, arrival_time=2021-04-15 02:36:44.827500, cost_time=0:00:02.663456 2021-04-15 02:36:35,038 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=1.49ms, fps=4280 images/s, loss=0.2936, top1-acc=92.06%, top5-acc=99.69%, remaining_time=0:00:09.525186, arrival_time=2021-04-15 02:36:44.563851, cost_time=0:00:03.262042 2021-04-15 02:36:35,656 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=1.42ms, fps=4144 images/s, loss=0.2947, top1-acc=91.93%, top5-acc=99.68%, remaining_time=0:00:08.795256, arrival_time=2021-04-15 02:36:44.452127, cost_time=0:00:03.880243 2021-04-15 02:36:36,303 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=1.47ms, fps=3963 images/s, loss=0.2947, top1-acc=91.94%, top5-acc=99.68%, remaining_time=0:00:08.147790, arrival_time=2021-04-15 02:36:44.450970, cost_time=0:00:04.526584 2021-04-15 02:36:36,936 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=3.25ms, fps=4048 images/s, loss=0.2979, top1-acc=91.90%, top5-acc=99.64%, remaining_time=0:00:07.481072, arrival_time=2021-04-15 02:36:44.417089, cost_time=0:00:05.159375 2021-04-15 02:36:37,563 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=1.67ms, fps=4083 images/s, loss=0.3005, top1-acc=91.80%, top5-acc=99.64%, remaining_time=0:00:06.815588, arrival_time=2021-04-15 02:36:44.379139, cost_time=0:00:05.786826 2021-04-15 02:36:38,218 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=3.25ms, fps=3910 images/s, loss=0.3005, top1-acc=91.83%, top5-acc=99.62%, remaining_time=0:00:06.184608, arrival_time=2021-04-15 02:36:44.403482, cost_time=0:00:06.442285 2021-04-15 02:36:38,782 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=1.28ms, fps=4545 images/s, loss=0.3006, top1-acc=91.84%, top5-acc=99.61%, remaining_time=0:00:05.477340, arrival_time=2021-04-15 02:36:44.259955, cost_time=0:00:07.005906 2021-04-15 02:36:39,333 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=1.39ms, fps=4652 images/s, loss=0.3024, top1-acc=91.78%, top5-acc=99.58%, remaining_time=0:00:04.785948, arrival_time=2021-04-15 02:36:44.119295, cost_time=0:00:07.556737 2021-04-15 02:36:39,901 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=1.20ms, fps=4512 images/s, loss=0.3017, top1-acc=91.81%, top5-acc=99.59%, remaining_time=0:00:04.124736, arrival_time=2021-04-15 02:36:44.025849, cost_time=0:00:08.124530 2021-04-15 02:36:40,488 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=1.34ms, fps=4360 images/s, loss=0.3021, top1-acc=91.80%, top5-acc=99.58%, remaining_time=0:00:03.484768, arrival_time=2021-04-15 02:36:43.973359, cost_time=0:00:08.711946 2021-04-15 02:36:41,102 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=1.22ms, fps=4173 images/s, loss=0.3026, top1-acc=91.79%, top5-acc=99.57%, remaining_time=0:00:02.859912, arrival_time=2021-04-15 02:36:43.962442, cost_time=0:00:09.325866 2021-04-15 02:36:41,664 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=1.29ms, fps=4561 images/s, loss=0.3031, top1-acc=91.75%, top5-acc=99.58%, remaining_time=0:00:02.224728, arrival_time=2021-04-15 02:36:43.888968, cost_time=0:00:09.887656 2021-04-15 02:36:42,263 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.24ms, fps=4271 images/s, loss=0.3034, top1-acc=91.74%, top5-acc=99.58%, remaining_time=0:00:01.603940, arrival_time=2021-04-15 02:36:43.867890, cost_time=0:00:10.487375 2021-04-15 02:36:42,902 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=1.25ms, fps=4013 images/s, loss=0.3035, top1-acc=91.72%, top5-acc=99.58%, remaining_time=0:00:00.988944, arrival_time=2021-04-15 02:36:43.891204, cost_time=0:00:11.125672 2021-04-15 02:36:43,473 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=1.06ms, fps=4482 images/s, loss=0.3052, top1-acc=91.65%, top5-acc=99.57%, remaining_time=0:00:00.369384, arrival_time=2021-04-15 02:36:43.843208, cost_time=0:00:11.697241 2021-04-15 02:36:43,786 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=1.07ms, fps=4359 images/s, loss=0.3066, top1-acc=91.63%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-15 02:36:43.786147, cost_time=0:00:12.009567 2021-04-15 02:36:44,222 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=12.27ms, fps=5893 images/s, loss=1.3269, top1-acc=65.86%, top5-acc=88.98%, remaining_time=0:00:01.303200, arrival_time=2021-04-15 02:36:45.525477, cost_time=0:00:00.434405 2021-04-15 02:36:44,534 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=0.38ms, fps=8200 images/s, loss=1.3024, top1-acc=66.84%, top5-acc=89.39%, remaining_time=0:00:00.747080, arrival_time=2021-04-15 02:36:45.282015, cost_time=0:00:00.747081 2021-04-15 02:36:44,814 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=2.97ms, fps=9171 images/s, loss=1.2937, top1-acc=66.65%, top5-acc=89.71%, remaining_time=0:00:00.342220, arrival_time=2021-04-15 02:36:45.156683, cost_time=0:00:01.026660 2021-04-15 02:36:45,070 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=0.05ms, fps=9084 images/s, loss=1.2743, top1-acc=66.84%, top5-acc=89.89%, remaining_time=0:00:00, arrival_time=2021-04-15 02:36:45.070158, cost_time=0:00:01.282362 2021-04-15 02:36:45,185 INFO : Epoch=0172 complete, best val top1-acc=66.84%, top5-acc=89.89% (epoch=172), remaining_time=0:05:59.294684, arrival_time=2021-04-15 02:42:44.479900, cost_time=0:36:47.095961 2021-04-15 02:36:45,187 INFO : Train start, epoch=0173, lr=0.004759 2021-04-15 02:36:45,906 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=3.77ms, fps=3560 images/s, loss=0.2931, top1-acc=92.19%, top5-acc=99.73%, remaining_time=0:00:13.374888, arrival_time=2021-04-15 02:36:59.281083, cost_time=0:00:00.719076 2021-04-15 02:36:46,558 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=1.27ms, fps=3930 images/s, loss=0.2860, top1-acc=92.44%, top5-acc=99.75%, remaining_time=0:00:12.062688, arrival_time=2021-04-15 02:36:58.620774, cost_time=0:00:01.370753 2021-04-15 02:36:47,174 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=1.19ms, fps=4158 images/s, loss=0.2846, top1-acc=92.43%, top5-acc=99.73%, remaining_time=0:00:10.994844, arrival_time=2021-04-15 02:36:58.168995, cost_time=0:00:01.987034 2021-04-15 02:36:47,798 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.32ms, fps=4105 images/s, loss=0.2807, top1-acc=92.58%, top5-acc=99.74%, remaining_time=0:00:10.182744, arrival_time=2021-04-15 02:36:57.980832, cost_time=0:00:02.610963 2021-04-15 02:36:48,459 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=1.30ms, fps=3874 images/s, loss=0.2814, top1-acc=92.46%, top5-acc=99.71%, remaining_time=0:00:09.554678, arrival_time=2021-04-15 02:36:58.013962, cost_time=0:00:03.272161 2021-04-15 02:36:49,097 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=1.26ms, fps=4015 images/s, loss=0.2814, top1-acc=92.45%, top5-acc=99.71%, remaining_time=0:00:08.862984, arrival_time=2021-04-15 02:36:57.960252, cost_time=0:00:03.910145 2021-04-15 02:36:49,710 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.42ms, fps=4176 images/s, loss=0.2818, top1-acc=92.42%, top5-acc=99.71%, remaining_time=0:00:08.142246, arrival_time=2021-04-15 02:36:57.852859, cost_time=0:00:04.523494 2021-04-15 02:36:50,335 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=1.26ms, fps=4102 images/s, loss=0.2823, top1-acc=92.47%, top5-acc=99.71%, remaining_time=0:00:07.464368, arrival_time=2021-04-15 02:36:57.799405, cost_time=0:00:05.147835 2021-04-15 02:36:50,952 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=1.27ms, fps=4151 images/s, loss=0.2832, top1-acc=92.46%, top5-acc=99.70%, remaining_time=0:00:06.790042, arrival_time=2021-04-15 02:36:57.742320, cost_time=0:00:05.765155 2021-04-15 02:36:51,604 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=1.32ms, fps=3929 images/s, loss=0.2837, top1-acc=92.43%, top5-acc=99.70%, remaining_time=0:00:06.160416, arrival_time=2021-04-15 02:36:57.764735, cost_time=0:00:06.417119 2021-04-15 02:36:52,255 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=1.30ms, fps=3933 images/s, loss=0.2845, top1-acc=92.40%, top5-acc=99.68%, remaining_time=0:00:05.526360, arrival_time=2021-04-15 02:36:57.782058, cost_time=0:00:07.068565 2021-04-15 02:36:52,813 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.30ms, fps=4595 images/s, loss=0.2854, top1-acc=92.39%, top5-acc=99.68%, remaining_time=0:00:04.829800, arrival_time=2021-04-15 02:36:57.642931, cost_time=0:00:07.626010 2021-04-15 02:36:53,403 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.47ms, fps=4337 images/s, loss=0.2876, top1-acc=92.30%, top5-acc=99.65%, remaining_time=0:00:04.171464, arrival_time=2021-04-15 02:36:57.575238, cost_time=0:00:08.216581 2021-04-15 02:36:54,002 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=1.44ms, fps=4280 images/s, loss=0.2889, top1-acc=92.25%, top5-acc=99.66%, remaining_time=0:00:03.526096, arrival_time=2021-04-15 02:36:57.528398, cost_time=0:00:08.815175 2021-04-15 02:36:54,609 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=1.35ms, fps=4219 images/s, loss=0.2904, top1-acc=92.19%, top5-acc=99.66%, remaining_time=0:00:02.889536, arrival_time=2021-04-15 02:36:57.498992, cost_time=0:00:09.422336 2021-04-15 02:36:55,214 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=1.89ms, fps=4236 images/s, loss=0.2906, top1-acc=92.18%, top5-acc=99.67%, remaining_time=0:00:02.256084, arrival_time=2021-04-15 02:36:57.470233, cost_time=0:00:10.027015 2021-04-15 02:36:55,804 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.50ms, fps=4341 images/s, loss=0.2931, top1-acc=92.10%, top5-acc=99.66%, remaining_time=0:00:01.623778, arrival_time=2021-04-15 02:36:57.428030, cost_time=0:00:10.617061 2021-04-15 02:36:56,387 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.44ms, fps=4394 images/s, loss=0.2945, top1-acc=92.08%, top5-acc=99.65%, remaining_time=0:00:00.995568, arrival_time=2021-04-15 02:36:57.382862, cost_time=0:00:11.200158 2021-04-15 02:36:56,977 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.32ms, fps=4339 images/s, loss=0.2954, top1-acc=92.03%, top5-acc=99.65%, remaining_time=0:00:00.372330, arrival_time=2021-04-15 02:36:57.350003, cost_time=0:00:11.790518 2021-04-15 02:36:57,337 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=0.05ms, fps=3788 images/s, loss=0.2960, top1-acc=91.99%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-15 02:36:57.337141, cost_time=0:00:12.150026 2021-04-15 02:36:57,755 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=0.32ms, fps=6144 images/s, loss=1.2672, top1-acc=66.60%, top5-acc=89.26%, remaining_time=0:00:01.250070, arrival_time=2021-04-15 02:36:59.005570, cost_time=0:00:00.416687 2021-04-15 02:36:58,061 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=0.24ms, fps=8384 images/s, loss=1.2684, top1-acc=67.11%, top5-acc=89.37%, remaining_time=0:00:00.722360, arrival_time=2021-04-15 02:36:58.783591, cost_time=0:00:00.722358 2021-04-15 02:36:58,360 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=0.30ms, fps=8573 images/s, loss=1.2682, top1-acc=66.94%, top5-acc=89.62%, remaining_time=0:00:00.340500, arrival_time=2021-04-15 02:36:58.700893, cost_time=0:00:01.021503 2021-04-15 02:36:58,601 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=0.05ms, fps=9656 images/s, loss=1.2662, top1-acc=66.97%, top5-acc=89.62%, remaining_time=0:00:00, arrival_time=2021-04-15 02:36:58.601106, cost_time=0:00:01.262312 2021-04-15 02:36:58,734 INFO : Epoch=0173 complete, best val top1-acc=66.97%, top5-acc=89.62% (epoch=173), remaining_time=0:05:46.574700, arrival_time=2021-04-15 02:42:45.309184, cost_time=0:37:00.645248 2021-04-15 02:36:58,735 INFO : Train start, epoch=0174, lr=0.004430 2021-04-15 02:36:59,466 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=0.18ms, fps=3506 images/s, loss=0.2781, top1-acc=93.05%, top5-acc=99.61%, remaining_time=0:00:13.580046, arrival_time=2021-04-15 02:37:13.046067, cost_time=0:00:00.730111 2021-04-15 02:37:00,009 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=1.40ms, fps=4712 images/s, loss=0.2754, top1-acc=92.93%, top5-acc=99.67%, remaining_time=0:00:11.208560, arrival_time=2021-04-15 02:37:11.218259, cost_time=0:00:01.273703 2021-04-15 02:37:00,635 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=1.31ms, fps=4093 images/s, loss=0.2821, top1-acc=92.58%, top5-acc=99.61%, remaining_time=0:00:10.511120, arrival_time=2021-04-15 02:37:11.146633, cost_time=0:00:01.899603 2021-04-15 02:37:01,204 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=1.75ms, fps=4505 images/s, loss=0.2800, top1-acc=92.53%, top5-acc=99.62%, remaining_time=0:00:09.625824, arrival_time=2021-04-15 02:37:10.829925, cost_time=0:00:02.468148 2021-04-15 02:37:01,771 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=1.52ms, fps=4515 images/s, loss=0.2797, top1-acc=92.62%, top5-acc=99.63%, remaining_time=0:00:08.864098, arrival_time=2021-04-15 02:37:10.635674, cost_time=0:00:03.035665 2021-04-15 02:37:02,344 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=1.31ms, fps=4471 images/s, loss=0.2791, top1-acc=92.65%, top5-acc=99.64%, remaining_time=0:00:08.179448, arrival_time=2021-04-15 02:37:10.523969, cost_time=0:00:03.608590 2021-04-15 02:37:02,899 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=1.31ms, fps=4614 images/s, loss=0.2798, top1-acc=92.52%, top5-acc=99.65%, remaining_time=0:00:07.494858, arrival_time=2021-04-15 02:37:10.394580, cost_time=0:00:04.163803 2021-04-15 02:37:03,472 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=1.35ms, fps=4475 images/s, loss=0.2815, top1-acc=92.43%, top5-acc=99.67%, remaining_time=0:00:06.867548, arrival_time=2021-04-15 02:37:10.339696, cost_time=0:00:04.736233 2021-04-15 02:37:04,004 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.20ms, fps=4812 images/s, loss=0.2816, top1-acc=92.46%, top5-acc=99.66%, remaining_time=0:00:06.205240, arrival_time=2021-04-15 02:37:10.209775, cost_time=0:00:05.268603 2021-04-15 02:37:04,570 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=1.19ms, fps=4527 images/s, loss=0.2819, top1-acc=92.47%, top5-acc=99.62%, remaining_time=0:00:05.601024, arrival_time=2021-04-15 02:37:10.171472, cost_time=0:00:05.834433 2021-04-15 02:37:05,163 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.19ms, fps=4323 images/s, loss=0.2831, top1-acc=92.44%, top5-acc=99.62%, remaining_time=0:00:05.024894, arrival_time=2021-04-15 02:37:10.188032, cost_time=0:00:06.427208 2021-04-15 02:37:05,729 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=1.42ms, fps=4528 images/s, loss=0.2842, top1-acc=92.38%, top5-acc=99.63%, remaining_time=0:00:04.428824, arrival_time=2021-04-15 02:37:10.157797, cost_time=0:00:06.992929 2021-04-15 02:37:06,290 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=1.32ms, fps=4566 images/s, loss=0.2859, top1-acc=92.30%, top5-acc=99.63%, remaining_time=0:00:03.835194, arrival_time=2021-04-15 02:37:10.125347, cost_time=0:00:07.554216 2021-04-15 02:37:06,857 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=1.45ms, fps=4516 images/s, loss=0.2859, top1-acc=92.32%, top5-acc=99.64%, remaining_time=0:00:03.248616, arrival_time=2021-04-15 02:37:10.106024, cost_time=0:00:08.121494 2021-04-15 02:37:07,440 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.23ms, fps=4395 images/s, loss=0.2862, top1-acc=92.35%, top5-acc=99.63%, remaining_time=0:00:02.669288, arrival_time=2021-04-15 02:37:10.109583, cost_time=0:00:08.704259 2021-04-15 02:37:07,997 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=1.45ms, fps=4602 images/s, loss=0.2873, top1-acc=92.32%, top5-acc=99.63%, remaining_time=0:00:02.083752, arrival_time=2021-04-15 02:37:10.080856, cost_time=0:00:09.261169 2021-04-15 02:37:08,552 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=1.29ms, fps=4614 images/s, loss=0.2889, top1-acc=92.23%, top5-acc=99.62%, remaining_time=0:00:01.501344, arrival_time=2021-04-15 02:37:10.053668, cost_time=0:00:09.816414 2021-04-15 02:37:09,119 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=1.42ms, fps=4520 images/s, loss=0.2892, top1-acc=92.22%, top5-acc=99.61%, remaining_time=0:00:00.922944, arrival_time=2021-04-15 02:37:10.042015, cost_time=0:00:10.383157 2021-04-15 02:37:09,676 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.13ms, fps=4593 images/s, loss=0.2903, top1-acc=92.19%, top5-acc=99.61%, remaining_time=0:00:00.345498, arrival_time=2021-04-15 02:37:10.022298, cost_time=0:00:10.940835 2021-04-15 02:37:09,992 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=0.05ms, fps=4311 images/s, loss=0.2903, top1-acc=92.19%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-15 02:37:09.992746, cost_time=0:00:11.256821 2021-04-15 02:37:10,394 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=0.39ms, fps=6402 images/s, loss=1.2185, top1-acc=67.85%, top5-acc=90.47%, remaining_time=0:00:01.199520, arrival_time=2021-04-15 02:37:11.593829, cost_time=0:00:00.399843 2021-04-15 02:37:10,624 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=2.11ms, fps=11129 images/s, loss=1.2638, top1-acc=66.70%, top5-acc=89.63%, remaining_time=0:00:00.630400, arrival_time=2021-04-15 02:37:11.255182, cost_time=0:00:00.630393 2021-04-15 02:37:10,924 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=0.17ms, fps=8556 images/s, loss=1.2595, top1-acc=67.02%, top5-acc=89.67%, remaining_time=0:00:00.309960, arrival_time=2021-04-15 02:37:11.234257, cost_time=0:00:00.929886 2021-04-15 02:37:11,198 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=0.05ms, fps=8473 images/s, loss=1.2842, top1-acc=66.83%, top5-acc=89.68%, remaining_time=0:00:00, arrival_time=2021-04-15 02:37:11.198433, cost_time=0:00:01.204047 2021-04-15 02:37:11,256 INFO : Epoch=0174 complete, best val top1-acc=66.97%, top5-acc=89.62% (epoch=173), remaining_time=0:05:33.691670, arrival_time=2021-04-15 02:42:44.948287, cost_time=0:37:13.167408 2021-04-15 02:37:11,257 INFO : Train start, epoch=0175, lr=0.004112 2021-04-15 02:37:12,080 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=1.20ms, fps=3110 images/s, loss=0.2817, top1-acc=92.27%, top5-acc=99.77%, remaining_time=0:00:15.309846, arrival_time=2021-04-15 02:37:27.390795, cost_time=0:00:00.823107 2021-04-15 02:37:12,761 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=1.34ms, fps=3765 images/s, loss=0.2769, top1-acc=92.42%, top5-acc=99.71%, remaining_time=0:00:13.229392, arrival_time=2021-04-15 02:37:25.990564, cost_time=0:00:01.503335 2021-04-15 02:37:13,360 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=1.25ms, fps=4274 images/s, loss=0.2763, top1-acc=92.40%, top5-acc=99.78%, remaining_time=0:00:11.634442, arrival_time=2021-04-15 02:37:24.994883, cost_time=0:00:02.102605 2021-04-15 02:37:13,982 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=1.47ms, fps=4115 images/s, loss=0.2786, top1-acc=92.33%, top5-acc=99.78%, remaining_time=0:00:10.627656, arrival_time=2021-04-15 02:37:24.610569, cost_time=0:00:02.725038 2021-04-15 02:37:14,573 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.30ms, fps=4337 images/s, loss=0.2754, top1-acc=92.55%, top5-acc=99.77%, remaining_time=0:00:09.681990, arrival_time=2021-04-15 02:37:24.255566, cost_time=0:00:03.315741 2021-04-15 02:37:15,117 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=1.29ms, fps=4709 images/s, loss=0.2738, top1-acc=92.73%, top5-acc=99.75%, remaining_time=0:00:08.748744, arrival_time=2021-04-15 02:37:23.866294, cost_time=0:00:03.859718 2021-04-15 02:37:15,653 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=1.27ms, fps=4784 images/s, loss=0.2740, top1-acc=92.68%, top5-acc=99.73%, remaining_time=0:00:07.911414, arrival_time=2021-04-15 02:37:23.564467, cost_time=0:00:04.395211 2021-04-15 02:37:16,239 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.33ms, fps=4369 images/s, loss=0.2750, top1-acc=92.66%, top5-acc=99.73%, remaining_time=0:00:07.223204, arrival_time=2021-04-15 02:37:23.462539, cost_time=0:00:04.981481 2021-04-15 02:37:16,784 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=1.51ms, fps=4704 images/s, loss=0.2741, top1-acc=92.69%, top5-acc=99.74%, remaining_time=0:00:06.508400, arrival_time=2021-04-15 02:37:23.292351, cost_time=0:00:05.526032 2021-04-15 02:37:17,367 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=1.66ms, fps=4388 images/s, loss=0.2739, top1-acc=92.70%, top5-acc=99.73%, remaining_time=0:00:05.865600, arrival_time=2021-04-15 02:37:23.233477, cost_time=0:00:06.110034 2021-04-15 02:37:17,956 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.43ms, fps=4354 images/s, loss=0.2746, top1-acc=92.63%, top5-acc=99.71%, remaining_time=0:00:05.236884, arrival_time=2021-04-15 02:37:23.193184, cost_time=0:00:06.698378 2021-04-15 02:37:18,511 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=1.43ms, fps=4615 images/s, loss=0.2749, top1-acc=92.65%, top5-acc=99.70%, remaining_time=0:00:04.593972, arrival_time=2021-04-15 02:37:23.105471, cost_time=0:00:07.253611 2021-04-15 02:37:19,073 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=1.21ms, fps=4558 images/s, loss=0.2757, top1-acc=92.67%, top5-acc=99.70%, remaining_time=0:00:03.967986, arrival_time=2021-04-15 02:37:23.041517, cost_time=0:00:07.815693 2021-04-15 02:37:19,624 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.35ms, fps=4655 images/s, loss=0.2773, top1-acc=92.59%, top5-acc=99.68%, remaining_time=0:00:03.346392, arrival_time=2021-04-15 02:37:22.970375, cost_time=0:00:08.366026 2021-04-15 02:37:20,197 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=1.40ms, fps=4468 images/s, loss=0.2785, top1-acc=92.54%, top5-acc=99.68%, remaining_time=0:00:02.741462, arrival_time=2021-04-15 02:37:22.938910, cost_time=0:00:08.939584 2021-04-15 02:37:20,797 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=1.30ms, fps=4267 images/s, loss=0.2795, top1-acc=92.50%, top5-acc=99.69%, remaining_time=0:00:02.146500, arrival_time=2021-04-15 02:37:22.944298, cost_time=0:00:09.539963 2021-04-15 02:37:21,376 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.34ms, fps=4430 images/s, loss=0.2808, top1-acc=92.48%, top5-acc=99.67%, remaining_time=0:00:01.547494, arrival_time=2021-04-15 02:37:22.923583, cost_time=0:00:10.118199 2021-04-15 02:37:21,960 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.45ms, fps=4389 images/s, loss=0.2821, top1-acc=92.43%, top5-acc=99.66%, remaining_time=0:00:00.951296, arrival_time=2021-04-15 02:37:22.911218, cost_time=0:00:10.701997 2021-04-15 02:37:22,563 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.18ms, fps=4243 images/s, loss=0.2832, top1-acc=92.40%, top5-acc=99.66%, remaining_time=0:00:00.357030, arrival_time=2021-04-15 02:37:22.920759, cost_time=0:00:11.305893 2021-04-15 02:37:22,877 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=0.05ms, fps=4337 images/s, loss=0.2839, top1-acc=92.39%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-15 02:37:22.877643, cost_time=0:00:11.619818 2021-04-15 02:37:23,259 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=1.48ms, fps=6741 images/s, loss=1.2489, top1-acc=67.93%, top5-acc=90.47%, remaining_time=0:00:01.139280, arrival_time=2021-04-15 02:37:24.398258, cost_time=0:00:00.379757 2021-04-15 02:37:23,505 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=0.20ms, fps=10379 images/s, loss=1.2952, top1-acc=67.09%, top5-acc=89.55%, remaining_time=0:00:00.626700, arrival_time=2021-04-15 02:37:24.132642, cost_time=0:00:00.626709 2021-04-15 02:37:23,879 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=32.41ms, fps=6869 images/s, loss=1.2899, top1-acc=66.64%, top5-acc=89.74%, remaining_time=0:00:00.333240, arrival_time=2021-04-15 02:37:24.212250, cost_time=0:00:00.999707 2021-04-15 02:37:24,138 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=0.05ms, fps=8970 images/s, loss=1.2982, top1-acc=66.85%, top5-acc=89.69%, remaining_time=0:00:00, arrival_time=2021-04-15 02:37:24.138326, cost_time=0:00:01.259116 2021-04-15 02:37:24,199 INFO : Epoch=0175 complete, best val top1-acc=66.97%, top5-acc=89.62% (epoch=173), remaining_time=0:05:20.872900, arrival_time=2021-04-15 02:42:45.072406, cost_time=0:37:26.110301 2021-04-15 02:37:24,200 INFO : Train start, epoch=0176, lr=0.003806 2021-04-15 02:37:24,972 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=0.22ms, fps=3316 images/s, loss=0.2589, top1-acc=93.16%, top5-acc=99.84%, remaining_time=0:00:14.357154, arrival_time=2021-04-15 02:37:39.329865, cost_time=0:00:00.771888 2021-04-15 02:37:25,540 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=1.48ms, fps=4514 images/s, loss=0.2602, top1-acc=93.38%, top5-acc=99.84%, remaining_time=0:00:11.787776, arrival_time=2021-04-15 02:37:37.328026, cost_time=0:00:01.339514 2021-04-15 02:37:26,122 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.58ms, fps=4405 images/s, loss=0.2595, top1-acc=93.39%, top5-acc=99.79%, remaining_time=0:00:10.629312, arrival_time=2021-04-15 02:37:36.751240, cost_time=0:00:01.920971 2021-04-15 02:37:26,710 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=1.22ms, fps=4357 images/s, loss=0.2592, top1-acc=93.50%, top5-acc=99.79%, remaining_time=0:00:09.786348, arrival_time=2021-04-15 02:37:36.496445, cost_time=0:00:02.509320 2021-04-15 02:37:27,312 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=1.30ms, fps=4253 images/s, loss=0.2581, top1-acc=93.52%, top5-acc=99.80%, remaining_time=0:00:09.086310, arrival_time=2021-04-15 02:37:36.398785, cost_time=0:00:03.111727 2021-04-15 02:37:27,903 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=1.65ms, fps=4333 images/s, loss=0.2588, top1-acc=93.48%, top5-acc=99.79%, remaining_time=0:00:08.393240, arrival_time=2021-04-15 02:37:36.296927, cost_time=0:00:03.702917 2021-04-15 02:37:28,514 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=1.42ms, fps=4192 images/s, loss=0.2601, top1-acc=93.45%, top5-acc=99.77%, remaining_time=0:00:07.765254, arrival_time=2021-04-15 02:37:36.280121, cost_time=0:00:04.314045 2021-04-15 02:37:29,103 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.34ms, fps=4349 images/s, loss=0.2631, top1-acc=93.33%, top5-acc=99.76%, remaining_time=0:00:07.109640, arrival_time=2021-04-15 02:37:36.213583, cost_time=0:00:04.903191 2021-04-15 02:37:29,737 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.39ms, fps=4044 images/s, loss=0.2645, top1-acc=93.29%, top5-acc=99.74%, remaining_time=0:00:06.520908, arrival_time=2021-04-15 02:37:36.258285, cost_time=0:00:05.536619 2021-04-15 02:37:30,366 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=1.91ms, fps=4075 images/s, loss=0.2646, top1-acc=93.28%, top5-acc=99.73%, remaining_time=0:00:05.918592, arrival_time=2021-04-15 02:37:36.284723, cost_time=0:00:06.165247 2021-04-15 02:37:30,976 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=1.67ms, fps=4197 images/s, loss=0.2658, top1-acc=93.20%, top5-acc=99.73%, remaining_time=0:00:05.297514, arrival_time=2021-04-15 02:37:36.274196, cost_time=0:00:06.775935 2021-04-15 02:37:31,509 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=1.25ms, fps=4806 images/s, loss=0.2683, top1-acc=93.07%, top5-acc=99.73%, remaining_time=0:00:04.629008, arrival_time=2021-04-15 02:37:36.138724, cost_time=0:00:07.308979 2021-04-15 02:37:32,047 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=1.38ms, fps=4767 images/s, loss=0.2688, top1-acc=93.08%, top5-acc=99.72%, remaining_time=0:00:03.983496, arrival_time=2021-04-15 02:37:36.030608, cost_time=0:00:07.846298 2021-04-15 02:37:32,577 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.40ms, fps=4830 images/s, loss=0.2703, top1-acc=93.01%, top5-acc=99.72%, remaining_time=0:00:03.350704, arrival_time=2021-04-15 02:37:35.928275, cost_time=0:00:08.376822 2021-04-15 02:37:33,137 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.19ms, fps=4575 images/s, loss=0.2704, top1-acc=93.00%, top5-acc=99.70%, remaining_time=0:00:02.740634, arrival_time=2021-04-15 02:37:35.878157, cost_time=0:00:08.936787 2021-04-15 02:37:33,688 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=1.19ms, fps=4654 images/s, loss=0.2706, top1-acc=93.02%, top5-acc=99.69%, remaining_time=0:00:02.134620, arrival_time=2021-04-15 02:37:35.822561, cost_time=0:00:09.487132 2021-04-15 02:37:34,259 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=1.25ms, fps=4484 images/s, loss=0.2719, top1-acc=93.00%, top5-acc=99.69%, remaining_time=0:00:01.538368, arrival_time=2021-04-15 02:37:35.797653, cost_time=0:00:10.058542 2021-04-15 02:37:34,796 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=1.26ms, fps=4769 images/s, loss=0.2721, top1-acc=92.98%, top5-acc=99.69%, remaining_time=0:00:00.941840, arrival_time=2021-04-15 02:37:35.738295, cost_time=0:00:10.595720 2021-04-15 02:37:35,358 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=1.07ms, fps=4554 images/s, loss=0.2732, top1-acc=92.93%, top5-acc=99.70%, remaining_time=0:00:00.352362, arrival_time=2021-04-15 02:37:35.711316, cost_time=0:00:11.158215 2021-04-15 02:37:35,666 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=0.05ms, fps=4435 images/s, loss=0.2748, top1-acc=92.87%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-15 02:37:35.665980, cost_time=0:00:11.465256 2021-04-15 02:37:36,098 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=52.76ms, fps=5940 images/s, loss=1.2970, top1-acc=66.41%, top5-acc=89.73%, remaining_time=0:00:01.292970, arrival_time=2021-04-15 02:37:37.391566, cost_time=0:00:00.430989 2021-04-15 02:37:36,398 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=0.26ms, fps=8540 images/s, loss=1.2771, top1-acc=67.54%, top5-acc=90.25%, remaining_time=0:00:00.731080, arrival_time=2021-04-15 02:37:37.129784, cost_time=0:00:00.731073 2021-04-15 02:37:36,690 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=43.77ms, fps=8780 images/s, loss=1.2843, top1-acc=67.42%, top5-acc=90.07%, remaining_time=0:00:00.341020, arrival_time=2021-04-15 02:37:37.031697, cost_time=0:00:01.023075 2021-04-15 02:37:36,937 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=0.05ms, fps=9395 images/s, loss=1.3104, top1-acc=67.23%, top5-acc=89.84%, remaining_time=0:00:00, arrival_time=2021-04-15 02:37:36.937912, cost_time=0:00:01.270333 2021-04-15 02:37:37,052 INFO : Epoch=0176 complete, best val top1-acc=67.23%, top5-acc=89.84% (epoch=176), remaining_time=0:05:08.040480, arrival_time=2021-04-15 02:42:45.093188, cost_time=0:37:38.963495 2021-04-15 02:37:37,053 INFO : Train start, epoch=0177, lr=0.003511 2021-04-15 02:37:37,821 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=0.29ms, fps=3335 images/s, loss=0.2432, top1-acc=94.18%, top5-acc=99.73%, remaining_time=0:00:14.279220, arrival_time=2021-04-15 02:37:52.100871, cost_time=0:00:00.767697 2021-04-15 02:37:38,469 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=1.49ms, fps=3952 images/s, loss=0.2508, top1-acc=93.65%, top5-acc=99.75%, remaining_time=0:00:12.458512, arrival_time=2021-04-15 02:37:50.928201, cost_time=0:00:01.415736 2021-04-15 02:37:39,098 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=1.51ms, fps=4075 images/s, loss=0.2557, top1-acc=93.50%, top5-acc=99.74%, remaining_time=0:00:11.311572, arrival_time=2021-04-15 02:37:50.409774, cost_time=0:00:02.044249 2021-04-15 02:37:39,675 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.24ms, fps=4435 images/s, loss=0.2593, top1-acc=93.23%, top5-acc=99.76%, remaining_time=0:00:10.225176, arrival_time=2021-04-15 02:37:49.900977, cost_time=0:00:02.621846 2021-04-15 02:37:40,243 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.32ms, fps=4514 images/s, loss=0.2601, top1-acc=93.32%, top5-acc=99.78%, remaining_time=0:00:09.312756, arrival_time=2021-04-15 02:37:49.555993, cost_time=0:00:03.189292 2021-04-15 02:37:40,801 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=1.31ms, fps=4589 images/s, loss=0.2588, top1-acc=93.38%, top5-acc=99.79%, remaining_time=0:00:08.494152, arrival_time=2021-04-15 02:37:49.295536, cost_time=0:00:03.747442 2021-04-15 02:37:41,368 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=1.30ms, fps=4519 images/s, loss=0.2579, top1-acc=93.43%, top5-acc=99.80%, remaining_time=0:00:07.765632, arrival_time=2021-04-15 02:37:49.133845, cost_time=0:00:04.314260 2021-04-15 02:37:41,902 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.45ms, fps=4791 images/s, loss=0.2571, top1-acc=93.42%, top5-acc=99.79%, remaining_time=0:00:07.030992, arrival_time=2021-04-15 02:37:48.933888, cost_time=0:00:04.848951 2021-04-15 02:37:42,444 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=1.37ms, fps=4729 images/s, loss=0.2570, top1-acc=93.42%, top5-acc=99.79%, remaining_time=0:00:06.348870, arrival_time=2021-04-15 02:37:48.793478, cost_time=0:00:05.390549 2021-04-15 02:37:42,988 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.25ms, fps=4707 images/s, loss=0.2580, top1-acc=93.35%, top5-acc=99.77%, remaining_time=0:00:05.697504, arrival_time=2021-04-15 02:37:48.686418, cost_time=0:00:05.934934 2021-04-15 02:37:43,556 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=1.94ms, fps=4518 images/s, loss=0.2600, top1-acc=93.27%, top5-acc=99.76%, remaining_time=0:00:05.083374, arrival_time=2021-04-15 02:37:48.639373, cost_time=0:00:06.502005 2021-04-15 02:37:44,162 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=1.22ms, fps=4225 images/s, loss=0.2624, top1-acc=93.16%, top5-acc=99.74%, remaining_time=0:00:04.501936, arrival_time=2021-04-15 02:37:48.664291, cost_time=0:00:07.108306 2021-04-15 02:37:44,735 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=1.48ms, fps=4474 images/s, loss=0.2623, top1-acc=93.17%, top5-acc=99.74%, remaining_time=0:00:03.899676, arrival_time=2021-04-15 02:37:48.634801, cost_time=0:00:07.681173 2021-04-15 02:37:45,324 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=1.26ms, fps=4343 images/s, loss=0.2644, top1-acc=93.12%, top5-acc=99.72%, remaining_time=0:00:03.308368, arrival_time=2021-04-15 02:37:48.633206, cost_time=0:00:08.270884 2021-04-15 02:37:45,872 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=1.29ms, fps=4676 images/s, loss=0.2656, top1-acc=93.06%, top5-acc=99.71%, remaining_time=0:00:02.704386, arrival_time=2021-04-15 02:37:48.577118, cost_time=0:00:08.818710 2021-04-15 02:37:46,427 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=1.28ms, fps=4621 images/s, loss=0.2672, top1-acc=93.02%, top5-acc=99.69%, remaining_time=0:00:02.108952, arrival_time=2021-04-15 02:37:48.536101, cost_time=0:00:09.373181 2021-04-15 02:37:46,970 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=1.38ms, fps=4714 images/s, loss=0.2678, top1-acc=92.99%, top5-acc=99.68%, remaining_time=0:00:01.516684, arrival_time=2021-04-15 02:37:48.487362, cost_time=0:00:09.916726 2021-04-15 02:37:47,539 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=1.34ms, fps=4504 images/s, loss=0.2684, top1-acc=92.98%, top5-acc=99.68%, remaining_time=0:00:00.932032, arrival_time=2021-04-15 02:37:48.471393, cost_time=0:00:10.485408 2021-04-15 02:37:48,097 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=1.31ms, fps=4591 images/s, loss=0.2690, top1-acc=92.92%, top5-acc=99.68%, remaining_time=0:00:00.348738, arrival_time=2021-04-15 02:37:48.446103, cost_time=0:00:11.043354 2021-04-15 02:37:48,427 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=0.05ms, fps=4120 images/s, loss=0.2701, top1-acc=92.90%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-15 02:37:48.427833, cost_time=0:00:11.373872 2021-04-15 02:37:48,800 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=2.06ms, fps=6907 images/s, loss=1.2977, top1-acc=67.54%, top5-acc=89.92%, remaining_time=0:00:01.111860, arrival_time=2021-04-15 02:37:49.912062, cost_time=0:00:00.370615 2021-04-15 02:37:49,056 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=0.17ms, fps=10017 images/s, loss=1.2597, top1-acc=67.52%, top5-acc=90.47%, remaining_time=0:00:00.626520, arrival_time=2021-04-15 02:37:49.682603, cost_time=0:00:00.626523 2021-04-15 02:37:49,353 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=10.60ms, fps=8622 images/s, loss=1.2676, top1-acc=67.28%, top5-acc=90.30%, remaining_time=0:00:00.307910, arrival_time=2021-04-15 02:37:49.661205, cost_time=0:00:00.923721 2021-04-15 02:37:49,658 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=0.07ms, fps=7620 images/s, loss=1.2643, top1-acc=67.20%, top5-acc=90.24%, remaining_time=0:00:00, arrival_time=2021-04-15 02:37:49.658050, cost_time=0:00:01.228479 2021-04-15 02:37:49,723 INFO : Epoch=0177 complete, best val top1-acc=67.23%, top5-acc=89.84% (epoch=176), remaining_time=0:04:55.184162, arrival_time=2021-04-15 02:42:44.908086, cost_time=0:37:51.634722 2021-04-15 02:37:49,725 INFO : Train start, epoch=0178, lr=0.003228 2021-04-15 02:37:50,443 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=1.17ms, fps=3561 images/s, loss=0.2525, top1-acc=93.63%, top5-acc=99.65%, remaining_time=0:00:13.369494, arrival_time=2021-04-15 02:38:03.813423, cost_time=0:00:00.718787 2021-04-15 02:37:51,005 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=1.33ms, fps=4558 images/s, loss=0.2465, top1-acc=93.98%, top5-acc=99.65%, remaining_time=0:00:11.270512, arrival_time=2021-04-15 02:38:02.276381, cost_time=0:00:01.280734 2021-04-15 02:37:51,591 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=1.27ms, fps=4374 images/s, loss=0.2514, top1-acc=93.67%, top5-acc=99.70%, remaining_time=0:00:10.327192, arrival_time=2021-04-15 02:38:01.918698, cost_time=0:00:01.866368 2021-04-15 02:37:52,177 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=1.21ms, fps=4370 images/s, loss=0.2518, top1-acc=93.67%, top5-acc=99.76%, remaining_time=0:00:09.564828, arrival_time=2021-04-15 02:38:01.742538, cost_time=0:00:02.452525 2021-04-15 02:37:52,736 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=1.25ms, fps=4583 images/s, loss=0.2526, top1-acc=93.62%, top5-acc=99.73%, remaining_time=0:00:08.793580, arrival_time=2021-04-15 02:38:01.530229, cost_time=0:00:03.011504 2021-04-15 02:37:53,335 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=1.27ms, fps=4277 images/s, loss=0.2544, top1-acc=93.65%, top5-acc=99.73%, remaining_time=0:00:08.183392, arrival_time=2021-04-15 02:38:01.518901, cost_time=0:00:03.610342 2021-04-15 02:37:53,899 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.32ms, fps=4543 images/s, loss=0.2573, top1-acc=93.49%, top5-acc=99.73%, remaining_time=0:00:07.513506, arrival_time=2021-04-15 02:38:01.412784, cost_time=0:00:04.174141 2021-04-15 02:37:54,450 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=1.38ms, fps=4649 images/s, loss=0.2581, top1-acc=93.41%, top5-acc=99.73%, remaining_time=0:00:06.851424, arrival_time=2021-04-15 02:38:01.301702, cost_time=0:00:04.725136 2021-04-15 02:37:55,009 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=1.32ms, fps=4581 images/s, loss=0.2577, top1-acc=93.44%, top5-acc=99.74%, remaining_time=0:00:06.223684, arrival_time=2021-04-15 02:38:01.233098, cost_time=0:00:05.284261 2021-04-15 02:37:55,582 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=1.59ms, fps=4469 images/s, loss=0.2599, top1-acc=93.32%, top5-acc=99.75%, remaining_time=0:00:05.623200, arrival_time=2021-04-15 02:38:01.205974, cost_time=0:00:05.857485 2021-04-15 02:37:56,154 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.46ms, fps=4485 images/s, loss=0.2610, top1-acc=93.28%, top5-acc=99.74%, remaining_time=0:00:05.026270, arrival_time=2021-04-15 02:38:01.180356, cost_time=0:00:06.428942 2021-04-15 02:37:56,792 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.87ms, fps=4015 images/s, loss=0.2622, top1-acc=93.21%, top5-acc=99.73%, remaining_time=0:00:04.475640, arrival_time=2021-04-15 02:38:01.267658, cost_time=0:00:07.066796 2021-04-15 02:37:57,438 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=1.60ms, fps=3960 images/s, loss=0.2615, top1-acc=93.25%, top5-acc=99.73%, remaining_time=0:00:03.916176, arrival_time=2021-04-15 02:38:01.355074, cost_time=0:00:07.713743 2021-04-15 02:37:58,023 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.23ms, fps=4381 images/s, loss=0.2622, top1-acc=93.22%, top5-acc=99.72%, remaining_time=0:00:03.319344, arrival_time=2021-04-15 02:38:01.342880, cost_time=0:00:08.298395 2021-04-15 02:37:58,655 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=1.28ms, fps=4055 images/s, loss=0.2631, top1-acc=93.15%, top5-acc=99.73%, remaining_time=0:00:02.738564, arrival_time=2021-04-15 02:38:01.393827, cost_time=0:00:08.930038 2021-04-15 02:37:59,237 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=1.82ms, fps=4399 images/s, loss=0.2633, top1-acc=93.13%, top5-acc=99.72%, remaining_time=0:00:02.140308, arrival_time=2021-04-15 02:38:01.378015, cost_time=0:00:09.512556 2021-04-15 02:37:59,848 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.52ms, fps=4192 images/s, loss=0.2625, top1-acc=93.14%, top5-acc=99.72%, remaining_time=0:00:01.548326, arrival_time=2021-04-15 02:38:01.397127, cost_time=0:00:10.123651 2021-04-15 02:38:00,495 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=1.80ms, fps=3962 images/s, loss=0.2634, top1-acc=93.09%, top5-acc=99.72%, remaining_time=0:00:00.957344, arrival_time=2021-04-15 02:38:01.452538, cost_time=0:00:10.770053 2021-04-15 02:38:01,107 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=1.08ms, fps=4185 images/s, loss=0.2639, top1-acc=93.11%, top5-acc=99.72%, remaining_time=0:00:00.359436, arrival_time=2021-04-15 02:38:01.466777, cost_time=0:00:11.382139 2021-04-15 02:38:01,418 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=0.07ms, fps=4376 images/s, loss=0.2656, top1-acc=93.07%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-15 02:38:01.418575, cost_time=0:00:11.693432 2021-04-15 02:38:01,766 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=1.77ms, fps=7386 images/s, loss=1.3321, top1-acc=65.74%, top5-acc=89.26%, remaining_time=0:00:01.039800, arrival_time=2021-04-15 02:38:02.806646, cost_time=0:00:00.346595 2021-04-15 02:38:02,083 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=0.21ms, fps=8082 images/s, loss=1.3066, top1-acc=66.78%, top5-acc=89.45%, remaining_time=0:00:00.663640, arrival_time=2021-04-15 02:38:02.747565, cost_time=0:00:00.663633 2021-04-15 02:38:02,369 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=0.18ms, fps=8972 images/s, loss=1.3031, top1-acc=66.73%, top5-acc=89.47%, remaining_time=0:00:00.316460, arrival_time=2021-04-15 02:38:02.686085, cost_time=0:00:00.949377 2021-04-15 02:38:02,705 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=0.07ms, fps=6916 images/s, loss=1.2733, top1-acc=67.09%, top5-acc=89.64%, remaining_time=0:00:00, arrival_time=2021-04-15 02:38:02.705361, cost_time=0:00:01.285127 2021-04-15 02:38:02,762 INFO : Epoch=0178 complete, best val top1-acc=67.23%, top5-acc=89.84% (epoch=176), remaining_time=0:04:42.375368, arrival_time=2021-04-15 02:42:45.137972, cost_time=0:38:04.673404 2021-04-15 02:38:02,763 INFO : Train start, epoch=0179, lr=0.002956 2021-04-15 02:38:03,514 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=1.29ms, fps=3411 images/s, loss=0.2521, top1-acc=93.83%, top5-acc=99.69%, remaining_time=0:00:13.960230, arrival_time=2021-04-15 02:38:17.474533, cost_time=0:00:00.750553 2021-04-15 02:38:04,070 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=1.27ms, fps=4610 images/s, loss=0.2474, top1-acc=93.87%, top5-acc=99.71%, remaining_time=0:00:11.494912, arrival_time=2021-04-15 02:38:15.564886, cost_time=0:00:01.306235 2021-04-15 02:38:04,626 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=1.28ms, fps=4600 images/s, loss=0.2522, top1-acc=93.79%, top5-acc=99.70%, remaining_time=0:00:10.309098, arrival_time=2021-04-15 02:38:14.935943, cost_time=0:00:01.863099 2021-04-15 02:38:05,171 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.28ms, fps=4706 images/s, loss=0.2524, top1-acc=93.82%, top5-acc=99.75%, remaining_time=0:00:09.388860, arrival_time=2021-04-15 02:38:14.559996, cost_time=0:00:02.407388 2021-04-15 02:38:05,750 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=1.30ms, fps=4423 images/s, loss=0.2509, top1-acc=93.83%, top5-acc=99.75%, remaining_time=0:00:08.720580, arrival_time=2021-04-15 02:38:14.470833, cost_time=0:00:02.986513 2021-04-15 02:38:06,343 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=1.26ms, fps=4319 images/s, loss=0.2498, top1-acc=93.91%, top5-acc=99.74%, remaining_time=0:00:08.113624, arrival_time=2021-04-15 02:38:14.456914, cost_time=0:00:03.579541 2021-04-15 02:38:06,884 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=1.22ms, fps=4738 images/s, loss=0.2490, top1-acc=93.88%, top5-acc=99.74%, remaining_time=0:00:07.416486, arrival_time=2021-04-15 02:38:14.300475, cost_time=0:00:04.120244 2021-04-15 02:38:07,463 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=1.25ms, fps=4422 images/s, loss=0.2494, top1-acc=93.84%, top5-acc=99.75%, remaining_time=0:00:06.814188, arrival_time=2021-04-15 02:38:14.277366, cost_time=0:00:04.699432 2021-04-15 02:38:08,053 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.18ms, fps=4341 images/s, loss=0.2508, top1-acc=93.82%, top5-acc=99.76%, remaining_time=0:00:06.229832, arrival_time=2021-04-15 02:38:14.283142, cost_time=0:00:05.289524 2021-04-15 02:38:08,609 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=1.24ms, fps=4605 images/s, loss=0.2507, top1-acc=93.88%, top5-acc=99.76%, remaining_time=0:00:05.611968, arrival_time=2021-04-15 02:38:14.221673, cost_time=0:00:05.845831 2021-04-15 02:38:09,163 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.32ms, fps=4629 images/s, loss=0.2508, top1-acc=93.90%, top5-acc=99.76%, remaining_time=0:00:05.003222, arrival_time=2021-04-15 02:38:14.166487, cost_time=0:00:06.399504 2021-04-15 02:38:09,763 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=1.25ms, fps=4264 images/s, loss=0.2528, top1-acc=93.80%, top5-acc=99.76%, remaining_time=0:00:04.433460, arrival_time=2021-04-15 02:38:14.197417, cost_time=0:00:07.000215 2021-04-15 02:38:10,318 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=1.26ms, fps=4616 images/s, loss=0.2531, top1-acc=93.76%, top5-acc=99.77%, remaining_time=0:00:03.835656, arrival_time=2021-04-15 02:38:14.154551, cost_time=0:00:07.555119 2021-04-15 02:38:10,871 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.40ms, fps=4640 images/s, loss=0.2539, top1-acc=93.72%, top5-acc=99.76%, remaining_time=0:00:03.242960, arrival_time=2021-04-15 02:38:14.114034, cost_time=0:00:08.107337 2021-04-15 02:38:11,466 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=1.29ms, fps=4299 images/s, loss=0.2538, top1-acc=93.70%, top5-acc=99.76%, remaining_time=0:00:02.668966, arrival_time=2021-04-15 02:38:14.135885, cost_time=0:00:08.703113 2021-04-15 02:38:12,006 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.37ms, fps=4747 images/s, loss=0.2545, top1-acc=93.65%, top5-acc=99.76%, remaining_time=0:00:02.079648, arrival_time=2021-04-15 02:38:14.086279, cost_time=0:00:09.242869 2021-04-15 02:38:12,619 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=1.66ms, fps=4181 images/s, loss=0.2545, top1-acc=93.64%, top5-acc=99.76%, remaining_time=0:00:01.507324, arrival_time=2021-04-15 02:38:14.126646, cost_time=0:00:09.855577 2021-04-15 02:38:13,304 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=1.97ms, fps=3741 images/s, loss=0.2558, top1-acc=93.58%, top5-acc=99.76%, remaining_time=0:00:00.936912, arrival_time=2021-04-15 02:38:14.240886, cost_time=0:00:10.540226 2021-04-15 02:38:13,855 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.25ms, fps=4642 images/s, loss=0.2556, top1-acc=93.57%, top5-acc=99.76%, remaining_time=0:00:00.350274, arrival_time=2021-04-15 02:38:14.206085, cost_time=0:00:11.092076 2021-04-15 02:38:14,190 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=0.05ms, fps=4066 images/s, loss=0.2565, top1-acc=93.55%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 02:38:14.190621, cost_time=0:00:11.426891 2021-04-15 02:38:14,565 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=0.27ms, fps=6856 images/s, loss=1.3046, top1-acc=66.09%, top5-acc=89.84%, remaining_time=0:00:01.120170, arrival_time=2021-04-15 02:38:15.685821, cost_time=0:00:00.373390 2021-04-15 02:38:14,861 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=0.19ms, fps=8678 images/s, loss=1.3105, top1-acc=66.46%, top5-acc=89.43%, remaining_time=0:00:00.668720, arrival_time=2021-04-15 02:38:15.529815, cost_time=0:00:00.668711 2021-04-15 02:38:15,155 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=0.17ms, fps=8714 images/s, loss=1.3095, top1-acc=66.64%, top5-acc=89.56%, remaining_time=0:00:00.321060, arrival_time=2021-04-15 02:38:15.476474, cost_time=0:00:00.963167 2021-04-15 02:38:15,403 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.05ms, fps=9375 images/s, loss=1.2896, top1-acc=66.74%, top5-acc=89.72%, remaining_time=0:00:00, arrival_time=2021-04-15 02:38:15.403184, cost_time=0:00:01.210934 2021-04-15 02:38:15,461 INFO : Epoch=0179 complete, best val top1-acc=67.23%, top5-acc=89.84% (epoch=176), remaining_time=0:04:29.524143, arrival_time=2021-04-15 02:42:44.985739, cost_time=0:38:17.372387 2021-04-15 02:38:15,462 INFO : Train start, epoch=0180, lr=0.002696 2021-04-15 02:38:16,283 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=0.17ms, fps=3118 images/s, loss=0.2452, top1-acc=94.02%, top5-acc=99.80%, remaining_time=0:00:15.270600, arrival_time=2021-04-15 02:38:31.554510, cost_time=0:00:00.821000 2021-04-15 02:38:16,892 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.56ms, fps=4213 images/s, loss=0.2383, top1-acc=94.10%, top5-acc=99.84%, remaining_time=0:00:12.574672, arrival_time=2021-04-15 02:38:29.466602, cost_time=0:00:01.428939 2021-04-15 02:38:17,522 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=1.37ms, fps=4062 images/s, loss=0.2373, top1-acc=94.26%, top5-acc=99.86%, remaining_time=0:00:11.396730, arrival_time=2021-04-15 02:38:28.919297, cost_time=0:00:02.059653 2021-04-15 02:38:18,169 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=1.56ms, fps=3961 images/s, loss=0.2397, top1-acc=94.21%, top5-acc=99.84%, remaining_time=0:00:10.554804, arrival_time=2021-04-15 02:38:28.724201, cost_time=0:00:02.706357 2021-04-15 02:38:18,810 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.33ms, fps=3997 images/s, loss=0.2398, top1-acc=94.22%, top5-acc=99.83%, remaining_time=0:00:09.774408, arrival_time=2021-04-15 02:38:28.584754, cost_time=0:00:03.347425 2021-04-15 02:38:19,494 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=1.44ms, fps=3746 images/s, loss=0.2414, top1-acc=94.11%, top5-acc=99.82%, remaining_time=0:00:09.137432, arrival_time=2021-04-15 02:38:28.631693, cost_time=0:00:04.031210 2021-04-15 02:38:20,140 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.25ms, fps=3965 images/s, loss=0.2452, top1-acc=93.94%, top5-acc=99.79%, remaining_time=0:00:08.419320, arrival_time=2021-04-15 02:38:28.559685, cost_time=0:00:04.677413 2021-04-15 02:38:20,783 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=1.18ms, fps=3987 images/s, loss=0.2453, top1-acc=93.96%, top5-acc=99.78%, remaining_time=0:00:07.714000, arrival_time=2021-04-15 02:38:28.496985, cost_time=0:00:05.320025 2021-04-15 02:38:21,407 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=1.29ms, fps=4101 images/s, loss=0.2451, top1-acc=93.93%, top5-acc=99.78%, remaining_time=0:00:07.001512, arrival_time=2021-04-15 02:38:28.409098, cost_time=0:00:05.944688 2021-04-15 02:38:22,043 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.25ms, fps=4029 images/s, loss=0.2472, top1-acc=93.81%, top5-acc=99.79%, remaining_time=0:00:06.317088, arrival_time=2021-04-15 02:38:28.360401, cost_time=0:00:06.580322 2021-04-15 02:38:22,651 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=1.26ms, fps=4212 images/s, loss=0.2479, top1-acc=93.79%, top5-acc=99.79%, remaining_time=0:00:05.620186, arrival_time=2021-04-15 02:38:28.271741, cost_time=0:00:07.188641 2021-04-15 02:38:23,268 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=1.20ms, fps=4153 images/s, loss=0.2490, top1-acc=93.69%, top5-acc=99.79%, remaining_time=0:00:04.943420, arrival_time=2021-04-15 02:38:28.211699, cost_time=0:00:07.805372 2021-04-15 02:38:23,878 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=1.73ms, fps=4197 images/s, loss=0.2488, top1-acc=93.71%, top5-acc=99.78%, remaining_time=0:00:04.272576, arrival_time=2021-04-15 02:38:28.151130, cost_time=0:00:08.415621 2021-04-15 02:38:24,458 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=1.71ms, fps=4422 images/s, loss=0.2496, top1-acc=93.67%, top5-acc=99.77%, remaining_time=0:00:03.598000, arrival_time=2021-04-15 02:38:28.056003, cost_time=0:00:08.995005 2021-04-15 02:38:25,177 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=1.55ms, fps=3560 images/s, loss=0.2484, top1-acc=93.73%, top5-acc=99.78%, remaining_time=0:00:02.979144, arrival_time=2021-04-15 02:38:28.156730, cost_time=0:00:09.714637 2021-04-15 02:38:25,820 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=1.25ms, fps=3985 images/s, loss=0.2482, top1-acc=93.79%, top5-acc=99.78%, remaining_time=0:00:02.330460, arrival_time=2021-04-15 02:38:28.150886, cost_time=0:00:10.357524 2021-04-15 02:38:26,501 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=1.31ms, fps=3760 images/s, loss=0.2487, top1-acc=93.78%, top5-acc=99.76%, remaining_time=0:00:01.688258, arrival_time=2021-04-15 02:38:28.189836, cost_time=0:00:11.038670 2021-04-15 02:38:27,141 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=0.30ms, fps=4005 images/s, loss=0.2487, top1-acc=93.76%, top5-acc=99.76%, remaining_time=0:00:01.038064, arrival_time=2021-04-15 02:38:28.179322, cost_time=0:00:11.678214 2021-04-15 02:38:27,710 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.18ms, fps=4500 images/s, loss=0.2491, top1-acc=93.75%, top5-acc=99.76%, remaining_time=0:00:00.386772, arrival_time=2021-04-15 02:38:28.097502, cost_time=0:00:12.247829 2021-04-15 02:38:28,019 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=0.06ms, fps=4413 images/s, loss=0.2492, top1-acc=93.73%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 02:38:28.019278, cost_time=0:00:12.556378 2021-04-15 02:38:28,379 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=0.18ms, fps=7134 images/s, loss=1.3023, top1-acc=66.68%, top5-acc=89.26%, remaining_time=0:00:01.076490, arrival_time=2021-04-15 02:38:29.456195, cost_time=0:00:00.358827 2021-04-15 02:38:28,738 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=0.40ms, fps=7139 images/s, loss=1.2958, top1-acc=66.95%, top5-acc=89.32%, remaining_time=0:00:00.717740, arrival_time=2021-04-15 02:38:29.456453, cost_time=0:00:00.717737 2021-04-15 02:38:29,013 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=0.18ms, fps=9352 images/s, loss=1.2878, top1-acc=67.27%, top5-acc=89.43%, remaining_time=0:00:00.330700, arrival_time=2021-04-15 02:38:29.343682, cost_time=0:00:00.992103 2021-04-15 02:38:29,290 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=3.82ms, fps=8379 images/s, loss=1.2570, top1-acc=67.54%, top5-acc=89.55%, remaining_time=0:00:00, arrival_time=2021-04-15 02:38:29.290302, cost_time=0:00:01.269300 2021-04-15 02:38:29,400 INFO : Epoch=0180 complete, best val top1-acc=67.54%, top5-acc=89.55% (epoch=180), remaining_time=0:04:16.812400, arrival_time=2021-04-15 02:42:46.213272, cost_time=0:38:31.311659 2021-04-15 02:38:29,402 INFO : Train start, epoch=0181, lr=0.002447 2021-04-15 02:38:30,230 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=0.19ms, fps=3091 images/s, loss=0.2398, top1-acc=94.14%, top5-acc=99.61%, remaining_time=0:00:15.405078, arrival_time=2021-04-15 02:38:45.635498, cost_time=0:00:00.828231 2021-04-15 02:38:30,832 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.41ms, fps=4254 images/s, loss=0.2416, top1-acc=94.00%, top5-acc=99.77%, remaining_time=0:00:12.586992, arrival_time=2021-04-15 02:38:43.419570, cost_time=0:00:01.430348 2021-04-15 02:38:31,381 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=1.46ms, fps=4670 images/s, loss=0.2419, top1-acc=93.98%, top5-acc=99.70%, remaining_time=0:00:10.950356, arrival_time=2021-04-15 02:38:42.331534, cost_time=0:00:01.978991 2021-04-15 02:38:31,961 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.34ms, fps=4413 images/s, loss=0.2413, top1-acc=93.97%, top5-acc=99.74%, remaining_time=0:00:09.981972, arrival_time=2021-04-15 02:38:41.943645, cost_time=0:00:02.559492 2021-04-15 02:38:32,629 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=1.27ms, fps=3834 images/s, loss=0.2427, top1-acc=93.90%, top5-acc=99.73%, remaining_time=0:00:09.424446, arrival_time=2021-04-15 02:38:42.054171, cost_time=0:00:03.227538 2021-04-15 02:38:33,227 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=1.97ms, fps=4288 images/s, loss=0.2411, top1-acc=94.04%, top5-acc=99.75%, remaining_time=0:00:08.669864, arrival_time=2021-04-15 02:38:41.897014, cost_time=0:00:03.824932 2021-04-15 02:38:33,775 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.61ms, fps=4675 images/s, loss=0.2409, top1-acc=94.01%, top5-acc=99.77%, remaining_time=0:00:07.871472, arrival_time=2021-04-15 02:38:41.646671, cost_time=0:00:04.373013 2021-04-15 02:38:34,330 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=1.47ms, fps=4615 images/s, loss=0.2403, top1-acc=94.06%, top5-acc=99.78%, remaining_time=0:00:07.145716, arrival_time=2021-04-15 02:38:41.476001, cost_time=0:00:04.928102 2021-04-15 02:38:34,903 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=1.51ms, fps=4472 images/s, loss=0.2400, top1-acc=94.05%, top5-acc=99.79%, remaining_time=0:00:06.478826, arrival_time=2021-04-15 02:38:41.381859, cost_time=0:00:05.500846 2021-04-15 02:38:35,518 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.34ms, fps=4165 images/s, loss=0.2403, top1-acc=94.07%, top5-acc=99.79%, remaining_time=0:00:05.871264, arrival_time=2021-04-15 02:38:41.389449, cost_time=0:00:06.115852 2021-04-15 02:38:36,111 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=1.52ms, fps=4318 images/s, loss=0.2411, top1-acc=94.06%, top5-acc=99.77%, remaining_time=0:00:05.245484, arrival_time=2021-04-15 02:38:41.357044, cost_time=0:00:06.709370 2021-04-15 02:38:36,728 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=1.56ms, fps=4155 images/s, loss=0.2398, top1-acc=94.10%, top5-acc=99.78%, remaining_time=0:00:04.639724, arrival_time=2021-04-15 02:38:41.367771, cost_time=0:00:07.325862 2021-04-15 02:38:37,346 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=1.34ms, fps=4144 images/s, loss=0.2398, top1-acc=94.07%, top5-acc=99.79%, remaining_time=0:00:04.033128, arrival_time=2021-04-15 02:38:41.379407, cost_time=0:00:07.944014 2021-04-15 02:38:37,937 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.44ms, fps=4331 images/s, loss=0.2419, top1-acc=94.01%, top5-acc=99.77%, remaining_time=0:00:03.414264, arrival_time=2021-04-15 02:38:41.352117, cost_time=0:00:08.535669 2021-04-15 02:38:38,561 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=1.70ms, fps=4107 images/s, loss=0.2431, top1-acc=93.99%, top5-acc=99.76%, remaining_time=0:00:02.808898, arrival_time=2021-04-15 02:38:41.370465, cost_time=0:00:09.159388 2021-04-15 02:38:39,130 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=1.27ms, fps=4505 images/s, loss=0.2439, top1-acc=93.96%, top5-acc=99.75%, remaining_time=0:00:02.188800, arrival_time=2021-04-15 02:38:41.319049, cost_time=0:00:09.727936 2021-04-15 02:38:39,721 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=2.02ms, fps=4332 images/s, loss=0.2441, top1-acc=93.94%, top5-acc=99.74%, remaining_time=0:00:01.578278, arrival_time=2021-04-15 02:38:41.300021, cost_time=0:00:10.319508 2021-04-15 02:38:40,341 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.34ms, fps=4133 images/s, loss=0.2440, top1-acc=93.95%, top5-acc=99.74%, remaining_time=0:00:00.972400, arrival_time=2021-04-15 02:38:41.314021, cost_time=0:00:10.939431 2021-04-15 02:38:40,908 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.06ms, fps=4516 images/s, loss=0.2456, top1-acc=93.86%, top5-acc=99.73%, remaining_time=0:00:00.363372, arrival_time=2021-04-15 02:38:41.272258, cost_time=0:00:11.506710 2021-04-15 02:38:41,244 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=0.08ms, fps=4058 images/s, loss=0.2463, top1-acc=93.83%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-15 02:38:41.244421, cost_time=0:00:11.842164 2021-04-15 02:38:41,640 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=4.43ms, fps=6495 images/s, loss=1.2607, top1-acc=68.01%, top5-acc=90.04%, remaining_time=0:00:01.182540, arrival_time=2021-04-15 02:38:42.823338, cost_time=0:00:00.394175 2021-04-15 02:38:41,919 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=0.16ms, fps=9209 images/s, loss=1.2805, top1-acc=67.54%, top5-acc=89.94%, remaining_time=0:00:00.672480, arrival_time=2021-04-15 02:38:42.591595, cost_time=0:00:00.672482 2021-04-15 02:38:42,288 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=40.57ms, fps=6943 images/s, loss=1.2759, top1-acc=67.40%, top5-acc=90.14%, remaining_time=0:00:00.347190, arrival_time=2021-04-15 02:38:42.635376, cost_time=0:00:01.041557 2021-04-15 02:38:42,556 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.05ms, fps=8666 images/s, loss=1.2711, top1-acc=67.34%, top5-acc=90.04%, remaining_time=0:00:00, arrival_time=2021-04-15 02:38:42.556189, cost_time=0:00:01.309583 2021-04-15 02:38:42,617 INFO : Epoch=0181 complete, best val top1-acc=67.54%, top5-acc=89.55% (epoch=180), remaining_time=0:04:04.011224, arrival_time=2021-04-15 02:42:46.628341, cost_time=0:38:44.527917 2021-04-15 02:38:42,618 INFO : Train start, epoch=0182, lr=0.002210 2021-04-15 02:38:43,393 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=1.41ms, fps=3303 images/s, loss=0.2202, top1-acc=95.31%, top5-acc=99.69%, remaining_time=0:00:14.413698, arrival_time=2021-04-15 02:38:57.806900, cost_time=0:00:00.774928 2021-04-15 02:38:43,947 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.35ms, fps=4621 images/s, loss=0.2287, top1-acc=94.43%, top5-acc=99.80%, remaining_time=0:00:11.696784, arrival_time=2021-04-15 02:38:55.644259, cost_time=0:00:01.329188 2021-04-15 02:38:44,568 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.44ms, fps=4124 images/s, loss=0.2278, top1-acc=94.48%, top5-acc=99.79%, remaining_time=0:00:10.791328, arrival_time=2021-04-15 02:38:55.359929, cost_time=0:00:01.950237 2021-04-15 02:38:45,202 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.56ms, fps=4044 images/s, loss=0.2290, top1-acc=94.43%, top5-acc=99.78%, remaining_time=0:00:10.076820, arrival_time=2021-04-15 02:38:55.278962, cost_time=0:00:02.583783 2021-04-15 02:38:45,856 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=1.34ms, fps=3913 images/s, loss=0.2285, top1-acc=94.45%, top5-acc=99.80%, remaining_time=0:00:09.455982, arrival_time=2021-04-15 02:38:55.312681, cost_time=0:00:03.238336 2021-04-15 02:38:46,529 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=1.38ms, fps=3811 images/s, loss=0.2288, top1-acc=94.37%, top5-acc=99.82%, remaining_time=0:00:08.864208, arrival_time=2021-04-15 02:38:55.393158, cost_time=0:00:03.910661 2021-04-15 02:38:47,140 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.30ms, fps=4187 images/s, loss=0.2306, top1-acc=94.34%, top5-acc=99.80%, remaining_time=0:00:08.140482, arrival_time=2021-04-15 02:38:55.281226, cost_time=0:00:04.522466 2021-04-15 02:38:47,747 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=1.58ms, fps=4221 images/s, loss=0.2312, top1-acc=94.36%, top5-acc=99.82%, remaining_time=0:00:07.437456, arrival_time=2021-04-15 02:38:55.185024, cost_time=0:00:05.129282 2021-04-15 02:38:48,354 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=1.91ms, fps=4219 images/s, loss=0.2313, top1-acc=94.31%, top5-acc=99.83%, remaining_time=0:00:06.756122, arrival_time=2021-04-15 02:38:55.110763, cost_time=0:00:05.736369 2021-04-15 02:38:48,965 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=1.28ms, fps=4197 images/s, loss=0.2322, top1-acc=94.27%, top5-acc=99.83%, remaining_time=0:00:06.092832, arrival_time=2021-04-15 02:38:55.057823, cost_time=0:00:06.346717 2021-04-15 02:38:49,530 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=1.38ms, fps=4533 images/s, loss=0.2339, top1-acc=94.20%, top5-acc=99.83%, remaining_time=0:00:05.403810, arrival_time=2021-04-15 02:38:54.933925, cost_time=0:00:06.911836 2021-04-15 02:38:50,089 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=1.27ms, fps=4578 images/s, loss=0.2331, top1-acc=94.25%, top5-acc=99.83%, remaining_time=0:00:04.731912, arrival_time=2021-04-15 02:38:54.821599, cost_time=0:00:07.471417 2021-04-15 02:38:50,639 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=1.60ms, fps=4662 images/s, loss=0.2337, top1-acc=94.23%, top5-acc=99.83%, remaining_time=0:00:04.072200, arrival_time=2021-04-15 02:38:54.711432, cost_time=0:00:08.020957 2021-04-15 02:38:51,185 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.36ms, fps=4691 images/s, loss=0.2346, top1-acc=94.22%, top5-acc=99.82%, remaining_time=0:00:03.426752, arrival_time=2021-04-15 02:38:54.611982, cost_time=0:00:08.566950 2021-04-15 02:38:51,714 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=1.27ms, fps=4837 images/s, loss=0.2361, top1-acc=94.12%, top5-acc=99.82%, remaining_time=0:00:02.789578, arrival_time=2021-04-15 02:38:54.504379, cost_time=0:00:09.096522 2021-04-15 02:38:52,248 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.30ms, fps=4804 images/s, loss=0.2376, top1-acc=94.05%, top5-acc=99.83%, remaining_time=0:00:02.166696, arrival_time=2021-04-15 02:38:54.414836, cost_time=0:00:09.629765 2021-04-15 02:38:52,780 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=1.34ms, fps=4814 images/s, loss=0.2378, top1-acc=94.05%, top5-acc=99.83%, remaining_time=0:00:01.554202, arrival_time=2021-04-15 02:38:54.334624, cost_time=0:00:10.162147 2021-04-15 02:38:53,309 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.31ms, fps=4845 images/s, loss=0.2392, top1-acc=94.01%, top5-acc=99.82%, remaining_time=0:00:00.950304, arrival_time=2021-04-15 02:38:54.259447, cost_time=0:00:10.690869 2021-04-15 02:38:53,842 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.37ms, fps=4801 images/s, loss=0.2401, top1-acc=93.98%, top5-acc=99.80%, remaining_time=0:00:00.354456, arrival_time=2021-04-15 02:38:54.197216, cost_time=0:00:11.224443 2021-04-15 02:38:54,147 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=0.05ms, fps=4463 images/s, loss=0.2408, top1-acc=93.97%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 02:38:54.147908, cost_time=0:00:11.529634 2021-04-15 02:38:54,565 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=37.35ms, fps=6160 images/s, loss=1.2952, top1-acc=66.72%, top5-acc=89.45%, remaining_time=0:00:01.246740, arrival_time=2021-04-15 02:38:55.811903, cost_time=0:00:00.415580 2021-04-15 02:38:54,807 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=0.17ms, fps=10802 images/s, loss=1.2889, top1-acc=66.66%, top5-acc=89.49%, remaining_time=0:00:00.658160, arrival_time=2021-04-15 02:38:55.465848, cost_time=0:00:00.658158 2021-04-15 02:38:55,108 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=45.45ms, fps=8514 images/s, loss=1.3018, top1-acc=66.43%, top5-acc=89.39%, remaining_time=0:00:00.319710, arrival_time=2021-04-15 02:38:55.428378, cost_time=0:00:00.959139 2021-04-15 02:38:55,343 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=0.05ms, fps=9899 images/s, loss=1.2950, top1-acc=66.92%, top5-acc=89.59%, remaining_time=0:00:00, arrival_time=2021-04-15 02:38:55.343335, cost_time=0:00:01.193830 2021-04-15 02:38:55,402 INFO : Epoch=0182 complete, best val top1-acc=67.54%, top5-acc=89.55% (epoch=180), remaining_time=0:03:51.162840, arrival_time=2021-04-15 02:42:46.565146, cost_time=0:38:57.313102 2021-04-15 02:38:55,403 INFO : Train start, epoch=0183, lr=0.001985 2021-04-15 02:38:56,130 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=1.46ms, fps=3522 images/s, loss=0.2275, top1-acc=94.88%, top5-acc=99.77%, remaining_time=0:00:13.519596, arrival_time=2021-04-15 02:39:09.649987, cost_time=0:00:00.726858 2021-04-15 02:38:56,724 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=1.29ms, fps=4310 images/s, loss=0.2180, top1-acc=95.10%, top5-acc=99.82%, remaining_time=0:00:11.626032, arrival_time=2021-04-15 02:39:08.350696, cost_time=0:00:01.321132 2021-04-15 02:38:57,307 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=1.58ms, fps=4394 images/s, loss=0.2168, top1-acc=94.86%, top5-acc=99.83%, remaining_time=0:00:10.535854, arrival_time=2021-04-15 02:39:07.843462, cost_time=0:00:01.904074 2021-04-15 02:38:57,847 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.31ms, fps=4741 images/s, loss=0.2147, top1-acc=95.05%, top5-acc=99.82%, remaining_time=0:00:09.532848, arrival_time=2021-04-15 02:39:07.380691, cost_time=0:00:02.444306 2021-04-15 02:38:58,418 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=1.57ms, fps=4492 images/s, loss=0.2171, top1-acc=94.99%, top5-acc=99.83%, remaining_time=0:00:08.802632, arrival_time=2021-04-15 02:39:07.220751, cost_time=0:00:03.014583 2021-04-15 02:38:58,998 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=1.26ms, fps=4413 images/s, loss=0.2208, top1-acc=94.80%, top5-acc=99.84%, remaining_time=0:00:08.148576, arrival_time=2021-04-15 02:39:07.147093, cost_time=0:00:03.594988 2021-04-15 02:38:59,556 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=1.55ms, fps=4591 images/s, loss=0.2213, top1-acc=94.73%, top5-acc=99.81%, remaining_time=0:00:07.475202, arrival_time=2021-04-15 02:39:07.031641, cost_time=0:00:04.152912 2021-04-15 02:39:00,126 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.78ms, fps=4494 images/s, loss=0.2231, top1-acc=94.73%, top5-acc=99.81%, remaining_time=0:00:06.848176, arrival_time=2021-04-15 02:39:06.974610, cost_time=0:00:04.722901 2021-04-15 02:39:00,762 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=1.41ms, fps=4027 images/s, loss=0.2240, top1-acc=94.70%, top5-acc=99.80%, remaining_time=0:00:06.311664, arrival_time=2021-04-15 02:39:07.074262, cost_time=0:00:05.358961 2021-04-15 02:39:01,361 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=1.30ms, fps=4281 images/s, loss=0.2263, top1-acc=94.69%, top5-acc=99.77%, remaining_time=0:00:05.719296, arrival_time=2021-04-15 02:39:07.080386, cost_time=0:00:05.957555 2021-04-15 02:39:01,923 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=1.71ms, fps=4554 images/s, loss=0.2266, top1-acc=94.65%, top5-acc=99.78%, remaining_time=0:00:05.097478, arrival_time=2021-04-15 02:39:07.021085, cost_time=0:00:06.519999 2021-04-15 02:39:02,490 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.39ms, fps=4520 images/s, loss=0.2289, top1-acc=94.58%, top5-acc=99.79%, remaining_time=0:00:04.488332, arrival_time=2021-04-15 02:39:06.978761, cost_time=0:00:07.086877 2021-04-15 02:39:03,084 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=1.29ms, fps=4310 images/s, loss=0.2304, top1-acc=94.50%, top5-acc=99.79%, remaining_time=0:00:03.899742, arrival_time=2021-04-15 02:39:06.984555, cost_time=0:00:07.681278 2021-04-15 02:39:03,653 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.26ms, fps=4504 images/s, loss=0.2317, top1-acc=94.46%, top5-acc=99.79%, remaining_time=0:00:03.299968, arrival_time=2021-04-15 02:39:06.953449, cost_time=0:00:08.249955 2021-04-15 02:39:04,294 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.50ms, fps=3996 images/s, loss=0.2327, top1-acc=94.42%, top5-acc=99.78%, remaining_time=0:00:02.726558, arrival_time=2021-04-15 02:39:07.021106, cost_time=0:00:08.890929 2021-04-15 02:39:04,877 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.30ms, fps=4395 images/s, loss=0.2337, top1-acc=94.37%, top5-acc=99.78%, remaining_time=0:00:02.131632, arrival_time=2021-04-15 02:39:07.009081, cost_time=0:00:09.473914 2021-04-15 02:39:05,419 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=1.27ms, fps=4729 images/s, loss=0.2332, top1-acc=94.37%, top5-acc=99.79%, remaining_time=0:00:01.531790, arrival_time=2021-04-15 02:39:06.950920, cost_time=0:00:10.015594 2021-04-15 02:39:05,995 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=1.51ms, fps=4444 images/s, loss=0.2348, top1-acc=94.29%, top5-acc=99.77%, remaining_time=0:00:00.941504, arrival_time=2021-04-15 02:39:06.937001, cost_time=0:00:10.591962 2021-04-15 02:39:06,531 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=1.05ms, fps=4778 images/s, loss=0.2347, top1-acc=94.26%, top5-acc=99.77%, remaining_time=0:00:00.351414, arrival_time=2021-04-15 02:39:06.883071, cost_time=0:00:11.128066 2021-04-15 02:39:06,875 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=0.06ms, fps=3964 images/s, loss=0.2351, top1-acc=94.25%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 02:39:06.875144, cost_time=0:00:11.471613 2021-04-15 02:39:07,287 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=0.29ms, fps=6231 images/s, loss=1.2797, top1-acc=67.34%, top5-acc=89.02%, remaining_time=0:00:01.232520, arrival_time=2021-04-15 02:39:08.520216, cost_time=0:00:00.410837 2021-04-15 02:39:07,623 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=59.40ms, fps=7642 images/s, loss=1.2900, top1-acc=67.23%, top5-acc=89.55%, remaining_time=0:00:00.746280, arrival_time=2021-04-15 02:39:08.369370, cost_time=0:00:00.746270 2021-04-15 02:39:07,894 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=0.28ms, fps=9449 images/s, loss=1.2857, top1-acc=67.15%, top5-acc=89.86%, remaining_time=0:00:00.339170, arrival_time=2021-04-15 02:39:08.233501, cost_time=0:00:01.017523 2021-04-15 02:39:08,166 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=1.32ms, fps=8539 images/s, loss=1.2801, top1-acc=67.21%, top5-acc=89.91%, remaining_time=0:00:00, arrival_time=2021-04-15 02:39:08.166326, cost_time=0:00:01.289529 2021-04-15 02:39:08,233 INFO : Epoch=0183 complete, best val top1-acc=67.54%, top5-acc=89.55% (epoch=180), remaining_time=0:03:38.319423, arrival_time=2021-04-15 02:42:46.553023, cost_time=0:39:10.144404 2021-04-15 02:39:08,234 INFO : Train start, epoch=0184, lr=0.001772 2021-04-15 02:39:08,988 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=0.17ms, fps=3394 images/s, loss=0.2297, top1-acc=94.06%, top5-acc=99.84%, remaining_time=0:00:14.027748, arrival_time=2021-04-15 02:39:23.016619, cost_time=0:00:00.754182 2021-04-15 02:39:09,558 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.46ms, fps=4494 images/s, loss=0.2259, top1-acc=94.36%, top5-acc=99.86%, remaining_time=0:00:11.652608, arrival_time=2021-04-15 02:39:21.211461, cost_time=0:00:01.324159 2021-04-15 02:39:10,118 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=1.34ms, fps=4579 images/s, loss=0.2204, top1-acc=94.51%, top5-acc=99.86%, remaining_time=0:00:10.422476, arrival_time=2021-04-15 02:39:20.540741, cost_time=0:00:01.883572 2021-04-15 02:39:10,652 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.38ms, fps=4799 images/s, loss=0.2240, top1-acc=94.52%, top5-acc=99.80%, remaining_time=0:00:09.427392, arrival_time=2021-04-15 02:39:20.079386, cost_time=0:00:02.417292 2021-04-15 02:39:11,193 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.31ms, fps=4735 images/s, loss=0.2239, top1-acc=94.55%, top5-acc=99.79%, remaining_time=0:00:08.638382, arrival_time=2021-04-15 02:39:19.831415, cost_time=0:00:02.958332 2021-04-15 02:39:11,813 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=1.33ms, fps=4128 images/s, loss=0.2219, top1-acc=94.63%, top5-acc=99.79%, remaining_time=0:00:08.112128, arrival_time=2021-04-15 02:39:19.925815, cost_time=0:00:03.578875 2021-04-15 02:39:12,455 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=1.59ms, fps=3995 images/s, loss=0.2222, top1-acc=94.56%, top5-acc=99.79%, remaining_time=0:00:07.596540, arrival_time=2021-04-15 02:39:20.051528, cost_time=0:00:04.220283 2021-04-15 02:39:13,107 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=1.34ms, fps=3928 images/s, loss=0.2228, top1-acc=94.55%, top5-acc=99.79%, remaining_time=0:00:07.064864, arrival_time=2021-04-15 02:39:20.171937, cost_time=0:00:04.872284 2021-04-15 02:39:13,770 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.67ms, fps=3859 images/s, loss=0.2260, top1-acc=94.51%, top5-acc=99.77%, remaining_time=0:00:06.520378, arrival_time=2021-04-15 02:39:20.291293, cost_time=0:00:05.536212 2021-04-15 02:39:14,420 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=1.40ms, fps=3941 images/s, loss=0.2267, top1-acc=94.47%, top5-acc=99.76%, remaining_time=0:00:05.938752, arrival_time=2021-04-15 02:39:20.359663, cost_time=0:00:06.186209 2021-04-15 02:39:15,066 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=1.37ms, fps=3967 images/s, loss=0.2272, top1-acc=94.45%, top5-acc=99.78%, remaining_time=0:00:05.341202, arrival_time=2021-04-15 02:39:20.407796, cost_time=0:00:06.831815 2021-04-15 02:39:15,721 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=1.24ms, fps=3912 images/s, loss=0.2283, top1-acc=94.43%, top5-acc=99.78%, remaining_time=0:00:04.741640, arrival_time=2021-04-15 02:39:20.463099, cost_time=0:00:07.486747 2021-04-15 02:39:16,339 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.43ms, fps=4147 images/s, loss=0.2282, top1-acc=94.41%, top5-acc=99.77%, remaining_time=0:00:04.114572, arrival_time=2021-04-15 02:39:20.453712, cost_time=0:00:08.104445 2021-04-15 02:39:16,964 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=1.29ms, fps=4097 images/s, loss=0.2295, top1-acc=94.37%, top5-acc=99.78%, remaining_time=0:00:03.491824, arrival_time=2021-04-15 02:39:20.456160, cost_time=0:00:08.729548 2021-04-15 02:39:17,571 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.32ms, fps=4220 images/s, loss=0.2296, top1-acc=94.37%, top5-acc=99.77%, remaining_time=0:00:02.863270, arrival_time=2021-04-15 02:39:20.434740, cost_time=0:00:09.336736 2021-04-15 02:39:18,174 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=1.22ms, fps=4251 images/s, loss=0.2294, top1-acc=94.40%, top5-acc=99.78%, remaining_time=0:00:02.236356, arrival_time=2021-04-15 02:39:20.410394, cost_time=0:00:09.939337 2021-04-15 02:39:18,784 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=1.17ms, fps=4196 images/s, loss=0.2305, top1-acc=94.35%, top5-acc=99.77%, remaining_time=0:00:01.613482, arrival_time=2021-04-15 02:39:20.397957, cost_time=0:00:10.549762 2021-04-15 02:39:19,358 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=1.33ms, fps=4463 images/s, loss=0.2307, top1-acc=94.30%, top5-acc=99.77%, remaining_time=0:00:00.988784, arrival_time=2021-04-15 02:39:20.347223, cost_time=0:00:11.123741 2021-04-15 02:39:19,947 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.04ms, fps=4352 images/s, loss=0.2309, top1-acc=94.31%, top5-acc=99.78%, remaining_time=0:00:00.369864, arrival_time=2021-04-15 02:39:20.316943, cost_time=0:00:11.712314 2021-04-15 02:39:20,257 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=0.06ms, fps=4384 images/s, loss=0.2315, top1-acc=94.30%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 02:39:20.257757, cost_time=0:00:12.023063 2021-04-15 02:39:20,640 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=2.02ms, fps=6712 images/s, loss=1.3198, top1-acc=65.55%, top5-acc=89.80%, remaining_time=0:00:01.144260, arrival_time=2021-04-15 02:39:21.785054, cost_time=0:00:00.381416 2021-04-15 02:39:20,922 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=0.16ms, fps=9105 images/s, loss=1.3073, top1-acc=66.58%, top5-acc=89.90%, remaining_time=0:00:00.662900, arrival_time=2021-04-15 02:39:21.585165, cost_time=0:00:00.662899 2021-04-15 02:39:21,226 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=2.65ms, fps=8419 images/s, loss=1.2934, top1-acc=66.95%, top5-acc=89.91%, remaining_time=0:00:00.322430, arrival_time=2021-04-15 02:39:21.549137, cost_time=0:00:00.967302 2021-04-15 02:39:21,455 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.06ms, fps=10168 images/s, loss=1.3019, top1-acc=67.14%, top5-acc=89.85%, remaining_time=0:00:00, arrival_time=2021-04-15 02:39:21.455254, cost_time=0:00:01.195902 2021-04-15 02:39:21,514 INFO : Epoch=0184 complete, best val top1-acc=67.54%, top5-acc=89.55% (epoch=180), remaining_time=0:03:25.515232, arrival_time=2021-04-15 02:42:47.029665, cost_time=0:39:23.425234 2021-04-15 02:39:21,515 INFO : Train start, epoch=0185, lr=0.001571 2021-04-15 02:39:22,286 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=1.20ms, fps=3321 images/s, loss=0.2101, top1-acc=94.96%, top5-acc=99.77%, remaining_time=0:00:14.336880, arrival_time=2021-04-15 02:39:36.623257, cost_time=0:00:00.770800 2021-04-15 02:39:22,836 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=1.32ms, fps=4653 images/s, loss=0.2144, top1-acc=94.96%, top5-acc=99.77%, remaining_time=0:00:11.627792, arrival_time=2021-04-15 02:39:34.464695, cost_time=0:00:01.321347 2021-04-15 02:39:23,391 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=1.31ms, fps=4622 images/s, loss=0.2181, top1-acc=94.90%, top5-acc=99.80%, remaining_time=0:00:10.377656, arrival_time=2021-04-15 02:39:33.768712, cost_time=0:00:01.875493 2021-04-15 02:39:23,948 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=1.26ms, fps=4598 images/s, loss=0.2240, top1-acc=94.71%, top5-acc=99.79%, remaining_time=0:00:09.487140, arrival_time=2021-04-15 02:39:33.435307, cost_time=0:00:02.432604 2021-04-15 02:39:24,508 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=1.39ms, fps=4575 images/s, loss=0.2248, top1-acc=94.75%, top5-acc=99.79%, remaining_time=0:00:08.737954, arrival_time=2021-04-15 02:39:33.245998, cost_time=0:00:02.992474 2021-04-15 02:39:25,044 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=1.19ms, fps=4776 images/s, loss=0.2263, top1-acc=94.68%, top5-acc=99.80%, remaining_time=0:00:07.998840, arrival_time=2021-04-15 02:39:33.043344, cost_time=0:00:03.528887 2021-04-15 02:39:25,646 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.22ms, fps=4256 images/s, loss=0.2247, top1-acc=94.71%, top5-acc=99.82%, remaining_time=0:00:07.435638, arrival_time=2021-04-15 02:39:33.082118, cost_time=0:00:04.130892 2021-04-15 02:39:26,289 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.25ms, fps=3981 images/s, loss=0.2278, top1-acc=94.55%, top5-acc=99.79%, remaining_time=0:00:06.922764, arrival_time=2021-04-15 02:39:33.212650, cost_time=0:00:04.774314 2021-04-15 02:39:26,929 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=1.33ms, fps=4005 images/s, loss=0.2294, top1-acc=94.47%, top5-acc=99.78%, remaining_time=0:00:06.376324, arrival_time=2021-04-15 02:39:33.305773, cost_time=0:00:05.413862 2021-04-15 02:39:27,525 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=1.42ms, fps=4296 images/s, loss=0.2285, top1-acc=94.57%, top5-acc=99.79%, remaining_time=0:00:05.769792, arrival_time=2021-04-15 02:39:33.295579, cost_time=0:00:06.010161 2021-04-15 02:39:28,079 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.25ms, fps=4623 images/s, loss=0.2267, top1-acc=94.60%, top5-acc=99.80%, remaining_time=0:00:05.132136, arrival_time=2021-04-15 02:39:33.212073, cost_time=0:00:06.564357 2021-04-15 02:39:28,652 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=1.64ms, fps=4478 images/s, loss=0.2272, top1-acc=94.54%, top5-acc=99.80%, remaining_time=0:00:04.519720, arrival_time=2021-04-15 02:39:33.171720, cost_time=0:00:07.136443 2021-04-15 02:39:29,254 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=1.22ms, fps=4250 images/s, loss=0.2279, top1-acc=94.51%, top5-acc=99.79%, remaining_time=0:00:03.929112, arrival_time=2021-04-15 02:39:33.183852, cost_time=0:00:07.739124 2021-04-15 02:39:29,837 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=1.30ms, fps=4395 images/s, loss=0.2272, top1-acc=94.56%, top5-acc=99.79%, remaining_time=0:00:03.328864, arrival_time=2021-04-15 02:39:33.166549, cost_time=0:00:08.322124 2021-04-15 02:39:30,469 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=0.18ms, fps=4056 images/s, loss=0.2273, top1-acc=94.55%, top5-acc=99.79%, remaining_time=0:00:02.745786, arrival_time=2021-04-15 02:39:33.215117, cost_time=0:00:08.953635 2021-04-15 02:39:31,052 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=1.58ms, fps=4393 images/s, loss=0.2267, top1-acc=94.57%, top5-acc=99.79%, remaining_time=0:00:02.145816, arrival_time=2021-04-15 02:39:33.198356, cost_time=0:00:09.536941 2021-04-15 02:39:31,679 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=0.19ms, fps=4084 images/s, loss=0.2263, top1-acc=94.60%, top5-acc=99.80%, remaining_time=0:00:01.554514, arrival_time=2021-04-15 02:39:33.234286, cost_time=0:00:10.164199 2021-04-15 02:39:32,244 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.54ms, fps=4539 images/s, loss=0.2270, top1-acc=94.55%, top5-acc=99.80%, remaining_time=0:00:00.953648, arrival_time=2021-04-15 02:39:33.197809, cost_time=0:00:10.728592 2021-04-15 02:39:32,830 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.46ms, fps=4370 images/s, loss=0.2262, top1-acc=94.56%, top5-acc=99.81%, remaining_time=0:00:00.357306, arrival_time=2021-04-15 02:39:33.187593, cost_time=0:00:11.314730 2021-04-15 02:39:33,145 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=0.06ms, fps=4315 images/s, loss=0.2270, top1-acc=94.51%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 02:39:33.145752, cost_time=0:00:11.630205 2021-04-15 02:39:33,621 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=16.32ms, fps=5399 images/s, loss=1.2538, top1-acc=66.60%, top5-acc=90.62%, remaining_time=0:00:01.422450, arrival_time=2021-04-15 02:39:35.043952, cost_time=0:00:00.474149 2021-04-15 02:39:33,902 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=2.41ms, fps=9115 images/s, loss=1.3135, top1-acc=65.84%, top5-acc=89.75%, remaining_time=0:00:00.755340, arrival_time=2021-04-15 02:39:34.658072, cost_time=0:00:00.755341 2021-04-15 02:39:34,210 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=2.27ms, fps=8343 images/s, loss=1.2912, top1-acc=66.43%, top5-acc=89.80%, remaining_time=0:00:00.354220, arrival_time=2021-04-15 02:39:34.564298, cost_time=0:00:01.062646 2021-04-15 02:39:34,465 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=0.08ms, fps=9095 images/s, loss=1.2734, top1-acc=66.88%, top5-acc=90.01%, remaining_time=0:00:00, arrival_time=2021-04-15 02:39:34.465620, cost_time=0:00:01.318289 2021-04-15 02:39:34,533 INFO : Epoch=0185 complete, best val top1-acc=67.54%, top5-acc=89.55% (epoch=180), remaining_time=0:03:12.684630, arrival_time=2021-04-15 02:42:47.217668, cost_time=0:39:36.443825 2021-04-15 02:39:34,534 INFO : Train start, epoch=0186, lr=0.001382 2021-04-15 02:39:35,342 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=0.17ms, fps=3167 images/s, loss=0.2114, top1-acc=95.00%, top5-acc=99.80%, remaining_time=0:00:15.033078, arrival_time=2021-04-15 02:39:50.375640, cost_time=0:00:00.808234 2021-04-15 02:39:35,886 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.73ms, fps=4713 images/s, loss=0.2131, top1-acc=94.98%, top5-acc=99.88%, remaining_time=0:00:11.894784, arrival_time=2021-04-15 02:39:47.780868, cost_time=0:00:01.351673 2021-04-15 02:39:36,477 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.39ms, fps=4331 images/s, loss=0.2082, top1-acc=95.20%, top5-acc=99.88%, remaining_time=0:00:10.752982, arrival_time=2021-04-15 02:39:47.230639, cost_time=0:00:01.943316 2021-04-15 02:39:37,044 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=1.43ms, fps=4521 images/s, loss=0.2137, top1-acc=95.08%, top5-acc=99.88%, remaining_time=0:00:09.788688, arrival_time=2021-04-15 02:39:46.832965, cost_time=0:00:02.509937 2021-04-15 02:39:37,621 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=1.48ms, fps=4438 images/s, loss=0.2153, top1-acc=95.04%, top5-acc=99.88%, remaining_time=0:00:09.014478, arrival_time=2021-04-15 02:39:46.636040, cost_time=0:00:03.087137 2021-04-15 02:39:38,217 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.23ms, fps=4302 images/s, loss=0.2154, top1-acc=94.97%, top5-acc=99.87%, remaining_time=0:00:08.347816, arrival_time=2021-04-15 02:39:46.564997, cost_time=0:00:03.682847 2021-04-15 02:39:38,794 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=1.31ms, fps=4435 images/s, loss=0.2161, top1-acc=94.90%, top5-acc=99.89%, remaining_time=0:00:07.668738, arrival_time=2021-04-15 02:39:46.463491, cost_time=0:00:04.260421 2021-04-15 02:39:39,408 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=1.18ms, fps=4177 images/s, loss=0.2169, top1-acc=94.84%, top5-acc=99.88%, remaining_time=0:00:07.066836, arrival_time=2021-04-15 02:39:46.474929, cost_time=0:00:04.873673 2021-04-15 02:39:40,047 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=1.53ms, fps=4007 images/s, loss=0.2174, top1-acc=94.90%, top5-acc=99.88%, remaining_time=0:00:06.493242, arrival_time=2021-04-15 02:39:46.540715, cost_time=0:00:05.513130 2021-04-15 02:39:40,656 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.44ms, fps=4207 images/s, loss=0.2176, top1-acc=94.88%, top5-acc=99.88%, remaining_time=0:00:05.877024, arrival_time=2021-04-15 02:39:46.533295, cost_time=0:00:06.121940 2021-04-15 02:39:41,235 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=1.22ms, fps=4426 images/s, loss=0.2186, top1-acc=94.83%, top5-acc=99.88%, remaining_time=0:00:05.238690, arrival_time=2021-04-15 02:39:46.473695, cost_time=0:00:06.700606 2021-04-15 02:39:41,857 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=1.30ms, fps=4116 images/s, loss=0.2193, top1-acc=94.83%, top5-acc=99.86%, remaining_time=0:00:04.637976, arrival_time=2021-04-15 02:39:46.495446, cost_time=0:00:07.323109 2021-04-15 02:39:42,432 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=1.30ms, fps=4459 images/s, loss=0.2194, top1-acc=94.82%, top5-acc=99.86%, remaining_time=0:00:04.009566, arrival_time=2021-04-15 02:39:46.441557, cost_time=0:00:07.897663 2021-04-15 02:39:43,007 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=1.48ms, fps=4452 images/s, loss=0.2195, top1-acc=94.84%, top5-acc=99.86%, remaining_time=0:00:03.389176, arrival_time=2021-04-15 02:39:46.396481, cost_time=0:00:08.472974 2021-04-15 02:39:43,586 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=1.39ms, fps=4422 images/s, loss=0.2200, top1-acc=94.79%, top5-acc=99.86%, remaining_time=0:00:02.776008, arrival_time=2021-04-15 02:39:46.362661, cost_time=0:00:09.052190 2021-04-15 02:39:44,161 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.30ms, fps=4456 images/s, loss=0.2207, top1-acc=94.76%, top5-acc=99.86%, remaining_time=0:00:02.166120, arrival_time=2021-04-15 02:39:46.327711, cost_time=0:00:09.627242 2021-04-15 02:39:44,718 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.49ms, fps=4601 images/s, loss=0.2210, top1-acc=94.76%, top5-acc=99.85%, remaining_time=0:00:01.557556, arrival_time=2021-04-15 02:39:46.275999, cost_time=0:00:10.184059 2021-04-15 02:39:45,283 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=1.34ms, fps=4532 images/s, loss=0.2206, top1-acc=94.77%, top5-acc=99.84%, remaining_time=0:00:00.955504, arrival_time=2021-04-15 02:39:46.239261, cost_time=0:00:10.749369 2021-04-15 02:39:45,837 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=1.10ms, fps=4629 images/s, loss=0.2201, top1-acc=94.79%, top5-acc=99.85%, remaining_time=0:00:00.356934, arrival_time=2021-04-15 02:39:46.194212, cost_time=0:00:11.302948 2021-04-15 02:39:46,156 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=0.07ms, fps=4260 images/s, loss=0.2212, top1-acc=94.79%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 02:39:46.156826, cost_time=0:00:11.622500 2021-04-15 02:39:46,534 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=0.19ms, fps=6812 images/s, loss=1.2447, top1-acc=68.52%, top5-acc=90.47%, remaining_time=0:00:01.127400, arrival_time=2021-04-15 02:39:47.661764, cost_time=0:00:00.375796 2021-04-15 02:39:46,822 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=0.24ms, fps=8893 images/s, loss=1.2739, top1-acc=68.01%, top5-acc=90.10%, remaining_time=0:00:00.664180, arrival_time=2021-04-15 02:39:47.486861, cost_time=0:00:00.664171 2021-04-15 02:39:47,125 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=0.31ms, fps=8463 images/s, loss=1.2844, top1-acc=67.88%, top5-acc=89.90%, remaining_time=0:00:00.322350, arrival_time=2021-04-15 02:39:47.447912, cost_time=0:00:00.967053 2021-04-15 02:39:47,387 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=0.05ms, fps=8857 images/s, loss=1.2883, top1-acc=67.69%, top5-acc=89.94%, remaining_time=0:00:00, arrival_time=2021-04-15 02:39:47.387801, cost_time=0:00:01.229306 2021-04-15 02:39:47,539 INFO : Epoch=0186 complete, best val top1-acc=67.69%, top5-acc=89.94% (epoch=186), remaining_time=0:02:59.851098, arrival_time=2021-04-15 02:42:47.390712, cost_time=0:39:49.450387 2021-04-15 02:39:47,540 INFO : Train start, epoch=0187, lr=0.001204 2021-04-15 02:39:48,320 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=0.17ms, fps=3286 images/s, loss=0.2135, top1-acc=94.61%, top5-acc=99.84%, remaining_time=0:00:14.491260, arrival_time=2021-04-15 02:40:02.811334, cost_time=0:00:00.779097 2021-04-15 02:39:48,926 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=1.35ms, fps=4222 images/s, loss=0.2143, top1-acc=95.08%, top5-acc=99.80%, remaining_time=0:00:12.194688, arrival_time=2021-04-15 02:40:01.121426, cost_time=0:00:01.385763 2021-04-15 02:39:49,482 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=1.26ms, fps=4609 images/s, loss=0.2116, top1-acc=95.14%, top5-acc=99.87%, remaining_time=0:00:10.743188, arrival_time=2021-04-15 02:40:00.225724, cost_time=0:00:01.941526 2021-04-15 02:39:50,021 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=1.31ms, fps=4750 images/s, loss=0.2155, top1-acc=95.00%, top5-acc=99.88%, remaining_time=0:00:09.675276, arrival_time=2021-04-15 02:39:59.697085, cost_time=0:00:02.480827 2021-04-15 02:39:50,559 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=1.48ms, fps=4764 images/s, loss=0.2141, top1-acc=94.91%, top5-acc=99.87%, remaining_time=0:00:08.814020, arrival_time=2021-04-15 02:39:59.373509, cost_time=0:00:03.018510 2021-04-15 02:39:51,161 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=1.19ms, fps=4258 images/s, loss=0.2143, top1-acc=94.92%, top5-acc=99.87%, remaining_time=0:00:08.205288, arrival_time=2021-04-15 02:39:59.366261, cost_time=0:00:03.619986 2021-04-15 02:39:51,690 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=1.23ms, fps=4837 images/s, loss=0.2129, top1-acc=95.02%, top5-acc=99.87%, remaining_time=0:00:07.469154, arrival_time=2021-04-15 02:39:59.159656, cost_time=0:00:04.149527 2021-04-15 02:39:52,255 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=1.24ms, fps=4531 images/s, loss=0.2137, top1-acc=95.01%, top5-acc=99.86%, remaining_time=0:00:06.836460, arrival_time=2021-04-15 02:39:59.092266, cost_time=0:00:04.714825 2021-04-15 02:39:52,860 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=1.28ms, fps=4234 images/s, loss=0.2139, top1-acc=95.01%, top5-acc=99.87%, remaining_time=0:00:06.265554, arrival_time=2021-04-15 02:39:59.126434, cost_time=0:00:05.319817 2021-04-15 02:39:53,430 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.37ms, fps=4497 images/s, loss=0.2143, top1-acc=94.98%, top5-acc=99.87%, remaining_time=0:00:05.654016, arrival_time=2021-04-15 02:39:59.084657, cost_time=0:00:05.889648 2021-04-15 02:39:53,974 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.23ms, fps=4712 images/s, loss=0.2137, top1-acc=95.00%, top5-acc=99.87%, remaining_time=0:00:05.029710, arrival_time=2021-04-15 02:39:59.004038, cost_time=0:00:06.433338 2021-04-15 02:39:54,545 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.27ms, fps=4484 images/s, loss=0.2142, top1-acc=95.00%, top5-acc=99.86%, remaining_time=0:00:04.436272, arrival_time=2021-04-15 02:39:58.982003, cost_time=0:00:07.004665 2021-04-15 02:39:55,124 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.34ms, fps=4431 images/s, loss=0.2137, top1-acc=95.01%, top5-acc=99.86%, remaining_time=0:00:03.849846, arrival_time=2021-04-15 02:39:58.973800, cost_time=0:00:07.582966 2021-04-15 02:39:55,759 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=1.32ms, fps=4027 images/s, loss=0.2141, top1-acc=94.97%, top5-acc=99.87%, remaining_time=0:00:03.287592, arrival_time=2021-04-15 02:39:59.047546, cost_time=0:00:08.218975 2021-04-15 02:39:56,432 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=1.50ms, fps=3808 images/s, loss=0.2150, top1-acc=94.94%, top5-acc=99.86%, remaining_time=0:00:02.726742, arrival_time=2021-04-15 02:39:59.159421, cost_time=0:00:08.891612 2021-04-15 02:39:57,059 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=1.44ms, fps=4090 images/s, loss=0.2157, top1-acc=94.89%, top5-acc=99.86%, remaining_time=0:00:02.141568, arrival_time=2021-04-15 02:39:59.200624, cost_time=0:00:09.518076 2021-04-15 02:39:57,678 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=1.34ms, fps=4135 images/s, loss=0.2166, top1-acc=94.87%, top5-acc=99.86%, remaining_time=0:00:01.550432, arrival_time=2021-04-15 02:39:59.228851, cost_time=0:00:10.137434 2021-04-15 02:39:58,284 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.53ms, fps=4228 images/s, loss=0.2173, top1-acc=94.88%, top5-acc=99.86%, remaining_time=0:00:00.954944, arrival_time=2021-04-15 02:39:59.239189, cost_time=0:00:10.743186 2021-04-15 02:39:58,879 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=1.10ms, fps=4303 images/s, loss=0.2164, top1-acc=94.91%, top5-acc=99.86%, remaining_time=0:00:00.358062, arrival_time=2021-04-15 02:39:59.237712, cost_time=0:00:11.338660 2021-04-15 02:39:59,270 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=0.06ms, fps=3487 images/s, loss=0.2174, top1-acc=94.89%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-15 02:39:59.270001, cost_time=0:00:11.729016 2021-04-15 02:39:59,680 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=1.92ms, fps=6258 images/s, loss=1.3776, top1-acc=65.90%, top5-acc=88.67%, remaining_time=0:00:01.227120, arrival_time=2021-04-15 02:40:00.907960, cost_time=0:00:00.409044 2021-04-15 02:39:59,955 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=0.25ms, fps=9345 images/s, loss=1.2993, top1-acc=67.03%, top5-acc=89.39%, remaining_time=0:00:00.683420, arrival_time=2021-04-15 02:40:00.638587, cost_time=0:00:00.683411 2021-04-15 02:40:00,321 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=66.54ms, fps=6991 images/s, loss=1.3011, top1-acc=66.91%, top5-acc=89.48%, remaining_time=0:00:00.349960, arrival_time=2021-04-15 02:40:00.671644, cost_time=0:00:01.049877 2021-04-15 02:40:00,608 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=0.05ms, fps=8107 images/s, loss=1.2821, top1-acc=67.27%, top5-acc=89.75%, remaining_time=0:00:00, arrival_time=2021-04-15 02:40:00.608318, cost_time=0:00:01.336508 2021-04-15 02:40:00,677 INFO : Epoch=0187 complete, best val top1-acc=67.69%, top5-acc=89.94% (epoch=186), remaining_time=0:02:47.024858, arrival_time=2021-04-15 02:42:47.702320, cost_time=0:40:02.588252 2021-04-15 02:40:00,678 INFO : Train start, epoch=0188, lr=0.001039 2021-04-15 02:40:01,421 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=0.20ms, fps=3448 images/s, loss=0.2043, top1-acc=95.35%, top5-acc=99.96%, remaining_time=0:00:13.809570, arrival_time=2021-04-15 02:40:15.230830, cost_time=0:00:00.742452 2021-04-15 02:40:01,986 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=1.51ms, fps=4533 images/s, loss=0.2061, top1-acc=95.33%, top5-acc=99.82%, remaining_time=0:00:11.506704, arrival_time=2021-04-15 02:40:13.493202, cost_time=0:00:01.307574 2021-04-15 02:40:02,531 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=1.30ms, fps=4706 images/s, loss=0.2094, top1-acc=95.35%, top5-acc=99.83%, remaining_time=0:00:10.248674, arrival_time=2021-04-15 02:40:12.779637, cost_time=0:00:01.852166 2021-04-15 02:40:03,134 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=1.33ms, fps=4246 images/s, loss=0.2137, top1-acc=95.15%, top5-acc=99.83%, remaining_time=0:00:09.576372, arrival_time=2021-04-15 02:40:12.710643, cost_time=0:00:02.455476 2021-04-15 02:40:03,739 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=1.31ms, fps=4235 images/s, loss=0.2118, top1-acc=95.23%, top5-acc=99.85%, remaining_time=0:00:08.936076, arrival_time=2021-04-15 02:40:12.675283, cost_time=0:00:03.060317 2021-04-15 02:40:04,361 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.28ms, fps=4119 images/s, loss=0.2122, top1-acc=95.20%, top5-acc=99.84%, remaining_time=0:00:08.346864, arrival_time=2021-04-15 02:40:12.708099, cost_time=0:00:03.682434 2021-04-15 02:40:04,905 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=1.29ms, fps=4705 images/s, loss=0.2132, top1-acc=95.06%, top5-acc=99.84%, remaining_time=0:00:07.608384, arrival_time=2021-04-15 02:40:12.514037, cost_time=0:00:04.226861 2021-04-15 02:40:05,478 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=1.32ms, fps=4474 images/s, loss=0.2126, top1-acc=95.09%, top5-acc=99.85%, remaining_time=0:00:06.959188, arrival_time=2021-04-15 02:40:12.437492, cost_time=0:00:04.799426 2021-04-15 02:40:06,013 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.41ms, fps=4787 images/s, loss=0.2144, top1-acc=94.99%, top5-acc=99.85%, remaining_time=0:00:06.283150, arrival_time=2021-04-15 02:40:12.296704, cost_time=0:00:05.334751 2021-04-15 02:40:06,621 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=1.38ms, fps=4217 images/s, loss=0.2152, top1-acc=94.99%, top5-acc=99.83%, remaining_time=0:00:05.704416, arrival_time=2021-04-15 02:40:12.325392, cost_time=0:00:05.942135 2021-04-15 02:40:07,188 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=1.75ms, fps=4519 images/s, loss=0.2145, top1-acc=95.03%, top5-acc=99.84%, remaining_time=0:00:05.088964, arrival_time=2021-04-15 02:40:12.276957, cost_time=0:00:06.509108 2021-04-15 02:40:07,776 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=1.76ms, fps=4353 images/s, loss=0.2153, top1-acc=95.00%, top5-acc=99.84%, remaining_time=0:00:04.495248, arrival_time=2021-04-15 02:40:12.271803, cost_time=0:00:07.097750 2021-04-15 02:40:08,404 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.49ms, fps=4078 images/s, loss=0.2157, top1-acc=94.98%, top5-acc=99.84%, remaining_time=0:00:03.922380, arrival_time=2021-04-15 02:40:12.327087, cost_time=0:00:07.725904 2021-04-15 02:40:09,009 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=1.33ms, fps=4235 images/s, loss=0.2151, top1-acc=94.96%, top5-acc=99.83%, remaining_time=0:00:03.332280, arrival_time=2021-04-15 02:40:12.341838, cost_time=0:00:08.330763 2021-04-15 02:40:09,566 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.30ms, fps=4602 images/s, loss=0.2152, top1-acc=94.95%, top5-acc=99.83%, remaining_time=0:00:02.725454, arrival_time=2021-04-15 02:40:12.291645, cost_time=0:00:08.887398 2021-04-15 02:40:10,122 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=1.49ms, fps=4603 images/s, loss=0.2155, top1-acc=94.96%, top5-acc=99.83%, remaining_time=0:00:02.124864, arrival_time=2021-04-15 02:40:12.247644, cost_time=0:00:09.443910 2021-04-15 02:40:10,678 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=1.48ms, fps=4613 images/s, loss=0.2158, top1-acc=94.93%, top5-acc=99.84%, remaining_time=0:00:01.529320, arrival_time=2021-04-15 02:40:12.207488, cost_time=0:00:09.999375 2021-04-15 02:40:11,249 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=1.27ms, fps=4484 images/s, loss=0.2150, top1-acc=94.97%, top5-acc=99.84%, remaining_time=0:00:00.939616, arrival_time=2021-04-15 02:40:12.189081, cost_time=0:00:10.570662 2021-04-15 02:40:11,825 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=0.99ms, fps=4445 images/s, loss=0.2152, top1-acc=94.92%, top5-acc=99.84%, remaining_time=0:00:00.352008, arrival_time=2021-04-15 02:40:12.177738, cost_time=0:00:11.146937 2021-04-15 02:40:12,132 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=0.05ms, fps=4432 images/s, loss=0.2165, top1-acc=94.89%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 02:40:12.132890, cost_time=0:00:11.454099 2021-04-15 02:40:12,544 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=0.17ms, fps=6249 images/s, loss=1.3187, top1-acc=66.99%, top5-acc=89.57%, remaining_time=0:00:01.228980, arrival_time=2021-04-15 02:40:13.773283, cost_time=0:00:00.409657 2021-04-15 02:40:12,863 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=0.42ms, fps=8040 images/s, loss=1.3030, top1-acc=67.23%, top5-acc=89.80%, remaining_time=0:00:00.728380, arrival_time=2021-04-15 02:40:13.591441, cost_time=0:00:00.728372 2021-04-15 02:40:13,124 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=0.27ms, fps=9821 images/s, loss=1.2995, top1-acc=67.29%, top5-acc=89.96%, remaining_time=0:00:00.329830, arrival_time=2021-04-15 02:40:13.454039, cost_time=0:00:00.989479 2021-04-15 02:40:13,368 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=0.05ms, fps=9513 images/s, loss=1.2734, top1-acc=67.54%, top5-acc=90.06%, remaining_time=0:00:00, arrival_time=2021-04-15 02:40:13.368535, cost_time=0:00:01.233890 2021-04-15 02:40:13,432 INFO : Epoch=0188 complete, best val top1-acc=67.69%, top5-acc=89.94% (epoch=186), remaining_time=0:02:34.170816, arrival_time=2021-04-15 02:42:47.602825, cost_time=0:40:15.342801 2021-04-15 02:40:13,433 INFO : Train start, epoch=0189, lr=0.000886 2021-04-15 02:40:14,145 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=0.21ms, fps=3597 images/s, loss=0.2033, top1-acc=95.27%, top5-acc=99.96%, remaining_time=0:00:13.237434, arrival_time=2021-04-15 02:40:27.382572, cost_time=0:00:00.711690 2021-04-15 02:40:14,716 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=1.27ms, fps=4482 images/s, loss=0.2093, top1-acc=95.29%, top5-acc=99.96%, remaining_time=0:00:11.292688, arrival_time=2021-04-15 02:40:26.009394, cost_time=0:00:01.283268 2021-04-15 02:40:15,273 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=1.28ms, fps=4599 images/s, loss=0.2053, top1-acc=95.35%, top5-acc=99.92%, remaining_time=0:00:10.183104, arrival_time=2021-04-15 02:40:25.456997, cost_time=0:00:01.840321 2021-04-15 02:40:15,933 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.53ms, fps=3887 images/s, loss=0.2091, top1-acc=95.17%, top5-acc=99.89%, remaining_time=0:00:09.748596, arrival_time=2021-04-15 02:40:25.681703, cost_time=0:00:02.499650 2021-04-15 02:40:16,505 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=1.28ms, fps=4472 images/s, loss=0.2093, top1-acc=95.14%, top5-acc=99.89%, remaining_time=0:00:08.971408, arrival_time=2021-04-15 02:40:25.477336, cost_time=0:00:03.072422 2021-04-15 02:40:17,111 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=1.25ms, fps=4230 images/s, loss=0.2137, top1-acc=94.99%, top5-acc=99.86%, remaining_time=0:00:08.337072, arrival_time=2021-04-15 02:40:25.448648, cost_time=0:00:03.678112 2021-04-15 02:40:17,834 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=2.01ms, fps=3544 images/s, loss=0.2145, top1-acc=94.93%, top5-acc=99.85%, remaining_time=0:00:07.921494, arrival_time=2021-04-15 02:40:25.755750, cost_time=0:00:04.400820 2021-04-15 02:40:18,397 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=1.85ms, fps=4545 images/s, loss=0.2143, top1-acc=94.93%, top5-acc=99.85%, remaining_time=0:00:07.198264, arrival_time=2021-04-15 02:40:25.596134, cost_time=0:00:04.964357 2021-04-15 02:40:18,997 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.42ms, fps=4276 images/s, loss=0.2128, top1-acc=94.98%, top5-acc=99.86%, remaining_time=0:00:06.552602, arrival_time=2021-04-15 02:40:25.549604, cost_time=0:00:05.563544 2021-04-15 02:40:19,571 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.26ms, fps=4462 images/s, loss=0.2131, top1-acc=94.98%, top5-acc=99.86%, remaining_time=0:00:05.892192, arrival_time=2021-04-15 02:40:25.463350, cost_time=0:00:06.137713 2021-04-15 02:40:20,136 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=1.16ms, fps=4532 images/s, loss=0.2125, top1-acc=95.01%, top5-acc=99.87%, remaining_time=0:00:05.240496, arrival_time=2021-04-15 02:40:25.376891, cost_time=0:00:06.702953 2021-04-15 02:40:20,685 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=1.21ms, fps=4667 images/s, loss=0.2107, top1-acc=95.10%, top5-acc=99.87%, remaining_time=0:00:04.592832, arrival_time=2021-04-15 02:40:25.278164, cost_time=0:00:07.251809 2021-04-15 02:40:21,254 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.27ms, fps=4501 images/s, loss=0.2112, top1-acc=95.12%, top5-acc=99.86%, remaining_time=0:00:03.970692, arrival_time=2021-04-15 02:40:25.225242, cost_time=0:00:07.821097 2021-04-15 02:40:21,865 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=1.33ms, fps=4196 images/s, loss=0.2118, top1-acc=95.10%, top5-acc=99.87%, remaining_time=0:00:03.372600, arrival_time=2021-04-15 02:40:25.237582, cost_time=0:00:08.431521 2021-04-15 02:40:22,412 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=1.50ms, fps=4679 images/s, loss=0.2120, top1-acc=95.14%, top5-acc=99.86%, remaining_time=0:00:02.753606, arrival_time=2021-04-15 02:40:25.166150, cost_time=0:00:08.979088 2021-04-15 02:40:22,996 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=1.38ms, fps=4391 images/s, loss=0.2123, top1-acc=95.13%, top5-acc=99.85%, remaining_time=0:00:02.151540, arrival_time=2021-04-15 02:40:25.147541, cost_time=0:00:09.562478 2021-04-15 02:40:23,535 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.25ms, fps=4747 images/s, loss=0.2131, top1-acc=95.11%, top5-acc=99.84%, remaining_time=0:00:01.545050, arrival_time=2021-04-15 02:40:25.080817, cost_time=0:00:10.102310 2021-04-15 02:40:24,096 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.23ms, fps=4567 images/s, loss=0.2126, top1-acc=95.12%, top5-acc=99.84%, remaining_time=0:00:00.947840, arrival_time=2021-04-15 02:40:25.044473, cost_time=0:00:10.663196 2021-04-15 02:40:24,641 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=1.04ms, fps=4700 images/s, loss=0.2129, top1-acc=95.12%, top5-acc=99.83%, remaining_time=0:00:00.353940, arrival_time=2021-04-15 02:40:24.995513, cost_time=0:00:11.208153 2021-04-15 02:40:24,953 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=0.05ms, fps=4359 images/s, loss=0.2132, top1-acc=95.11%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-15 02:40:24.953861, cost_time=0:00:11.520439 2021-04-15 02:40:25,336 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=0.18ms, fps=6724 images/s, loss=1.2977, top1-acc=67.42%, top5-acc=90.20%, remaining_time=0:00:01.142130, arrival_time=2021-04-15 02:40:26.478337, cost_time=0:00:00.380714 2021-04-15 02:40:25,678 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=89.36ms, fps=7498 images/s, loss=1.2924, top1-acc=67.25%, top5-acc=89.61%, remaining_time=0:00:00.722660, arrival_time=2021-04-15 02:40:26.400740, cost_time=0:00:00.722654 2021-04-15 02:40:25,948 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=0.24ms, fps=9473 images/s, loss=1.2713, top1-acc=67.60%, top5-acc=89.87%, remaining_time=0:00:00.331070, arrival_time=2021-04-15 02:40:26.279709, cost_time=0:00:00.993202 2021-04-15 02:40:26,216 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=1.18ms, fps=8665 images/s, loss=1.2709, top1-acc=67.61%, top5-acc=89.94%, remaining_time=0:00:00, arrival_time=2021-04-15 02:40:26.216699, cost_time=0:00:01.261297 2021-04-15 02:40:26,277 INFO : Epoch=0189 complete, best val top1-acc=67.69%, top5-acc=89.94% (epoch=186), remaining_time=0:02:21.323149, arrival_time=2021-04-15 02:42:47.601018, cost_time=0:40:28.188662 2021-04-15 02:40:26,279 INFO : Train start, epoch=0190, lr=0.000745 2021-04-15 02:40:27,038 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=0.17ms, fps=3369 images/s, loss=0.1987, top1-acc=95.70%, top5-acc=99.84%, remaining_time=0:00:14.131722, arrival_time=2021-04-15 02:40:41.170598, cost_time=0:00:00.759769 2021-04-15 02:40:27,566 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=1.35ms, fps=4855 images/s, loss=0.2031, top1-acc=95.59%, top5-acc=99.84%, remaining_time=0:00:11.328944, arrival_time=2021-04-15 02:40:38.895432, cost_time=0:00:01.287379 2021-04-15 02:40:28,203 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=1.27ms, fps=4021 images/s, loss=0.2094, top1-acc=95.38%, top5-acc=99.84%, remaining_time=0:00:10.647904, arrival_time=2021-04-15 02:40:38.851332, cost_time=0:00:01.924318 2021-04-15 02:40:28,752 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.41ms, fps=4662 images/s, loss=0.2067, top1-acc=95.42%, top5-acc=99.84%, remaining_time=0:00:09.647820, arrival_time=2021-04-15 02:40:38.400742, cost_time=0:00:02.473819 2021-04-15 02:40:29,319 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=1.30ms, fps=4519 images/s, loss=0.2074, top1-acc=95.34%, top5-acc=99.84%, remaining_time=0:00:08.878552, arrival_time=2021-04-15 02:40:38.198239, cost_time=0:00:03.040592 2021-04-15 02:40:29,904 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.26ms, fps=4380 images/s, loss=0.2064, top1-acc=95.28%, top5-acc=99.85%, remaining_time=0:00:08.217392, arrival_time=2021-04-15 02:40:38.121809, cost_time=0:00:03.625307 2021-04-15 02:40:30,449 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.34ms, fps=4702 images/s, loss=0.2081, top1-acc=95.26%, top5-acc=99.85%, remaining_time=0:00:07.506198, arrival_time=2021-04-15 02:40:37.955391, cost_time=0:00:04.170090 2021-04-15 02:40:31,022 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.31ms, fps=4467 images/s, loss=0.2054, top1-acc=95.41%, top5-acc=99.86%, remaining_time=0:00:06.878104, arrival_time=2021-04-15 02:40:37.900778, cost_time=0:00:04.743488 2021-04-15 02:40:31,650 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.49ms, fps=4080 images/s, loss=0.2054, top1-acc=95.41%, top5-acc=99.86%, remaining_time=0:00:06.326504, arrival_time=2021-04-15 02:40:37.977181, cost_time=0:00:05.371558 2021-04-15 02:40:32,203 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=1.30ms, fps=4635 images/s, loss=0.2064, top1-acc=95.37%, top5-acc=99.86%, remaining_time=0:00:05.687328, arrival_time=2021-04-15 02:40:37.890786, cost_time=0:00:05.924283 2021-04-15 02:40:32,753 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.22ms, fps=4663 images/s, loss=0.2069, top1-acc=95.33%, top5-acc=99.86%, remaining_time=0:00:05.061358, arrival_time=2021-04-15 02:40:37.814322, cost_time=0:00:06.473860 2021-04-15 02:40:33,349 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=1.36ms, fps=4292 images/s, loss=0.2066, top1-acc=95.33%, top5-acc=99.87%, remaining_time=0:00:04.478072, arrival_time=2021-04-15 02:40:37.827939, cost_time=0:00:07.070692 2021-04-15 02:40:33,881 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=1.22ms, fps=4818 images/s, loss=0.2078, top1-acc=95.30%, top5-acc=99.86%, remaining_time=0:00:03.859746, arrival_time=2021-04-15 02:40:37.741425, cost_time=0:00:07.602548 2021-04-15 02:40:34,462 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=1.29ms, fps=4410 images/s, loss=0.2078, top1-acc=95.30%, top5-acc=99.85%, remaining_time=0:00:03.273368, arrival_time=2021-04-15 02:40:37.735937, cost_time=0:00:08.183459 2021-04-15 02:40:35,025 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=1.91ms, fps=4552 images/s, loss=0.2082, top1-acc=95.31%, top5-acc=99.85%, remaining_time=0:00:02.682168, arrival_time=2021-04-15 02:40:37.707505, cost_time=0:00:08.746157 2021-04-15 02:40:35,577 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.32ms, fps=4637 images/s, loss=0.2078, top1-acc=95.32%, top5-acc=99.86%, remaining_time=0:00:02.092212, arrival_time=2021-04-15 02:40:37.670035, cost_time=0:00:09.298696 2021-04-15 02:40:36,194 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=1.25ms, fps=4153 images/s, loss=0.2077, top1-acc=95.34%, top5-acc=99.85%, remaining_time=0:00:01.516476, arrival_time=2021-04-15 02:40:37.711043, cost_time=0:00:09.915450 2021-04-15 02:40:36,743 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=1.31ms, fps=4664 images/s, loss=0.2078, top1-acc=95.36%, top5-acc=99.85%, remaining_time=0:00:00.930192, arrival_time=2021-04-15 02:40:37.674068, cost_time=0:00:10.464736 2021-04-15 02:40:37,299 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.17ms, fps=4614 images/s, loss=0.2081, top1-acc=95.35%, top5-acc=99.85%, remaining_time=0:00:00.348000, arrival_time=2021-04-15 02:40:37.647136, cost_time=0:00:11.019969 2021-04-15 02:40:37,612 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=0.06ms, fps=4350 images/s, loss=0.2086, top1-acc=95.35%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 02:40:37.612221, cost_time=0:00:11.333120 2021-04-15 02:40:38,012 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=20.02ms, fps=6421 images/s, loss=1.3293, top1-acc=66.02%, top5-acc=89.37%, remaining_time=0:00:01.196010, arrival_time=2021-04-15 02:40:39.208655, cost_time=0:00:00.398673 2021-04-15 02:40:38,336 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=0.30ms, fps=7927 images/s, loss=1.2947, top1-acc=66.86%, top5-acc=89.88%, remaining_time=0:00:00.722360, arrival_time=2021-04-15 02:40:39.058585, cost_time=0:00:00.722364 2021-04-15 02:40:38,621 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=0.17ms, fps=8989 images/s, loss=1.2783, top1-acc=67.01%, top5-acc=89.93%, remaining_time=0:00:00.335830, arrival_time=2021-04-15 02:40:38.957168, cost_time=0:00:01.007486 2021-04-15 02:40:38,870 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=0.05ms, fps=9327 images/s, loss=1.2933, top1-acc=67.16%, top5-acc=89.88%, remaining_time=0:00:00, arrival_time=2021-04-15 02:40:38.870476, cost_time=0:00:01.256546 2021-04-15 02:40:38,928 INFO : Epoch=0190 complete, best val top1-acc=67.69%, top5-acc=89.94% (epoch=186), remaining_time=0:02:08.465240, arrival_time=2021-04-15 02:42:47.393947, cost_time=0:40:40.839506 2021-04-15 02:40:38,929 INFO : Train start, epoch=0191, lr=0.000616 2021-04-15 02:40:39,714 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=0.18ms, fps=3262 images/s, loss=0.2025, top1-acc=95.59%, top5-acc=99.73%, remaining_time=0:00:14.596350, arrival_time=2021-04-15 02:40:54.311031, cost_time=0:00:00.784752 2021-04-15 02:40:40,316 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=1.40ms, fps=4258 images/s, loss=0.2025, top1-acc=95.61%, top5-acc=99.80%, remaining_time=0:00:12.198912, arrival_time=2021-04-15 02:40:52.515089, cost_time=0:00:01.386236 2021-04-15 02:40:40,859 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=1.31ms, fps=4715 images/s, loss=0.2008, top1-acc=95.51%, top5-acc=99.86%, remaining_time=0:00:10.676788, arrival_time=2021-04-15 02:40:51.536258, cost_time=0:00:01.929541 2021-04-15 02:40:41,411 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.48ms, fps=4667 images/s, loss=0.2023, top1-acc=95.54%, top5-acc=99.83%, remaining_time=0:00:09.665604, arrival_time=2021-04-15 02:40:51.076572, cost_time=0:00:02.478369 2021-04-15 02:40:42,009 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=1.59ms, fps=4283 images/s, loss=0.2015, top1-acc=95.55%, top5-acc=99.83%, remaining_time=0:00:08.991410, arrival_time=2021-04-15 02:40:51.000574, cost_time=0:00:03.079235 2021-04-15 02:40:42,594 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=1.29ms, fps=4380 images/s, loss=0.1995, top1-acc=95.63%, top5-acc=99.86%, remaining_time=0:00:08.305112, arrival_time=2021-04-15 02:40:50.899136, cost_time=0:00:03.664021 2021-04-15 02:40:43,181 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=1.86ms, fps=4362 images/s, loss=0.2011, top1-acc=95.63%, top5-acc=99.87%, remaining_time=0:00:07.652610, arrival_time=2021-04-15 02:40:50.834055, cost_time=0:00:04.251438 2021-04-15 02:40:43,850 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=1.31ms, fps=3831 images/s, loss=0.2008, top1-acc=95.60%, top5-acc=99.88%, remaining_time=0:00:07.134464, arrival_time=2021-04-15 02:40:50.984697, cost_time=0:00:04.920302 2021-04-15 02:40:44,405 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=1.32ms, fps=4614 images/s, loss=0.2008, top1-acc=95.60%, top5-acc=99.88%, remaining_time=0:00:06.448828, arrival_time=2021-04-15 02:40:50.854294, cost_time=0:00:05.475464 2021-04-15 02:40:44,953 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=1.66ms, fps=4674 images/s, loss=0.2008, top1-acc=95.57%, top5-acc=99.87%, remaining_time=0:00:05.782752, arrival_time=2021-04-15 02:40:50.736364, cost_time=0:00:06.023656 2021-04-15 02:40:45,512 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=1.25ms, fps=4583 images/s, loss=0.2021, top1-acc=95.54%, top5-acc=99.87%, remaining_time=0:00:05.146412, arrival_time=2021-04-15 02:40:50.659013, cost_time=0:00:06.582621 2021-04-15 02:40:46,065 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=1.27ms, fps=4630 images/s, loss=0.2022, top1-acc=95.55%, top5-acc=99.87%, remaining_time=0:00:04.519492, arrival_time=2021-04-15 02:40:50.585443, cost_time=0:00:07.136019 2021-04-15 02:40:46,660 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=1.50ms, fps=4306 images/s, loss=0.2036, top1-acc=95.50%, top5-acc=99.87%, remaining_time=0:00:03.924888, arrival_time=2021-04-15 02:40:50.585740, cost_time=0:00:07.730842 2021-04-15 02:40:47,230 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=1.22ms, fps=4496 images/s, loss=0.2037, top1-acc=95.47%, top5-acc=99.87%, remaining_time=0:00:03.320352, arrival_time=2021-04-15 02:40:50.551104, cost_time=0:00:08.300813 2021-04-15 02:40:47,804 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=1.64ms, fps=4468 images/s, loss=0.2032, top1-acc=95.53%, top5-acc=99.87%, remaining_time=0:00:02.721406, arrival_time=2021-04-15 02:40:50.525469, cost_time=0:00:08.874135 2021-04-15 02:40:48,383 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=1.39ms, fps=4420 images/s, loss=0.2043, top1-acc=95.50%, top5-acc=99.87%, remaining_time=0:00:02.127060, arrival_time=2021-04-15 02:40:50.510671, cost_time=0:00:09.453635 2021-04-15 02:40:48,929 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.36ms, fps=4697 images/s, loss=0.2055, top1-acc=95.43%, top5-acc=99.87%, remaining_time=0:00:01.529268, arrival_time=2021-04-15 02:40:50.458371, cost_time=0:00:09.999102 2021-04-15 02:40:49,455 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.49ms, fps=4866 images/s, loss=0.2055, top1-acc=95.44%, top5-acc=99.87%, remaining_time=0:00:00.935616, arrival_time=2021-04-15 02:40:50.391243, cost_time=0:00:10.525684 2021-04-15 02:40:49,991 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.19ms, fps=4780 images/s, loss=0.2056, top1-acc=95.44%, top5-acc=99.87%, remaining_time=0:00:00.349314, arrival_time=2021-04-15 02:40:50.340963, cost_time=0:00:11.061676 2021-04-15 02:40:50,322 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=0.05ms, fps=4120 images/s, loss=0.2069, top1-acc=95.40%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-15 02:40:50.322162, cost_time=0:00:11.392248 2021-04-15 02:40:50,762 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=42.28ms, fps=5837 images/s, loss=1.3266, top1-acc=67.38%, top5-acc=89.61%, remaining_time=0:00:01.315740, arrival_time=2021-04-15 02:40:52.078164, cost_time=0:00:00.438575 2021-04-15 02:40:51,028 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=0.17ms, fps=9624 images/s, loss=1.3134, top1-acc=67.27%, top5-acc=89.79%, remaining_time=0:00:00.705040, arrival_time=2021-04-15 02:40:51.733882, cost_time=0:00:00.705042 2021-04-15 02:40:51,321 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=42.89ms, fps=8770 images/s, loss=1.2997, top1-acc=67.76%, top5-acc=89.71%, remaining_time=0:00:00.332420, arrival_time=2021-04-15 02:40:51.653478, cost_time=0:00:00.997252 2021-04-15 02:40:51,567 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=0.06ms, fps=9423 images/s, loss=1.3075, top1-acc=67.82%, top5-acc=89.93%, remaining_time=0:00:00, arrival_time=2021-04-15 02:40:51.567575, cost_time=0:00:01.243791 2021-04-15 02:40:51,677 INFO : Epoch=0191 complete, best val top1-acc=67.82%, top5-acc=89.93% (epoch=191), remaining_time=0:01:55.614099, arrival_time=2021-04-15 02:42:47.291483, cost_time=0:40:53.588167 2021-04-15 02:40:51,678 INFO : Train start, epoch=0192, lr=0.000499 2021-04-15 02:40:52,425 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=1.26ms, fps=3425 images/s, loss=0.2233, top1-acc=94.96%, top5-acc=99.84%, remaining_time=0:00:13.900338, arrival_time=2021-04-15 02:41:06.326275, cost_time=0:00:00.747327 2021-04-15 02:40:52,980 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=1.51ms, fps=4623 images/s, loss=0.2100, top1-acc=95.39%, top5-acc=99.82%, remaining_time=0:00:11.451968, arrival_time=2021-04-15 02:41:04.431996, cost_time=0:00:01.301368 2021-04-15 02:40:53,552 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=1.29ms, fps=4475 images/s, loss=0.2116, top1-acc=95.03%, top5-acc=99.87%, remaining_time=0:00:10.369190, arrival_time=2021-04-15 02:41:03.921734, cost_time=0:00:01.873938 2021-04-15 02:40:54,098 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.25ms, fps=4691 images/s, loss=0.2119, top1-acc=95.12%, top5-acc=99.86%, remaining_time=0:00:09.438312, arrival_time=2021-04-15 02:41:03.536982, cost_time=0:00:02.420063 2021-04-15 02:40:54,632 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=1.40ms, fps=4799 images/s, loss=0.2068, top1-acc=95.34%, top5-acc=99.86%, remaining_time=0:00:08.625242, arrival_time=2021-04-15 02:41:03.257675, cost_time=0:00:02.953829 2021-04-15 02:40:55,215 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.43ms, fps=4391 images/s, loss=0.2062, top1-acc=95.31%, top5-acc=99.88%, remaining_time=0:00:08.017608, arrival_time=2021-04-15 02:41:03.233382, cost_time=0:00:03.537161 2021-04-15 02:40:55,773 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=1.21ms, fps=4596 images/s, loss=0.2061, top1-acc=95.33%, top5-acc=99.86%, remaining_time=0:00:07.370118, arrival_time=2021-04-15 02:41:03.143206, cost_time=0:00:04.094478 2021-04-15 02:40:56,334 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=1.22ms, fps=4561 images/s, loss=0.2049, top1-acc=95.36%, top5-acc=99.87%, remaining_time=0:00:06.751316, arrival_time=2021-04-15 02:41:03.085982, cost_time=0:00:04.656067 2021-04-15 02:40:56,920 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.82ms, fps=4371 images/s, loss=0.2054, top1-acc=95.35%, top5-acc=99.87%, remaining_time=0:00:06.173864, arrival_time=2021-04-15 02:41:03.094519, cost_time=0:00:05.241989 2021-04-15 02:40:57,466 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=1.24ms, fps=4697 images/s, loss=0.2049, top1-acc=95.37%, top5-acc=99.87%, remaining_time=0:00:05.556000, arrival_time=2021-04-15 02:41:03.022150, cost_time=0:00:05.787536 2021-04-15 02:40:58,025 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=1.54ms, fps=4577 images/s, loss=0.2053, top1-acc=95.37%, top5-acc=99.87%, remaining_time=0:00:04.962372, arrival_time=2021-04-15 02:41:02.988198, cost_time=0:00:06.347223 2021-04-15 02:40:58,560 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.34ms, fps=4792 images/s, loss=0.2056, top1-acc=95.38%, top5-acc=99.87%, remaining_time=0:00:04.358448, arrival_time=2021-04-15 02:41:02.918818, cost_time=0:00:06.881765 2021-04-15 02:40:59,119 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=1.42ms, fps=4585 images/s, loss=0.2043, top1-acc=95.39%, top5-acc=99.88%, remaining_time=0:00:03.777444, arrival_time=2021-04-15 02:41:02.896533, cost_time=0:00:07.440484 2021-04-15 02:40:59,665 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=1.44ms, fps=4690 images/s, loss=0.2044, top1-acc=95.39%, top5-acc=99.87%, remaining_time=0:00:03.194688, arrival_time=2021-04-15 02:41:02.859992, cost_time=0:00:07.986705 2021-04-15 02:41:00,232 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=1.30ms, fps=4514 images/s, loss=0.2053, top1-acc=95.35%, top5-acc=99.86%, remaining_time=0:00:02.623288, arrival_time=2021-04-15 02:41:02.856154, cost_time=0:00:08.554169 2021-04-15 02:41:00,815 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.42ms, fps=4398 images/s, loss=0.2056, top1-acc=95.36%, top5-acc=99.86%, remaining_time=0:00:02.055780, arrival_time=2021-04-15 02:41:02.871150, cost_time=0:00:09.136752 2021-04-15 02:41:01,357 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.49ms, fps=4725 images/s, loss=0.2057, top1-acc=95.37%, top5-acc=99.87%, remaining_time=0:00:01.480310, arrival_time=2021-04-15 02:41:02.837853, cost_time=0:00:09.678941 2021-04-15 02:41:01,970 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=1.43ms, fps=4180 images/s, loss=0.2057, top1-acc=95.38%, top5-acc=99.86%, remaining_time=0:00:00.914816, arrival_time=2021-04-15 02:41:02.885113, cost_time=0:00:10.291692 2021-04-15 02:41:02,534 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.14ms, fps=4538 images/s, loss=0.2060, top1-acc=95.36%, top5-acc=99.86%, remaining_time=0:00:00.342828, arrival_time=2021-04-15 02:41:02.877567, cost_time=0:00:10.856136 2021-04-15 02:41:02,845 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=0.05ms, fps=4381 images/s, loss=0.2067, top1-acc=95.35%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-15 02:41:02.845530, cost_time=0:00:11.166924 2021-04-15 02:41:03,286 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=59.09ms, fps=5829 images/s, loss=1.3226, top1-acc=67.50%, top5-acc=89.26%, remaining_time=0:00:01.317600, arrival_time=2021-04-15 02:41:04.604163, cost_time=0:00:00.439197 2021-04-15 02:41:03,569 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=0.28ms, fps=9045 images/s, loss=1.2960, top1-acc=67.50%, top5-acc=89.55%, remaining_time=0:00:00.722540, arrival_time=2021-04-15 02:41:04.292466, cost_time=0:00:00.722549 2021-04-15 02:41:03,907 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=28.13ms, fps=7592 images/s, loss=1.2883, top1-acc=67.20%, top5-acc=89.52%, remaining_time=0:00:00.353370, arrival_time=2021-04-15 02:41:04.260827, cost_time=0:00:01.060096 2021-04-15 02:41:04,158 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=0.13ms, fps=9266 images/s, loss=1.2859, top1-acc=67.50%, top5-acc=89.53%, remaining_time=0:00:00, arrival_time=2021-04-15 02:41:04.158218, cost_time=0:00:01.310777 2021-04-15 02:41:04,216 INFO : Epoch=0192 complete, best val top1-acc=67.82%, top5-acc=89.93% (epoch=191), remaining_time=0:01:42.755288, arrival_time=2021-04-15 02:42:46.971472, cost_time=0:41:06.126986 2021-04-15 02:41:04,217 INFO : Train start, epoch=0193, lr=0.000394 2021-04-15 02:41:05,060 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=0.19ms, fps=3038 images/s, loss=0.2108, top1-acc=95.08%, top5-acc=99.92%, remaining_time=0:00:15.672546, arrival_time=2021-04-15 02:41:20.732553, cost_time=0:00:00.842609 2021-04-15 02:41:05,602 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.23ms, fps=4719 images/s, loss=0.2035, top1-acc=95.39%, top5-acc=99.84%, remaining_time=0:00:12.192048, arrival_time=2021-04-15 02:41:17.794904, cost_time=0:00:01.385463 2021-04-15 02:41:06,173 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=1.25ms, fps=4488 images/s, loss=0.2039, top1-acc=95.44%, top5-acc=99.83%, remaining_time=0:00:10.824030, arrival_time=2021-04-15 02:41:16.997586, cost_time=0:00:01.956159 2021-04-15 02:41:06,735 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=1.45ms, fps=4555 images/s, loss=0.2031, top1-acc=95.48%, top5-acc=99.83%, remaining_time=0:00:09.822384, arrival_time=2021-04-15 02:41:16.558335, cost_time=0:00:02.518563 2021-04-15 02:41:07,298 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=1.32ms, fps=4555 images/s, loss=0.2053, top1-acc=95.34%, top5-acc=99.86%, remaining_time=0:00:08.996228, arrival_time=2021-04-15 02:41:16.294535, cost_time=0:00:03.080908 2021-04-15 02:41:07,844 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.34ms, fps=4694 images/s, loss=0.2054, top1-acc=95.38%, top5-acc=99.85%, remaining_time=0:00:08.220248, arrival_time=2021-04-15 02:41:16.064232, cost_time=0:00:03.626583 2021-04-15 02:41:08,442 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=1.40ms, fps=4279 images/s, loss=0.2050, top1-acc=95.36%, top5-acc=99.85%, remaining_time=0:00:07.605234, arrival_time=2021-04-15 02:41:16.047774, cost_time=0:00:04.225141 2021-04-15 02:41:08,990 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.23ms, fps=4676 images/s, loss=0.2044, top1-acc=95.36%, top5-acc=99.85%, remaining_time=0:00:06.920792, arrival_time=2021-04-15 02:41:15.911163, cost_time=0:00:04.772986 2021-04-15 02:41:09,531 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.19ms, fps=4737 images/s, loss=0.2034, top1-acc=95.45%, top5-acc=99.86%, remaining_time=0:00:06.258346, arrival_time=2021-04-15 02:41:15.789519, cost_time=0:00:05.313715 2021-04-15 02:41:10,083 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=1.31ms, fps=4641 images/s, loss=0.2046, top1-acc=95.39%, top5-acc=99.86%, remaining_time=0:00:05.631072, arrival_time=2021-04-15 02:41:15.714215, cost_time=0:00:05.865712 2021-04-15 02:41:10,661 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.31ms, fps=4428 images/s, loss=0.2041, top1-acc=95.38%, top5-acc=99.87%, remaining_time=0:00:05.038224, arrival_time=2021-04-15 02:41:15.699884, cost_time=0:00:06.444263 2021-04-15 02:41:11,205 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=1.29ms, fps=4710 images/s, loss=0.2035, top1-acc=95.39%, top5-acc=99.87%, remaining_time=0:00:04.425784, arrival_time=2021-04-15 02:41:15.631253, cost_time=0:00:06.988064 2021-04-15 02:41:11,785 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=1.83ms, fps=4420 images/s, loss=0.2039, top1-acc=95.39%, top5-acc=99.87%, remaining_time=0:00:03.841992, arrival_time=2021-04-15 02:41:15.627004, cost_time=0:00:07.567612 2021-04-15 02:41:12,329 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=1.38ms, fps=4702 images/s, loss=0.2038, top1-acc=95.43%, top5-acc=99.88%, remaining_time=0:00:03.244976, arrival_time=2021-04-15 02:41:15.574796, cost_time=0:00:08.112392 2021-04-15 02:41:12,934 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.66ms, fps=4240 images/s, loss=0.2037, top1-acc=95.44%, top5-acc=99.87%, remaining_time=0:00:02.673060, arrival_time=2021-04-15 02:41:15.607016, cost_time=0:00:08.716510 2021-04-15 02:41:13,511 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=1.29ms, fps=4437 images/s, loss=0.2031, top1-acc=95.48%, top5-acc=99.87%, remaining_time=0:00:02.091132, arrival_time=2021-04-15 02:41:15.602554, cost_time=0:00:09.293993 2021-04-15 02:41:14,072 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=1.28ms, fps=4562 images/s, loss=0.2026, top1-acc=95.49%, top5-acc=99.87%, remaining_time=0:00:01.507324, arrival_time=2021-04-15 02:41:15.580238, cost_time=0:00:09.855519 2021-04-15 02:41:14,660 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.42ms, fps=4357 images/s, loss=0.2029, top1-acc=95.47%, top5-acc=99.87%, remaining_time=0:00:00.928288, arrival_time=2021-04-15 02:41:15.589042, cost_time=0:00:10.443322 2021-04-15 02:41:15,312 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.16ms, fps=3933 images/s, loss=0.2027, top1-acc=95.47%, top5-acc=99.87%, remaining_time=0:00:00.350358, arrival_time=2021-04-15 02:41:15.662331, cost_time=0:00:11.094576 2021-04-15 02:41:15,626 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=0.06ms, fps=4329 images/s, loss=0.2027, top1-acc=95.47%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-15 02:41:15.626434, cost_time=0:00:11.409048 2021-04-15 02:41:16,026 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=0.17ms, fps=6419 images/s, loss=1.3699, top1-acc=65.27%, top5-acc=89.84%, remaining_time=0:00:01.196400, arrival_time=2021-04-15 02:41:17.223250, cost_time=0:00:00.398805 2021-04-15 02:41:16,295 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=0.18ms, fps=9546 images/s, loss=1.2970, top1-acc=66.33%, top5-acc=90.21%, remaining_time=0:00:00.667280, arrival_time=2021-04-15 02:41:16.962610, cost_time=0:00:00.667274 2021-04-15 02:41:16,576 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=0.17ms, fps=9106 images/s, loss=1.2893, top1-acc=67.24%, top5-acc=89.97%, remaining_time=0:00:00.316240, arrival_time=2021-04-15 02:41:16.893010, cost_time=0:00:00.948730 2021-04-15 02:41:16,814 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=0.05ms, fps=9777 images/s, loss=1.3118, top1-acc=66.95%, top5-acc=90.13%, remaining_time=0:00:00, arrival_time=2021-04-15 02:41:16.814341, cost_time=0:00:01.186308 2021-04-15 02:41:16,872 INFO : Epoch=0193 complete, best val top1-acc=67.82%, top5-acc=89.93% (epoch=191), remaining_time=0:01:29.904052, arrival_time=2021-04-15 02:42:46.776378, cost_time=0:41:18.783115 2021-04-15 02:41:16,873 INFO : Train start, epoch=0194, lr=0.000302 2021-04-15 02:41:17,633 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=1.22ms, fps=3371 images/s, loss=0.2214, top1-acc=94.84%, top5-acc=99.80%, remaining_time=0:00:14.122980, arrival_time=2021-04-15 02:41:31.755937, cost_time=0:00:00.759299 2021-04-15 02:41:18,214 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.28ms, fps=4406 images/s, loss=0.2121, top1-acc=95.25%, top5-acc=99.84%, remaining_time=0:00:11.799568, arrival_time=2021-04-15 02:41:30.013984, cost_time=0:00:01.340860 2021-04-15 02:41:18,776 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=2.39ms, fps=4559 images/s, loss=0.2113, top1-acc=95.31%, top5-acc=99.82%, remaining_time=0:00:10.528384, arrival_time=2021-04-15 02:41:29.304744, cost_time=0:00:01.902720 2021-04-15 02:41:19,337 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=1.24ms, fps=4568 images/s, loss=0.2087, top1-acc=95.32%, top5-acc=99.81%, remaining_time=0:00:09.608508, arrival_time=2021-04-15 02:41:28.945792, cost_time=0:00:02.463716 2021-04-15 02:41:19,913 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=1.38ms, fps=4448 images/s, loss=0.2076, top1-acc=95.39%, top5-acc=99.84%, remaining_time=0:00:08.875632, arrival_time=2021-04-15 02:41:28.788781, cost_time=0:00:03.039589 2021-04-15 02:41:20,497 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.54ms, fps=4385 images/s, loss=0.2056, top1-acc=95.41%, top5-acc=99.84%, remaining_time=0:00:08.213856, arrival_time=2021-04-15 02:41:28.711201, cost_time=0:00:03.623786 2021-04-15 02:41:21,126 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=1.30ms, fps=4070 images/s, loss=0.2079, top1-acc=95.33%, top5-acc=99.85%, remaining_time=0:00:07.655634, arrival_time=2021-04-15 02:41:28.782463, cost_time=0:00:04.253117 2021-04-15 02:41:21,799 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=1.44ms, fps=3810 images/s, loss=0.2097, top1-acc=95.26%, top5-acc=99.84%, remaining_time=0:00:07.142468, arrival_time=2021-04-15 02:41:28.941857, cost_time=0:00:04.925813 2021-04-15 02:41:22,437 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=1.50ms, fps=4014 images/s, loss=0.2074, top1-acc=95.31%, top5-acc=99.84%, remaining_time=0:00:06.553132, arrival_time=2021-04-15 02:41:28.990685, cost_time=0:00:05.563996 2021-04-15 02:41:23,055 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=1.39ms, fps=4149 images/s, loss=0.2066, top1-acc=95.37%, top5-acc=99.83%, remaining_time=0:00:05.934144, arrival_time=2021-04-15 02:41:28.989158, cost_time=0:00:06.181368 2021-04-15 02:41:23,595 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.42ms, fps=4740 images/s, loss=0.2055, top1-acc=95.40%, top5-acc=99.84%, remaining_time=0:00:05.255374, arrival_time=2021-04-15 02:41:28.850928, cost_time=0:00:06.721975 2021-04-15 02:41:24,142 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=1.45ms, fps=4684 images/s, loss=0.2057, top1-acc=95.43%, top5-acc=99.84%, remaining_time=0:00:04.603624, arrival_time=2021-04-15 02:41:28.746111, cost_time=0:00:07.268926 2021-04-15 02:41:24,701 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.44ms, fps=4585 images/s, loss=0.2055, top1-acc=95.43%, top5-acc=99.84%, remaining_time=0:00:03.973992, arrival_time=2021-04-15 02:41:28.675124, cost_time=0:00:07.827573 2021-04-15 02:41:25,293 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=1.29ms, fps=4324 images/s, loss=0.2060, top1-acc=95.40%, top5-acc=99.84%, remaining_time=0:00:03.368008, arrival_time=2021-04-15 02:41:28.661693, cost_time=0:00:08.419982 2021-04-15 02:41:25,902 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=1.26ms, fps=4210 images/s, loss=0.2053, top1-acc=95.37%, top5-acc=99.84%, remaining_time=0:00:02.768786, arrival_time=2021-04-15 02:41:28.671011, cost_time=0:00:09.028667 2021-04-15 02:41:26,513 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.42ms, fps=4189 images/s, loss=0.2051, top1-acc=95.36%, top5-acc=99.85%, remaining_time=0:00:02.169000, arrival_time=2021-04-15 02:41:28.682638, cost_time=0:00:09.640063 2021-04-15 02:41:27,078 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=1.30ms, fps=4536 images/s, loss=0.2049, top1-acc=95.37%, top5-acc=99.86%, remaining_time=0:00:01.560728, arrival_time=2021-04-15 02:41:28.639092, cost_time=0:00:10.204805 2021-04-15 02:41:27,625 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=1.37ms, fps=4683 images/s, loss=0.2042, top1-acc=95.39%, top5-acc=99.87%, remaining_time=0:00:00.955712, arrival_time=2021-04-15 02:41:28.581072, cost_time=0:00:10.751805 2021-04-15 02:41:28,223 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=5.77ms, fps=4281 images/s, loss=0.2044, top1-acc=95.40%, top5-acc=99.86%, remaining_time=0:00:00.358422, arrival_time=2021-04-15 02:41:28.582132, cost_time=0:00:11.350045 2021-04-15 02:41:28,557 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=0.05ms, fps=4077 images/s, loss=0.2051, top1-acc=95.38%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-15 02:41:28.557734, cost_time=0:00:11.684181 2021-04-15 02:41:28,976 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=0.29ms, fps=6138 images/s, loss=1.2815, top1-acc=67.97%, top5-acc=89.80%, remaining_time=0:00:01.251270, arrival_time=2021-04-15 02:41:30.227773, cost_time=0:00:00.417087 2021-04-15 02:41:29,263 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=0.22ms, fps=8916 images/s, loss=1.3069, top1-acc=67.09%, top5-acc=89.55%, remaining_time=0:00:00.704560, arrival_time=2021-04-15 02:41:29.968515, cost_time=0:00:00.704570 2021-04-15 02:41:29,652 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=0.18ms, fps=6592 images/s, loss=1.2928, top1-acc=67.53%, top5-acc=89.78%, remaining_time=0:00:00.364410, arrival_time=2021-04-15 02:41:30.017041, cost_time=0:00:01.093240 2021-04-15 02:41:29,921 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.05ms, fps=8652 images/s, loss=1.3017, top1-acc=67.56%, top5-acc=89.79%, remaining_time=0:00:00, arrival_time=2021-04-15 02:41:29.921072, cost_time=0:00:01.361696 2021-04-15 02:41:29,981 INFO : Epoch=0194 complete, best val top1-acc=67.82%, top5-acc=89.93% (epoch=191), remaining_time=0:01:17.068818, arrival_time=2021-04-15 02:42:47.049817, cost_time=0:41:31.891794 2021-04-15 02:41:29,982 INFO : Train start, epoch=0195, lr=0.000222 2021-04-15 02:41:30,723 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=1.30ms, fps=3456 images/s, loss=0.1903, top1-acc=96.13%, top5-acc=99.92%, remaining_time=0:00:13.778694, arrival_time=2021-04-15 02:41:44.501668, cost_time=0:00:00.740788 2021-04-15 02:41:31,267 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.18ms, fps=4701 images/s, loss=0.1988, top1-acc=95.76%, top5-acc=99.88%, remaining_time=0:00:11.313808, arrival_time=2021-04-15 02:41:42.581696, cost_time=0:00:01.285660 2021-04-15 02:41:31,820 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=1.24ms, fps=4636 images/s, loss=0.2038, top1-acc=95.56%, top5-acc=99.88%, remaining_time=0:00:10.172148, arrival_time=2021-04-15 02:41:41.992705, cost_time=0:00:01.838331 2021-04-15 02:41:32,361 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=1.24ms, fps=4735 images/s, loss=0.2023, top1-acc=95.55%, top5-acc=99.91%, remaining_time=0:00:09.279816, arrival_time=2021-04-15 02:41:41.641438, cost_time=0:00:02.379437 2021-04-15 02:41:32,951 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=1.48ms, fps=4346 images/s, loss=0.2036, top1-acc=95.52%, top5-acc=99.91%, remaining_time=0:00:08.669042, arrival_time=2021-04-15 02:41:41.620057, cost_time=0:00:02.968833 2021-04-15 02:41:33,593 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=1.50ms, fps=3986 images/s, loss=0.2024, top1-acc=95.59%, top5-acc=99.92%, remaining_time=0:00:08.185976, arrival_time=2021-04-15 02:41:41.779630, cost_time=0:00:03.611471 2021-04-15 02:41:34,166 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=1.34ms, fps=4475 images/s, loss=0.2028, top1-acc=95.58%, top5-acc=99.89%, remaining_time=0:00:07.531020, arrival_time=2021-04-15 02:41:41.697080, cost_time=0:00:04.183871 2021-04-15 02:41:34,743 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.43ms, fps=4437 images/s, loss=0.2009, top1-acc=95.61%, top5-acc=99.90%, remaining_time=0:00:06.903624, arrival_time=2021-04-15 02:41:41.646930, cost_time=0:00:04.761117 2021-04-15 02:41:35,327 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=1.21ms, fps=4387 images/s, loss=0.1997, top1-acc=95.66%, top5-acc=99.90%, remaining_time=0:00:06.295128, arrival_time=2021-04-15 02:41:41.622276, cost_time=0:00:05.344945 2021-04-15 02:41:35,887 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=1.56ms, fps=4571 images/s, loss=0.2000, top1-acc=95.59%, top5-acc=99.90%, remaining_time=0:00:05.669088, arrival_time=2021-04-15 02:41:41.556651, cost_time=0:00:05.905305 2021-04-15 02:41:36,430 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=1.18ms, fps=4721 images/s, loss=0.2002, top1-acc=95.60%, top5-acc=99.90%, remaining_time=0:00:05.041320, arrival_time=2021-04-15 02:41:41.471645, cost_time=0:00:06.448145 2021-04-15 02:41:36,970 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.38ms, fps=4739 images/s, loss=0.2015, top1-acc=95.54%, top5-acc=99.89%, remaining_time=0:00:04.426088, arrival_time=2021-04-15 02:41:41.396966, cost_time=0:00:06.988619 2021-04-15 02:41:37,547 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=1.24ms, fps=4441 images/s, loss=0.2007, top1-acc=95.57%, top5-acc=99.89%, remaining_time=0:00:03.841002, arrival_time=2021-04-15 02:41:41.388844, cost_time=0:00:07.565603 2021-04-15 02:41:38,120 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=1.29ms, fps=4472 images/s, loss=0.2001, top1-acc=95.61%, top5-acc=99.89%, remaining_time=0:00:03.255392, arrival_time=2021-04-15 02:41:41.376109, cost_time=0:00:08.138537 2021-04-15 02:41:38,752 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=2.27ms, fps=4055 images/s, loss=0.2004, top1-acc=95.60%, top5-acc=99.89%, remaining_time=0:00:02.689528, arrival_time=2021-04-15 02:41:41.441963, cost_time=0:00:08.770182 2021-04-15 02:41:39,363 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=1.53ms, fps=4196 images/s, loss=0.2000, top1-acc=95.62%, top5-acc=99.88%, remaining_time=0:00:02.110680, arrival_time=2021-04-15 02:41:41.473642, cost_time=0:00:09.380754 2021-04-15 02:41:39,932 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=1.43ms, fps=4494 images/s, loss=0.1999, top1-acc=95.64%, top5-acc=99.88%, remaining_time=0:00:01.521884, arrival_time=2021-04-15 02:41:41.454812, cost_time=0:00:09.950741 2021-04-15 02:41:40,512 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=1.32ms, fps=4420 images/s, loss=0.1997, top1-acc=95.64%, top5-acc=99.88%, remaining_time=0:00:00.936016, arrival_time=2021-04-15 02:41:41.448394, cost_time=0:00:10.530195 2021-04-15 02:41:41,093 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.41ms, fps=4410 images/s, loss=0.2000, top1-acc=95.60%, top5-acc=99.88%, remaining_time=0:00:00.350874, arrival_time=2021-04-15 02:41:41.444149, cost_time=0:00:11.111036 2021-04-15 02:41:41,406 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=0.05ms, fps=4344 images/s, loss=0.2001, top1-acc=95.60%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-15 02:41:41.406765, cost_time=0:00:11.424572 2021-04-15 02:41:41,804 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=43.51ms, fps=6461 images/s, loss=1.2718, top1-acc=67.34%, top5-acc=90.12%, remaining_time=0:00:01.188630, arrival_time=2021-04-15 02:41:42.993390, cost_time=0:00:00.396206 2021-04-15 02:41:42,045 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=0.24ms, fps=10672 images/s, loss=1.2819, top1-acc=66.97%, top5-acc=89.86%, remaining_time=0:00:00.636440, arrival_time=2021-04-15 02:41:42.681413, cost_time=0:00:00.636432 2021-04-15 02:41:42,338 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=39.51ms, fps=8730 images/s, loss=1.2883, top1-acc=67.16%, top5-acc=89.93%, remaining_time=0:00:00.310000, arrival_time=2021-04-15 02:41:42.648530, cost_time=0:00:00.929987 2021-04-15 02:41:42,620 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=0.07ms, fps=8246 images/s, loss=1.2959, top1-acc=67.20%, top5-acc=90.00%, remaining_time=0:00:00, arrival_time=2021-04-15 02:41:42.620201, cost_time=0:00:01.211638 2021-04-15 02:41:42,723 INFO : Epoch=0195 complete, best val top1-acc=67.82%, top5-acc=89.93% (epoch=191), remaining_time=0:01:04.221395, arrival_time=2021-04-15 02:42:46.945142, cost_time=0:41:44.634493 2021-04-15 02:41:42,725 INFO : Train start, epoch=0196, lr=0.000154 2021-04-15 02:41:43,504 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=0.18ms, fps=3288 images/s, loss=0.1956, top1-acc=95.70%, top5-acc=99.80%, remaining_time=0:00:14.481588, arrival_time=2021-04-15 02:41:57.986099, cost_time=0:00:00.778585 2021-04-15 02:41:44,082 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=1.29ms, fps=4428 images/s, loss=0.1965, top1-acc=95.68%, top5-acc=99.84%, remaining_time=0:00:11.941952, arrival_time=2021-04-15 02:41:56.024883, cost_time=0:00:01.357030 2021-04-15 02:41:44,651 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=1.41ms, fps=4505 images/s, loss=0.2016, top1-acc=95.49%, top5-acc=99.80%, remaining_time=0:00:10.654710, arrival_time=2021-04-15 02:41:55.306195, cost_time=0:00:01.925558 2021-04-15 02:41:45,222 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=1.29ms, fps=4486 images/s, loss=0.1992, top1-acc=95.61%, top5-acc=99.84%, remaining_time=0:00:09.736896, arrival_time=2021-04-15 02:41:54.959501, cost_time=0:00:02.496625 2021-04-15 02:41:45,842 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=1.48ms, fps=4132 images/s, loss=0.1994, top1-acc=95.73%, top5-acc=99.86%, remaining_time=0:00:09.100910, arrival_time=2021-04-15 02:41:54.943597, cost_time=0:00:03.116765 2021-04-15 02:41:46,444 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=1.27ms, fps=4259 images/s, loss=0.2011, top1-acc=95.63%, top5-acc=99.84%, remaining_time=0:00:08.427920, arrival_time=2021-04-15 02:41:54.872042, cost_time=0:00:03.718208 2021-04-15 02:41:47,122 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=1.36ms, fps=3775 images/s, loss=0.1998, top1-acc=95.65%, top5-acc=99.83%, remaining_time=0:00:07.914060, arrival_time=2021-04-15 02:41:55.036694, cost_time=0:00:04.396721 2021-04-15 02:41:47,799 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.42ms, fps=3783 images/s, loss=0.1995, top1-acc=95.65%, top5-acc=99.83%, remaining_time=0:00:07.356952, arrival_time=2021-04-15 02:41:55.156728, cost_time=0:00:05.073782 2021-04-15 02:41:48,370 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=1.32ms, fps=4488 images/s, loss=0.1990, top1-acc=95.68%, top5-acc=99.83%, remaining_time=0:00:06.648320, arrival_time=2021-04-15 02:41:55.019014, cost_time=0:00:05.644773 2021-04-15 02:41:48,943 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.40ms, fps=4470 images/s, loss=0.1996, top1-acc=95.65%, top5-acc=99.84%, remaining_time=0:00:05.969184, arrival_time=2021-04-15 02:41:54.912958, cost_time=0:00:06.217866 2021-04-15 02:41:49,545 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.31ms, fps=4259 images/s, loss=0.2003, top1-acc=95.63%, top5-acc=99.84%, remaining_time=0:00:05.331484, arrival_time=2021-04-15 02:41:54.876760, cost_time=0:00:06.819367 2021-04-15 02:41:50,086 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.32ms, fps=4734 images/s, loss=0.1996, top1-acc=95.62%, top5-acc=99.84%, remaining_time=0:00:04.661612, arrival_time=2021-04-15 02:41:54.747949, cost_time=0:00:07.360429 2021-04-15 02:41:50,691 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=1.27ms, fps=4233 images/s, loss=0.2007, top1-acc=95.58%, top5-acc=99.84%, remaining_time=0:00:04.044018, arrival_time=2021-04-15 02:41:54.735463, cost_time=0:00:07.965493 2021-04-15 02:41:51,293 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.37ms, fps=4255 images/s, loss=0.2006, top1-acc=95.61%, top5-acc=99.85%, remaining_time=0:00:03.427032, arrival_time=2021-04-15 02:41:54.720545, cost_time=0:00:08.567529 2021-04-15 02:41:51,867 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.40ms, fps=4466 images/s, loss=0.2007, top1-acc=95.60%, top5-acc=99.85%, remaining_time=0:00:02.803332, arrival_time=2021-04-15 02:41:54.670468, cost_time=0:00:09.141227 2021-04-15 02:41:52,493 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.37ms, fps=4091 images/s, loss=0.2002, top1-acc=95.61%, top5-acc=99.85%, remaining_time=0:00:02.197620, arrival_time=2021-04-15 02:41:54.690766, cost_time=0:00:09.767236 2021-04-15 02:41:53,066 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=2.07ms, fps=4466 images/s, loss=0.1994, top1-acc=95.62%, top5-acc=99.86%, remaining_time=0:00:01.581528, arrival_time=2021-04-15 02:41:54.648257, cost_time=0:00:10.340816 2021-04-15 02:41:53,596 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=1.29ms, fps=4835 images/s, loss=0.1999, top1-acc=95.60%, top5-acc=99.86%, remaining_time=0:00:00.966288, arrival_time=2021-04-15 02:41:54.562858, cost_time=0:00:10.870651 2021-04-15 02:41:54,146 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.12ms, fps=4656 images/s, loss=0.1994, top1-acc=95.58%, top5-acc=99.87%, remaining_time=0:00:00.360654, arrival_time=2021-04-15 02:41:54.507385, cost_time=0:00:11.420792 2021-04-15 02:41:54,471 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=0.05ms, fps=4198 images/s, loss=0.1996, top1-acc=95.56%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-15 02:41:54.471089, cost_time=0:00:11.745196 2021-04-15 02:41:54,902 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=0.41ms, fps=5953 images/s, loss=1.2401, top1-acc=67.93%, top5-acc=90.08%, remaining_time=0:00:01.289970, arrival_time=2021-04-15 02:41:56.192662, cost_time=0:00:00.429991 2021-04-15 02:41:55,153 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=0.20ms, fps=10220 images/s, loss=1.2695, top1-acc=67.77%, top5-acc=89.57%, remaining_time=0:00:00.680920, arrival_time=2021-04-15 02:41:55.834517, cost_time=0:00:00.680929 2021-04-15 02:41:55,453 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=0.26ms, fps=8538 images/s, loss=1.2865, top1-acc=67.25%, top5-acc=89.70%, remaining_time=0:00:00.327020, arrival_time=2021-04-15 02:41:55.780799, cost_time=0:00:00.981053 2021-04-15 02:41:55,706 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=0.05ms, fps=9192 images/s, loss=1.2728, top1-acc=67.33%, top5-acc=89.78%, remaining_time=0:00:00, arrival_time=2021-04-15 02:41:55.706567, cost_time=0:00:01.233913 2021-04-15 02:41:55,764 INFO : Epoch=0196 complete, best val top1-acc=67.82%, top5-acc=89.93% (epoch=191), remaining_time=0:00:51.381120, arrival_time=2021-04-15 02:42:47.145138, cost_time=0:41:57.674822 2021-04-15 02:41:55,765 INFO : Train start, epoch=0197, lr=0.000099 2021-04-15 02:41:56,503 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=0.17ms, fps=3469 images/s, loss=0.1937, top1-acc=95.31%, top5-acc=99.88%, remaining_time=0:00:13.726986, arrival_time=2021-04-15 02:42:10.230148, cost_time=0:00:00.738008 2021-04-15 02:41:57,037 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=1.32ms, fps=4798 images/s, loss=0.1978, top1-acc=95.43%, top5-acc=99.90%, remaining_time=0:00:11.192720, arrival_time=2021-04-15 02:42:08.229785, cost_time=0:00:01.271909 2021-04-15 02:41:57,578 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=1.33ms, fps=4733 images/s, loss=0.1964, top1-acc=95.55%, top5-acc=99.92%, remaining_time=0:00:10.032210, arrival_time=2021-04-15 02:42:07.610426, cost_time=0:00:01.813045 2021-04-15 02:41:58,106 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=1.36ms, fps=4853 images/s, loss=0.1957, top1-acc=95.66%, top5-acc=99.92%, remaining_time=0:00:09.129432, arrival_time=2021-04-15 02:42:07.235479, cost_time=0:00:02.340887 2021-04-15 02:41:58,637 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=1.49ms, fps=4824 images/s, loss=0.1965, top1-acc=95.65%, top5-acc=99.91%, remaining_time=0:00:08.385948, arrival_time=2021-04-15 02:42:07.023003, cost_time=0:00:02.871903 2021-04-15 02:41:59,181 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=1.29ms, fps=4708 images/s, loss=0.1963, top1-acc=95.68%, top5-acc=99.89%, remaining_time=0:00:07.742888, arrival_time=2021-04-15 02:42:06.924039, cost_time=0:00:03.415987 2021-04-15 02:41:59,759 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=1.27ms, fps=4429 images/s, loss=0.1989, top1-acc=95.62%, top5-acc=99.88%, remaining_time=0:00:07.189686, arrival_time=2021-04-15 02:42:06.949115, cost_time=0:00:03.994269 2021-04-15 02:42:00,401 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=1.27ms, fps=3986 images/s, loss=0.1981, top1-acc=95.69%, top5-acc=99.87%, remaining_time=0:00:06.723360, arrival_time=2021-04-15 02:42:07.125292, cost_time=0:00:04.636777 2021-04-15 02:42:00,951 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=1.22ms, fps=4661 images/s, loss=0.1994, top1-acc=95.65%, top5-acc=99.87%, remaining_time=0:00:06.108356, arrival_time=2021-04-15 02:42:07.059871, cost_time=0:00:05.186349 2021-04-15 02:42:01,487 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=1.16ms, fps=4784 images/s, loss=0.1990, top1-acc=95.62%, top5-acc=99.86%, remaining_time=0:00:05.492928, arrival_time=2021-04-15 02:42:06.979900, cost_time=0:00:05.721802 2021-04-15 02:42:02,046 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=1.47ms, fps=4576 images/s, loss=0.1988, top1-acc=95.66%, top5-acc=99.87%, remaining_time=0:00:04.911116, arrival_time=2021-04-15 02:42:06.957966, cost_time=0:00:06.281617 2021-04-15 02:42:02,615 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=1.50ms, fps=4509 images/s, loss=0.1983, top1-acc=95.69%, top5-acc=99.87%, remaining_time=0:00:04.338232, arrival_time=2021-04-15 02:42:06.953290, cost_time=0:00:06.849892 2021-04-15 02:42:03,183 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.41ms, fps=4504 images/s, loss=0.1976, top1-acc=95.71%, top5-acc=99.87%, remaining_time=0:00:03.766356, arrival_time=2021-04-15 02:42:06.950147, cost_time=0:00:07.418555 2021-04-15 02:42:03,735 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=1.36ms, fps=4644 images/s, loss=0.1983, top1-acc=95.71%, top5-acc=99.88%, remaining_time=0:00:03.188136, arrival_time=2021-04-15 02:42:06.923679, cost_time=0:00:07.970277 2021-04-15 02:42:04,273 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=1.34ms, fps=4759 images/s, loss=0.1977, top1-acc=95.71%, top5-acc=99.88%, remaining_time=0:00:02.609350, arrival_time=2021-04-15 02:42:06.883258, cost_time=0:00:08.508737 2021-04-15 02:42:04,866 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=1.67ms, fps=4324 images/s, loss=0.1981, top1-acc=95.68%, top5-acc=99.88%, remaining_time=0:00:02.047752, arrival_time=2021-04-15 02:42:06.913982, cost_time=0:00:09.101072 2021-04-15 02:42:05,456 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=1.62ms, fps=4342 images/s, loss=0.1991, top1-acc=95.64%, top5-acc=99.87%, remaining_time=0:00:01.482156, arrival_time=2021-04-15 02:42:06.938411, cost_time=0:00:09.691015 2021-04-15 02:42:06,096 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=1.69ms, fps=4003 images/s, loss=0.1987, top1-acc=95.61%, top5-acc=99.88%, remaining_time=0:00:00.918320, arrival_time=2021-04-15 02:42:07.014603, cost_time=0:00:10.331078 2021-04-15 02:42:06,687 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.46ms, fps=4335 images/s, loss=0.1991, top1-acc=95.58%, top5-acc=99.88%, remaining_time=0:00:00.344910, arrival_time=2021-04-15 02:42:07.032228, cost_time=0:00:10.922106 2021-04-15 02:42:07,043 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=1.45ms, fps=3829 images/s, loss=0.2005, top1-acc=95.54%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-15 02:42:07.043015, cost_time=0:00:11.277800 2021-04-15 02:42:07,479 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=0.41ms, fps=5896 images/s, loss=1.2567, top1-acc=69.14%, top5-acc=90.66%, remaining_time=0:00:01.302510, arrival_time=2021-04-15 02:42:08.781499, cost_time=0:00:00.434168 2021-04-15 02:42:07,739 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=0.18ms, fps=9847 images/s, loss=1.2972, top1-acc=67.52%, top5-acc=90.23%, remaining_time=0:00:00.694540, arrival_time=2021-04-15 02:42:08.433885, cost_time=0:00:00.694542 2021-04-15 02:42:08,010 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=0.20ms, fps=9454 images/s, loss=1.2894, top1-acc=67.57%, top5-acc=89.84%, remaining_time=0:00:00.321890, arrival_time=2021-04-15 02:42:08.332338, cost_time=0:00:00.965666 2021-04-15 02:42:08,245 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=0.05ms, fps=9866 images/s, loss=1.2780, top1-acc=67.60%, top5-acc=89.89%, remaining_time=0:00:00, arrival_time=2021-04-15 02:42:08.245895, cost_time=0:00:01.201111 2021-04-15 02:42:08,315 INFO : Epoch=0197 complete, best val top1-acc=67.82%, top5-acc=89.93% (epoch=191), remaining_time=0:00:38.531361, arrival_time=2021-04-15 02:42:46.846590, cost_time=0:42:10.226018 2021-04-15 02:42:08,316 INFO : Train start, epoch=0198, lr=0.000056 2021-04-15 02:42:09,098 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=1.51ms, fps=3273 images/s, loss=0.1926, top1-acc=96.02%, top5-acc=99.88%, remaining_time=0:00:14.546874, arrival_time=2021-04-15 02:42:23.645452, cost_time=0:00:00.782091 2021-04-15 02:42:09,719 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=1.53ms, fps=4122 images/s, loss=0.1927, top1-acc=95.92%, top5-acc=99.86%, remaining_time=0:00:12.350448, arrival_time=2021-04-15 02:42:22.070398, cost_time=0:00:01.403459 2021-04-15 02:42:10,367 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=1.34ms, fps=3957 images/s, loss=0.1944, top1-acc=95.76%, top5-acc=99.88%, remaining_time=0:00:11.347428, arrival_time=2021-04-15 02:42:21.714659, cost_time=0:00:02.050743 2021-04-15 02:42:11,022 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=1.32ms, fps=3911 images/s, loss=0.1957, top1-acc=95.74%, top5-acc=99.89%, remaining_time=0:00:10.552152, arrival_time=2021-04-15 02:42:21.574304, cost_time=0:00:02.705669 2021-04-15 02:42:11,671 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=2.14ms, fps=3947 images/s, loss=0.1948, top1-acc=95.76%, top5-acc=99.87%, remaining_time=0:00:09.795578, arrival_time=2021-04-15 02:42:21.466718, cost_time=0:00:03.354654 2021-04-15 02:42:12,356 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=1.38ms, fps=3736 images/s, loss=0.1948, top1-acc=95.74%, top5-acc=99.88%, remaining_time=0:00:09.157832, arrival_time=2021-04-15 02:42:21.514543, cost_time=0:00:04.040210 2021-04-15 02:42:13,005 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=1.42ms, fps=3950 images/s, loss=0.1963, top1-acc=95.70%, top5-acc=99.87%, remaining_time=0:00:08.439732, arrival_time=2021-04-15 02:42:21.445032, cost_time=0:00:04.688734 2021-04-15 02:42:13,556 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=1.26ms, fps=4647 images/s, loss=0.1948, top1-acc=95.74%, top5-acc=99.88%, remaining_time=0:00:07.598232, arrival_time=2021-04-15 02:42:21.154904, cost_time=0:00:05.240178 2021-04-15 02:42:14,154 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=1.72ms, fps=4282 images/s, loss=0.1949, top1-acc=95.72%, top5-acc=99.88%, remaining_time=0:00:06.876220, arrival_time=2021-04-15 02:42:21.031093, cost_time=0:00:05.838308 2021-04-15 02:42:14,791 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=1.52ms, fps=4023 images/s, loss=0.1932, top1-acc=95.80%, top5-acc=99.89%, remaining_time=0:00:06.216192, arrival_time=2021-04-15 02:42:21.007846, cost_time=0:00:06.475167 2021-04-15 02:42:15,339 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.35ms, fps=4675 images/s, loss=0.1931, top1-acc=95.82%, top5-acc=99.89%, remaining_time=0:00:05.490756, arrival_time=2021-04-15 02:42:20.830439, cost_time=0:00:07.023052 2021-04-15 02:42:15,881 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=1.45ms, fps=4728 images/s, loss=0.1946, top1-acc=95.75%, top5-acc=99.88%, remaining_time=0:00:04.791192, arrival_time=2021-04-15 02:42:20.672788, cost_time=0:00:07.565040 2021-04-15 02:42:16,570 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.77ms, fps=3721 images/s, loss=0.1945, top1-acc=95.75%, top5-acc=99.89%, remaining_time=0:00:04.190274, arrival_time=2021-04-15 02:42:20.760300, cost_time=0:00:08.253520 2021-04-15 02:42:17,172 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=1.55ms, fps=4254 images/s, loss=0.1947, top1-acc=95.78%, top5-acc=99.89%, remaining_time=0:00:03.542280, arrival_time=2021-04-15 02:42:20.714446, cost_time=0:00:08.855675 2021-04-15 02:42:17,780 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=1.45ms, fps=4208 images/s, loss=0.1953, top1-acc=95.77%, top5-acc=99.89%, remaining_time=0:00:02.902370, arrival_time=2021-04-15 02:42:20.683244, cost_time=0:00:09.464316 2021-04-15 02:42:18,406 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=1.61ms, fps=4093 images/s, loss=0.1955, top1-acc=95.75%, top5-acc=99.88%, remaining_time=0:00:02.270304, arrival_time=2021-04-15 02:42:20.677076, cost_time=0:00:10.090258 2021-04-15 02:42:19,043 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=1.34ms, fps=4024 images/s, loss=0.1954, top1-acc=95.75%, top5-acc=99.88%, remaining_time=0:00:01.640574, arrival_time=2021-04-15 02:42:20.683974, cost_time=0:00:10.726908 2021-04-15 02:42:19,684 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=1.39ms, fps=3995 images/s, loss=0.1956, top1-acc=95.75%, top5-acc=99.88%, remaining_time=0:00:01.010496, arrival_time=2021-04-15 02:42:20.695130, cost_time=0:00:11.368145 2021-04-15 02:42:20,300 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=1.33ms, fps=4163 images/s, loss=0.1959, top1-acc=95.74%, top5-acc=99.88%, remaining_time=0:00:00.378426, arrival_time=2021-04-15 02:42:20.678431, cost_time=0:00:11.983470 2021-04-15 02:42:20,668 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=0.06ms, fps=3699 images/s, loss=0.1959, top1-acc=95.72%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-15 02:42:20.668006, cost_time=0:00:12.351512 2021-04-15 02:42:21,132 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=58.55ms, fps=5538 images/s, loss=1.3321, top1-acc=65.74%, top5-acc=89.37%, remaining_time=0:00:01.386720, arrival_time=2021-04-15 02:42:22.518676, cost_time=0:00:00.462237 2021-04-15 02:42:21,413 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=0.28ms, fps=9098 images/s, loss=1.3241, top1-acc=66.19%, top5-acc=89.53%, remaining_time=0:00:00.743980, arrival_time=2021-04-15 02:42:22.157646, cost_time=0:00:00.743972 2021-04-15 02:42:21,745 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=20.29ms, fps=7718 images/s, loss=1.3145, top1-acc=66.52%, top5-acc=89.43%, remaining_time=0:00:00.358650, arrival_time=2021-04-15 02:42:22.104349, cost_time=0:00:01.075940 2021-04-15 02:42:21,970 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=0.05ms, fps=10349 images/s, loss=1.2796, top1-acc=67.36%, top5-acc=89.67%, remaining_time=0:00:00, arrival_time=2021-04-15 02:42:21.970292, cost_time=0:00:01.300603 2021-04-15 02:42:22,029 INFO : Epoch=0198 complete, best val top1-acc=67.82%, top5-acc=89.93% (epoch=191), remaining_time=0:00:25.696362, arrival_time=2021-04-15 02:42:47.725383, cost_time=0:42:23.939813 2021-04-15 02:42:22,030 INFO : Train start, epoch=0199, lr=0.000025 2021-04-15 02:42:22,799 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=0.17ms, fps=3329 images/s, loss=0.1945, top1-acc=95.66%, top5-acc=99.96%, remaining_time=0:00:14.303028, arrival_time=2021-04-15 02:42:37.102232, cost_time=0:00:00.768983 2021-04-15 02:42:23,331 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=1.20ms, fps=4813 images/s, loss=0.1972, top1-acc=95.55%, top5-acc=99.90%, remaining_time=0:00:11.450912, arrival_time=2021-04-15 02:42:34.782383, cost_time=0:00:01.301246 2021-04-15 02:42:23,901 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=1.40ms, fps=4491 images/s, loss=0.1961, top1-acc=95.74%, top5-acc=99.90%, remaining_time=0:00:10.355910, arrival_time=2021-04-15 02:42:34.257697, cost_time=0:00:01.871557 2021-04-15 02:42:24,481 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=1.71ms, fps=4419 images/s, loss=0.1970, top1-acc=95.62%, top5-acc=99.90%, remaining_time=0:00:09.559524, arrival_time=2021-04-15 02:42:34.040897, cost_time=0:00:02.451142 2021-04-15 02:42:25,087 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.41ms, fps=4228 images/s, loss=0.1955, top1-acc=95.79%, top5-acc=99.89%, remaining_time=0:00:08.926148, arrival_time=2021-04-15 02:42:34.013297, cost_time=0:00:03.056917 2021-04-15 02:42:25,694 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=1.49ms, fps=4215 images/s, loss=0.1980, top1-acc=95.70%, top5-acc=99.88%, remaining_time=0:00:08.306336, arrival_time=2021-04-15 02:42:34.001137, cost_time=0:00:03.664571 2021-04-15 02:42:26,290 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=1.38ms, fps=4304 images/s, loss=0.1975, top1-acc=95.71%, top5-acc=99.86%, remaining_time=0:00:07.667604, arrival_time=2021-04-15 02:42:33.957579, cost_time=0:00:04.259745 2021-04-15 02:42:26,820 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.30ms, fps=4825 images/s, loss=0.1959, top1-acc=95.74%, top5-acc=99.87%, remaining_time=0:00:06.946428, arrival_time=2021-04-15 02:42:33.767269, cost_time=0:00:04.790621 2021-04-15 02:42:27,399 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=1.31ms, fps=4427 images/s, loss=0.1959, top1-acc=95.71%, top5-acc=99.87%, remaining_time=0:00:06.323748, arrival_time=2021-04-15 02:42:33.723306, cost_time=0:00:05.369203 2021-04-15 02:42:27,998 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=1.31ms, fps=4282 images/s, loss=0.1960, top1-acc=95.73%, top5-acc=99.87%, remaining_time=0:00:05.728992, arrival_time=2021-04-15 02:42:33.726971, cost_time=0:00:05.967731 2021-04-15 02:42:28,612 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=1.38ms, fps=4171 images/s, loss=0.1974, top1-acc=95.70%, top5-acc=99.87%, remaining_time=0:00:05.145724, arrival_time=2021-04-15 02:42:33.757844, cost_time=0:00:06.581785 2021-04-15 02:42:29,228 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=1.27ms, fps=4158 images/s, loss=0.1968, top1-acc=95.71%, top5-acc=99.87%, remaining_time=0:00:04.558632, arrival_time=2021-04-15 02:42:33.786786, cost_time=0:00:07.197900 2021-04-15 02:42:29,802 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=1.23ms, fps=4462 images/s, loss=0.1985, top1-acc=95.59%, top5-acc=99.88%, remaining_time=0:00:03.945810, arrival_time=2021-04-15 02:42:33.748144, cost_time=0:00:07.772106 2021-04-15 02:42:30,413 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=1.67ms, fps=4189 images/s, loss=0.1984, top1-acc=95.61%, top5-acc=99.88%, remaining_time=0:00:03.353392, arrival_time=2021-04-15 02:42:33.767228, cost_time=0:00:08.383545 2021-04-15 02:42:31,028 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=1.34ms, fps=4166 images/s, loss=0.1982, top1-acc=95.62%, top5-acc=99.88%, remaining_time=0:00:02.759540, arrival_time=2021-04-15 02:42:33.788241, cost_time=0:00:08.998449 2021-04-15 02:42:31,619 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=1.33ms, fps=4334 images/s, loss=0.1975, top1-acc=95.63%, top5-acc=99.88%, remaining_time=0:00:02.157660, arrival_time=2021-04-15 02:42:33.777433, cost_time=0:00:09.589544 2021-04-15 02:42:32,180 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.52ms, fps=4567 images/s, loss=0.1975, top1-acc=95.64%, top5-acc=99.88%, remaining_time=0:00:01.552408, arrival_time=2021-04-15 02:42:33.733056, cost_time=0:00:10.150420 2021-04-15 02:42:32,761 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=1.30ms, fps=4411 images/s, loss=0.1972, top1-acc=95.67%, top5-acc=99.88%, remaining_time=0:00:00.953872, arrival_time=2021-04-15 02:42:33.715211, cost_time=0:00:10.731046 2021-04-15 02:42:33,332 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.12ms, fps=4485 images/s, loss=0.1975, top1-acc=95.65%, top5-acc=99.88%, remaining_time=0:00:00.356916, arrival_time=2021-04-15 02:42:33.689512, cost_time=0:00:11.302316 2021-04-15 02:42:33,645 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=1.00ms, fps=4349 images/s, loss=0.1976, top1-acc=95.65%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-15 02:42:33.645836, cost_time=0:00:11.615614 2021-04-15 02:42:34,056 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=47.53ms, fps=6261 images/s, loss=1.2687, top1-acc=67.42%, top5-acc=90.23%, remaining_time=0:00:01.226610, arrival_time=2021-04-15 02:42:35.282950, cost_time=0:00:00.408871 2021-04-15 02:42:34,298 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=0.34ms, fps=10584 images/s, loss=1.2605, top1-acc=67.87%, top5-acc=89.98%, remaining_time=0:00:00.651100, arrival_time=2021-04-15 02:42:34.949660, cost_time=0:00:00.651091 2021-04-15 02:42:34,649 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=40.49ms, fps=7315 images/s, loss=1.2836, top1-acc=67.59%, top5-acc=89.88%, remaining_time=0:00:00.333790, arrival_time=2021-04-15 02:42:34.982749, cost_time=0:00:01.001384 2021-04-15 02:42:34,918 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=0.05ms, fps=8633 images/s, loss=1.2896, top1-acc=67.23%, top5-acc=89.82%, remaining_time=0:00:00, arrival_time=2021-04-15 02:42:34.918011, cost_time=0:00:01.270569 2021-04-15 02:42:34,994 INFO : Epoch=0199 complete, best val top1-acc=67.82%, top5-acc=89.93% (epoch=191), remaining_time=0:00:12.848772, arrival_time=2021-04-15 02:42:47.843629, cost_time=0:42:36.905640 2021-04-15 02:42:34,996 INFO : Train start, epoch=0200, lr=0.000006 2021-04-15 02:42:35,772 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=3.75ms, fps=3297 images/s, loss=0.2125, top1-acc=95.78%, top5-acc=99.92%, remaining_time=0:00:14.441970, arrival_time=2021-04-15 02:42:50.214549, cost_time=0:00:00.776454 2021-04-15 02:42:36,309 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=1.32ms, fps=4769 images/s, loss=0.2040, top1-acc=95.47%, top5-acc=99.88%, remaining_time=0:00:11.559504, arrival_time=2021-04-15 02:42:47.869202, cost_time=0:00:01.313583 2021-04-15 02:42:36,873 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=1.32ms, fps=4544 images/s, loss=0.1960, top1-acc=95.73%, top5-acc=99.91%, remaining_time=0:00:10.387450, arrival_time=2021-04-15 02:42:47.260808, cost_time=0:00:01.877245 2021-04-15 02:42:37,404 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=1.76ms, fps=4819 images/s, loss=0.1981, top1-acc=95.75%, top5-acc=99.88%, remaining_time=0:00:09.394320, arrival_time=2021-04-15 02:42:46.799234, cost_time=0:00:02.408797 2021-04-15 02:42:37,988 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=1.31ms, fps=4392 images/s, loss=0.2008, top1-acc=95.62%, top5-acc=99.87%, remaining_time=0:00:08.736640, arrival_time=2021-04-15 02:42:46.724741, cost_time=0:00:02.991992 2021-04-15 02:42:38,554 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=0.18ms, fps=4519 images/s, loss=0.1980, top1-acc=95.77%, top5-acc=99.88%, remaining_time=0:00:08.066568, arrival_time=2021-04-15 02:42:46.621482, cost_time=0:00:03.558802 2021-04-15 02:42:39,102 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=1.24ms, fps=4681 images/s, loss=0.1962, top1-acc=95.83%, top5-acc=99.88%, remaining_time=0:00:07.390908, arrival_time=2021-04-15 02:42:46.493065, cost_time=0:00:04.106044 2021-04-15 02:42:39,669 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=1.67ms, fps=4519 images/s, loss=0.1970, top1-acc=95.73%, top5-acc=99.89%, remaining_time=0:00:06.775676, arrival_time=2021-04-15 02:42:46.444654, cost_time=0:00:04.672864 2021-04-15 02:42:40,225 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.24ms, fps=4607 images/s, loss=0.1974, top1-acc=95.70%, top5-acc=99.89%, remaining_time=0:00:06.158388, arrival_time=2021-04-15 02:42:46.383543, cost_time=0:00:05.228864 2021-04-15 02:42:40,771 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=1.38ms, fps=4692 images/s, loss=0.1984, top1-acc=95.66%, top5-acc=99.88%, remaining_time=0:00:05.544192, arrival_time=2021-04-15 02:42:46.315541, cost_time=0:00:05.775226 2021-04-15 02:42:41,328 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.27ms, fps=4602 images/s, loss=0.1979, top1-acc=95.65%, top5-acc=99.89%, remaining_time=0:00:04.950332, arrival_time=2021-04-15 02:42:46.278311, cost_time=0:00:06.331793 2021-04-15 02:42:41,853 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=1.23ms, fps=4878 images/s, loss=0.1985, top1-acc=95.64%, top5-acc=99.89%, remaining_time=0:00:04.342868, arrival_time=2021-04-15 02:42:46.196124, cost_time=0:00:06.857136 2021-04-15 02:42:42,455 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=2.61ms, fps=4251 images/s, loss=0.1987, top1-acc=95.66%, top5-acc=99.89%, remaining_time=0:00:03.787212, arrival_time=2021-04-15 02:42:46.243070, cost_time=0:00:07.459687 2021-04-15 02:42:43,004 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=1.35ms, fps=4676 images/s, loss=0.1990, top1-acc=95.62%, top5-acc=99.89%, remaining_time=0:00:03.203088, arrival_time=2021-04-15 02:42:46.207058, cost_time=0:00:08.007787 2021-04-15 02:42:43,535 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=1.33ms, fps=4825 images/s, loss=0.1987, top1-acc=95.63%, top5-acc=99.89%, remaining_time=0:00:02.618596, arrival_time=2021-04-15 02:42:46.153558, cost_time=0:00:08.538829 2021-04-15 02:42:44,141 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=1.39ms, fps=4222 images/s, loss=0.1982, top1-acc=95.66%, top5-acc=99.89%, remaining_time=0:00:02.057724, arrival_time=2021-04-15 02:42:46.199325, cost_time=0:00:09.145491 2021-04-15 02:42:44,784 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=1.48ms, fps=3988 images/s, loss=0.1987, top1-acc=95.63%, top5-acc=99.89%, remaining_time=0:00:01.496950, arrival_time=2021-04-15 02:42:46.280969, cost_time=0:00:09.787752 2021-04-15 02:42:45,471 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=1.27ms, fps=3727 images/s, loss=0.1982, top1-acc=95.66%, top5-acc=99.89%, remaining_time=0:00:00.931136, arrival_time=2021-04-15 02:42:46.402542, cost_time=0:00:10.475284 2021-04-15 02:42:46,160 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.09ms, fps=3719 images/s, loss=0.1977, top1-acc=95.68%, top5-acc=99.89%, remaining_time=0:00:00.352542, arrival_time=2021-04-15 02:42:46.512568, cost_time=0:00:11.163906 2021-04-15 02:42:46,503 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=0.05ms, fps=3963 images/s, loss=0.1980, top1-acc=95.67%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-15 02:42:46.503568, cost_time=0:00:11.507459 2021-04-15 02:42:46,931 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=0.20ms, fps=6002 images/s, loss=1.3594, top1-acc=66.33%, top5-acc=88.59%, remaining_time=0:00:01.279500, arrival_time=2021-04-15 02:42:48.211187, cost_time=0:00:00.426495 2021-04-15 02:42:47,239 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=0.39ms, fps=8317 images/s, loss=1.3093, top1-acc=67.42%, top5-acc=89.37%, remaining_time=0:00:00.734620, arrival_time=2021-04-15 02:42:47.974445, cost_time=0:00:00.734628 2021-04-15 02:42:47,622 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=0.40ms, fps=6693 images/s, loss=1.3030, top1-acc=67.49%, top5-acc=89.45%, remaining_time=0:00:00.372580, arrival_time=2021-04-15 02:42:47.995513, cost_time=0:00:01.117750 2021-04-15 02:42:47,854 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=0.05ms, fps=10034 images/s, loss=1.2647, top1-acc=67.45%, top5-acc=89.77%, remaining_time=0:00:00, arrival_time=2021-04-15 02:42:47.854451, cost_time=0:00:01.349290 2021-04-15 02:42:47,913 INFO : Epoch=0200 complete, best val top1-acc=67.82%, top5-acc=89.93% (epoch=191), remaining_time=0:00:00, arrival_time=2021-04-15 02:42:47.913894, cost_time=0:42:49.824687