2021-04-10 01:22:09,247 INFO : Collect envs from system: PyTorch version: 1.8.1 Is debug build: False CUDA used to build PyTorch: 11.1 ROCM used to build PyTorch: N/A OS: Ubuntu 18.04.5 LTS (x86_64) GCC version: (Ubuntu 7.5.0-3ubuntu1~18.04) 7.5.0 Clang version: Could not collect CMake version: version 3.10.2 Python version: 3.9 (64-bit runtime) Is CUDA available: True CUDA runtime version: Could not collect GPU models and configuration: GPU 0: GeForce GTX 1080 GPU 1: GeForce GTX 1080 GPU 2: GeForce GTX 1080 GPU 3: GeForce GTX 1080 GPU 4: GeForce GTX 1080 GPU 5: GeForce GTX 1080 GPU 6: GeForce GTX 1080 GPU 7: GeForce GTX 1080 Nvidia driver version: 450.102.04 cuDNN version: Could not collect HIP runtime version: N/A MIOpen runtime version: N/A Versions of relevant libraries: [pip3] numpy==1.20.2 [pip3] torch==1.8.1 [pip3] torchaudio==0.8.0a0+e4e171a [pip3] torchvision==0.9.1 [conda] blas 2.106 mkl conda-forge [conda] cudatoolkit 11.1.1 h6406543_8 conda-forge [conda] ffmpeg 4.3 hf484d3e_0 pytorch [conda] libblas 3.9.0 6_mkl conda-forge [conda] libcblas 3.9.0 6_mkl conda-forge [conda] liblapack 3.9.0 6_mkl conda-forge [conda] liblapacke 3.9.0 6_mkl conda-forge [conda] mkl 2020.4 h726a3e6_304 conda-forge [conda] numpy 1.20.2 py39hdbf815f_0 conda-forge [conda] pytorch 1.8.1 py3.9_cuda11.1_cudnn8.0.5_0 pytorch [conda] torchaudio 0.8.1 py39 pytorch [conda] torchvision 0.9.1 py39_cu111 pytorch 2021-04-10 01:22:09,256 INFO : Args: {'conf': ConfigTree([('max_epochs', 200), ('log_interval', 10), ('use_amp', False), ('only_evaluate', False), ('auto_resume', True), ('data', ConfigTree([('type_', 'cifar100'), ('image_size', 32), ('num_classes', 100), ('root', 'data/cifar100'), ('mean', [0.507, 0.4865, 0.4409]), ('std', [0.2673, 0.2564, 0.2761]), ('batch_size', 256), ('num_workers', 4)])), ('model', ConfigTree([('type_', 'PyTorchHub'), ('force_reload', False), ('repo', 'chenyaofo/pytorch-cifar-models'), ('name', 'cifar100_vgg11_bn'), ('pretrained', False)])), ('optimizer', ConfigTree([('type_', 'SGD'), ('lr', 0.1), ('momentum', 0.9), ('dampening', 0), ('weight_decay', 0.0005), ('nesterov', True)])), ('scheduler', ConfigTree([('type_', 'CosineAnnealingLR'), ('T_max', 200), ('eta_min', 0)])), ('criterion', ConfigTree([('type_', 'CrossEntropyLoss')]))]), 'dist_backend': 'nccl', 'dist_url': 'tcp://127.0.0.1:41831', 'modifications': ['model.name=cifar100_vgg11_bn'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar100/vgg11_bn'), 'world_size': 1} 2021-04-10 01:22:09,732 INFO : Model details: n_params=9.80M, flops=153.34M. 2021-04-10 01:22:15,922 INFO : Train start, epoch=0001, lr=0.100000 2021-04-10 01:22:17,699 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=1.88ms, fps=1441 images/s, loss=4.6042, top1-acc=1.09%, top5-acc=5.31%, remaining_time=0:00:33.051828, arrival_time=2021-04-10 01:22:50.751502, cost_time=0:00:01.776983 2021-04-10 01:22:18,310 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=1.95ms, fps=4198 images/s, loss=4.6037, top1-acc=1.09%, top5-acc=5.23%, remaining_time=0:00:21.013520, arrival_time=2021-04-10 01:22:39.323820, cost_time=0:00:02.387902 2021-04-10 01:22:18,920 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=1.48ms, fps=4195 images/s, loss=4.5917, top1-acc=1.16%, top5-acc=5.38%, remaining_time=0:00:16.592032, arrival_time=2021-04-10 01:22:35.512961, cost_time=0:00:02.998548 2021-04-10 01:22:19,532 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.47ms, fps=4192 images/s, loss=4.5721, top1-acc=1.29%, top5-acc=6.17%, remaining_time=0:00:14.077752, arrival_time=2021-04-10 01:22:33.609842, cost_time=0:00:03.609683 2021-04-10 01:22:20,152 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=2.20ms, fps=4129 images/s, loss=4.5567, top1-acc=1.36%, top5-acc=6.86%, remaining_time=0:00:12.352184, arrival_time=2021-04-10 01:22:32.504887, cost_time=0:00:04.230202 2021-04-10 01:22:20,773 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=1.80ms, fps=4129 images/s, loss=4.5415, top1-acc=1.43%, top5-acc=7.35%, remaining_time=0:00:10.995464, arrival_time=2021-04-10 01:22:31.768809, cost_time=0:00:04.850922 2021-04-10 01:22:21,395 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=1.98ms, fps=4116 images/s, loss=4.5254, top1-acc=1.61%, top5-acc=7.95%, remaining_time=0:00:09.852066, arrival_time=2021-04-10 01:22:31.247827, cost_time=0:00:05.473371 2021-04-10 01:22:22,012 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=1.92ms, fps=4156 images/s, loss=4.5100, top1-acc=1.74%, top5-acc=8.47%, remaining_time=0:00:08.830036, arrival_time=2021-04-10 01:22:30.842161, cost_time=0:00:06.089705 2021-04-10 01:22:22,634 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=2.14ms, fps=4119 images/s, loss=4.4912, top1-acc=1.85%, top5-acc=8.92%, remaining_time=0:00:07.905056, arrival_time=2021-04-10 01:22:30.539384, cost_time=0:00:06.711840 2021-04-10 01:22:23,252 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=1.91ms, fps=4146 images/s, loss=4.4761, top1-acc=1.96%, top5-acc=9.33%, remaining_time=0:00:07.036800, arrival_time=2021-04-10 01:22:30.289277, cost_time=0:00:07.330030 2021-04-10 01:22:23,875 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.50ms, fps=4112 images/s, loss=4.4609, top1-acc=2.02%, top5-acc=9.76%, remaining_time=0:00:06.217972, arrival_time=2021-04-10 01:22:30.093539, cost_time=0:00:07.953182 2021-04-10 01:22:24,495 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=2.33ms, fps=4133 images/s, loss=4.4444, top1-acc=2.18%, top5-acc=10.29%, remaining_time=0:00:05.429592, arrival_time=2021-04-10 01:22:29.925094, cost_time=0:00:08.573003 2021-04-10 01:22:25,116 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.44ms, fps=4128 images/s, loss=4.4285, top1-acc=2.29%, top5-acc=10.83%, remaining_time=0:00:04.667652, arrival_time=2021-04-10 01:22:29.783918, cost_time=0:00:09.193816 2021-04-10 01:22:25,738 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=1.45ms, fps=4118 images/s, loss=4.4123, top1-acc=2.41%, top5-acc=11.32%, remaining_time=0:00:03.926440, arrival_time=2021-04-10 01:22:29.664925, cost_time=0:00:09.816049 2021-04-10 01:22:26,351 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=2.11ms, fps=4181 images/s, loss=4.3944, top1-acc=2.58%, top5-acc=11.86%, remaining_time=0:00:03.198196, arrival_time=2021-04-10 01:22:29.549526, cost_time=0:00:10.428911 2021-04-10 01:22:26,965 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=1.71ms, fps=4172 images/s, loss=4.3759, top1-acc=2.81%, top5-acc=12.42%, remaining_time=0:00:02.484684, arrival_time=2021-04-10 01:22:29.450067, cost_time=0:00:11.043013 2021-04-10 01:22:27,583 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=2.08ms, fps=4146 images/s, loss=4.3583, top1-acc=2.99%, top5-acc=12.96%, remaining_time=0:00:01.783444, arrival_time=2021-04-10 01:22:29.366790, cost_time=0:00:11.660915 2021-04-10 01:22:28,202 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=1.40ms, fps=4141 images/s, loss=4.3405, top1-acc=3.16%, top5-acc=13.53%, remaining_time=0:00:01.091520, arrival_time=2021-04-10 01:22:29.293688, cost_time=0:00:12.279646 2021-04-10 01:22:28,823 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.35ms, fps=4125 images/s, loss=4.3262, top1-acc=3.28%, top5-acc=14.02%, remaining_time=0:00:00.407400, arrival_time=2021-04-10 01:22:29.230896, cost_time=0:00:12.901095 2021-04-10 01:22:29,166 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=0.14ms, fps=3966 images/s, loss=4.3181, top1-acc=3.33%, top5-acc=14.24%, remaining_time=0:00:00, arrival_time=2021-04-10 01:22:29.166863, cost_time=0:00:13.244496 2021-04-10 01:22:29,719 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=0.43ms, fps=4646 images/s, loss=4.0760, top1-acc=6.80%, top5-acc=25.39%, remaining_time=0:00:01.652970, arrival_time=2021-04-10 01:22:31.372190, cost_time=0:00:00.550986 2021-04-10 01:22:29,972 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=2.27ms, fps=10142 images/s, loss=4.0575, top1-acc=6.82%, top5-acc=25.70%, remaining_time=0:00:00.804320, arrival_time=2021-04-10 01:22:30.776729, cost_time=0:00:00.804320 2021-04-10 01:22:30,220 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=1.93ms, fps=10337 images/s, loss=4.0510, top1-acc=6.87%, top5-acc=25.48%, remaining_time=0:00:00.350840, arrival_time=2021-04-10 01:22:30.571398, cost_time=0:00:01.052513 2021-04-10 01:22:30,444 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=0.07ms, fps=10399 images/s, loss=4.0585, top1-acc=6.81%, top5-acc=25.34%, remaining_time=0:00:00, arrival_time=2021-04-10 01:22:30.444137, cost_time=0:00:01.276044 2021-04-10 01:22:30,774 INFO : Epoch=0001 complete, best val top1-acc=6.81%, top5-acc=25.34% (epoch=1), remaining_time=0:49:15.637749, arrival_time=2021-04-10 02:11:46.411861, cost_time=0:00:14.852451 2021-04-10 01:22:30,775 INFO : Train start, epoch=0002, lr=0.099994 2021-04-10 01:22:31,662 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=2.15ms, fps=2887 images/s, loss=4.0578, top1-acc=6.25%, top5-acc=23.59%, remaining_time=0:00:16.494852, arrival_time=2021-04-10 01:22:48.157130, cost_time=0:00:00.886816 2021-04-10 01:22:32,288 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=2.04ms, fps=4091 images/s, loss=4.0243, top1-acc=6.39%, top5-acc=24.57%, remaining_time=0:00:13.316336, arrival_time=2021-04-10 01:22:45.605038, cost_time=0:00:01.513222 2021-04-10 01:22:32,915 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=2.06ms, fps=4087 images/s, loss=4.0091, top1-acc=6.51%, top5-acc=24.92%, remaining_time=0:00:11.842606, arrival_time=2021-04-10 01:22:44.758302, cost_time=0:00:02.140235 2021-04-10 01:22:33,542 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=1.69ms, fps=4086 images/s, loss=3.9899, top1-acc=6.63%, top5-acc=25.30%, remaining_time=0:00:10.793016, arrival_time=2021-04-10 01:22:44.335901, cost_time=0:00:02.767425 2021-04-10 01:22:34,170 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=1.77ms, fps=4087 images/s, loss=3.9822, top1-acc=6.77%, top5-acc=25.66%, remaining_time=0:00:09.911940, arrival_time=2021-04-10 01:22:44.081901, cost_time=0:00:03.394492 2021-04-10 01:22:34,795 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=2.44ms, fps=4100 images/s, loss=3.9762, top1-acc=6.86%, top5-acc=25.74%, remaining_time=0:00:09.110776, arrival_time=2021-04-10 01:22:43.905718, cost_time=0:00:04.019488 2021-04-10 01:22:35,418 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=2.04ms, fps=4108 images/s, loss=3.9674, top1-acc=6.95%, top5-acc=25.99%, remaining_time=0:00:08.358084, arrival_time=2021-04-10 01:22:43.776947, cost_time=0:00:04.643379 2021-04-10 01:22:36,042 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=1.86ms, fps=4109 images/s, loss=3.9637, top1-acc=7.02%, top5-acc=26.19%, remaining_time=0:00:07.637208, arrival_time=2021-04-10 01:22:43.679641, cost_time=0:00:05.267030 2021-04-10 01:22:36,665 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.49ms, fps=4114 images/s, loss=3.9567, top1-acc=7.24%, top5-acc=26.49%, remaining_time=0:00:06.936746, arrival_time=2021-04-10 01:22:43.601855, cost_time=0:00:05.889725 2021-04-10 01:22:37,277 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=1.48ms, fps=4184 images/s, loss=3.9522, top1-acc=7.38%, top5-acc=26.62%, remaining_time=0:00:06.242016, arrival_time=2021-04-10 01:22:43.519464, cost_time=0:00:06.502052 2021-04-10 01:22:37,923 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=2.23ms, fps=3969 images/s, loss=3.9441, top1-acc=7.44%, top5-acc=26.89%, remaining_time=0:00:05.587936, arrival_time=2021-04-10 01:22:43.510899, cost_time=0:00:07.147399 2021-04-10 01:22:38,545 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=2.68ms, fps=4120 images/s, loss=3.9369, top1-acc=7.56%, top5-acc=27.12%, remaining_time=0:00:04.920772, arrival_time=2021-04-10 01:22:43.465768, cost_time=0:00:07.769585 2021-04-10 01:22:39,178 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=2.17ms, fps=4043 images/s, loss=3.9282, top1-acc=7.70%, top5-acc=27.44%, remaining_time=0:00:04.266306, arrival_time=2021-04-10 01:22:43.445021, cost_time=0:00:08.403280 2021-04-10 01:22:39,802 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=2.89ms, fps=4112 images/s, loss=3.9198, top1-acc=7.82%, top5-acc=27.77%, remaining_time=0:00:03.610600, arrival_time=2021-04-10 01:22:43.412545, cost_time=0:00:09.026433 2021-04-10 01:22:40,432 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=1.65ms, fps=4062 images/s, loss=3.9144, top1-acc=7.88%, top5-acc=27.99%, remaining_time=0:00:02.961618, arrival_time=2021-04-10 01:22:43.394502, cost_time=0:00:09.657444 2021-04-10 01:22:41,047 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=1.54ms, fps=4172 images/s, loss=3.9059, top1-acc=7.96%, top5-acc=28.35%, remaining_time=0:00:02.311128, arrival_time=2021-04-10 01:22:43.358099, cost_time=0:00:10.271610 2021-04-10 01:22:41,670 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.48ms, fps=4109 images/s, loss=3.8971, top1-acc=8.12%, top5-acc=28.69%, remaining_time=0:00:01.666288, arrival_time=2021-04-10 01:22:43.336861, cost_time=0:00:10.895027 2021-04-10 01:22:42,292 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=1.98ms, fps=4118 images/s, loss=3.8915, top1-acc=8.19%, top5-acc=28.87%, remaining_time=0:00:01.023776, arrival_time=2021-04-10 01:22:43.316720, cost_time=0:00:11.517559 2021-04-10 01:22:42,914 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.38ms, fps=4124 images/s, loss=3.8857, top1-acc=8.26%, top5-acc=29.12%, remaining_time=0:00:00.383328, arrival_time=2021-04-10 01:22:43.297480, cost_time=0:00:12.138769 2021-04-10 01:22:43,250 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=0.11ms, fps=4050 images/s, loss=3.8830, top1-acc=8.29%, top5-acc=29.18%, remaining_time=0:00:00, arrival_time=2021-04-10 01:22:43.250485, cost_time=0:00:12.474983 2021-04-10 01:22:43,610 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=4.21ms, fps=7144 images/s, loss=3.7396, top1-acc=10.39%, top5-acc=33.40%, remaining_time=0:00:01.075050, arrival_time=2021-04-10 01:22:44.685445, cost_time=0:00:00.358349 2021-04-10 01:22:43,864 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=4.05ms, fps=10107 images/s, loss=3.7185, top1-acc=10.37%, top5-acc=34.24%, remaining_time=0:00:00.612000, arrival_time=2021-04-10 01:22:44.476070, cost_time=0:00:00.611998 2021-04-10 01:22:44,145 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=19.21ms, fps=9115 images/s, loss=3.7063, top1-acc=10.27%, top5-acc=35.01%, remaining_time=0:00:00.297760, arrival_time=2021-04-10 01:22:44.443152, cost_time=0:00:00.893295 2021-04-10 01:22:44,396 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=0.10ms, fps=9272 images/s, loss=3.7151, top1-acc=10.38%, top5-acc=34.79%, remaining_time=0:00:00, arrival_time=2021-04-10 01:22:44.396093, cost_time=0:00:01.144031 2021-04-10 01:22:45,418 INFO : Epoch=0002 complete, best val top1-acc=10.38%, top5-acc=34.79% (epoch=2), remaining_time=0:48:40.216464, arrival_time=2021-04-10 02:11:25.635202, cost_time=0:00:29.497135 2021-04-10 01:22:45,419 INFO : Train start, epoch=0003, lr=0.099975 2021-04-10 01:22:46,224 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=5.96ms, fps=3181 images/s, loss=3.7173, top1-acc=10.31%, top5-acc=34.41%, remaining_time=0:00:14.967234, arrival_time=2021-04-10 01:23:01.191370, cost_time=0:00:00.804686 2021-04-10 01:22:46,852 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=2.76ms, fps=4082 images/s, loss=3.7129, top1-acc=10.51%, top5-acc=34.88%, remaining_time=0:00:12.606352, arrival_time=2021-04-10 01:22:59.458394, cost_time=0:00:01.432534 2021-04-10 01:22:47,477 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=1.96ms, fps=4099 images/s, loss=3.6915, top1-acc=10.70%, top5-acc=35.34%, remaining_time=0:00:11.388596, arrival_time=2021-04-10 01:22:58.866242, cost_time=0:00:02.058187 2021-04-10 01:22:48,094 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.61ms, fps=4157 images/s, loss=3.6736, top1-acc=10.93%, top5-acc=35.99%, remaining_time=0:00:10.431408, arrival_time=2021-04-10 01:22:58.525563, cost_time=0:00:02.674708 2021-04-10 01:22:48,715 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=1.87ms, fps=4125 images/s, loss=3.6661, top1-acc=10.98%, top5-acc=36.02%, remaining_time=0:00:09.623882, arrival_time=2021-04-10 01:22:58.339338, cost_time=0:00:03.295840 2021-04-10 01:22:49,340 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=2.53ms, fps=4099 images/s, loss=3.6563, top1-acc=11.07%, top5-acc=36.15%, remaining_time=0:00:08.888416, arrival_time=2021-04-10 01:22:58.229229, cost_time=0:00:03.921366 2021-04-10 01:22:49,958 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=1.45ms, fps=4150 images/s, loss=3.6484, top1-acc=11.15%, top5-acc=36.52%, remaining_time=0:00:08.169966, arrival_time=2021-04-10 01:22:58.128179, cost_time=0:00:04.538838 2021-04-10 01:22:50,574 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=1.96ms, fps=4160 images/s, loss=3.6435, top1-acc=11.34%, top5-acc=36.69%, remaining_time=0:00:07.474112, arrival_time=2021-04-10 01:22:58.048108, cost_time=0:00:05.154581 2021-04-10 01:22:51,193 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=1.69ms, fps=4138 images/s, loss=3.6354, top1-acc=11.45%, top5-acc=37.10%, remaining_time=0:00:06.800218, arrival_time=2021-04-10 01:22:57.993447, cost_time=0:00:05.773802 2021-04-10 01:22:51,816 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=1.92ms, fps=4112 images/s, loss=3.6336, top1-acc=11.54%, top5-acc=37.13%, remaining_time=0:00:06.141120, arrival_time=2021-04-10 01:22:57.957504, cost_time=0:00:06.397002 2021-04-10 01:22:52,433 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=1.56ms, fps=4152 images/s, loss=3.6279, top1-acc=11.56%, top5-acc=37.33%, remaining_time=0:00:05.483618, arrival_time=2021-04-10 01:22:57.917080, cost_time=0:00:07.013942 2021-04-10 01:22:53,054 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=2.15ms, fps=4126 images/s, loss=3.6200, top1-acc=11.66%, top5-acc=37.56%, remaining_time=0:00:04.835576, arrival_time=2021-04-10 01:22:57.890136, cost_time=0:00:07.635159 2021-04-10 01:22:53,680 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=1.62ms, fps=4095 images/s, loss=3.6157, top1-acc=11.74%, top5-acc=37.69%, remaining_time=0:00:04.193904, arrival_time=2021-04-10 01:22:57.874158, cost_time=0:00:08.260683 2021-04-10 01:22:54,310 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=2.09ms, fps=4066 images/s, loss=3.6086, top1-acc=11.87%, top5-acc=37.99%, remaining_time=0:00:03.556448, arrival_time=2021-04-10 01:22:57.867014, cost_time=0:00:08.891128 2021-04-10 01:22:54,933 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.63ms, fps=4117 images/s, loss=3.6013, top1-acc=12.02%, top5-acc=38.22%, remaining_time=0:00:02.917504, arrival_time=2021-04-10 01:22:57.850484, cost_time=0:00:09.513595 2021-04-10 01:22:55,590 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=1.94ms, fps=3894 images/s, loss=3.5938, top1-acc=12.11%, top5-acc=38.51%, remaining_time=0:00:02.288556, arrival_time=2021-04-10 01:22:57.879347, cost_time=0:00:10.171343 2021-04-10 01:22:56,210 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=1.36ms, fps=4137 images/s, loss=3.5881, top1-acc=12.20%, top5-acc=38.67%, remaining_time=0:00:01.650350, arrival_time=2021-04-10 01:22:57.860516, cost_time=0:00:10.790782 2021-04-10 01:22:56,831 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=2.19ms, fps=4121 images/s, loss=3.5808, top1-acc=12.29%, top5-acc=38.89%, remaining_time=0:00:01.014432, arrival_time=2021-04-10 01:22:57.846181, cost_time=0:00:11.412327 2021-04-10 01:22:57,450 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.58ms, fps=4143 images/s, loss=3.5725, top1-acc=12.46%, top5-acc=39.13%, remaining_time=0:00:00.379920, arrival_time=2021-04-10 01:22:57.830248, cost_time=0:00:12.030871 2021-04-10 01:22:57,789 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=0.13ms, fps=4014 images/s, loss=3.5677, top1-acc=12.53%, top5-acc=39.27%, remaining_time=0:00:00, arrival_time=2021-04-10 01:22:57.789681, cost_time=0:00:12.370317 2021-04-10 01:22:58,146 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=15.56ms, fps=7192 images/s, loss=3.7086, top1-acc=12.46%, top5-acc=37.07%, remaining_time=0:00:01.067730, arrival_time=2021-04-10 01:22:59.214377, cost_time=0:00:00.355906 2021-04-10 01:22:58,400 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=0.38ms, fps=10119 images/s, loss=3.7123, top1-acc=12.44%, top5-acc=36.70%, remaining_time=0:00:00.609380, arrival_time=2021-04-10 01:22:59.009539, cost_time=0:00:00.609383 2021-04-10 01:22:58,643 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=3.56ms, fps=10532 images/s, loss=3.7200, top1-acc=12.57%, top5-acc=36.91%, remaining_time=0:00:00.284350, arrival_time=2021-04-10 01:22:58.928144, cost_time=0:00:00.853042 2021-04-10 01:22:58,871 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=0.07ms, fps=10190 images/s, loss=3.7059, top1-acc=12.46%, top5-acc=37.13%, remaining_time=0:00:00, arrival_time=2021-04-10 01:22:58.871920, cost_time=0:00:01.081264 2021-04-10 01:22:59,792 INFO : Epoch=0003 complete, best val top1-acc=12.46%, top5-acc=37.13% (epoch=3), remaining_time=0:48:00.849397, arrival_time=2021-04-10 02:11:00.641808, cost_time=0:00:43.870802 2021-04-10 01:22:59,792 INFO : Train start, epoch=0004, lr=0.099944 2021-04-10 01:23:00,674 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=1.52ms, fps=2903 images/s, loss=3.4441, top1-acc=14.61%, top5-acc=42.85%, remaining_time=0:00:16.402224, arrival_time=2021-04-10 01:23:17.077135, cost_time=0:00:00.881837 2021-04-10 01:23:01,305 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=2.13ms, fps=4067 images/s, loss=3.4467, top1-acc=14.39%, top5-acc=42.68%, remaining_time=0:00:13.303312, arrival_time=2021-04-10 01:23:14.608259, cost_time=0:00:01.511746 2021-04-10 01:23:01,946 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=1.95ms, fps=3997 images/s, loss=3.4434, top1-acc=14.36%, top5-acc=43.06%, remaining_time=0:00:11.912990, arrival_time=2021-04-10 01:23:13.859080, cost_time=0:00:02.152951 2021-04-10 01:23:02,619 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=2.05ms, fps=3807 images/s, loss=3.4351, top1-acc=14.32%, top5-acc=43.48%, remaining_time=0:00:11.023116, arrival_time=2021-04-10 01:23:13.642620, cost_time=0:00:02.826421 2021-04-10 01:23:03,245 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=1.75ms, fps=4092 images/s, loss=3.4250, top1-acc=14.63%, top5-acc=43.77%, remaining_time=0:00:10.081300, arrival_time=2021-04-10 01:23:13.327075, cost_time=0:00:03.452489 2021-04-10 01:23:03,870 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=1.46ms, fps=4106 images/s, loss=3.4078, top1-acc=15.12%, top5-acc=44.00%, remaining_time=0:00:09.241064, arrival_time=2021-04-10 01:23:13.111124, cost_time=0:00:04.076940 2021-04-10 01:23:04,494 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=1.42ms, fps=4105 images/s, loss=3.4034, top1-acc=15.25%, top5-acc=44.12%, remaining_time=0:00:08.462034, arrival_time=2021-04-10 01:23:12.956219, cost_time=0:00:04.701103 2021-04-10 01:23:05,115 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=1.44ms, fps=4123 images/s, loss=3.3944, top1-acc=15.43%, top5-acc=44.24%, remaining_time=0:00:07.717480, arrival_time=2021-04-10 01:23:12.832990, cost_time=0:00:05.322433 2021-04-10 01:23:05,736 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=2.80ms, fps=4128 images/s, loss=3.3872, top1-acc=15.54%, top5-acc=44.48%, remaining_time=0:00:06.999498, arrival_time=2021-04-10 01:23:12.735569, cost_time=0:00:05.942933 2021-04-10 01:23:06,357 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=1.90ms, fps=4125 images/s, loss=3.3798, top1-acc=15.67%, top5-acc=44.79%, remaining_time=0:00:06.301536, arrival_time=2021-04-10 01:23:12.658737, cost_time=0:00:06.564065 2021-04-10 01:23:06,982 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=1.44ms, fps=4096 images/s, loss=3.3727, top1-acc=15.84%, top5-acc=45.02%, remaining_time=0:00:05.621046, arrival_time=2021-04-10 01:23:12.603890, cost_time=0:00:07.189682 2021-04-10 01:23:07,612 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=1.81ms, fps=4072 images/s, loss=3.3629, top1-acc=15.97%, top5-acc=45.39%, remaining_time=0:00:04.952008, arrival_time=2021-04-10 01:23:12.564077, cost_time=0:00:07.818976 2021-04-10 01:23:08,232 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=1.88ms, fps=4129 images/s, loss=3.3579, top1-acc=16.01%, top5-acc=45.57%, remaining_time=0:00:04.284588, arrival_time=2021-04-10 01:23:12.517079, cost_time=0:00:08.439367 2021-04-10 01:23:08,857 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=1.96ms, fps=4100 images/s, loss=3.3486, top1-acc=16.22%, top5-acc=45.93%, remaining_time=0:00:03.625720, arrival_time=2021-04-10 01:23:12.483111, cost_time=0:00:09.064275 2021-04-10 01:23:09,482 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=1.47ms, fps=4097 images/s, loss=3.3406, top1-acc=16.40%, top5-acc=46.23%, remaining_time=0:00:02.971508, arrival_time=2021-04-10 01:23:12.454235, cost_time=0:00:09.689676 2021-04-10 01:23:10,104 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=1.70ms, fps=4119 images/s, loss=3.3339, top1-acc=16.56%, top5-acc=46.46%, remaining_time=0:00:02.320092, arrival_time=2021-04-10 01:23:12.424736, cost_time=0:00:10.311497 2021-04-10 01:23:10,731 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=1.63ms, fps=4087 images/s, loss=3.3274, top1-acc=16.70%, top5-acc=46.70%, remaining_time=0:00:01.672944, arrival_time=2021-04-10 01:23:12.404503, cost_time=0:00:10.938493 2021-04-10 01:23:11,358 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=1.74ms, fps=4085 images/s, loss=3.3218, top1-acc=16.74%, top5-acc=46.86%, remaining_time=0:00:01.028048, arrival_time=2021-04-10 01:23:12.386780, cost_time=0:00:11.565608 2021-04-10 01:23:11,981 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=0.09ms, fps=4118 images/s, loss=3.3156, top1-acc=16.88%, top5-acc=47.09%, remaining_time=0:00:00.384882, arrival_time=2021-04-10 01:23:12.365859, cost_time=0:00:12.187899 2021-04-10 01:23:12,318 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=0.08ms, fps=4034 images/s, loss=3.3121, top1-acc=16.95%, top5-acc=47.18%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:12.318545, cost_time=0:00:12.525442 2021-04-10 01:23:12,703 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=0.46ms, fps=6673 images/s, loss=3.5355, top1-acc=15.98%, top5-acc=42.54%, remaining_time=0:00:01.150740, arrival_time=2021-04-10 01:23:13.853952, cost_time=0:00:00.383584 2021-04-10 01:23:12,950 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=0.33ms, fps=10378 images/s, loss=3.4885, top1-acc=16.35%, top5-acc=43.18%, remaining_time=0:00:00.630780, arrival_time=2021-04-10 01:23:13.581184, cost_time=0:00:00.630787 2021-04-10 01:23:13,216 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=0.43ms, fps=9631 images/s, loss=3.4879, top1-acc=16.74%, top5-acc=43.48%, remaining_time=0:00:00.299040, arrival_time=2021-04-10 01:23:13.515871, cost_time=0:00:00.897120 2021-04-10 01:23:13,434 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=0.05ms, fps=10667 images/s, loss=3.4728, top1-acc=17.48%, top5-acc=44.01%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:13.434915, cost_time=0:00:01.115380 2021-04-10 01:23:14,440 INFO : Epoch=0004 complete, best val top1-acc=17.48%, top5-acc=44.01% (epoch=4), remaining_time=0:47:47.399444, arrival_time=2021-04-10 02:11:01.840185, cost_time=0:00:58.518357 2021-04-10 01:23:14,441 INFO : Train start, epoch=0005, lr=0.099901 2021-04-10 01:23:15,265 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=3.42ms, fps=3106 images/s, loss=3.2014, top1-acc=19.22%, top5-acc=51.80%, remaining_time=0:00:15.328074, arrival_time=2021-04-10 01:23:30.593976, cost_time=0:00:00.824094 2021-04-10 01:23:15,897 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=2.02ms, fps=4056 images/s, loss=3.2007, top1-acc=19.45%, top5-acc=51.05%, remaining_time=0:00:12.811040, arrival_time=2021-04-10 01:23:28.708679, cost_time=0:00:01.455802 2021-04-10 01:23:16,518 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=2.50ms, fps=4127 images/s, loss=3.1925, top1-acc=19.26%, top5-acc=51.47%, remaining_time=0:00:11.490852, arrival_time=2021-04-10 01:23:28.009353, cost_time=0:00:02.076667 2021-04-10 01:23:17,176 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=3.19ms, fps=3896 images/s, loss=3.1864, top1-acc=19.46%, top5-acc=51.73%, remaining_time=0:00:10.663848, arrival_time=2021-04-10 01:23:27.840040, cost_time=0:00:02.734323 2021-04-10 01:23:17,800 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=1.63ms, fps=4105 images/s, loss=3.1621, top1-acc=20.02%, top5-acc=52.09%, remaining_time=0:00:09.807404, arrival_time=2021-04-10 01:23:27.607963, cost_time=0:00:03.358693 2021-04-10 01:23:18,437 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=1.91ms, fps=4023 images/s, loss=3.1601, top1-acc=19.89%, top5-acc=52.12%, remaining_time=0:00:09.056920, arrival_time=2021-04-10 01:23:27.494459, cost_time=0:00:03.995723 2021-04-10 01:23:19,068 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=2.15ms, fps=4059 images/s, loss=3.1531, top1-acc=20.14%, top5-acc=52.37%, remaining_time=0:00:08.328474, arrival_time=2021-04-10 01:23:27.397319, cost_time=0:00:04.626922 2021-04-10 01:23:19,692 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=1.50ms, fps=4111 images/s, loss=3.1482, top1-acc=20.27%, top5-acc=52.38%, remaining_time=0:00:07.613080, arrival_time=2021-04-10 01:23:27.305313, cost_time=0:00:05.250418 2021-04-10 01:23:20,316 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=2.24ms, fps=4102 images/s, loss=3.1347, top1-acc=20.46%, top5-acc=52.62%, remaining_time=0:00:06.919574, arrival_time=2021-04-10 01:23:27.236435, cost_time=0:00:05.875102 2021-04-10 01:23:20,942 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=1.83ms, fps=4093 images/s, loss=3.1326, top1-acc=20.54%, top5-acc=52.57%, remaining_time=0:00:06.240864, arrival_time=2021-04-10 01:23:27.183714, cost_time=0:00:06.500931 2021-04-10 01:23:21,570 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=1.83ms, fps=4087 images/s, loss=3.1239, top1-acc=20.67%, top5-acc=52.83%, remaining_time=0:00:05.572972, arrival_time=2021-04-10 01:23:27.143021, cost_time=0:00:07.128204 2021-04-10 01:23:22,191 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=1.89ms, fps=4121 images/s, loss=3.1218, top1-acc=20.74%, top5-acc=52.86%, remaining_time=0:00:04.908384, arrival_time=2021-04-10 01:23:27.100268, cost_time=0:00:07.750076 2021-04-10 01:23:22,813 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=1.53ms, fps=4123 images/s, loss=3.1176, top1-acc=20.94%, top5-acc=52.91%, remaining_time=0:00:04.250136, arrival_time=2021-04-10 01:23:27.063382, cost_time=0:00:08.371484 2021-04-10 01:23:23,435 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=1.64ms, fps=4116 images/s, loss=3.1093, top1-acc=21.05%, top5-acc=53.14%, remaining_time=0:00:03.597552, arrival_time=2021-04-10 01:23:27.033240, cost_time=0:00:08.993863 2021-04-10 01:23:24,058 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=1.90ms, fps=4114 images/s, loss=3.1043, top1-acc=21.18%, top5-acc=53.19%, remaining_time=0:00:02.949106, arrival_time=2021-04-10 01:23:27.007718, cost_time=0:00:09.616688 2021-04-10 01:23:24,686 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=2.19ms, fps=4085 images/s, loss=3.1002, top1-acc=21.20%, top5-acc=53.29%, remaining_time=0:00:02.304972, arrival_time=2021-04-10 01:23:26.991099, cost_time=0:00:10.244253 2021-04-10 01:23:25,321 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=2.60ms, fps=4035 images/s, loss=3.0928, top1-acc=21.33%, top5-acc=53.50%, remaining_time=0:00:01.663974, arrival_time=2021-04-10 01:23:26.985696, cost_time=0:00:10.879809 2021-04-10 01:23:25,953 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=2.50ms, fps=4059 images/s, loss=3.0883, top1-acc=21.46%, top5-acc=53.62%, remaining_time=0:00:01.023232, arrival_time=2021-04-10 01:23:26.976558, cost_time=0:00:11.511333 2021-04-10 01:23:26,586 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.22ms, fps=4051 images/s, loss=3.0786, top1-acc=21.66%, top5-acc=53.89%, remaining_time=0:00:00.383508, arrival_time=2021-04-10 01:23:26.969752, cost_time=0:00:12.144326 2021-04-10 01:23:26,926 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=0.09ms, fps=4010 images/s, loss=3.0785, top1-acc=21.64%, top5-acc=53.92%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:26.926014, cost_time=0:00:12.484260 2021-04-10 01:23:27,256 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=2.61ms, fps=7783 images/s, loss=3.1057, top1-acc=22.85%, top5-acc=53.48%, remaining_time=0:00:00.986730, arrival_time=2021-04-10 01:23:28.242715, cost_time=0:00:00.328914 2021-04-10 01:23:27,506 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=3.90ms, fps=10241 images/s, loss=3.0885, top1-acc=23.05%, top5-acc=54.18%, remaining_time=0:00:00.579440, arrival_time=2021-04-10 01:23:28.085919, cost_time=0:00:00.579440 2021-04-10 01:23:27,760 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=2.05ms, fps=10088 images/s, loss=3.0886, top1-acc=22.89%, top5-acc=53.92%, remaining_time=0:00:00.277900, arrival_time=2021-04-10 01:23:28.038655, cost_time=0:00:00.833706 2021-04-10 01:23:27,982 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.09ms, fps=10482 images/s, loss=3.1151, top1-acc=22.54%, top5-acc=53.54%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:27.982548, cost_time=0:00:01.055576 2021-04-10 01:23:28,915 INFO : Epoch=0005 complete, best val top1-acc=22.54%, top5-acc=53.54% (epoch=5), remaining_time=0:47:26.739480, arrival_time=2021-04-10 02:10:55.654453, cost_time=0:01:12.993322 2021-04-10 01:23:28,915 INFO : Train start, epoch=0006, lr=0.099846 2021-04-10 01:23:29,770 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=1.45ms, fps=2995 images/s, loss=2.9957, top1-acc=24.30%, top5-acc=56.45%, remaining_time=0:00:15.897420, arrival_time=2021-04-10 01:23:45.668131, cost_time=0:00:00.854701 2021-04-10 01:23:30,394 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=1.88ms, fps=4105 images/s, loss=2.9758, top1-acc=24.43%, top5-acc=56.68%, remaining_time=0:00:13.013264, arrival_time=2021-04-10 01:23:43.408031, cost_time=0:00:01.478771 2021-04-10 01:23:31,008 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=1.90ms, fps=4175 images/s, loss=2.9384, top1-acc=24.56%, top5-acc=57.49%, remaining_time=0:00:11.578002, arrival_time=2021-04-10 01:23:42.586536, cost_time=0:00:02.092397 2021-04-10 01:23:31,621 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=1.49ms, fps=4183 images/s, loss=2.9303, top1-acc=24.63%, top5-acc=57.83%, remaining_time=0:00:10.550280, arrival_time=2021-04-10 01:23:42.171484, cost_time=0:00:02.705207 2021-04-10 01:23:32,258 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=2.11ms, fps=4021 images/s, loss=2.9231, top1-acc=24.66%, top5-acc=58.10%, remaining_time=0:00:09.759662, arrival_time=2021-04-10 01:23:42.018170, cost_time=0:00:03.342356 2021-04-10 01:23:32,927 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=2.02ms, fps=3831 images/s, loss=2.9105, top1-acc=24.97%, top5-acc=58.31%, remaining_time=0:00:09.092552, arrival_time=2021-04-10 01:23:42.020007, cost_time=0:00:04.011403 2021-04-10 01:23:33,554 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=1.91ms, fps=4089 images/s, loss=2.9129, top1-acc=24.85%, top5-acc=58.17%, remaining_time=0:00:08.348382, arrival_time=2021-04-10 01:23:41.902433, cost_time=0:00:04.638009 2021-04-10 01:23:34,191 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=1.66ms, fps=4021 images/s, loss=2.9044, top1-acc=24.98%, top5-acc=58.39%, remaining_time=0:00:07.649040, arrival_time=2021-04-10 01:23:41.840341, cost_time=0:00:05.275184 2021-04-10 01:23:34,818 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=1.37ms, fps=4087 images/s, loss=2.8997, top1-acc=25.08%, top5-acc=58.45%, remaining_time=0:00:06.951692, arrival_time=2021-04-10 01:23:41.770116, cost_time=0:00:05.902362 2021-04-10 01:23:35,443 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=2.23ms, fps=4099 images/s, loss=2.8988, top1-acc=25.27%, top5-acc=58.55%, remaining_time=0:00:06.266496, arrival_time=2021-04-10 01:23:41.710181, cost_time=0:00:06.527558 2021-04-10 01:23:36,068 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=1.54ms, fps=4103 images/s, loss=2.8963, top1-acc=25.25%, top5-acc=58.62%, remaining_time=0:00:05.591806, arrival_time=2021-04-10 01:23:41.660152, cost_time=0:00:07.152286 2021-04-10 01:23:36,696 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=2.21ms, fps=4083 images/s, loss=2.8926, top1-acc=25.30%, top5-acc=58.74%, remaining_time=0:00:04.927308, arrival_time=2021-04-10 01:23:41.623367, cost_time=0:00:07.780015 2021-04-10 01:23:37,322 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=1.93ms, fps=4093 images/s, loss=2.8918, top1-acc=25.32%, top5-acc=58.74%, remaining_time=0:00:04.267692, arrival_time=2021-04-10 01:23:41.589774, cost_time=0:00:08.406016 2021-04-10 01:23:37,942 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=1.51ms, fps=4132 images/s, loss=2.8849, top1-acc=25.47%, top5-acc=58.90%, remaining_time=0:00:03.610488, arrival_time=2021-04-10 01:23:41.552650, cost_time=0:00:09.026151 2021-04-10 01:23:38,563 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=1.46ms, fps=4125 images/s, loss=2.8780, top1-acc=25.66%, top5-acc=59.20%, remaining_time=0:00:02.958444, arrival_time=2021-04-10 01:23:41.521610, cost_time=0:00:09.647165 2021-04-10 01:23:39,182 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=1.52ms, fps=4137 images/s, loss=2.8767, top1-acc=25.67%, top5-acc=59.25%, remaining_time=0:00:02.309976, arrival_time=2021-04-10 01:23:41.492600, cost_time=0:00:10.266585 2021-04-10 01:23:39,806 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=1.99ms, fps=4104 images/s, loss=2.8702, top1-acc=25.78%, top5-acc=59.38%, remaining_time=0:00:01.665664, arrival_time=2021-04-10 01:23:41.472595, cost_time=0:00:10.890938 2021-04-10 01:23:40,433 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=1.66ms, fps=4087 images/s, loss=2.8642, top1-acc=25.86%, top5-acc=59.62%, remaining_time=0:00:01.023792, arrival_time=2021-04-10 01:23:41.457560, cost_time=0:00:11.517705 2021-04-10 01:23:41,055 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=1.26ms, fps=4119 images/s, loss=2.8610, top1-acc=25.92%, top5-acc=59.68%, remaining_time=0:00:00.383364, arrival_time=2021-04-10 01:23:41.439200, cost_time=0:00:12.139850 2021-04-10 01:23:41,396 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=0.09ms, fps=3996 images/s, loss=2.8615, top1-acc=25.93%, top5-acc=59.69%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:41.396595, cost_time=0:00:12.480583 2021-04-10 01:23:41,773 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=0.38ms, fps=6814 images/s, loss=2.7351, top1-acc=27.62%, top5-acc=62.58%, remaining_time=0:00:01.126950, arrival_time=2021-04-10 01:23:42.900267, cost_time=0:00:00.375653 2021-04-10 01:23:42,023 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=0.34ms, fps=10266 images/s, loss=2.7307, top1-acc=28.59%, top5-acc=62.32%, remaining_time=0:00:00.625400, arrival_time=2021-04-10 01:23:42.648499, cost_time=0:00:00.625398 2021-04-10 01:23:42,333 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=0.32ms, fps=8269 images/s, loss=2.7305, top1-acc=28.68%, top5-acc=62.32%, remaining_time=0:00:00.311830, arrival_time=2021-04-10 01:23:42.644983, cost_time=0:00:00.935502 2021-04-10 01:23:42,572 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.07ms, fps=9717 images/s, loss=2.7214, top1-acc=28.57%, top5-acc=62.42%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:42.572257, cost_time=0:00:01.174629 2021-04-10 01:23:43,539 INFO : Epoch=0006 complete, best val top1-acc=28.57%, top5-acc=62.42% (epoch=6), remaining_time=0:47:12.990342, arrival_time=2021-04-10 02:10:56.530211, cost_time=0:01:27.618256 2021-04-10 01:23:43,540 INFO : Train start, epoch=0007, lr=0.099778 2021-04-10 01:23:44,376 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=0.53ms, fps=3063 images/s, loss=2.6885, top1-acc=29.18%, top5-acc=63.71%, remaining_time=0:00:15.546252, arrival_time=2021-04-10 01:23:59.922652, cost_time=0:00:00.835824 2021-04-10 01:23:44,998 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=1.66ms, fps=4120 images/s, loss=2.7259, top1-acc=28.93%, top5-acc=62.75%, remaining_time=0:00:12.827760, arrival_time=2021-04-10 01:23:57.826015, cost_time=0:00:01.457708 2021-04-10 01:23:45,617 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=1.42ms, fps=4139 images/s, loss=2.7113, top1-acc=28.87%, top5-acc=63.49%, remaining_time=0:00:11.490852, arrival_time=2021-04-10 01:23:57.108169, cost_time=0:00:02.076668 2021-04-10 01:23:46,243 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=1.35ms, fps=4090 images/s, loss=2.7018, top1-acc=28.96%, top5-acc=64.07%, remaining_time=0:00:10.542792, arrival_time=2021-04-10 01:23:56.786576, cost_time=0:00:02.703264 2021-04-10 01:23:46,879 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=2.06ms, fps=4029 images/s, loss=2.7022, top1-acc=28.92%, top5-acc=63.92%, remaining_time=0:00:09.750172, arrival_time=2021-04-10 01:23:56.629876, cost_time=0:00:03.339110 2021-04-10 01:23:47,525 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=7.60ms, fps=3967 images/s, loss=2.7081, top1-acc=28.77%, top5-acc=63.83%, remaining_time=0:00:09.032848, arrival_time=2021-04-10 01:23:56.558620, cost_time=0:00:03.985087 2021-04-10 01:23:48,181 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=1.59ms, fps=3909 images/s, loss=2.7039, top1-acc=28.75%, top5-acc=63.88%, remaining_time=0:00:08.353296, arrival_time=2021-04-10 01:23:56.534589, cost_time=0:00:04.640749 2021-04-10 01:23:48,808 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=2.45ms, fps=4088 images/s, loss=2.7004, top1-acc=29.05%, top5-acc=63.82%, remaining_time=0:00:07.637904, arrival_time=2021-04-10 01:23:56.446072, cost_time=0:00:05.267503 2021-04-10 01:23:49,459 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=2.22ms, fps=3935 images/s, loss=2.7063, top1-acc=28.91%, top5-acc=63.72%, remaining_time=0:00:06.971514, arrival_time=2021-04-10 01:23:56.431316, cost_time=0:00:05.919194 2021-04-10 01:23:50,086 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=2.64ms, fps=4087 images/s, loss=2.7055, top1-acc=28.91%, top5-acc=63.78%, remaining_time=0:00:06.284352, arrival_time=2021-04-10 01:23:56.371217, cost_time=0:00:06.546188 2021-04-10 01:23:50,710 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=1.99ms, fps=4110 images/s, loss=2.6999, top1-acc=29.02%, top5-acc=63.88%, remaining_time=0:00:05.605566, arrival_time=2021-04-10 01:23:56.316086, cost_time=0:00:07.169923 2021-04-10 01:23:51,339 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=1.43ms, fps=4076 images/s, loss=2.6995, top1-acc=29.08%, top5-acc=63.79%, remaining_time=0:00:04.939088, arrival_time=2021-04-10 01:23:56.278265, cost_time=0:00:07.798599 2021-04-10 01:23:51,957 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=2.75ms, fps=4146 images/s, loss=2.6970, top1-acc=29.13%, top5-acc=63.83%, remaining_time=0:00:04.273038, arrival_time=2021-04-10 01:23:56.230248, cost_time=0:00:08.416603 2021-04-10 01:23:52,586 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=2.22ms, fps=4072 images/s, loss=2.6952, top1-acc=29.17%, top5-acc=63.91%, remaining_time=0:00:03.618328, arrival_time=2021-04-10 01:23:56.204742, cost_time=0:00:09.045878 2021-04-10 01:23:53,216 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=1.90ms, fps=4068 images/s, loss=2.6892, top1-acc=29.32%, top5-acc=64.01%, remaining_time=0:00:02.967184, arrival_time=2021-04-10 01:23:56.183262, cost_time=0:00:09.675555 2021-04-10 01:23:53,830 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=1.78ms, fps=4173 images/s, loss=2.6840, top1-acc=29.56%, top5-acc=64.16%, remaining_time=0:00:02.315124, arrival_time=2021-04-10 01:23:56.145108, cost_time=0:00:10.289410 2021-04-10 01:23:54,456 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=1.89ms, fps=4088 images/s, loss=2.6797, top1-acc=29.62%, top5-acc=64.23%, remaining_time=0:00:01.669538, arrival_time=2021-04-10 01:23:56.126347, cost_time=0:00:10.916219 2021-04-10 01:23:55,080 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=2.03ms, fps=4112 images/s, loss=2.6759, top1-acc=29.70%, top5-acc=64.36%, remaining_time=0:00:01.025728, arrival_time=2021-04-10 01:23:56.105684, cost_time=0:00:11.539383 2021-04-10 01:23:55,710 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.45ms, fps=4061 images/s, loss=2.6719, top1-acc=29.83%, top5-acc=64.51%, remaining_time=0:00:00.384324, arrival_time=2021-04-10 01:23:56.095232, cost_time=0:00:12.170299 2021-04-10 01:23:56,055 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=0.13ms, fps=3954 images/s, loss=2.6696, top1-acc=29.86%, top5-acc=64.54%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:56.055377, cost_time=0:00:12.514849 2021-04-10 01:23:56,402 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=6.37ms, fps=7394 images/s, loss=2.6584, top1-acc=32.11%, top5-acc=63.28%, remaining_time=0:00:01.038660, arrival_time=2021-04-10 01:23:57.441298, cost_time=0:00:00.346215 2021-04-10 01:23:56,645 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=0.21ms, fps=10540 images/s, loss=2.6629, top1-acc=31.66%, top5-acc=63.26%, remaining_time=0:00:00.589520, arrival_time=2021-04-10 01:23:57.235445, cost_time=0:00:00.589514 2021-04-10 01:23:56,901 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=9.48ms, fps=10036 images/s, loss=2.6721, top1-acc=31.11%, top5-acc=63.27%, remaining_time=0:00:00.281670, arrival_time=2021-04-10 01:23:57.183117, cost_time=0:00:00.845006 2021-04-10 01:23:57,127 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.11ms, fps=10305 images/s, loss=2.6705, top1-acc=31.13%, top5-acc=63.29%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:57.127053, cost_time=0:00:01.070646 2021-04-10 01:23:58,205 INFO : Epoch=0007 complete, best val top1-acc=31.13%, top5-acc=63.29% (epoch=7), remaining_time=0:47:00.102104, arrival_time=2021-04-10 02:10:58.307211, cost_time=0:01:42.283496 2021-04-10 01:23:58,205 INFO : Train start, epoch=0008, lr=0.099698 2021-04-10 01:23:59,047 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=0.24ms, fps=3042 images/s, loss=2.5846, top1-acc=31.45%, top5-acc=66.21%, remaining_time=0:00:15.654132, arrival_time=2021-04-10 01:24:14.701531, cost_time=0:00:00.841618 2021-04-10 01:23:59,674 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=1.92ms, fps=4085 images/s, loss=2.5912, top1-acc=31.45%, top5-acc=65.88%, remaining_time=0:00:12.924912, arrival_time=2021-04-10 01:24:12.599599, cost_time=0:00:01.468747 2021-04-10 01:24:00,307 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=3.32ms, fps=4051 images/s, loss=2.5703, top1-acc=31.84%, top5-acc=66.82%, remaining_time=0:00:11.628632, arrival_time=2021-04-10 01:24:11.936014, cost_time=0:00:02.101550 2021-04-10 01:24:00,930 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=1.69ms, fps=4116 images/s, loss=2.5637, top1-acc=32.30%, top5-acc=67.13%, remaining_time=0:00:10.624068, arrival_time=2021-04-10 01:24:11.554026, cost_time=0:00:02.724130 2021-04-10 01:24:01,563 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=1.37ms, fps=4043 images/s, loss=2.5516, top1-acc=32.60%, top5-acc=67.27%, remaining_time=0:00:09.805214, arrival_time=2021-04-10 01:24:11.369086, cost_time=0:00:03.357974 2021-04-10 01:24:02,184 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=2.16ms, fps=4129 images/s, loss=2.5364, top1-acc=32.82%, top5-acc=67.65%, remaining_time=0:00:09.018704, arrival_time=2021-04-10 01:24:11.203342, cost_time=0:00:03.978812 2021-04-10 01:24:02,818 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=2.13ms, fps=4045 images/s, loss=2.5382, top1-acc=32.86%, top5-acc=67.68%, remaining_time=0:00:08.302014, arrival_time=2021-04-10 01:24:11.120029, cost_time=0:00:04.612199 2021-04-10 01:24:03,473 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=2.47ms, fps=3913 images/s, loss=2.5326, top1-acc=32.98%, top5-acc=67.86%, remaining_time=0:00:07.636976, arrival_time=2021-04-10 01:24:11.109995, cost_time=0:00:05.266916 2021-04-10 01:24:04,099 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=2.02ms, fps=4095 images/s, loss=2.5361, top1-acc=32.89%, top5-acc=67.70%, remaining_time=0:00:06.941092, arrival_time=2021-04-10 01:24:11.040209, cost_time=0:00:05.893348 2021-04-10 01:24:04,727 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=4.09ms, fps=4078 images/s, loss=2.5411, top1-acc=32.79%, top5-acc=67.61%, remaining_time=0:00:06.260736, arrival_time=2021-04-10 01:24:10.988144, cost_time=0:00:06.521582 2021-04-10 01:24:05,353 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=1.63ms, fps=4091 images/s, loss=2.5387, top1-acc=32.87%, top5-acc=67.64%, remaining_time=0:00:05.588280, arrival_time=2021-04-10 01:24:10.942104, cost_time=0:00:07.147827 2021-04-10 01:24:05,973 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=1.55ms, fps=4135 images/s, loss=2.5355, top1-acc=32.86%, top5-acc=67.71%, remaining_time=0:00:04.919708, arrival_time=2021-04-10 01:24:10.893530, cost_time=0:00:07.767958 2021-04-10 01:24:06,600 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=2.13ms, fps=4091 images/s, loss=2.5296, top1-acc=32.98%, top5-acc=67.94%, remaining_time=0:00:04.261818, arrival_time=2021-04-10 01:24:10.862062, cost_time=0:00:08.394468 2021-04-10 01:24:07,221 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=1.95ms, fps=4123 images/s, loss=2.5269, top1-acc=33.03%, top5-acc=67.99%, remaining_time=0:00:03.606344, arrival_time=2021-04-10 01:24:10.827976, cost_time=0:00:09.015814 2021-04-10 01:24:07,848 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=2.09ms, fps=4091 images/s, loss=2.5247, top1-acc=33.19%, top5-acc=67.96%, remaining_time=0:00:02.956926, arrival_time=2021-04-10 01:24:10.804890, cost_time=0:00:09.642120 2021-04-10 01:24:08,465 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.55ms, fps=4150 images/s, loss=2.5219, top1-acc=33.24%, top5-acc=67.98%, remaining_time=0:00:02.308392, arrival_time=2021-04-10 01:24:10.773777, cost_time=0:00:10.259586 2021-04-10 01:24:09,086 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.41ms, fps=4126 images/s, loss=2.5216, top1-acc=33.28%, top5-acc=67.99%, remaining_time=0:00:01.664078, arrival_time=2021-04-10 01:24:10.750522, cost_time=0:00:10.880519 2021-04-10 01:24:09,711 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=2.10ms, fps=4099 images/s, loss=2.5190, top1-acc=33.38%, top5-acc=67.97%, remaining_time=0:00:01.022736, arrival_time=2021-04-10 01:24:10.734350, cost_time=0:00:11.505832 2021-04-10 01:24:10,334 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.24ms, fps=4116 images/s, loss=2.5125, top1-acc=33.52%, top5-acc=68.12%, remaining_time=0:00:00.382998, arrival_time=2021-04-10 01:24:10.717108, cost_time=0:00:12.128307 2021-04-10 01:24:10,680 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=0.10ms, fps=3953 images/s, loss=2.5093, top1-acc=33.56%, top5-acc=68.18%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:10.680374, cost_time=0:00:12.474609 2021-04-10 01:24:11,051 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=4.21ms, fps=6916 images/s, loss=2.3544, top1-acc=35.94%, top5-acc=70.55%, remaining_time=0:00:01.110360, arrival_time=2021-04-10 01:24:12.161860, cost_time=0:00:00.370115 2021-04-10 01:24:11,302 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=0.51ms, fps=10246 images/s, loss=2.3461, top1-acc=37.01%, top5-acc=70.70%, remaining_time=0:00:00.620500, arrival_time=2021-04-10 01:24:11.922499, cost_time=0:00:00.620508 2021-04-10 01:24:11,578 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=11.16ms, fps=9306 images/s, loss=2.3539, top1-acc=36.69%, top5-acc=70.61%, remaining_time=0:00:00.298910, arrival_time=2021-04-10 01:24:11.877033, cost_time=0:00:00.896734 2021-04-10 01:24:11,834 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=0.12ms, fps=9079 images/s, loss=2.3733, top1-acc=36.85%, top5-acc=70.42%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:11.834429, cost_time=0:00:01.153054 2021-04-10 01:24:13,004 INFO : Epoch=0008 complete, best val top1-acc=36.85%, top5-acc=70.42% (epoch=8), remaining_time=0:46:49.984704, arrival_time=2021-04-10 02:11:02.989117, cost_time=0:01:57.082694 2021-04-10 01:24:13,040 INFO : Train start, epoch=0009, lr=0.099606 2021-04-10 01:24:13,865 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=2.47ms, fps=3107 images/s, loss=2.4945, top1-acc=33.67%, top5-acc=68.01%, remaining_time=0:00:15.323424, arrival_time=2021-04-10 01:24:29.188359, cost_time=0:00:00.823842 2021-04-10 01:24:14,489 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=2.19ms, fps=4103 images/s, loss=2.4704, top1-acc=34.80%, top5-acc=69.34%, remaining_time=0:00:12.746272, arrival_time=2021-04-10 01:24:27.235797, cost_time=0:00:01.448432 2021-04-10 01:24:15,108 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=1.87ms, fps=4140 images/s, loss=2.4348, top1-acc=35.51%, top5-acc=69.78%, remaining_time=0:00:11.440222, arrival_time=2021-04-10 01:24:26.548774, cost_time=0:00:02.067513 2021-04-10 01:24:15,722 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=2.13ms, fps=4171 images/s, loss=2.4269, top1-acc=35.72%, top5-acc=69.91%, remaining_time=0:00:10.458552, arrival_time=2021-04-10 01:24:26.181346, cost_time=0:00:02.681696 2021-04-10 01:24:16,345 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=2.16ms, fps=4116 images/s, loss=2.4247, top1-acc=35.70%, top5-acc=70.05%, remaining_time=0:00:09.648556, arrival_time=2021-04-10 01:24:25.993875, cost_time=0:00:03.304286 2021-04-10 01:24:16,971 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=1.74ms, fps=4091 images/s, loss=2.4224, top1-acc=35.77%, top5-acc=70.01%, remaining_time=0:00:08.909224, arrival_time=2021-04-10 01:24:25.880812, cost_time=0:00:03.930513 2021-04-10 01:24:17,607 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=2.22ms, fps=4028 images/s, loss=2.4144, top1-acc=35.90%, top5-acc=70.18%, remaining_time=0:00:08.219988, arrival_time=2021-04-10 01:24:25.827689, cost_time=0:00:04.566641 2021-04-10 01:24:18,252 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=3.12ms, fps=3978 images/s, loss=2.4112, top1-acc=35.86%, top5-acc=70.33%, remaining_time=0:00:07.555428, arrival_time=2021-04-10 01:24:25.807334, cost_time=0:00:05.210672 2021-04-10 01:24:18,876 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.62ms, fps=4104 images/s, loss=2.4081, top1-acc=35.88%, top5-acc=70.39%, remaining_time=0:00:06.872934, arrival_time=2021-04-10 01:24:25.749489, cost_time=0:00:05.835520 2021-04-10 01:24:19,506 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=1.92ms, fps=4069 images/s, loss=2.3989, top1-acc=36.10%, top5-acc=70.48%, remaining_time=0:00:06.206592, arrival_time=2021-04-10 01:24:25.712911, cost_time=0:00:06.465157 2021-04-10 01:24:20,137 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=2.07ms, fps=4063 images/s, loss=2.4035, top1-acc=36.03%, top5-acc=70.39%, remaining_time=0:00:05.548118, arrival_time=2021-04-10 01:24:25.685587, cost_time=0:00:07.096453 2021-04-10 01:24:20,762 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=2.40ms, fps=4098 images/s, loss=2.3976, top1-acc=36.17%, top5-acc=70.55%, remaining_time=0:00:04.890372, arrival_time=2021-04-10 01:24:25.653166, cost_time=0:00:07.721636 2021-04-10 01:24:21,391 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=1.75ms, fps=4080 images/s, loss=2.3936, top1-acc=36.19%, top5-acc=70.71%, remaining_time=0:00:04.239180, arrival_time=2021-04-10 01:24:25.630175, cost_time=0:00:08.349953 2021-04-10 01:24:22,023 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=1.94ms, fps=4052 images/s, loss=2.3906, top1-acc=36.32%, top5-acc=70.78%, remaining_time=0:00:03.592848, arrival_time=2021-04-10 01:24:25.616098, cost_time=0:00:08.982190 2021-04-10 01:24:22,645 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=1.88ms, fps=4119 images/s, loss=2.3897, top1-acc=36.39%, top5-acc=70.79%, remaining_time=0:00:02.945288, arrival_time=2021-04-10 01:24:25.590543, cost_time=0:00:09.604245 2021-04-10 01:24:23,262 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=1.36ms, fps=4151 images/s, loss=2.3844, top1-acc=36.45%, top5-acc=70.89%, remaining_time=0:00:02.299824, arrival_time=2021-04-10 01:24:25.562357, cost_time=0:00:10.221367 2021-04-10 01:24:23,889 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=1.40ms, fps=4088 images/s, loss=2.3847, top1-acc=36.44%, top5-acc=70.87%, remaining_time=0:00:01.659164, arrival_time=2021-04-10 01:24:25.548643, cost_time=0:00:10.848442 2021-04-10 01:24:24,509 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=2.00ms, fps=4130 images/s, loss=2.3812, top1-acc=36.55%, top5-acc=70.97%, remaining_time=0:00:01.019456, arrival_time=2021-04-10 01:24:25.529303, cost_time=0:00:11.468825 2021-04-10 01:24:25,134 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.69ms, fps=4103 images/s, loss=2.3800, top1-acc=36.57%, top5-acc=70.97%, remaining_time=0:00:00.381894, arrival_time=2021-04-10 01:24:25.516262, cost_time=0:00:12.093218 2021-04-10 01:24:25,470 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=0.09ms, fps=4058 images/s, loss=2.3817, top1-acc=36.59%, top5-acc=70.93%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:25.470132, cost_time=0:00:12.429137 2021-04-10 01:24:25,812 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=2.36ms, fps=7497 images/s, loss=2.5530, top1-acc=33.87%, top5-acc=65.43%, remaining_time=0:00:01.024260, arrival_time=2021-04-10 01:24:26.836999, cost_time=0:00:00.341418 2021-04-10 01:24:26,049 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=0.21ms, fps=10822 images/s, loss=2.5789, top1-acc=34.53%, top5-acc=64.96%, remaining_time=0:00:00.578600, arrival_time=2021-04-10 01:24:26.628399, cost_time=0:00:00.578606 2021-04-10 01:24:26,307 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=6.23ms, fps=9964 images/s, loss=2.5605, top1-acc=34.90%, top5-acc=65.29%, remaining_time=0:00:00.278630, arrival_time=2021-04-10 01:24:26.585749, cost_time=0:00:00.835890 2021-04-10 01:24:26,522 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=0.07ms, fps=10810 images/s, loss=2.5379, top1-acc=35.29%, top5-acc=65.46%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:26.522175, cost_time=0:00:01.051019 2021-04-10 01:24:27,099 INFO : Epoch=0009 complete, best val top1-acc=36.85%, top5-acc=70.42% (epoch=8), remaining_time=0:46:23.889940, arrival_time=2021-04-10 02:10:50.989616, cost_time=0:02:11.178060 2021-04-10 01:24:27,100 INFO : Train start, epoch=0010, lr=0.099501 2021-04-10 01:24:27,916 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=1.46ms, fps=3138 images/s, loss=2.3456, top1-acc=37.42%, top5-acc=70.82%, remaining_time=0:00:15.172206, arrival_time=2021-04-10 01:24:43.088266, cost_time=0:00:00.815712 2021-04-10 01:24:28,533 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=1.43ms, fps=4149 images/s, loss=2.2935, top1-acc=38.54%, top5-acc=72.30%, remaining_time=0:00:12.611104, arrival_time=2021-04-10 01:24:41.144569, cost_time=0:00:01.433086 2021-04-10 01:24:29,164 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=2.54ms, fps=4071 images/s, loss=2.2703, top1-acc=38.82%, top5-acc=72.90%, remaining_time=0:00:11.418476, arrival_time=2021-04-10 01:24:40.582529, cost_time=0:00:02.063591 2021-04-10 01:24:29,794 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.88ms, fps=4065 images/s, loss=2.2669, top1-acc=38.82%, top5-acc=72.90%, remaining_time=0:00:10.507224, arrival_time=2021-04-10 01:24:40.301756, cost_time=0:00:02.694144 2021-04-10 01:24:30,415 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=1.71ms, fps=4125 images/s, loss=2.2609, top1-acc=38.95%, top5-acc=73.09%, remaining_time=0:00:09.680676, arrival_time=2021-04-10 01:24:40.096316, cost_time=0:00:03.315287 2021-04-10 01:24:31,039 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=3.88ms, fps=4106 images/s, loss=2.2560, top1-acc=38.98%, top5-acc=73.18%, remaining_time=0:00:08.928672, arrival_time=2021-04-10 01:24:39.968199, cost_time=0:00:03.939137 2021-04-10 01:24:31,655 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=1.39ms, fps=4159 images/s, loss=2.2580, top1-acc=39.19%, top5-acc=73.09%, remaining_time=0:00:08.199324, arrival_time=2021-04-10 01:24:39.854841, cost_time=0:00:04.555182 2021-04-10 01:24:32,278 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=2.28ms, fps=4112 images/s, loss=2.2554, top1-acc=39.22%, top5-acc=73.15%, remaining_time=0:00:07.508332, arrival_time=2021-04-10 01:24:39.786889, cost_time=0:00:05.178178 2021-04-10 01:24:32,913 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=1.86ms, fps=4033 images/s, loss=2.2624, top1-acc=39.34%, top5-acc=73.03%, remaining_time=0:00:06.846964, arrival_time=2021-04-10 01:24:39.760785, cost_time=0:00:05.813437 2021-04-10 01:24:33,566 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=2.00ms, fps=3925 images/s, loss=2.2634, top1-acc=39.23%, top5-acc=73.11%, remaining_time=0:00:06.207552, arrival_time=2021-04-10 01:24:39.774197, cost_time=0:00:06.466239 2021-04-10 01:24:34,194 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=1.62ms, fps=4081 images/s, loss=2.2589, top1-acc=39.34%, top5-acc=73.26%, remaining_time=0:00:05.546312, arrival_time=2021-04-10 01:24:39.740927, cost_time=0:00:07.094170 2021-04-10 01:24:34,824 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=1.51ms, fps=4068 images/s, loss=2.2651, top1-acc=39.19%, top5-acc=73.12%, remaining_time=0:00:04.891892, arrival_time=2021-04-10 01:24:39.716325, cost_time=0:00:07.724097 2021-04-10 01:24:35,444 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.54ms, fps=4130 images/s, loss=2.2672, top1-acc=39.19%, top5-acc=73.09%, remaining_time=0:00:04.236342, arrival_time=2021-04-10 01:24:39.681030, cost_time=0:00:08.344278 2021-04-10 01:24:36,067 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=2.13ms, fps=4117 images/s, loss=2.2714, top1-acc=39.16%, top5-acc=73.00%, remaining_time=0:00:03.586688, arrival_time=2021-04-10 01:24:39.653969, cost_time=0:00:08.966759 2021-04-10 01:24:36,692 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=2.11ms, fps=4103 images/s, loss=2.2726, top1-acc=39.14%, top5-acc=73.00%, remaining_time=0:00:02.941424, arrival_time=2021-04-10 01:24:39.633407, cost_time=0:00:09.591610 2021-04-10 01:24:37,315 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=2.21ms, fps=4111 images/s, loss=2.2674, top1-acc=39.21%, top5-acc=73.11%, remaining_time=0:00:02.298348, arrival_time=2021-04-10 01:24:39.613587, cost_time=0:00:10.214853 2021-04-10 01:24:37,945 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=1.86ms, fps=4069 images/s, loss=2.2676, top1-acc=39.26%, top5-acc=73.11%, remaining_time=0:00:01.658566, arrival_time=2021-04-10 01:24:39.603485, cost_time=0:00:10.844518 2021-04-10 01:24:38,577 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=2.00ms, fps=4053 images/s, loss=2.2645, top1-acc=39.34%, top5-acc=73.19%, remaining_time=0:00:01.020160, arrival_time=2021-04-10 01:24:39.597362, cost_time=0:00:11.476796 2021-04-10 01:24:39,204 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=1.23ms, fps=4090 images/s, loss=2.2647, top1-acc=39.31%, top5-acc=73.17%, remaining_time=0:00:00.382212, arrival_time=2021-04-10 01:24:39.586109, cost_time=0:00:12.103377 2021-04-10 01:24:39,546 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=0.08ms, fps=3976 images/s, loss=2.2637, top1-acc=39.37%, top5-acc=73.18%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:39.546597, cost_time=0:00:12.446210 2021-04-10 01:24:39,908 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=0.32ms, fps=7112 images/s, loss=2.3598, top1-acc=38.24%, top5-acc=70.90%, remaining_time=0:00:01.079850, arrival_time=2021-04-10 01:24:40.987813, cost_time=0:00:00.359948 2021-04-10 01:24:40,158 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=0.43ms, fps=10246 images/s, loss=2.3268, top1-acc=39.06%, top5-acc=71.72%, remaining_time=0:00:00.610340, arrival_time=2021-04-10 01:24:40.768665, cost_time=0:00:00.610332 2021-04-10 01:24:40,433 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=0.30ms, fps=9315 images/s, loss=2.3343, top1-acc=39.04%, top5-acc=71.45%, remaining_time=0:00:00.295210, arrival_time=2021-04-10 01:24:40.728886, cost_time=0:00:00.885644 2021-04-10 01:24:40,661 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.12ms, fps=10222 images/s, loss=2.3277, top1-acc=39.12%, top5-acc=71.43%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:40.661187, cost_time=0:00:01.113222 2021-04-10 01:24:41,693 INFO : Epoch=0010 complete, best val top1-acc=39.12%, top5-acc=71.43% (epoch=10), remaining_time=0:46:09.660970, arrival_time=2021-04-10 02:10:51.354212, cost_time=0:02:25.771631 2021-04-10 01:24:41,693 INFO : Train start, epoch=0011, lr=0.099384 2021-04-10 01:24:42,529 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=1.87ms, fps=3065 images/s, loss=2.1717, top1-acc=41.05%, top5-acc=75.31%, remaining_time=0:00:15.535836, arrival_time=2021-04-10 01:24:58.065179, cost_time=0:00:00.835260 2021-04-10 01:24:43,153 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=1.91ms, fps=4107 images/s, loss=2.1750, top1-acc=41.43%, top5-acc=75.41%, remaining_time=0:00:12.841312, arrival_time=2021-04-10 01:24:55.994618, cost_time=0:00:01.459230 2021-04-10 01:24:43,773 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=1.59ms, fps=4132 images/s, loss=2.1679, top1-acc=41.97%, top5-acc=75.44%, remaining_time=0:00:11.505294, arrival_time=2021-04-10 01:24:55.278602, cost_time=0:00:02.079281 2021-04-10 01:24:44,395 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=1.87ms, fps=4114 images/s, loss=2.1781, top1-acc=41.85%, top5-acc=74.93%, remaining_time=0:00:10.537332, arrival_time=2021-04-10 01:24:54.933262, cost_time=0:00:02.701893 2021-04-10 01:24:45,018 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=1.52ms, fps=4112 images/s, loss=2.1815, top1-acc=41.81%, top5-acc=74.80%, remaining_time=0:00:09.708416, arrival_time=2021-04-10 01:24:54.727261, cost_time=0:00:03.324808 2021-04-10 01:24:45,635 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=2.26ms, fps=4155 images/s, loss=2.1831, top1-acc=41.81%, top5-acc=74.72%, remaining_time=0:00:08.933704, arrival_time=2021-04-10 01:24:54.569100, cost_time=0:00:03.941367 2021-04-10 01:24:46,252 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=1.70ms, fps=4153 images/s, loss=2.1817, top1-acc=41.89%, top5-acc=74.60%, remaining_time=0:00:08.204742, arrival_time=2021-04-10 01:24:54.456988, cost_time=0:00:04.558185 2021-04-10 01:24:46,876 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.57ms, fps=4103 images/s, loss=2.1790, top1-acc=41.83%, top5-acc=74.67%, remaining_time=0:00:07.514828, arrival_time=2021-04-10 01:24:54.391603, cost_time=0:00:05.182648 2021-04-10 01:24:47,498 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=1.90ms, fps=4123 images/s, loss=2.1815, top1-acc=41.81%, top5-acc=74.61%, remaining_time=0:00:06.836046, arrival_time=2021-04-10 01:24:54.334330, cost_time=0:00:05.804198 2021-04-10 01:24:48,156 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=6.37ms, fps=3895 images/s, loss=2.1854, top1-acc=41.80%, top5-acc=74.54%, remaining_time=0:00:06.203616, arrival_time=2021-04-10 01:24:54.359738, cost_time=0:00:06.462054 2021-04-10 01:24:48,786 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=1.49ms, fps=4064 images/s, loss=2.1887, top1-acc=41.61%, top5-acc=74.51%, remaining_time=0:00:05.545022, arrival_time=2021-04-10 01:24:54.331562, cost_time=0:00:07.092438 2021-04-10 01:24:49,410 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=1.90ms, fps=4104 images/s, loss=2.1869, top1-acc=41.73%, top5-acc=74.54%, remaining_time=0:00:04.887332, arrival_time=2021-04-10 01:24:54.298247, cost_time=0:00:07.716811 2021-04-10 01:24:50,038 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=1.42ms, fps=4081 images/s, loss=2.1868, top1-acc=41.79%, top5-acc=74.59%, remaining_time=0:00:04.236540, arrival_time=2021-04-10 01:24:54.275284, cost_time=0:00:08.344656 2021-04-10 01:24:50,672 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=1.83ms, fps=4042 images/s, loss=2.1875, top1-acc=41.78%, top5-acc=74.60%, remaining_time=0:00:03.591448, arrival_time=2021-04-10 01:24:54.264141, cost_time=0:00:08.978621 2021-04-10 01:24:51,302 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=5.79ms, fps=4071 images/s, loss=2.1858, top1-acc=41.76%, top5-acc=74.60%, remaining_time=0:00:02.946484, arrival_time=2021-04-10 01:24:54.248609, cost_time=0:00:09.608032 2021-04-10 01:24:51,941 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=1.94ms, fps=4007 images/s, loss=2.1818, top1-acc=41.93%, top5-acc=74.70%, remaining_time=0:00:02.305692, arrival_time=2021-04-10 01:24:54.247268, cost_time=0:00:10.247535 2021-04-10 01:24:52,569 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=1.92ms, fps=4080 images/s, loss=2.1829, top1-acc=41.93%, top5-acc=74.70%, remaining_time=0:00:01.663298, arrival_time=2021-04-10 01:24:54.232951, cost_time=0:00:10.875342 2021-04-10 01:24:53,199 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=1.96ms, fps=4068 images/s, loss=2.1810, top1-acc=42.03%, top5-acc=74.73%, remaining_time=0:00:01.022736, arrival_time=2021-04-10 01:24:54.222493, cost_time=0:00:11.505711 2021-04-10 01:24:53,824 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.38ms, fps=4103 images/s, loss=2.1802, top1-acc=42.08%, top5-acc=74.71%, remaining_time=0:00:00.383058, arrival_time=2021-04-10 01:24:54.207208, cost_time=0:00:12.130116 2021-04-10 01:24:54,162 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=0.07ms, fps=4024 images/s, loss=2.1827, top1-acc=42.07%, top5-acc=74.68%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:54.162569, cost_time=0:00:12.468546 2021-04-10 01:24:54,497 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=6.21ms, fps=7666 images/s, loss=2.3866, top1-acc=37.93%, top5-acc=70.35%, remaining_time=0:00:01.001760, arrival_time=2021-04-10 01:24:55.499328, cost_time=0:00:00.333921 2021-04-10 01:24:54,739 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=0.43ms, fps=10619 images/s, loss=2.4110, top1-acc=38.50%, top5-acc=70.16%, remaining_time=0:00:00.575760, arrival_time=2021-04-10 01:24:55.315093, cost_time=0:00:00.575753 2021-04-10 01:24:54,995 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=4.98ms, fps=10036 images/s, loss=2.3991, top1-acc=39.24%, top5-acc=70.23%, remaining_time=0:00:00.277120, arrival_time=2021-04-10 01:24:55.272094, cost_time=0:00:00.831365 2021-04-10 01:24:55,212 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.08ms, fps=10714 images/s, loss=2.3987, top1-acc=39.47%, top5-acc=70.12%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:55.212006, cost_time=0:00:01.048539 2021-04-10 01:24:56,237 INFO : Epoch=0011 complete, best val top1-acc=39.47%, top5-acc=70.12% (epoch=11), remaining_time=0:45:54.509814, arrival_time=2021-04-10 02:10:50.746849, cost_time=0:02:40.315391 2021-04-10 01:24:56,237 INFO : Train start, epoch=0012, lr=0.099255 2021-04-10 01:24:57,109 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=2.04ms, fps=2937 images/s, loss=2.0610, top1-acc=43.83%, top5-acc=77.46%, remaining_time=0:00:16.214178, arrival_time=2021-04-10 01:25:13.323925, cost_time=0:00:00.871731 2021-04-10 01:24:57,734 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=1.90ms, fps=4104 images/s, loss=2.0829, top1-acc=44.08%, top5-acc=77.03%, remaining_time=0:00:13.166032, arrival_time=2021-04-10 01:25:10.900133, cost_time=0:00:01.496132 2021-04-10 01:24:58,358 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=1.39ms, fps=4103 images/s, loss=2.0944, top1-acc=44.09%, top5-acc=76.84%, remaining_time=0:00:11.733378, arrival_time=2021-04-10 01:25:10.091855, cost_time=0:00:02.120477 2021-04-10 01:24:58,982 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=1.64ms, fps=4104 images/s, loss=2.0933, top1-acc=44.11%, top5-acc=76.62%, remaining_time=0:00:10.705032, arrival_time=2021-04-10 01:25:09.687936, cost_time=0:00:02.744871 2021-04-10 01:24:59,606 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=2.13ms, fps=4111 images/s, loss=2.0925, top1-acc=44.12%, top5-acc=76.51%, remaining_time=0:00:09.835290, arrival_time=2021-04-10 01:25:09.441559, cost_time=0:00:03.368258 2021-04-10 01:25:00,229 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.43ms, fps=4108 images/s, loss=2.0891, top1-acc=44.30%, top5-acc=76.48%, remaining_time=0:00:09.048488, arrival_time=2021-04-10 01:25:09.278412, cost_time=0:00:03.991995 2021-04-10 01:25:00,854 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=1.92ms, fps=4105 images/s, loss=2.0931, top1-acc=44.06%, top5-acc=76.38%, remaining_time=0:00:08.308818, arrival_time=2021-04-10 01:25:09.162825, cost_time=0:00:04.616009 2021-04-10 01:25:01,476 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=2.87ms, fps=4117 images/s, loss=2.0926, top1-acc=43.88%, top5-acc=76.43%, remaining_time=0:00:07.595680, arrival_time=2021-04-10 01:25:09.072004, cost_time=0:00:05.238371 2021-04-10 01:25:02,092 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=1.46ms, fps=4158 images/s, loss=2.0918, top1-acc=43.88%, top5-acc=76.54%, remaining_time=0:00:06.895194, arrival_time=2021-04-10 01:25:08.987747, cost_time=0:00:05.854407 2021-04-10 01:25:02,715 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=1.46ms, fps=4112 images/s, loss=2.0845, top1-acc=43.96%, top5-acc=76.68%, remaining_time=0:00:06.218688, arrival_time=2021-04-10 01:25:08.934477, cost_time=0:00:06.477839 2021-04-10 01:25:03,343 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=2.27ms, fps=4084 images/s, loss=2.0856, top1-acc=44.01%, top5-acc=76.64%, remaining_time=0:00:05.554912, arrival_time=2021-04-10 01:25:08.898033, cost_time=0:00:07.105110 2021-04-10 01:25:03,977 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=1.48ms, fps=4037 images/s, loss=2.0891, top1-acc=44.02%, top5-acc=76.52%, remaining_time=0:00:04.901848, arrival_time=2021-04-10 01:25:08.879565, cost_time=0:00:07.739761 2021-04-10 01:25:04,605 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.70ms, fps=4081 images/s, loss=2.0851, top1-acc=44.16%, top5-acc=76.62%, remaining_time=0:00:04.248156, arrival_time=2021-04-10 01:25:08.853697, cost_time=0:00:08.367533 2021-04-10 01:25:05,237 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=2.24ms, fps=4055 images/s, loss=2.0868, top1-acc=44.15%, top5-acc=76.55%, remaining_time=0:00:03.599792, arrival_time=2021-04-10 01:25:08.837159, cost_time=0:00:08.999416 2021-04-10 01:25:05,864 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=2.63ms, fps=4086 images/s, loss=2.0888, top1-acc=44.16%, top5-acc=76.52%, remaining_time=0:00:02.952096, arrival_time=2021-04-10 01:25:08.816503, cost_time=0:00:09.626407 2021-04-10 01:25:06,481 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=1.46ms, fps=4154 images/s, loss=2.0886, top1-acc=44.17%, top5-acc=76.54%, remaining_time=0:00:02.304756, arrival_time=2021-04-10 01:25:08.786041, cost_time=0:00:10.243286 2021-04-10 01:25:07,111 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=2.21ms, fps=4067 images/s, loss=2.0899, top1-acc=44.19%, top5-acc=76.53%, remaining_time=0:00:01.662986, arrival_time=2021-04-10 01:25:08.774338, cost_time=0:00:10.873396 2021-04-10 01:25:07,736 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=1.60ms, fps=4100 images/s, loss=2.0906, top1-acc=44.16%, top5-acc=76.47%, remaining_time=0:00:01.022064, arrival_time=2021-04-10 01:25:08.758261, cost_time=0:00:11.498240 2021-04-10 01:25:08,359 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.50ms, fps=4110 images/s, loss=2.0922, top1-acc=44.16%, top5-acc=76.40%, remaining_time=0:00:00.382782, arrival_time=2021-04-10 01:25:08.742216, cost_time=0:00:12.121511 2021-04-10 01:25:08,705 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=0.08ms, fps=3934 images/s, loss=2.0937, top1-acc=44.14%, top5-acc=76.36%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:08.705600, cost_time=0:00:12.467571 2021-04-10 01:25:09,083 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=0.45ms, fps=6795 images/s, loss=2.3614, top1-acc=39.53%, top5-acc=70.12%, remaining_time=0:00:01.130100, arrival_time=2021-04-10 01:25:10.213605, cost_time=0:00:00.376702 2021-04-10 01:25:09,345 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=2.92ms, fps=9774 images/s, loss=2.3370, top1-acc=39.84%, top5-acc=70.98%, remaining_time=0:00:00.639140, arrival_time=2021-04-10 01:25:09.985060, cost_time=0:00:00.639141 2021-04-10 01:25:09,603 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=0.29ms, fps=9967 images/s, loss=2.2971, top1-acc=40.48%, top5-acc=72.12%, remaining_time=0:00:00.298830, arrival_time=2021-04-10 01:25:09.902130, cost_time=0:00:00.896503 2021-04-10 01:25:09,814 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.06ms, fps=11007 images/s, loss=2.2843, top1-acc=40.76%, top5-acc=71.75%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:09.814504, cost_time=0:00:01.107819 2021-04-10 01:25:10,729 INFO : Epoch=0012 complete, best val top1-acc=40.76%, top5-acc=71.75% (epoch=12), remaining_time=0:45:38.651084, arrival_time=2021-04-10 02:10:49.380205, cost_time=0:02:54.807513 2021-04-10 01:25:10,729 INFO : Train start, epoch=0013, lr=0.099114 2021-04-10 01:25:11,563 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=0.24ms, fps=3072 images/s, loss=2.0411, top1-acc=46.17%, top5-acc=77.46%, remaining_time=0:00:15.500124, arrival_time=2021-04-10 01:25:27.063311, cost_time=0:00:00.833344 2021-04-10 01:25:12,187 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=1.92ms, fps=4105 images/s, loss=2.0633, top1-acc=45.62%, top5-acc=76.78%, remaining_time=0:00:12.826528, arrival_time=2021-04-10 01:25:25.014007, cost_time=0:00:01.457564 2021-04-10 01:25:12,811 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=1.53ms, fps=4107 images/s, loss=2.0617, top1-acc=45.47%, top5-acc=76.58%, remaining_time=0:00:11.518906, arrival_time=2021-04-10 01:25:24.330412, cost_time=0:00:02.081723 2021-04-10 01:25:13,435 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=2.83ms, fps=4105 images/s, loss=2.0437, top1-acc=45.62%, top5-acc=77.06%, remaining_time=0:00:10.552464, arrival_time=2021-04-10 01:25:23.988176, cost_time=0:00:02.705773 2021-04-10 01:25:14,061 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=1.47ms, fps=4100 images/s, loss=2.0328, top1-acc=45.91%, top5-acc=77.26%, remaining_time=0:00:09.726666, arrival_time=2021-04-10 01:25:23.787579, cost_time=0:00:03.331046 2021-04-10 01:25:14,679 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=1.42ms, fps=4141 images/s, loss=2.0255, top1-acc=46.08%, top5-acc=77.27%, remaining_time=0:00:08.953152, arrival_time=2021-04-10 01:25:23.632831, cost_time=0:00:03.949899 2021-04-10 01:25:15,297 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=1.86ms, fps=4146 images/s, loss=2.0320, top1-acc=45.98%, top5-acc=77.15%, remaining_time=0:00:08.221878, arrival_time=2021-04-10 01:25:23.519426, cost_time=0:00:04.567725 2021-04-10 01:25:15,914 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=1.56ms, fps=4154 images/s, loss=2.0328, top1-acc=45.86%, top5-acc=77.19%, remaining_time=0:00:07.517728, arrival_time=2021-04-10 01:25:23.432170, cost_time=0:00:05.184613 2021-04-10 01:25:16,555 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=1.89ms, fps=3998 images/s, loss=2.0344, top1-acc=45.92%, top5-acc=77.17%, remaining_time=0:00:06.861168, arrival_time=2021-04-10 01:25:23.416457, cost_time=0:00:05.825507 2021-04-10 01:25:17,180 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=1.43ms, fps=4096 images/s, loss=2.0341, top1-acc=45.90%, top5-acc=77.21%, remaining_time=0:00:06.192864, arrival_time=2021-04-10 01:25:23.373636, cost_time=0:00:06.450924 2021-04-10 01:25:17,804 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=1.94ms, fps=4111 images/s, loss=2.0346, top1-acc=45.82%, top5-acc=77.23%, remaining_time=0:00:05.530746, arrival_time=2021-04-10 01:25:23.334792, cost_time=0:00:07.074245 2021-04-10 01:25:18,433 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=1.67ms, fps=4069 images/s, loss=2.0373, top1-acc=45.69%, top5-acc=77.18%, remaining_time=0:00:04.879124, arrival_time=2021-04-10 01:25:23.312841, cost_time=0:00:07.703894 2021-04-10 01:25:19,073 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=1.65ms, fps=4008 images/s, loss=2.0346, top1-acc=45.62%, top5-acc=77.24%, remaining_time=0:00:04.235748, arrival_time=2021-04-10 01:25:23.308753, cost_time=0:00:08.343180 2021-04-10 01:25:19,702 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=2.05ms, fps=4073 images/s, loss=2.0321, top1-acc=45.73%, top5-acc=77.26%, remaining_time=0:00:03.588928, arrival_time=2021-04-10 01:25:23.291003, cost_time=0:00:08.972258 2021-04-10 01:25:20,335 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=2.24ms, fps=4044 images/s, loss=2.0316, top1-acc=45.77%, top5-acc=77.29%, remaining_time=0:00:02.945794, arrival_time=2021-04-10 01:25:23.281493, cost_time=0:00:09.605887 2021-04-10 01:25:20,958 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=2.09ms, fps=4115 images/s, loss=2.0288, top1-acc=45.76%, top5-acc=77.36%, remaining_time=0:00:02.301552, arrival_time=2021-04-10 01:25:23.260452, cost_time=0:00:10.229080 2021-04-10 01:25:21,580 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=1.46ms, fps=4121 images/s, loss=2.0273, top1-acc=45.81%, top5-acc=77.40%, remaining_time=0:00:01.659554, arrival_time=2021-04-10 01:25:23.240205, cost_time=0:00:10.850855 2021-04-10 01:25:22,198 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=1.58ms, fps=4148 images/s, loss=2.0263, top1-acc=45.85%, top5-acc=77.43%, remaining_time=0:00:01.019424, arrival_time=2021-04-10 01:25:23.217689, cost_time=0:00:11.468483 2021-04-10 01:25:22,817 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=1.44ms, fps=4134 images/s, loss=2.0257, top1-acc=45.81%, top5-acc=77.49%, remaining_time=0:00:00.381732, arrival_time=2021-04-10 01:25:23.199631, cost_time=0:00:12.088141 2021-04-10 01:25:23,154 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=0.08ms, fps=4044 images/s, loss=2.0256, top1-acc=45.81%, top5-acc=77.46%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:23.154641, cost_time=0:00:12.424825 2021-04-10 01:25:23,515 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=17.96ms, fps=7133 images/s, loss=2.1120, top1-acc=43.67%, top5-acc=75.12%, remaining_time=0:00:01.076610, arrival_time=2021-04-10 01:25:24.591569, cost_time=0:00:00.358870 2021-04-10 01:25:23,764 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=2.18ms, fps=10277 images/s, loss=2.1391, top1-acc=43.54%, top5-acc=74.41%, remaining_time=0:00:00.608720, arrival_time=2021-04-10 01:25:24.373418, cost_time=0:00:00.608713 2021-04-10 01:25:24,019 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=2.34ms, fps=10049 images/s, loss=2.1285, top1-acc=44.19%, top5-acc=74.60%, remaining_time=0:00:00.287990, arrival_time=2021-04-10 01:25:24.307907, cost_time=0:00:00.863956 2021-04-10 01:25:24,234 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=0.09ms, fps=10836 images/s, loss=2.1207, top1-acc=43.71%, top5-acc=74.85%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:24.234445, cost_time=0:00:01.078547 2021-04-10 01:25:25,270 INFO : Epoch=0013 complete, best val top1-acc=43.71%, top5-acc=74.85% (epoch=13), remaining_time=0:45:23.712409, arrival_time=2021-04-10 02:10:48.983018, cost_time=0:03:09.348986 2021-04-10 01:25:25,271 INFO : Train start, epoch=0014, lr=0.098961 2021-04-10 01:25:26,108 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=2.96ms, fps=3061 images/s, loss=1.9621, top1-acc=47.27%, top5-acc=79.18%, remaining_time=0:00:15.557226, arrival_time=2021-04-10 01:25:41.665241, cost_time=0:00:00.836411 2021-04-10 01:25:26,739 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=2.02ms, fps=4061 images/s, loss=1.9437, top1-acc=47.50%, top5-acc=79.08%, remaining_time=0:00:12.912592, arrival_time=2021-04-10 01:25:39.651634, cost_time=0:00:01.467346 2021-04-10 01:25:27,362 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=1.46ms, fps=4108 images/s, loss=1.9350, top1-acc=47.89%, top5-acc=79.18%, remaining_time=0:00:11.572192, arrival_time=2021-04-10 01:25:38.935083, cost_time=0:00:02.091351 2021-04-10 01:25:27,982 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=2.43ms, fps=4134 images/s, loss=1.9552, top1-acc=47.56%, top5-acc=78.61%, remaining_time=0:00:10.572900, arrival_time=2021-04-10 01:25:38.555582, cost_time=0:00:02.711009 2021-04-10 01:25:28,609 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=1.79ms, fps=4087 images/s, loss=1.9526, top1-acc=47.71%, top5-acc=78.59%, remaining_time=0:00:09.747544, arrival_time=2021-04-10 01:25:38.357330, cost_time=0:00:03.338203 2021-04-10 01:25:29,240 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=2.19ms, fps=4060 images/s, loss=1.9547, top1-acc=47.70%, top5-acc=78.42%, remaining_time=0:00:08.996944, arrival_time=2021-04-10 01:25:38.237786, cost_time=0:00:03.969239 2021-04-10 01:25:29,869 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=1.62ms, fps=4073 images/s, loss=1.9537, top1-acc=48.00%, top5-acc=78.30%, remaining_time=0:00:08.276940, arrival_time=2021-04-10 01:25:38.146858, cost_time=0:00:04.598318 2021-04-10 01:25:30,506 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=1.92ms, fps=4027 images/s, loss=1.9524, top1-acc=47.80%, top5-acc=78.37%, remaining_time=0:00:07.590228, arrival_time=2021-04-10 01:25:38.096558, cost_time=0:00:05.234638 2021-04-10 01:25:31,128 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=0.52ms, fps=4123 images/s, loss=1.9507, top1-acc=47.76%, top5-acc=78.49%, remaining_time=0:00:06.897526, arrival_time=2021-04-10 01:25:38.025473, cost_time=0:00:05.856347 2021-04-10 01:25:31,755 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=2.18ms, fps=4083 images/s, loss=1.9537, top1-acc=47.70%, top5-acc=78.39%, remaining_time=0:00:06.224640, arrival_time=2021-04-10 01:25:37.980223, cost_time=0:00:06.483979 2021-04-10 01:25:32,372 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=1.46ms, fps=4156 images/s, loss=1.9540, top1-acc=47.70%, top5-acc=78.46%, remaining_time=0:00:05.551300, arrival_time=2021-04-10 01:25:37.923401, cost_time=0:00:07.100495 2021-04-10 01:25:33,000 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=2.20ms, fps=4078 images/s, loss=1.9537, top1-acc=47.70%, top5-acc=78.54%, remaining_time=0:00:04.894856, arrival_time=2021-04-10 01:25:37.895146, cost_time=0:00:07.728734 2021-04-10 01:25:33,644 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=2.29ms, fps=3975 images/s, loss=1.9538, top1-acc=47.70%, top5-acc=78.57%, remaining_time=0:00:04.250928, arrival_time=2021-04-10 01:25:37.895620, cost_time=0:00:08.373091 2021-04-10 01:25:34,272 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=1.83ms, fps=4083 images/s, loss=1.9567, top1-acc=47.63%, top5-acc=78.62%, remaining_time=0:00:03.600296, arrival_time=2021-04-10 01:25:37.872573, cost_time=0:00:09.000694 2021-04-10 01:25:34,898 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=1.63ms, fps=4094 images/s, loss=1.9606, top1-acc=47.51%, top5-acc=78.55%, remaining_time=0:00:02.952142, arrival_time=2021-04-10 01:25:37.850232, cost_time=0:00:09.626514 2021-04-10 01:25:35,522 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=1.86ms, fps=4101 images/s, loss=1.9659, top1-acc=47.47%, top5-acc=78.44%, remaining_time=0:00:02.306520, arrival_time=2021-04-10 01:25:37.829294, cost_time=0:00:10.251242 2021-04-10 01:25:36,149 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=1.70ms, fps=4090 images/s, loss=1.9652, top1-acc=47.56%, top5-acc=78.44%, remaining_time=0:00:01.663610, arrival_time=2021-04-10 01:25:37.812736, cost_time=0:00:10.877513 2021-04-10 01:25:36,775 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=2.32ms, fps=4091 images/s, loss=1.9686, top1-acc=47.57%, top5-acc=78.35%, remaining_time=0:00:01.022560, arrival_time=2021-04-10 01:25:37.797915, cost_time=0:00:11.503796 2021-04-10 01:25:37,392 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.40ms, fps=4150 images/s, loss=1.9697, top1-acc=47.59%, top5-acc=78.36%, remaining_time=0:00:00.382770, arrival_time=2021-04-10 01:25:37.775425, cost_time=0:00:12.121119 2021-04-10 01:25:37,728 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=0.11ms, fps=4061 images/s, loss=1.9729, top1-acc=47.51%, top5-acc=78.32%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:37.728015, cost_time=0:00:12.456453 2021-04-10 01:25:38,086 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=4.97ms, fps=7178 images/s, loss=2.1198, top1-acc=44.14%, top5-acc=75.90%, remaining_time=0:00:01.069890, arrival_time=2021-04-10 01:25:39.155842, cost_time=0:00:00.356629 2021-04-10 01:25:38,335 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=2.48ms, fps=10278 images/s, loss=2.1417, top1-acc=43.87%, top5-acc=74.98%, remaining_time=0:00:00.606340, arrival_time=2021-04-10 01:25:38.941976, cost_time=0:00:00.606338 2021-04-10 01:25:38,589 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=2.48ms, fps=10099 images/s, loss=2.1293, top1-acc=44.34%, top5-acc=74.93%, remaining_time=0:00:00.286790, arrival_time=2021-04-10 01:25:38.876403, cost_time=0:00:00.860381 2021-04-10 01:25:38,827 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=0.07ms, fps=9789 images/s, loss=2.1402, top1-acc=44.59%, top5-acc=74.78%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:38.826962, cost_time=0:00:01.097776 2021-04-10 01:25:39,808 INFO : Epoch=0014 complete, best val top1-acc=44.59%, top5-acc=74.78% (epoch=14), remaining_time=0:45:08.782170, arrival_time=2021-04-10 02:10:48.590670, cost_time=0:03:23.886831 2021-04-10 01:25:39,809 INFO : Train start, epoch=0015, lr=0.098796 2021-04-10 01:25:40,655 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=0.24ms, fps=3029 images/s, loss=1.9070, top1-acc=48.24%, top5-acc=79.84%, remaining_time=0:00:15.720720, arrival_time=2021-04-10 01:25:56.375708, cost_time=0:00:00.845203 2021-04-10 01:25:41,286 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=2.29ms, fps=4056 images/s, loss=1.9177, top1-acc=48.54%, top5-acc=79.45%, remaining_time=0:00:12.996544, arrival_time=2021-04-10 01:25:54.283321, cost_time=0:00:01.476872 2021-04-10 01:25:41,914 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=1.99ms, fps=4084 images/s, loss=1.9016, top1-acc=49.18%, top5-acc=79.45%, remaining_time=0:00:11.645066, arrival_time=2021-04-10 01:25:53.559370, cost_time=0:00:02.104542 2021-04-10 01:25:42,545 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=2.12ms, fps=4063 images/s, loss=1.9073, top1-acc=48.80%, top5-acc=79.52%, remaining_time=0:00:10.666656, arrival_time=2021-04-10 01:25:53.211571, cost_time=0:00:02.735047 2021-04-10 01:25:43,166 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=1.45ms, fps=4119 images/s, loss=1.8913, top1-acc=49.10%, top5-acc=79.83%, remaining_time=0:00:09.803024, arrival_time=2021-04-10 01:25:52.969967, cost_time=0:00:03.357180 2021-04-10 01:25:43,794 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=1.85ms, fps=4080 images/s, loss=1.8933, top1-acc=48.96%, top5-acc=79.67%, remaining_time=0:00:09.032712, arrival_time=2021-04-10 01:25:52.827538, cost_time=0:00:03.985011 2021-04-10 01:25:44,421 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=1.61ms, fps=4091 images/s, loss=1.8950, top1-acc=48.85%, top5-acc=79.60%, remaining_time=0:00:08.300628, arrival_time=2021-04-10 01:25:52.721953, cost_time=0:00:04.611474 2021-04-10 01:25:45,045 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=1.63ms, fps=4103 images/s, loss=1.8991, top1-acc=48.81%, top5-acc=79.64%, remaining_time=0:00:07.592316, arrival_time=2021-04-10 01:25:52.638174, cost_time=0:00:05.236046 2021-04-10 01:25:45,668 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=1.43ms, fps=4115 images/s, loss=1.8980, top1-acc=48.92%, top5-acc=79.65%, remaining_time=0:00:06.900176, arrival_time=2021-04-10 01:25:52.568635, cost_time=0:00:05.858638 2021-04-10 01:25:46,297 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=2.09ms, fps=4074 images/s, loss=1.9039, top1-acc=48.93%, top5-acc=79.53%, remaining_time=0:00:06.228192, arrival_time=2021-04-10 01:25:52.525665, cost_time=0:00:06.487658 2021-04-10 01:25:46,925 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=1.63ms, fps=4078 images/s, loss=1.9008, top1-acc=49.07%, top5-acc=79.58%, remaining_time=0:00:05.563426, arrival_time=2021-04-10 01:25:52.489185, cost_time=0:00:07.116014 2021-04-10 01:25:47,544 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=1.75ms, fps=4142 images/s, loss=1.9026, top1-acc=49.01%, top5-acc=79.55%, remaining_time=0:00:04.898504, arrival_time=2021-04-10 01:25:52.442855, cost_time=0:00:07.734500 2021-04-10 01:25:48,165 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=1.59ms, fps=4123 images/s, loss=1.9038, top1-acc=49.05%, top5-acc=79.51%, remaining_time=0:00:04.242348, arrival_time=2021-04-10 01:25:52.408240, cost_time=0:00:08.356086 2021-04-10 01:25:48,797 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=1.72ms, fps=4056 images/s, loss=1.9059, top1-acc=49.08%, top5-acc=79.48%, remaining_time=0:00:03.595088, arrival_time=2021-04-10 01:25:52.392628, cost_time=0:00:08.987753 2021-04-10 01:25:49,453 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=1.59ms, fps=3907 images/s, loss=1.9030, top1-acc=49.12%, top5-acc=79.52%, remaining_time=0:00:02.957294, arrival_time=2021-04-10 01:25:52.410446, cost_time=0:00:09.643389 2021-04-10 01:25:50,080 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=2.31ms, fps=4081 images/s, loss=1.9062, top1-acc=49.07%, top5-acc=79.47%, remaining_time=0:00:02.310984, arrival_time=2021-04-10 01:25:52.391857, cost_time=0:00:10.271105 2021-04-10 01:25:50,703 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=1.60ms, fps=4115 images/s, loss=1.9091, top1-acc=49.00%, top5-acc=79.46%, remaining_time=0:00:01.666080, arrival_time=2021-04-10 01:25:52.369548, cost_time=0:00:10.893661 2021-04-10 01:25:51,328 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=1.98ms, fps=4101 images/s, loss=1.9066, top1-acc=49.03%, top5-acc=79.51%, remaining_time=0:00:01.023872, arrival_time=2021-04-10 01:25:52.352117, cost_time=0:00:11.518472 2021-04-10 01:25:51,957 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.53ms, fps=4072 images/s, loss=1.9088, top1-acc=49.00%, top5-acc=79.46%, remaining_time=0:00:00.383610, arrival_time=2021-04-10 01:25:52.341021, cost_time=0:00:12.147637 2021-04-10 01:25:52,294 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=0.10ms, fps=4034 images/s, loss=1.9107, top1-acc=48.97%, top5-acc=79.43%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:52.294935, cost_time=0:00:12.485188 2021-04-10 01:25:52,652 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=4.38ms, fps=7191 images/s, loss=2.1906, top1-acc=44.18%, top5-acc=74.10%, remaining_time=0:00:01.068030, arrival_time=2021-04-10 01:25:53.719987, cost_time=0:00:00.356006 2021-04-10 01:25:52,896 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=1.87ms, fps=10507 images/s, loss=2.2001, top1-acc=43.67%, top5-acc=73.93%, remaining_time=0:00:00.600160, arrival_time=2021-04-10 01:25:53.496222, cost_time=0:00:00.600165 2021-04-10 01:25:53,141 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=1.74ms, fps=10446 images/s, loss=2.1767, top1-acc=44.28%, top5-acc=74.37%, remaining_time=0:00:00.281870, arrival_time=2021-04-10 01:25:53.423420, cost_time=0:00:00.845600 2021-04-10 01:25:53,381 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=1.17ms, fps=9707 images/s, loss=2.1613, top1-acc=44.15%, top5-acc=74.66%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:53.381001, cost_time=0:00:01.085138 2021-04-10 01:25:53,890 INFO : Epoch=0015 complete, best val top1-acc=44.59%, top5-acc=74.78% (epoch=14), remaining_time=0:44:48.284025, arrival_time=2021-04-10 02:10:42.174645, cost_time=0:03:37.968969 2021-04-10 01:25:53,891 INFO : Train start, epoch=0016, lr=0.098618 2021-04-10 01:25:54,703 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=0.36ms, fps=3155 images/s, loss=1.8198, top1-acc=51.64%, top5-acc=81.60%, remaining_time=0:00:15.092412, arrival_time=2021-04-10 01:26:09.795505, cost_time=0:00:00.811421 2021-04-10 01:25:55,325 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=2.03ms, fps=4114 images/s, loss=1.8132, top1-acc=51.35%, top5-acc=81.58%, remaining_time=0:00:12.621840, arrival_time=2021-04-10 01:26:07.947735, cost_time=0:00:01.434302 2021-04-10 01:25:55,946 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=1.61ms, fps=4125 images/s, loss=1.8261, top1-acc=50.85%, top5-acc=81.25%, remaining_time=0:00:11.372826, arrival_time=2021-04-10 01:26:07.319743, cost_time=0:00:02.055336 2021-04-10 01:25:56,570 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=1.90ms, fps=4106 images/s, loss=1.8272, top1-acc=50.94%, top5-acc=81.02%, remaining_time=0:00:10.449036, arrival_time=2021-04-10 01:26:07.019887, cost_time=0:00:02.679257 2021-04-10 01:25:57,194 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=2.32ms, fps=4105 images/s, loss=1.8309, top1-acc=50.74%, top5-acc=80.99%, remaining_time=0:00:09.645636, arrival_time=2021-04-10 01:26:06.840526, cost_time=0:00:03.303287 2021-04-10 01:25:57,814 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=1.39ms, fps=4135 images/s, loss=1.8388, top1-acc=50.61%, top5-acc=80.95%, remaining_time=0:00:08.891544, arrival_time=2021-04-10 01:26:06.705928, cost_time=0:00:03.922749 2021-04-10 01:25:58,441 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=2.20ms, fps=4083 images/s, loss=1.8416, top1-acc=50.58%, top5-acc=80.76%, remaining_time=0:00:08.190630, arrival_time=2021-04-10 01:26:06.632557, cost_time=0:00:04.550340 2021-04-10 01:25:59,062 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=1.52ms, fps=4128 images/s, loss=1.8421, top1-acc=50.71%, top5-acc=80.70%, remaining_time=0:00:07.497776, arrival_time=2021-04-10 01:26:06.560260, cost_time=0:00:05.170897 2021-04-10 01:25:59,686 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=1.55ms, fps=4102 images/s, loss=1.8449, top1-acc=50.78%, top5-acc=80.64%, remaining_time=0:00:06.825658, arrival_time=2021-04-10 01:26:06.512600, cost_time=0:00:05.795354 2021-04-10 01:26:00,309 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=2.24ms, fps=4117 images/s, loss=1.8477, top1-acc=50.79%, top5-acc=80.58%, remaining_time=0:00:06.160896, arrival_time=2021-04-10 01:26:06.470157, cost_time=0:00:06.417617 2021-04-10 01:26:00,934 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=1.94ms, fps=4098 images/s, loss=1.8470, top1-acc=50.88%, top5-acc=80.63%, remaining_time=0:00:05.506236, arrival_time=2021-04-10 01:26:06.440709, cost_time=0:00:07.042839 2021-04-10 01:26:01,557 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=2.07ms, fps=4112 images/s, loss=1.8491, top1-acc=50.74%, top5-acc=80.67%, remaining_time=0:00:04.855108, arrival_time=2021-04-10 01:26:06.412754, cost_time=0:00:07.666009 2021-04-10 01:26:02,183 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=1.69ms, fps=4093 images/s, loss=1.8505, top1-acc=50.76%, top5-acc=80.71%, remaining_time=0:00:04.209810, arrival_time=2021-04-10 01:26:06.393442, cost_time=0:00:08.291998 2021-04-10 01:26:02,805 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=1.84ms, fps=4120 images/s, loss=1.8497, top1-acc=50.74%, top5-acc=80.69%, remaining_time=0:00:03.565576, arrival_time=2021-04-10 01:26:06.371212, cost_time=0:00:08.913990 2021-04-10 01:26:03,430 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=1.94ms, fps=4102 images/s, loss=1.8527, top1-acc=50.69%, top5-acc=80.59%, remaining_time=0:00:02.925186, arrival_time=2021-04-10 01:26:06.355519, cost_time=0:00:09.538686 2021-04-10 01:26:04,060 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=2.10ms, fps=4064 images/s, loss=1.8498, top1-acc=50.74%, top5-acc=80.59%, remaining_time=0:00:02.288052, arrival_time=2021-04-10 01:26:06.348847, cost_time=0:00:10.169159 2021-04-10 01:26:04,697 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=3.28ms, fps=4024 images/s, loss=1.8525, top1-acc=50.71%, top5-acc=80.54%, remaining_time=0:00:01.652664, arrival_time=2021-04-10 01:26:06.350140, cost_time=0:00:10.805883 2021-04-10 01:26:05,342 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=1.69ms, fps=3971 images/s, loss=1.8553, top1-acc=50.68%, top5-acc=80.49%, remaining_time=0:00:01.017872, arrival_time=2021-04-10 01:26:06.360511, cost_time=0:00:11.451043 2021-04-10 01:26:05,964 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=1.88ms, fps=4124 images/s, loss=1.8568, top1-acc=50.64%, top5-acc=80.49%, remaining_time=0:00:00.381228, arrival_time=2021-04-10 01:26:06.345176, cost_time=0:00:12.072288 2021-04-10 01:26:06,302 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=0.11ms, fps=4024 images/s, loss=1.8575, top1-acc=50.62%, top5-acc=80.47%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:06.302482, cost_time=0:00:12.410878 2021-04-10 01:26:06,684 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=0.35ms, fps=6718 images/s, loss=2.0067, top1-acc=47.73%, top5-acc=77.15%, remaining_time=0:00:01.143060, arrival_time=2021-04-10 01:26:07.827686, cost_time=0:00:00.381018 2021-04-10 01:26:06,945 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=0.45ms, fps=9830 images/s, loss=1.9681, top1-acc=48.42%, top5-acc=77.71%, remaining_time=0:00:00.641960, arrival_time=2021-04-10 01:26:07.587523, cost_time=0:00:00.641955 2021-04-10 01:26:07,205 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=0.32ms, fps=9867 images/s, loss=1.9938, top1-acc=48.05%, top5-acc=77.20%, remaining_time=0:00:00.300650, arrival_time=2021-04-10 01:26:07.506193, cost_time=0:00:00.901960 2021-04-10 01:26:07,436 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=0.09ms, fps=10079 images/s, loss=1.9595, top1-acc=48.59%, top5-acc=77.52%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:07.436104, cost_time=0:00:01.132569 2021-04-10 01:26:08,586 INFO : Epoch=0016 complete, best val top1-acc=48.59%, top5-acc=77.52% (epoch=16), remaining_time=0:44:35.638760, arrival_time=2021-04-10 02:10:44.224709, cost_time=0:03:52.664244 2021-04-10 01:26:08,587 INFO : Train start, epoch=0017, lr=0.098429 2021-04-10 01:26:09,417 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=0.33ms, fps=3083 images/s, loss=1.7952, top1-acc=52.03%, top5-acc=81.33%, remaining_time=0:00:15.443952, arrival_time=2021-04-10 01:26:24.861688, cost_time=0:00:00.830323 2021-04-10 01:26:10,048 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=1.61ms, fps=4064 images/s, loss=1.7748, top1-acc=52.34%, top5-acc=81.31%, remaining_time=0:00:12.855040, arrival_time=2021-04-10 01:26:22.903261, cost_time=0:00:01.460798 2021-04-10 01:26:10,669 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=1.68ms, fps=4128 images/s, loss=1.7743, top1-acc=52.24%, top5-acc=81.45%, remaining_time=0:00:11.517744, arrival_time=2021-04-10 01:26:22.186667, cost_time=0:00:02.081515 2021-04-10 01:26:11,292 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=1.99ms, fps=4107 images/s, loss=1.7602, top1-acc=52.76%, top5-acc=81.71%, remaining_time=0:00:10.551060, arrival_time=2021-04-10 01:26:21.843789, cost_time=0:00:02.705388 2021-04-10 01:26:11,913 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=1.48ms, fps=4131 images/s, loss=1.7665, top1-acc=52.65%, top5-acc=81.65%, remaining_time=0:00:09.710460, arrival_time=2021-04-10 01:26:21.623423, cost_time=0:00:03.325476 2021-04-10 01:26:12,534 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=2.01ms, fps=4124 images/s, loss=1.7879, top1-acc=52.06%, top5-acc=81.39%, remaining_time=0:00:08.946760, arrival_time=2021-04-10 01:26:21.481271, cost_time=0:00:03.947111 2021-04-10 01:26:13,159 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=1.98ms, fps=4098 images/s, loss=1.7877, top1-acc=52.20%, top5-acc=81.27%, remaining_time=0:00:08.230320, arrival_time=2021-04-10 01:26:21.390034, cost_time=0:00:04.572372 2021-04-10 01:26:13,783 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=1.67ms, fps=4109 images/s, loss=1.7931, top1-acc=52.03%, top5-acc=81.20%, remaining_time=0:00:07.533968, arrival_time=2021-04-10 01:26:21.317184, cost_time=0:00:05.195871 2021-04-10 01:26:14,406 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.43ms, fps=4108 images/s, loss=1.8001, top1-acc=51.82%, top5-acc=80.99%, remaining_time=0:00:06.854066, arrival_time=2021-04-10 01:26:21.260911, cost_time=0:00:05.819496 2021-04-10 01:26:15,029 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=1.91ms, fps=4114 images/s, loss=1.8022, top1-acc=51.79%, top5-acc=81.04%, remaining_time=0:00:06.184512, arrival_time=2021-04-10 01:26:21.214064, cost_time=0:00:06.442234 2021-04-10 01:26:15,653 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=1.76ms, fps=4107 images/s, loss=1.8012, top1-acc=51.81%, top5-acc=81.14%, remaining_time=0:00:05.524296, arrival_time=2021-04-10 01:26:21.177646, cost_time=0:00:07.065916 2021-04-10 01:26:16,267 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=0.37ms, fps=4170 images/s, loss=1.8106, top1-acc=51.61%, top5-acc=80.98%, remaining_time=0:00:04.864228, arrival_time=2021-04-10 01:26:21.131996, cost_time=0:00:07.680368 2021-04-10 01:26:16,898 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=1.87ms, fps=4060 images/s, loss=1.8127, top1-acc=51.57%, top5-acc=80.99%, remaining_time=0:00:04.219710, arrival_time=2021-04-10 01:26:21.118599, cost_time=0:00:08.311547 2021-04-10 01:26:17,521 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=1.84ms, fps=4117 images/s, loss=1.8155, top1-acc=51.57%, top5-acc=80.92%, remaining_time=0:00:03.573528, arrival_time=2021-04-10 01:26:21.094659, cost_time=0:00:08.933787 2021-04-10 01:26:18,147 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=1.58ms, fps=4088 images/s, loss=1.8128, top1-acc=51.64%, top5-acc=80.94%, remaining_time=0:00:02.931856, arrival_time=2021-04-10 01:26:21.079603, cost_time=0:00:09.560404 2021-04-10 01:26:18,767 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=1.52ms, fps=4135 images/s, loss=1.8119, top1-acc=51.65%, top5-acc=80.98%, remaining_time=0:00:02.290500, arrival_time=2021-04-10 01:26:21.057776, cost_time=0:00:10.179940 2021-04-10 01:26:19,395 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.93ms, fps=4077 images/s, loss=1.8121, top1-acc=51.67%, top5-acc=81.06%, remaining_time=0:00:01.653028, arrival_time=2021-04-10 01:26:21.048691, cost_time=0:00:10.808290 2021-04-10 01:26:20,034 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=2.31ms, fps=4008 images/s, loss=1.8151, top1-acc=51.57%, top5-acc=81.00%, remaining_time=0:00:01.017552, arrival_time=2021-04-10 01:26:21.052367, cost_time=0:00:11.447477 2021-04-10 01:26:20,657 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.21ms, fps=4115 images/s, loss=1.8151, top1-acc=51.60%, top5-acc=81.00%, remaining_time=0:00:00.381156, arrival_time=2021-04-10 01:26:21.038542, cost_time=0:00:12.070005 2021-04-10 01:26:20,998 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=0.08ms, fps=3994 images/s, loss=1.8127, top1-acc=51.65%, top5-acc=81.00%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:20.998424, cost_time=0:00:12.411079 2021-04-10 01:26:21,332 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=0.44ms, fps=7684 images/s, loss=2.0367, top1-acc=47.54%, top5-acc=76.72%, remaining_time=0:00:00.999420, arrival_time=2021-04-10 01:26:22.332201, cost_time=0:00:00.333144 2021-04-10 01:26:21,590 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=3.42ms, fps=9967 images/s, loss=1.9944, top1-acc=48.42%, top5-acc=77.83%, remaining_time=0:00:00.590500, arrival_time=2021-04-10 01:26:22.180572, cost_time=0:00:00.590507 2021-04-10 01:26:21,845 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=0.47ms, fps=10062 images/s, loss=1.9863, top1-acc=48.61%, top5-acc=77.98%, remaining_time=0:00:00.281750, arrival_time=2021-04-10 01:26:22.126734, cost_time=0:00:00.845252 2021-04-10 01:26:22,085 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=1.36ms, fps=9652 images/s, loss=2.0094, top1-acc=48.72%, top5-acc=77.90%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:22.085906, cost_time=0:00:01.086356 2021-04-10 01:26:23,076 INFO : Epoch=0017 complete, best val top1-acc=48.72%, top5-acc=77.90% (epoch=17), remaining_time=0:44:20.544402, arrival_time=2021-04-10 02:10:43.620449, cost_time=0:04:07.154403 2021-04-10 01:26:23,076 INFO : Train start, epoch=0018, lr=0.098228 2021-04-10 01:26:23,885 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=5.01ms, fps=3167 images/s, loss=1.7632, top1-acc=51.91%, top5-acc=82.38%, remaining_time=0:00:15.035682, arrival_time=2021-04-10 01:26:38.921109, cost_time=0:00:00.808371 2021-04-10 01:26:24,509 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=2.25ms, fps=4109 images/s, loss=1.7424, top1-acc=52.66%, top5-acc=82.38%, remaining_time=0:00:12.601600, arrival_time=2021-04-10 01:26:37.110796, cost_time=0:00:01.431992 2021-04-10 01:26:25,137 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=1.48ms, fps=4082 images/s, loss=1.7231, top1-acc=53.33%, top5-acc=82.80%, remaining_time=0:00:11.399552, arrival_time=2021-04-10 01:26:36.536719, cost_time=0:00:02.060169 2021-04-10 01:26:25,757 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=1.52ms, fps=4127 images/s, loss=1.7222, top1-acc=53.54%, top5-acc=82.90%, remaining_time=0:00:10.455432, arrival_time=2021-04-10 01:26:36.213317, cost_time=0:00:02.680888 2021-04-10 01:26:26,379 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=1.59ms, fps=4119 images/s, loss=1.7355, top1-acc=53.24%, top5-acc=82.69%, remaining_time=0:00:09.644322, arrival_time=2021-04-10 01:26:36.024234, cost_time=0:00:03.302848 2021-04-10 01:26:27,008 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=1.96ms, fps=4077 images/s, loss=1.7413, top1-acc=53.26%, top5-acc=82.57%, remaining_time=0:00:08.911128, arrival_time=2021-04-10 01:26:35.919543, cost_time=0:00:03.931365 2021-04-10 01:26:27,637 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=2.22ms, fps=4076 images/s, loss=1.7477, top1-acc=53.08%, top5-acc=82.37%, remaining_time=0:00:08.208018, arrival_time=2021-04-10 01:26:35.845050, cost_time=0:00:04.560038 2021-04-10 01:26:28,287 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=1.98ms, fps=3939 images/s, loss=1.7447, top1-acc=53.17%, top5-acc=82.30%, remaining_time=0:00:07.554848, arrival_time=2021-04-10 01:26:35.842160, cost_time=0:00:05.210275 2021-04-10 01:26:28,919 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=1.64ms, fps=4052 images/s, loss=1.7466, top1-acc=53.21%, top5-acc=82.26%, remaining_time=0:00:06.881414, arrival_time=2021-04-10 01:26:35.801166, cost_time=0:00:05.842708 2021-04-10 01:26:29,551 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=2.02ms, fps=4055 images/s, loss=1.7482, top1-acc=53.17%, top5-acc=82.24%, remaining_time=0:00:06.215616, arrival_time=2021-04-10 01:26:35.767394, cost_time=0:00:06.474630 2021-04-10 01:26:30,175 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=2.08ms, fps=4109 images/s, loss=1.7477, top1-acc=53.33%, top5-acc=82.19%, remaining_time=0:00:05.549666, arrival_time=2021-04-10 01:26:35.725093, cost_time=0:00:07.098439 2021-04-10 01:26:30,803 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=1.93ms, fps=4078 images/s, loss=1.7516, top1-acc=53.26%, top5-acc=82.11%, remaining_time=0:00:04.893488, arrival_time=2021-04-10 01:26:35.697073, cost_time=0:00:07.726577 2021-04-10 01:26:31,427 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.53ms, fps=4104 images/s, loss=1.7565, top1-acc=53.24%, top5-acc=82.00%, remaining_time=0:00:04.239642, arrival_time=2021-04-10 01:26:35.667381, cost_time=0:00:08.350761 2021-04-10 01:26:32,043 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=0.36ms, fps=4158 images/s, loss=1.7602, top1-acc=53.20%, top5-acc=81.89%, remaining_time=0:00:03.586744, arrival_time=2021-04-10 01:26:35.630533, cost_time=0:00:08.966796 2021-04-10 01:26:32,662 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=1.58ms, fps=4145 images/s, loss=1.7644, top1-acc=53.12%, top5-acc=81.78%, remaining_time=0:00:02.939354, arrival_time=2021-04-10 01:26:35.601307, cost_time=0:00:09.584840 2021-04-10 01:26:33,286 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=2.02ms, fps=4102 images/s, loss=1.7671, top1-acc=53.04%, top5-acc=81.80%, remaining_time=0:00:02.297160, arrival_time=2021-04-10 01:26:35.583745, cost_time=0:00:10.209597 2021-04-10 01:26:33,911 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=1.69ms, fps=4098 images/s, loss=1.7660, top1-acc=52.95%, top5-acc=81.85%, remaining_time=0:00:01.657058, arrival_time=2021-04-10 01:26:35.568709, cost_time=0:00:10.834644 2021-04-10 01:26:34,541 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=1.59ms, fps=4071 images/s, loss=1.7729, top1-acc=52.76%, top5-acc=81.76%, remaining_time=0:00:01.019024, arrival_time=2021-04-10 01:26:35.560051, cost_time=0:00:11.463988 2021-04-10 01:26:35,168 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=1.30ms, fps=4084 images/s, loss=1.7729, top1-acc=52.73%, top5-acc=81.75%, remaining_time=0:00:00.381834, arrival_time=2021-04-10 01:26:35.550305, cost_time=0:00:12.091437 2021-04-10 01:26:35,507 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=0.09ms, fps=4013 images/s, loss=1.7747, top1-acc=52.66%, top5-acc=81.73%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:35.507904, cost_time=0:00:12.430892 2021-04-10 01:26:35,848 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=13.28ms, fps=7542 images/s, loss=2.0525, top1-acc=48.16%, top5-acc=77.07%, remaining_time=0:00:01.018200, arrival_time=2021-04-10 01:26:36.866919, cost_time=0:00:00.339395 2021-04-10 01:26:36,099 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=3.18ms, fps=10256 images/s, loss=2.0302, top1-acc=48.34%, top5-acc=76.70%, remaining_time=0:00:00.589520, arrival_time=2021-04-10 01:26:36.688460, cost_time=0:00:00.589515 2021-04-10 01:26:36,356 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=2.88ms, fps=9962 images/s, loss=2.0494, top1-acc=47.70%, top5-acc=76.63%, remaining_time=0:00:00.282430, arrival_time=2021-04-10 01:26:36.639030, cost_time=0:00:00.847293 2021-04-10 01:26:36,582 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.07ms, fps=10312 images/s, loss=2.0492, top1-acc=47.98%, top5-acc=76.52%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:36.582026, cost_time=0:00:01.072792 2021-04-10 01:26:37,172 INFO : Epoch=0018 complete, best val top1-acc=48.72%, top5-acc=77.90% (epoch=17), remaining_time=0:44:01.538718, arrival_time=2021-04-10 02:10:38.711453, cost_time=0:04:21.251084 2021-04-10 01:26:37,173 INFO : Train start, epoch=0019, lr=0.098015 2021-04-10 01:26:38,002 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=4.07ms, fps=3091 images/s, loss=1.7113, top1-acc=54.06%, top5-acc=82.93%, remaining_time=0:00:15.402288, arrival_time=2021-04-10 01:26:53.404174, cost_time=0:00:00.828079 2021-04-10 01:26:38,629 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=1.61ms, fps=4082 images/s, loss=1.6840, top1-acc=55.25%, top5-acc=83.30%, remaining_time=0:00:12.813680, arrival_time=2021-04-10 01:26:51.443466, cost_time=0:00:01.456109 2021-04-10 01:26:39,255 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=2.12ms, fps=4096 images/s, loss=1.6974, top1-acc=54.39%, top5-acc=83.29%, remaining_time=0:00:11.517578, arrival_time=2021-04-10 01:26:50.772778, cost_time=0:00:02.081496 2021-04-10 01:26:39,881 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=1.90ms, fps=4093 images/s, loss=1.7015, top1-acc=54.06%, top5-acc=83.22%, remaining_time=0:00:10.559328, arrival_time=2021-04-10 01:26:50.440638, cost_time=0:00:02.707509 2021-04-10 01:26:40,511 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=1.65ms, fps=4065 images/s, loss=1.7069, top1-acc=53.81%, top5-acc=83.09%, remaining_time=0:00:09.747252, arrival_time=2021-04-10 01:26:50.259102, cost_time=0:00:03.338124 2021-04-10 01:26:41,139 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=2.25ms, fps=4086 images/s, loss=1.7058, top1-acc=53.83%, top5-acc=82.98%, remaining_time=0:00:08.988104, arrival_time=2021-04-10 01:26:50.127064, cost_time=0:00:03.965315 2021-04-10 01:26:41,768 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=2.11ms, fps=4072 images/s, loss=1.7090, top1-acc=53.84%, top5-acc=82.86%, remaining_time=0:00:08.269758, arrival_time=2021-04-10 01:26:50.037779, cost_time=0:00:04.594318 2021-04-10 01:26:42,390 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=1.95ms, fps=4118 images/s, loss=1.7236, top1-acc=53.64%, top5-acc=82.68%, remaining_time=0:00:07.563896, arrival_time=2021-04-10 01:26:49.954073, cost_time=0:00:05.216490 2021-04-10 01:26:43,015 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=1.79ms, fps=4099 images/s, loss=1.7180, top1-acc=53.82%, top5-acc=82.77%, remaining_time=0:00:06.880036, arrival_time=2021-04-10 01:26:49.895288, cost_time=0:00:05.841505 2021-04-10 01:26:43,638 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=1.49ms, fps=4109 images/s, loss=1.7226, top1-acc=53.66%, top5-acc=82.74%, remaining_time=0:00:06.206496, arrival_time=2021-04-10 01:26:49.845304, cost_time=0:00:06.465103 2021-04-10 01:26:44,263 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=1.92ms, fps=4100 images/s, loss=1.7199, top1-acc=53.74%, top5-acc=82.77%, remaining_time=0:00:05.543130, arrival_time=2021-04-10 01:26:49.806840, cost_time=0:00:07.090044 2021-04-10 01:26:44,888 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=2.17ms, fps=4098 images/s, loss=1.7197, top1-acc=53.78%, top5-acc=82.76%, remaining_time=0:00:04.886268, arrival_time=2021-04-10 01:26:49.775099, cost_time=0:00:07.715112 2021-04-10 01:26:45,512 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=2.32ms, fps=4110 images/s, loss=1.7218, top1-acc=53.83%, top5-acc=82.73%, remaining_time=0:00:04.233372, arrival_time=2021-04-10 01:26:49.745555, cost_time=0:00:08.338516 2021-04-10 01:26:46,138 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=5.58ms, fps=4094 images/s, loss=1.7240, top1-acc=53.82%, top5-acc=82.72%, remaining_time=0:00:03.585736, arrival_time=2021-04-10 01:26:49.723777, cost_time=0:00:08.964321 2021-04-10 01:26:46,770 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=1.40ms, fps=4054 images/s, loss=1.7290, top1-acc=53.70%, top5-acc=82.60%, remaining_time=0:00:02.942896, arrival_time=2021-04-10 01:26:49.713154, cost_time=0:00:09.596451 2021-04-10 01:26:47,396 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=1.44ms, fps=4090 images/s, loss=1.7315, top1-acc=53.68%, top5-acc=82.60%, remaining_time=0:00:02.300220, arrival_time=2021-04-10 01:26:49.697090, cost_time=0:00:10.223210 2021-04-10 01:26:48,021 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=1.87ms, fps=4104 images/s, loss=1.7322, top1-acc=53.74%, top5-acc=82.57%, remaining_time=0:00:01.659008, arrival_time=2021-04-10 01:26:49.680054, cost_time=0:00:10.847322 2021-04-10 01:26:48,654 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=1.46ms, fps=4049 images/s, loss=1.7349, top1-acc=53.70%, top5-acc=82.43%, remaining_time=0:00:01.020464, arrival_time=2021-04-10 01:26:49.674475, cost_time=0:00:11.480238 2021-04-10 01:26:49,280 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=1.63ms, fps=4094 images/s, loss=1.7368, top1-acc=53.63%, top5-acc=82.36%, remaining_time=0:00:00.382302, arrival_time=2021-04-10 01:26:49.662338, cost_time=0:00:12.106314 2021-04-10 01:26:49,622 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=0.11ms, fps=3977 images/s, loss=1.7368, top1-acc=53.66%, top5-acc=82.36%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:49.622591, cost_time=0:00:12.448854 2021-04-10 01:26:50,038 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=0.33ms, fps=6181 images/s, loss=2.0269, top1-acc=48.71%, top5-acc=76.80%, remaining_time=0:00:01.242420, arrival_time=2021-04-10 01:26:51.280616, cost_time=0:00:00.414140 2021-04-10 01:26:50,287 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=0.42ms, fps=10283 images/s, loss=2.0592, top1-acc=48.09%, top5-acc=76.86%, remaining_time=0:00:00.663540, arrival_time=2021-04-10 01:26:50.951165, cost_time=0:00:00.663536 2021-04-10 01:26:50,570 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=0.38ms, fps=9077 images/s, loss=2.0729, top1-acc=47.83%, top5-acc=76.86%, remaining_time=0:00:00.315360, arrival_time=2021-04-10 01:26:50.885568, cost_time=0:00:00.946073 2021-04-10 01:26:50,832 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=0.08ms, fps=8862 images/s, loss=2.0712, top1-acc=47.56%, top5-acc=76.96%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:50.832579, cost_time=0:00:01.208552 2021-04-10 01:26:51,319 INFO : Epoch=0019 complete, best val top1-acc=48.72%, top5-acc=77.90% (epoch=17), remaining_time=0:43:43.529297, arrival_time=2021-04-10 02:10:34.849021, cost_time=0:04:35.398108 2021-04-10 01:26:51,320 INFO : Train start, epoch=0020, lr=0.097790 2021-04-10 01:26:52,222 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=4.47ms, fps=2837 images/s, loss=1.6510, top1-acc=57.70%, top5-acc=83.44%, remaining_time=0:00:16.782408, arrival_time=2021-04-10 01:27:09.005136, cost_time=0:00:00.902277 2021-04-10 01:26:52,857 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=2.13ms, fps=4038 images/s, loss=1.6214, top1-acc=56.78%, top5-acc=84.04%, remaining_time=0:00:13.524192, arrival_time=2021-04-10 01:27:06.381580, cost_time=0:00:01.536832 2021-04-10 01:26:53,485 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=2.02ms, fps=4083 images/s, loss=1.6176, top1-acc=56.98%, top5-acc=84.10%, remaining_time=0:00:11.977730, arrival_time=2021-04-10 01:27:05.462890, cost_time=0:00:02.164660 2021-04-10 01:26:54,116 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=1.61ms, fps=4062 images/s, loss=1.6259, top1-acc=56.60%, top5-acc=83.98%, remaining_time=0:00:10.902684, arrival_time=2021-04-10 01:27:05.018652, cost_time=0:00:02.795557 2021-04-10 01:26:54,731 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=1.49ms, fps=4165 images/s, loss=1.6347, top1-acc=56.53%, top5-acc=83.82%, remaining_time=0:00:09.958952, arrival_time=2021-04-10 01:27:04.690036, cost_time=0:00:03.410604 2021-04-10 01:26:55,350 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.52ms, fps=4138 images/s, loss=1.6398, top1-acc=56.32%, top5-acc=83.71%, remaining_time=0:00:09.134304, arrival_time=2021-04-10 01:27:04.484586, cost_time=0:00:04.029813 2021-04-10 01:26:55,968 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=1.43ms, fps=4148 images/s, loss=1.6499, top1-acc=55.93%, top5-acc=83.52%, remaining_time=0:00:08.365644, arrival_time=2021-04-10 01:27:04.333648, cost_time=0:00:04.647583 2021-04-10 01:26:56,591 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=1.90ms, fps=4107 images/s, loss=1.6575, top1-acc=55.67%, top5-acc=83.36%, remaining_time=0:00:07.643356, arrival_time=2021-04-10 01:27:04.235026, cost_time=0:00:05.271281 2021-04-10 01:26:57,208 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=1.89ms, fps=4152 images/s, loss=1.6576, top1-acc=55.67%, top5-acc=83.39%, remaining_time=0:00:06.934944, arrival_time=2021-04-10 01:27:04.143566, cost_time=0:00:05.888198 2021-04-10 01:26:57,833 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=1.81ms, fps=4100 images/s, loss=1.6586, top1-acc=55.63%, top5-acc=83.31%, remaining_time=0:00:06.252480, arrival_time=2021-04-10 01:27:04.085932, cost_time=0:00:06.512959 2021-04-10 01:26:58,453 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=2.16ms, fps=4133 images/s, loss=1.6629, top1-acc=55.57%, top5-acc=83.24%, remaining_time=0:00:05.576670, arrival_time=2021-04-10 01:27:04.030077, cost_time=0:00:07.132996 2021-04-10 01:26:59,080 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=1.53ms, fps=4083 images/s, loss=1.6618, top1-acc=55.55%, top5-acc=83.24%, remaining_time=0:00:04.914920, arrival_time=2021-04-10 01:27:03.995707, cost_time=0:00:07.760359 2021-04-10 01:26:59,704 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=1.59ms, fps=4109 images/s, loss=1.6665, top1-acc=55.40%, top5-acc=83.22%, remaining_time=0:00:04.256340, arrival_time=2021-04-10 01:27:03.960582, cost_time=0:00:08.383764 2021-04-10 01:27:00,329 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=1.67ms, fps=4101 images/s, loss=1.6775, top1-acc=55.08%, top5-acc=83.06%, remaining_time=0:00:03.603432, arrival_time=2021-04-10 01:27:03.932507, cost_time=0:00:09.008619 2021-04-10 01:27:00,943 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=1.96ms, fps=4173 images/s, loss=1.6829, top1-acc=55.00%, top5-acc=83.01%, remaining_time=0:00:02.950946, arrival_time=2021-04-10 01:27:03.893981, cost_time=0:00:09.622620 2021-04-10 01:27:01,572 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=1.95ms, fps=4071 images/s, loss=1.6856, top1-acc=54.94%, top5-acc=83.02%, remaining_time=0:00:02.306664, arrival_time=2021-04-10 01:27:03.879015, cost_time=0:00:10.251888 2021-04-10 01:27:02,197 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=1.88ms, fps=4100 images/s, loss=1.6888, top1-acc=54.88%, top5-acc=82.96%, remaining_time=0:00:01.663532, arrival_time=2021-04-10 01:27:03.860855, cost_time=0:00:10.876858 2021-04-10 01:27:02,821 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=1.63ms, fps=4107 images/s, loss=1.6934, top1-acc=54.75%, top5-acc=82.93%, remaining_time=0:00:01.022288, arrival_time=2021-04-10 01:27:03.843471, cost_time=0:00:11.500727 2021-04-10 01:27:03,453 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=1.47ms, fps=4052 images/s, loss=1.6968, top1-acc=54.60%, top5-acc=82.84%, remaining_time=0:00:00.383148, arrival_time=2021-04-10 01:27:03.836695, cost_time=0:00:12.133051 2021-04-10 01:27:03,795 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=0.09ms, fps=3991 images/s, loss=1.6968, top1-acc=54.60%, top5-acc=82.84%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:03.794926, cost_time=0:00:12.474458 2021-04-10 01:27:04,138 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=2.86ms, fps=7476 images/s, loss=2.2281, top1-acc=46.17%, top5-acc=73.95%, remaining_time=0:00:01.027290, arrival_time=2021-04-10 01:27:05.166213, cost_time=0:00:00.342433 2021-04-10 01:27:04,402 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=3.41ms, fps=9738 images/s, loss=2.2118, top1-acc=45.96%, top5-acc=73.93%, remaining_time=0:00:00.606080, arrival_time=2021-04-10 01:27:05.008714, cost_time=0:00:00.606086 2021-04-10 01:27:04,651 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=2.30ms, fps=10329 images/s, loss=2.1942, top1-acc=46.00%, top5-acc=74.18%, remaining_time=0:00:00.284830, arrival_time=2021-04-10 01:27:04.935819, cost_time=0:00:00.854499 2021-04-10 01:27:04,881 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=0.07ms, fps=10104 images/s, loss=2.1812, top1-acc=46.16%, top5-acc=74.34%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:04.881022, cost_time=0:00:01.084597 2021-04-10 01:27:05,407 INFO : Epoch=0020 complete, best val top1-acc=48.72%, top5-acc=77.90% (epoch=17), remaining_time=0:43:25.374360, arrival_time=2021-04-10 02:10:30.782031, cost_time=0:04:49.486039 2021-04-10 01:27:05,408 INFO : Train start, epoch=0021, lr=0.097553 2021-04-10 01:27:06,305 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=0.38ms, fps=2854 images/s, loss=1.6655, top1-acc=55.59%, top5-acc=83.36%, remaining_time=0:00:16.685688, arrival_time=2021-04-10 01:27:22.991325, cost_time=0:00:00.897076 2021-04-10 01:27:06,941 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=1.93ms, fps=4032 images/s, loss=1.6716, top1-acc=55.68%, top5-acc=83.20%, remaining_time=0:00:13.485472, arrival_time=2021-04-10 01:27:20.426581, cost_time=0:00:01.532436 2021-04-10 01:27:07,569 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=2.06ms, fps=4077 images/s, loss=1.6811, top1-acc=55.01%, top5-acc=83.37%, remaining_time=0:00:11.958308, arrival_time=2021-04-10 01:27:19.528087, cost_time=0:00:02.161155 2021-04-10 01:27:08,196 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=2.03ms, fps=4091 images/s, loss=1.6563, top1-acc=55.62%, top5-acc=83.72%, remaining_time=0:00:10.871328, arrival_time=2021-04-10 01:27:19.067446, cost_time=0:00:02.787516 2021-04-10 01:27:08,817 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=1.52ms, fps=4125 images/s, loss=1.6578, top1-acc=55.62%, top5-acc=83.78%, remaining_time=0:00:09.953258, arrival_time=2021-04-10 01:27:18.770552, cost_time=0:00:03.408671 2021-04-10 01:27:09,445 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=2.13ms, fps=4081 images/s, loss=1.6535, top1-acc=55.79%, top5-acc=83.80%, remaining_time=0:00:09.149400, arrival_time=2021-04-10 01:27:18.594468, cost_time=0:00:04.036502 2021-04-10 01:27:10,068 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=1.75ms, fps=4107 images/s, loss=1.6577, top1-acc=55.66%, top5-acc=83.90%, remaining_time=0:00:08.388450, arrival_time=2021-04-10 01:27:18.457271, cost_time=0:00:04.660280 2021-04-10 01:27:10,694 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=3.32ms, fps=4096 images/s, loss=1.6636, top1-acc=55.61%, top5-acc=83.85%, remaining_time=0:00:07.664352, arrival_time=2021-04-10 01:27:18.358678, cost_time=0:00:05.285736 2021-04-10 01:27:11,312 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=0.27ms, fps=4143 images/s, loss=1.6627, top1-acc=55.59%, top5-acc=83.79%, remaining_time=0:00:06.953812, arrival_time=2021-04-10 01:27:18.266615, cost_time=0:00:05.904211 2021-04-10 01:27:11,945 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=1.49ms, fps=4050 images/s, loss=1.6607, top1-acc=55.63%, top5-acc=83.84%, remaining_time=0:00:06.275424, arrival_time=2021-04-10 01:27:18.220965, cost_time=0:00:06.536927 2021-04-10 01:27:12,569 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=1.58ms, fps=4109 images/s, loss=1.6584, top1-acc=55.80%, top5-acc=83.80%, remaining_time=0:00:05.598342, arrival_time=2021-04-10 01:27:18.167635, cost_time=0:00:07.160679 2021-04-10 01:27:13,198 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=2.23ms, fps=4070 images/s, loss=1.6635, top1-acc=55.69%, top5-acc=83.65%, remaining_time=0:00:04.933844, arrival_time=2021-04-10 01:27:18.132700, cost_time=0:00:07.790242 2021-04-10 01:27:13,832 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=2.04ms, fps=4042 images/s, loss=1.6627, top1-acc=55.66%, top5-acc=83.69%, remaining_time=0:00:04.276932, arrival_time=2021-04-10 01:27:18.109813, cost_time=0:00:08.424308 2021-04-10 01:27:14,468 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=2.22ms, fps=4030 images/s, loss=1.6643, top1-acc=55.64%, top5-acc=83.68%, remaining_time=0:00:03.624040, arrival_time=2021-04-10 01:27:18.092780, cost_time=0:00:09.060149 2021-04-10 01:27:15,092 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=0.36ms, fps=4107 images/s, loss=1.6656, top1-acc=55.57%, top5-acc=83.63%, remaining_time=0:00:02.969760, arrival_time=2021-04-10 01:27:18.062359, cost_time=0:00:09.683995 2021-04-10 01:27:15,718 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=2.18ms, fps=4094 images/s, loss=1.6639, top1-acc=55.60%, top5-acc=83.69%, remaining_time=0:00:02.319804, arrival_time=2021-04-10 01:27:18.038662, cost_time=0:00:10.310292 2021-04-10 01:27:16,352 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=1.82ms, fps=4045 images/s, loss=1.6673, top1-acc=55.52%, top5-acc=83.60%, remaining_time=0:00:01.673750, arrival_time=2021-04-10 01:27:18.026020, cost_time=0:00:10.943690 2021-04-10 01:27:16,978 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=2.22ms, fps=4089 images/s, loss=1.6663, top1-acc=55.54%, top5-acc=83.60%, remaining_time=0:00:01.028480, arrival_time=2021-04-10 01:27:18.007397, cost_time=0:00:11.570376 2021-04-10 01:27:17,599 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.30ms, fps=4126 images/s, loss=1.6684, top1-acc=55.46%, top5-acc=83.56%, remaining_time=0:00:00.384984, arrival_time=2021-04-10 01:27:17.984761, cost_time=0:00:12.191240 2021-04-10 01:27:17,934 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=0.08ms, fps=4064 images/s, loss=1.6691, top1-acc=55.45%, top5-acc=83.57%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:17.934862, cost_time=0:00:12.526295 2021-04-10 01:27:18,269 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=2.42ms, fps=7676 images/s, loss=2.0761, top1-acc=47.38%, top5-acc=77.46%, remaining_time=0:00:01.000470, arrival_time=2021-04-10 01:27:19.270156, cost_time=0:00:00.333492 2021-04-10 01:27:18,540 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=5.53ms, fps=9492 images/s, loss=2.0767, top1-acc=47.32%, top5-acc=76.58%, remaining_time=0:00:00.603720, arrival_time=2021-04-10 01:27:19.143655, cost_time=0:00:00.603718 2021-04-10 01:27:18,799 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=0.52ms, fps=9880 images/s, loss=2.0720, top1-acc=47.50%, top5-acc=76.60%, remaining_time=0:00:00.287800, arrival_time=2021-04-10 01:27:19.087391, cost_time=0:00:00.863402 2021-04-10 01:27:19,034 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=0.15ms, fps=9880 images/s, loss=2.0616, top1-acc=48.01%, top5-acc=76.71%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:19.034896, cost_time=0:00:01.098729 2021-04-10 01:27:19,688 INFO : Epoch=0021 complete, best val top1-acc=48.72%, top5-acc=77.90% (epoch=17), remaining_time=0:43:09.248783, arrival_time=2021-04-10 02:10:28.937039, cost_time=0:05:03.766610 2021-04-10 01:27:19,689 INFO : Train start, epoch=0022, lr=0.097304 2021-04-10 01:27:20,522 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=1.56ms, fps=3073 images/s, loss=1.6115, top1-acc=56.84%, top5-acc=84.49%, remaining_time=0:00:15.495474, arrival_time=2021-04-10 01:27:36.018122, cost_time=0:00:00.833093 2021-04-10 01:27:21,144 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=2.28ms, fps=4121 images/s, loss=1.6161, top1-acc=56.74%, top5-acc=84.22%, remaining_time=0:00:12.802064, arrival_time=2021-04-10 01:27:33.946474, cost_time=0:00:01.454776 2021-04-10 01:27:21,774 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=1.95ms, fps=4069 images/s, loss=1.6204, top1-acc=56.58%, top5-acc=84.27%, remaining_time=0:00:11.534178, arrival_time=2021-04-10 01:27:33.308230, cost_time=0:00:02.084489 2021-04-10 01:27:22,390 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=1.57ms, fps=4154 images/s, loss=1.6095, top1-acc=56.68%, top5-acc=84.56%, remaining_time=0:00:10.534368, arrival_time=2021-04-10 01:27:32.925078, cost_time=0:00:02.701115 2021-04-10 01:27:23,015 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=2.58ms, fps=4100 images/s, loss=1.6143, top1-acc=56.87%, top5-acc=84.40%, remaining_time=0:00:09.711920, arrival_time=2021-04-10 01:27:32.727610, cost_time=0:00:03.325978 2021-04-10 01:27:23,642 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=2.06ms, fps=4094 images/s, loss=1.6019, top1-acc=57.01%, top5-acc=84.54%, remaining_time=0:00:08.959136, arrival_time=2021-04-10 01:27:32.601267, cost_time=0:00:03.952561 2021-04-10 01:27:24,271 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=1.48ms, fps=4070 images/s, loss=1.5988, top1-acc=56.92%, top5-acc=84.50%, remaining_time=0:00:08.247456, arrival_time=2021-04-10 01:27:32.518974, cost_time=0:00:04.581945 2021-04-10 01:27:24,903 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=3.44ms, fps=4051 images/s, loss=1.6074, top1-acc=56.71%, top5-acc=84.39%, remaining_time=0:00:07.560764, arrival_time=2021-04-10 01:27:32.464684, cost_time=0:00:05.214306 2021-04-10 01:27:25,533 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=1.41ms, fps=4073 images/s, loss=1.6159, top1-acc=56.69%, top5-acc=84.28%, remaining_time=0:00:06.882262, arrival_time=2021-04-10 01:27:32.415245, cost_time=0:00:05.843425 2021-04-10 01:27:26,168 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=1.74ms, fps=4029 images/s, loss=1.6151, top1-acc=56.82%, top5-acc=84.23%, remaining_time=0:00:06.220128, arrival_time=2021-04-10 01:27:32.389003, cost_time=0:00:06.479263 2021-04-10 01:27:26,803 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=1.55ms, fps=4038 images/s, loss=1.6122, top1-acc=56.92%, top5-acc=84.30%, remaining_time=0:00:05.561706, arrival_time=2021-04-10 01:27:32.365158, cost_time=0:00:07.113823 2021-04-10 01:27:27,434 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=1.51ms, fps=4062 images/s, loss=1.6179, top1-acc=56.77%, top5-acc=84.15%, remaining_time=0:00:04.904888, arrival_time=2021-04-10 01:27:32.339053, cost_time=0:00:07.744614 2021-04-10 01:27:28,061 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=1.86ms, fps=4083 images/s, loss=1.6209, top1-acc=56.65%, top5-acc=84.10%, remaining_time=0:00:04.250400, arrival_time=2021-04-10 01:27:32.311976, cost_time=0:00:08.371949 2021-04-10 01:27:28,687 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.93ms, fps=4093 images/s, loss=1.6270, top1-acc=56.56%, top5-acc=83.99%, remaining_time=0:00:03.599232, arrival_time=2021-04-10 01:27:32.286901, cost_time=0:00:08.998118 2021-04-10 01:27:29,310 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=1.47ms, fps=4112 images/s, loss=1.6272, top1-acc=56.50%, top5-acc=84.02%, remaining_time=0:00:02.950486, arrival_time=2021-04-10 01:27:32.261210, cost_time=0:00:09.621131 2021-04-10 01:27:29,927 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=1.49ms, fps=4153 images/s, loss=1.6256, top1-acc=56.53%, top5-acc=84.07%, remaining_time=0:00:02.303568, arrival_time=2021-04-10 01:27:32.231132, cost_time=0:00:10.238018 2021-04-10 01:27:30,548 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=2.04ms, fps=4129 images/s, loss=1.6271, top1-acc=56.45%, top5-acc=84.08%, remaining_time=0:00:01.660698, arrival_time=2021-04-10 01:27:32.208736, cost_time=0:00:10.858447 2021-04-10 01:27:31,177 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=1.90ms, fps=4074 images/s, loss=1.6293, top1-acc=56.38%, top5-acc=84.05%, remaining_time=0:00:01.021104, arrival_time=2021-04-10 01:27:32.198069, cost_time=0:00:11.487356 2021-04-10 01:27:31,797 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=1.25ms, fps=4129 images/s, loss=1.6313, top1-acc=56.32%, top5-acc=84.00%, remaining_time=0:00:00.382356, arrival_time=2021-04-10 01:27:32.179939, cost_time=0:00:12.107982 2021-04-10 01:27:32,142 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=0.09ms, fps=3952 images/s, loss=1.6333, top1-acc=56.26%, top5-acc=83.95%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:32.142223, cost_time=0:00:12.452680 2021-04-10 01:27:32,492 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=0.30ms, fps=7334 images/s, loss=2.0680, top1-acc=46.87%, top5-acc=76.25%, remaining_time=0:00:01.047120, arrival_time=2021-04-10 01:27:33.539345, cost_time=0:00:00.349036 2021-04-10 01:27:32,745 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=3.17ms, fps=10116 images/s, loss=2.1087, top1-acc=46.29%, top5-acc=75.25%, remaining_time=0:00:00.602600, arrival_time=2021-04-10 01:27:33.348474, cost_time=0:00:00.602608 2021-04-10 01:27:32,985 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=3.84ms, fps=10734 images/s, loss=2.1366, top1-acc=46.08%, top5-acc=74.24%, remaining_time=0:00:00.280600, arrival_time=2021-04-10 01:27:33.265580, cost_time=0:00:00.841788 2021-04-10 01:27:33,211 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=0.09ms, fps=10273 images/s, loss=2.1257, top1-acc=46.51%, top5-acc=74.53%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:33.211268, cost_time=0:00:01.068142 2021-04-10 01:27:33,784 INFO : Epoch=0022 complete, best val top1-acc=48.72%, top5-acc=77.90% (epoch=17), remaining_time=0:42:51.802384, arrival_time=2021-04-10 02:10:25.587241, cost_time=0:05:17.863209 2021-04-10 01:27:33,785 INFO : Train start, epoch=0023, lr=0.097044 2021-04-10 01:27:34,635 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=1.80ms, fps=3012 images/s, loss=1.6296, top1-acc=57.30%, top5-acc=83.79%, remaining_time=0:00:15.808326, arrival_time=2021-04-10 01:27:50.444040, cost_time=0:00:00.849908 2021-04-10 01:27:35,269 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=1.98ms, fps=4046 images/s, loss=1.5902, top1-acc=57.93%, top5-acc=84.47%, remaining_time=0:00:13.052336, arrival_time=2021-04-10 01:27:48.321468, cost_time=0:00:01.483219 2021-04-10 01:27:35,896 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=1.40ms, fps=4084 images/s, loss=1.5886, top1-acc=57.90%, top5-acc=84.67%, remaining_time=0:00:11.680092, arrival_time=2021-04-10 01:27:47.576793, cost_time=0:00:02.110874 2021-04-10 01:27:36,528 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=2.33ms, fps=4056 images/s, loss=1.5753, top1-acc=58.13%, top5-acc=85.00%, remaining_time=0:00:10.696452, arrival_time=2021-04-10 01:27:47.224911, cost_time=0:00:02.742673 2021-04-10 01:27:37,162 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=2.12ms, fps=4048 images/s, loss=1.5806, top1-acc=58.10%, top5-acc=84.95%, remaining_time=0:00:09.857920, arrival_time=2021-04-10 01:27:47.019806, cost_time=0:00:03.375987 2021-04-10 01:27:37,791 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=1.42ms, fps=4073 images/s, loss=1.5863, top1-acc=58.03%, top5-acc=85.05%, remaining_time=0:00:09.078952, arrival_time=2021-04-10 01:27:46.870118, cost_time=0:00:04.005413 2021-04-10 01:27:38,419 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=3.11ms, fps=4079 images/s, loss=1.5728, top1-acc=58.37%, top5-acc=85.11%, remaining_time=0:00:08.340192, arrival_time=2021-04-10 01:27:46.759407, cost_time=0:00:04.633465 2021-04-10 01:27:39,048 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=2.15ms, fps=4069 images/s, loss=1.5763, top1-acc=58.20%, top5-acc=84.96%, remaining_time=0:00:07.631292, arrival_time=2021-04-10 01:27:46.680052, cost_time=0:00:05.262954 2021-04-10 01:27:39,669 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=1.50ms, fps=4130 images/s, loss=1.5806, top1-acc=57.98%, top5-acc=84.79%, remaining_time=0:00:06.929326, arrival_time=2021-04-10 01:27:46.598514, cost_time=0:00:05.883357 2021-04-10 01:27:40,295 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=1.53ms, fps=4090 images/s, loss=1.5845, top1-acc=57.85%, top5-acc=84.72%, remaining_time=0:00:06.249504, arrival_time=2021-04-10 01:27:46.545242, cost_time=0:00:06.509944 2021-04-10 01:27:40,926 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=1.99ms, fps=4066 images/s, loss=1.5856, top1-acc=57.76%, top5-acc=84.71%, remaining_time=0:00:05.582260, arrival_time=2021-04-10 01:27:46.508222, cost_time=0:00:07.140150 2021-04-10 01:27:41,544 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=1.43ms, fps=4145 images/s, loss=1.5878, top1-acc=57.70%, top5-acc=84.72%, remaining_time=0:00:04.913552, arrival_time=2021-04-10 01:27:46.457624, cost_time=0:00:07.758255 2021-04-10 01:27:42,164 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=1.58ms, fps=4133 images/s, loss=1.5895, top1-acc=57.65%, top5-acc=84.76%, remaining_time=0:00:04.253634, arrival_time=2021-04-10 01:27:46.417759, cost_time=0:00:08.378358 2021-04-10 01:27:42,790 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=1.56ms, fps=4091 images/s, loss=1.5917, top1-acc=57.52%, top5-acc=84.74%, remaining_time=0:00:03.601808, arrival_time=2021-04-10 01:27:46.392067, cost_time=0:00:09.004503 2021-04-10 01:27:43,415 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=1.64ms, fps=4101 images/s, loss=1.5948, top1-acc=57.48%, top5-acc=84.67%, remaining_time=0:00:02.952970, arrival_time=2021-04-10 01:27:46.367972, cost_time=0:00:09.629190 2021-04-10 01:27:44,043 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=1.88ms, fps=4076 images/s, loss=1.5976, top1-acc=57.35%, top5-acc=84.63%, remaining_time=0:00:02.308032, arrival_time=2021-04-10 01:27:46.351701, cost_time=0:00:10.257841 2021-04-10 01:27:44,668 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=2.88ms, fps=4100 images/s, loss=1.6006, top1-acc=57.24%, top5-acc=84.59%, remaining_time=0:00:01.664442, arrival_time=2021-04-10 01:27:46.333048, cost_time=0:00:10.882809 2021-04-10 01:27:45,291 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=1.47ms, fps=4114 images/s, loss=1.6014, top1-acc=57.20%, top5-acc=84.54%, remaining_time=0:00:01.022720, arrival_time=2021-04-10 01:27:46.314123, cost_time=0:00:11.505626 2021-04-10 01:27:45,915 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=2.20ms, fps=4108 images/s, loss=1.6045, top1-acc=57.23%, top5-acc=84.48%, remaining_time=0:00:00.383034, arrival_time=2021-04-10 01:27:46.298120, cost_time=0:00:12.129349 2021-04-10 01:27:46,251 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=0.09ms, fps=4045 images/s, loss=1.6063, top1-acc=57.25%, top5-acc=84.47%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:46.251729, cost_time=0:00:12.465982 2021-04-10 01:27:46,672 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=0.38ms, fps=6096 images/s, loss=2.0009, top1-acc=50.47%, top5-acc=78.40%, remaining_time=0:00:01.259670, arrival_time=2021-04-10 01:27:47.932256, cost_time=0:00:00.419891 2021-04-10 01:27:46,964 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=0.28ms, fps=8775 images/s, loss=2.0073, top1-acc=50.21%, top5-acc=78.28%, remaining_time=0:00:00.712060, arrival_time=2021-04-10 01:27:47.676820, cost_time=0:00:00.712056 2021-04-10 01:27:47,264 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=0.19ms, fps=8554 images/s, loss=2.0339, top1-acc=49.44%, top5-acc=78.01%, remaining_time=0:00:00.337270, arrival_time=2021-04-10 01:27:47.601736, cost_time=0:00:01.011816 2021-04-10 01:27:47,482 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=0.08ms, fps=10682 images/s, loss=2.0378, top1-acc=49.54%, top5-acc=78.14%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:47.482001, cost_time=0:00:01.229382 2021-04-10 01:27:48,469 INFO : Epoch=0023 complete, best val top1-acc=49.54%, top5-acc=78.14% (epoch=23), remaining_time=0:42:39.174324, arrival_time=2021-04-10 02:10:27.644036, cost_time=0:05:32.548069 2021-04-10 01:27:48,470 INFO : Train start, epoch=0024, lr=0.096772 2021-04-10 01:27:49,286 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=4.36ms, fps=3139 images/s, loss=1.5855, top1-acc=57.46%, top5-acc=84.69%, remaining_time=0:00:15.170160, arrival_time=2021-04-10 01:28:04.456506, cost_time=0:00:00.815600 2021-04-10 01:27:49,911 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=1.49ms, fps=4099 images/s, loss=1.5564, top1-acc=58.36%, top5-acc=85.00%, remaining_time=0:00:12.680096, arrival_time=2021-04-10 01:28:02.591714, cost_time=0:00:01.440929 2021-04-10 01:27:50,540 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=1.53ms, fps=4077 images/s, loss=1.5644, top1-acc=58.32%, top5-acc=84.92%, remaining_time=0:00:11.450348, arrival_time=2021-04-10 01:28:01.990476, cost_time=0:00:02.069335 2021-04-10 01:27:51,163 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=1.49ms, fps=4114 images/s, loss=1.5582, top1-acc=58.26%, top5-acc=84.97%, remaining_time=0:00:10.500672, arrival_time=2021-04-10 01:28:01.663867, cost_time=0:00:02.692490 2021-04-10 01:27:51,783 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=2.62ms, fps=4129 images/s, loss=1.5683, top1-acc=58.27%, top5-acc=84.77%, remaining_time=0:00:09.674398, arrival_time=2021-04-10 01:28:01.458237, cost_time=0:00:03.313157 2021-04-10 01:27:52,408 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=1.75ms, fps=4102 images/s, loss=1.5641, top1-acc=58.29%, top5-acc=84.89%, remaining_time=0:00:08.925680, arrival_time=2021-04-10 01:28:01.334283, cost_time=0:00:03.937800 2021-04-10 01:27:53,031 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=2.10ms, fps=4118 images/s, loss=1.5694, top1-acc=58.20%, top5-acc=84.88%, remaining_time=0:00:08.208522, arrival_time=2021-04-10 01:28:01.239505, cost_time=0:00:04.560271 2021-04-10 01:27:53,655 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=2.41ms, fps=4106 images/s, loss=1.5658, top1-acc=58.38%, top5-acc=84.98%, remaining_time=0:00:07.517264, arrival_time=2021-04-10 01:28:01.172265, cost_time=0:00:05.184313 2021-04-10 01:27:54,287 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=1.57ms, fps=4053 images/s, loss=1.5666, top1-acc=58.48%, top5-acc=84.99%, remaining_time=0:00:06.851204, arrival_time=2021-04-10 01:28:01.138970, cost_time=0:00:05.817073 2021-04-10 01:27:54,910 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=1.99ms, fps=4114 images/s, loss=1.5689, top1-acc=58.39%, top5-acc=85.02%, remaining_time=0:00:06.182400, arrival_time=2021-04-10 01:28:01.093000, cost_time=0:00:06.439962 2021-04-10 01:27:55,535 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=1.51ms, fps=4103 images/s, loss=1.5741, top1-acc=58.24%, top5-acc=84.85%, remaining_time=0:00:05.523006, arrival_time=2021-04-10 01:28:01.058140, cost_time=0:00:07.064350 2021-04-10 01:27:56,161 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=1.84ms, fps=4090 images/s, loss=1.5762, top1-acc=58.18%, top5-acc=84.79%, remaining_time=0:00:04.871068, arrival_time=2021-04-10 01:28:01.032885, cost_time=0:00:07.691130 2021-04-10 01:27:56,780 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=1.41ms, fps=4142 images/s, loss=1.5765, top1-acc=58.22%, top5-acc=84.73%, remaining_time=0:00:04.218786, arrival_time=2021-04-10 01:28:00.999185, cost_time=0:00:08.309737 2021-04-10 01:27:57,398 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=1.51ms, fps=4148 images/s, loss=1.5792, top1-acc=58.16%, top5-acc=84.71%, remaining_time=0:00:03.570952, arrival_time=2021-04-10 01:28:00.968994, cost_time=0:00:08.927401 2021-04-10 01:27:58,014 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=1.51ms, fps=4155 images/s, loss=1.5809, top1-acc=58.11%, top5-acc=84.73%, remaining_time=0:00:02.926796, arrival_time=2021-04-10 01:28:00.941335, cost_time=0:00:09.543911 2021-04-10 01:27:58,643 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=2.11ms, fps=4072 images/s, loss=1.5807, top1-acc=58.13%, top5-acc=84.72%, remaining_time=0:00:02.288916, arrival_time=2021-04-10 01:28:00.932520, cost_time=0:00:10.172920 2021-04-10 01:27:59,273 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=1.50ms, fps=4065 images/s, loss=1.5810, top1-acc=58.14%, top5-acc=84.73%, remaining_time=0:00:01.652248, arrival_time=2021-04-10 01:28:00.926073, cost_time=0:00:10.803211 2021-04-10 01:27:59,897 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=1.79ms, fps=4106 images/s, loss=1.5805, top1-acc=58.17%, top5-acc=84.74%, remaining_time=0:00:01.015744, arrival_time=2021-04-10 01:28:00.913506, cost_time=0:00:11.427064 2021-04-10 01:28:00,529 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=1.33ms, fps=4055 images/s, loss=1.5803, top1-acc=58.16%, top5-acc=84.72%, remaining_time=0:00:00.380808, arrival_time=2021-04-10 01:28:00.910412, cost_time=0:00:12.058938 2021-04-10 01:28:00,868 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=0.11ms, fps=4016 images/s, loss=1.5817, top1-acc=58.15%, top5-acc=84.68%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:00.868789, cost_time=0:00:12.398113 2021-04-10 01:28:01,278 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=8.90ms, fps=6275 images/s, loss=2.1338, top1-acc=49.02%, top5-acc=74.69%, remaining_time=0:00:01.223760, arrival_time=2021-04-10 01:28:02.501836, cost_time=0:00:00.407920 2021-04-10 01:28:01,542 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=0.31ms, fps=9719 images/s, loss=2.1093, top1-acc=49.08%, top5-acc=74.82%, remaining_time=0:00:00.672060, arrival_time=2021-04-10 01:28:02.214238, cost_time=0:00:00.672064 2021-04-10 01:28:01,804 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=7.34ms, fps=9787 images/s, loss=2.0991, top1-acc=49.08%, top5-acc=74.88%, remaining_time=0:00:00.311330, arrival_time=2021-04-10 01:28:02.115462, cost_time=0:00:00.933976 2021-04-10 01:28:02,026 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.07ms, fps=10454 images/s, loss=2.1046, top1-acc=48.67%, top5-acc=74.71%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:02.026583, cost_time=0:00:01.156425 2021-04-10 01:28:02,495 INFO : Epoch=0024 complete, best val top1-acc=49.54%, top5-acc=78.14% (epoch=23), remaining_time=0:42:21.544896, arrival_time=2021-04-10 02:10:24.040830, cost_time=0:05:46.574316 2021-04-10 01:28:02,496 INFO : Train start, epoch=0025, lr=0.096489 2021-04-10 01:28:03,315 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=5.02ms, fps=3128 images/s, loss=1.5247, top1-acc=58.83%, top5-acc=85.04%, remaining_time=0:00:15.222426, arrival_time=2021-04-10 01:28:18.537430, cost_time=0:00:00.818406 2021-04-10 01:28:03,946 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=1.89ms, fps=4055 images/s, loss=1.4957, top1-acc=59.12%, top5-acc=85.68%, remaining_time=0:00:12.761408, arrival_time=2021-04-10 01:28:16.708180, cost_time=0:00:01.450153 2021-04-10 01:28:04,579 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=2.65ms, fps=4054 images/s, loss=1.5225, top1-acc=59.14%, top5-acc=85.36%, remaining_time=0:00:11.521396, arrival_time=2021-04-10 01:28:16.100323, cost_time=0:00:02.082187 2021-04-10 01:28:05,208 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=1.62ms, fps=4069 images/s, loss=1.5274, top1-acc=58.96%, top5-acc=85.18%, remaining_time=0:00:10.577268, arrival_time=2021-04-10 01:28:15.785994, cost_time=0:00:02.712131 2021-04-10 01:28:05,838 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=1.43ms, fps=4070 images/s, loss=1.5349, top1-acc=58.79%, top5-acc=85.26%, remaining_time=0:00:09.757180, arrival_time=2021-04-10 01:28:15.595262, cost_time=0:00:03.341505 2021-04-10 01:28:06,456 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=1.51ms, fps=4145 images/s, loss=1.5314, top1-acc=58.68%, top5-acc=85.37%, remaining_time=0:00:08.974912, arrival_time=2021-04-10 01:28:15.431083, cost_time=0:00:03.959497 2021-04-10 01:28:07,080 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=1.44ms, fps=4107 images/s, loss=1.5334, top1-acc=58.73%, top5-acc=85.49%, remaining_time=0:00:08.250480, arrival_time=2021-04-10 01:28:15.330695, cost_time=0:00:04.583603 2021-04-10 01:28:07,701 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=1.54ms, fps=4123 images/s, loss=1.5387, top1-acc=58.64%, top5-acc=85.34%, remaining_time=0:00:07.547192, arrival_time=2021-04-10 01:28:15.248761, cost_time=0:00:05.204982 2021-04-10 01:28:08,325 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=1.51ms, fps=4110 images/s, loss=1.5398, top1-acc=58.76%, top5-acc=85.33%, remaining_time=0:00:06.864454, arrival_time=2021-04-10 01:28:15.189392, cost_time=0:00:05.828300 2021-04-10 01:28:08,948 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=2.01ms, fps=4107 images/s, loss=1.5425, top1-acc=58.81%, top5-acc=85.27%, remaining_time=0:00:06.194112, arrival_time=2021-04-10 01:28:15.143017, cost_time=0:00:06.452248 2021-04-10 01:28:09,571 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.61ms, fps=4116 images/s, loss=1.5484, top1-acc=58.67%, top5-acc=85.10%, remaining_time=0:00:05.531176, arrival_time=2021-04-10 01:28:15.102670, cost_time=0:00:07.074750 2021-04-10 01:28:10,193 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=1.54ms, fps=4121 images/s, loss=1.5488, top1-acc=58.68%, top5-acc=85.08%, remaining_time=0:00:04.874564, arrival_time=2021-04-10 01:28:15.067851, cost_time=0:00:07.696698 2021-04-10 01:28:10,821 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=1.90ms, fps=4076 images/s, loss=1.5489, top1-acc=58.71%, top5-acc=85.10%, remaining_time=0:00:04.226640, arrival_time=2021-04-10 01:28:15.048510, cost_time=0:00:08.325262 2021-04-10 01:28:11,445 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=1.63ms, fps=4110 images/s, loss=1.5516, top1-acc=58.65%, top5-acc=85.08%, remaining_time=0:00:03.579408, arrival_time=2021-04-10 01:28:15.024565, cost_time=0:00:08.948575 2021-04-10 01:28:12,064 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=2.05ms, fps=4136 images/s, loss=1.5530, top1-acc=58.61%, top5-acc=85.06%, remaining_time=0:00:02.934156, arrival_time=2021-04-10 01:28:14.998720, cost_time=0:00:09.567865 2021-04-10 01:28:12,688 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=1.40ms, fps=4109 images/s, loss=1.5557, top1-acc=58.51%, top5-acc=84.99%, remaining_time=0:00:02.293128, arrival_time=2021-04-10 01:28:14.981378, cost_time=0:00:10.191659 2021-04-10 01:28:13,307 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=2.07ms, fps=4135 images/s, loss=1.5544, top1-acc=58.56%, top5-acc=85.01%, remaining_time=0:00:01.653470, arrival_time=2021-04-10 01:28:14.961218, cost_time=0:00:10.811157 2021-04-10 01:28:13,932 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=1.88ms, fps=4104 images/s, loss=1.5543, top1-acc=58.52%, top5-acc=85.03%, remaining_time=0:00:01.016480, arrival_time=2021-04-10 01:28:14.948519, cost_time=0:00:11.435438 2021-04-10 01:28:14,553 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=1.38ms, fps=4124 images/s, loss=1.5577, top1-acc=58.39%, top5-acc=85.00%, remaining_time=0:00:00.380736, arrival_time=2021-04-10 01:28:14.933939, cost_time=0:00:12.056616 2021-04-10 01:28:14,887 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=0.12ms, fps=4068 images/s, loss=1.5579, top1-acc=58.37%, top5-acc=84.98%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:14.887933, cost_time=0:00:12.391341 2021-04-10 01:28:15,230 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=10.99ms, fps=7489 images/s, loss=2.0027, top1-acc=50.08%, top5-acc=76.17%, remaining_time=0:00:01.025460, arrival_time=2021-04-10 01:28:16.256231, cost_time=0:00:00.341820 2021-04-10 01:28:15,471 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=0.44ms, fps=10659 images/s, loss=2.0142, top1-acc=49.84%, top5-acc=76.46%, remaining_time=0:00:00.582360, arrival_time=2021-04-10 01:28:16.053728, cost_time=0:00:00.582368 2021-04-10 01:28:15,719 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=0.40ms, fps=10361 images/s, loss=2.0110, top1-acc=49.75%, top5-acc=76.77%, remaining_time=0:00:00.276670, arrival_time=2021-04-10 01:28:15.995649, cost_time=0:00:00.829999 2021-04-10 01:28:15,948 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.09ms, fps=10128 images/s, loss=2.0046, top1-acc=49.93%, top5-acc=76.84%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:15.948615, cost_time=0:00:01.059561 2021-04-10 01:28:17,000 INFO : Epoch=0025 complete, best val top1-acc=49.93%, top5-acc=76.84% (epoch=25), remaining_time=0:42:07.554750, arrival_time=2021-04-10 02:10:24.555651, cost_time=0:06:01.079247 2021-04-10 01:28:17,001 INFO : Train start, epoch=0026, lr=0.096194 2021-04-10 01:28:17,789 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=0.24ms, fps=3249 images/s, loss=1.4992, top1-acc=59.84%, top5-acc=85.12%, remaining_time=0:00:14.656614, arrival_time=2021-04-10 01:28:32.446421, cost_time=0:00:00.787990 2021-04-10 01:28:18,406 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=2.12ms, fps=4156 images/s, loss=1.4783, top1-acc=60.43%, top5-acc=85.78%, remaining_time=0:00:12.359072, arrival_time=2021-04-10 01:28:30.765333, cost_time=0:00:01.404443 2021-04-10 01:28:19,031 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=2.02ms, fps=4097 images/s, loss=1.5014, top1-acc=59.92%, top5-acc=85.57%, remaining_time=0:00:11.230896, arrival_time=2021-04-10 01:28:30.262492, cost_time=0:00:02.029688 2021-04-10 01:28:19,660 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=2.05ms, fps=4077 images/s, loss=1.5123, top1-acc=59.97%, top5-acc=85.65%, remaining_time=0:00:10.367292, arrival_time=2021-04-10 01:28:30.027392, cost_time=0:00:02.658275 2021-04-10 01:28:20,288 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=1.47ms, fps=4079 images/s, loss=1.5129, top1-acc=59.97%, top5-acc=85.77%, remaining_time=0:00:09.596142, arrival_time=2021-04-10 01:28:29.884323, cost_time=0:00:03.286368 2021-04-10 01:28:20,913 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=1.61ms, fps=4096 images/s, loss=1.5098, top1-acc=59.97%, top5-acc=85.90%, remaining_time=0:00:08.866656, arrival_time=2021-04-10 01:28:29.780395, cost_time=0:00:03.911744 2021-04-10 01:28:21,539 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=2.06ms, fps=4097 images/s, loss=1.5081, top1-acc=59.91%, top5-acc=85.93%, remaining_time=0:00:08.167068, arrival_time=2021-04-10 01:28:29.706214, cost_time=0:00:04.537276 2021-04-10 01:28:22,190 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=2.91ms, fps=3935 images/s, loss=1.5149, top1-acc=59.81%, top5-acc=85.68%, remaining_time=0:00:07.523296, arrival_time=2021-04-10 01:28:29.713738, cost_time=0:00:05.188452 2021-04-10 01:28:22,823 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=1.70ms, fps=4050 images/s, loss=1.5182, top1-acc=59.69%, top5-acc=85.65%, remaining_time=0:00:06.856186, arrival_time=2021-04-10 01:28:29.679396, cost_time=0:00:05.821330 2021-04-10 01:28:23,459 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=2.12ms, fps=4028 images/s, loss=1.5249, top1-acc=59.56%, top5-acc=85.56%, remaining_time=0:00:06.199200, arrival_time=2021-04-10 01:28:29.658685, cost_time=0:00:06.457505 2021-04-10 01:28:24,084 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=1.78ms, fps=4104 images/s, loss=1.5228, top1-acc=59.57%, top5-acc=85.63%, remaining_time=0:00:05.536938, arrival_time=2021-04-10 01:28:29.620934, cost_time=0:00:07.082143 2021-04-10 01:28:24,716 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.85ms, fps=4052 images/s, loss=1.5176, top1-acc=59.80%, top5-acc=85.74%, remaining_time=0:00:04.885812, arrival_time=2021-04-10 01:28:29.602207, cost_time=0:00:07.714397 2021-04-10 01:28:25,336 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=1.40ms, fps=4137 images/s, loss=1.5188, top1-acc=59.81%, top5-acc=85.66%, remaining_time=0:00:04.231194, arrival_time=2021-04-10 01:28:29.567196, cost_time=0:00:08.334106 2021-04-10 01:28:25,963 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=1.76ms, fps=4086 images/s, loss=1.5230, top1-acc=59.61%, top5-acc=85.59%, remaining_time=0:00:03.584504, arrival_time=2021-04-10 01:28:29.547637, cost_time=0:00:08.961319 2021-04-10 01:28:26,588 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=1.99ms, fps=4096 images/s, loss=1.5240, top1-acc=59.59%, top5-acc=85.57%, remaining_time=0:00:02.939906, arrival_time=2021-04-10 01:28:29.528469, cost_time=0:00:09.586683 2021-04-10 01:28:27,211 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=1.57ms, fps=4111 images/s, loss=1.5287, top1-acc=59.53%, top5-acc=85.50%, remaining_time=0:00:02.297232, arrival_time=2021-04-10 01:28:29.508969, cost_time=0:00:10.209916 2021-04-10 01:28:27,835 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=1.90ms, fps=4107 images/s, loss=1.5301, top1-acc=59.44%, top5-acc=85.47%, remaining_time=0:00:01.656902, arrival_time=2021-04-10 01:28:29.492513, cost_time=0:00:10.833653 2021-04-10 01:28:28,459 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=1.94ms, fps=4110 images/s, loss=1.5314, top1-acc=59.42%, top5-acc=85.48%, remaining_time=0:00:01.018432, arrival_time=2021-04-10 01:28:29.477698, cost_time=0:00:11.457390 2021-04-10 01:28:29,079 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=1.20ms, fps=4128 images/s, loss=1.5330, top1-acc=59.43%, top5-acc=85.44%, remaining_time=0:00:00.381414, arrival_time=2021-04-10 01:28:29.461345, cost_time=0:00:12.078098 2021-04-10 01:28:29,422 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=0.12ms, fps=3977 images/s, loss=1.5340, top1-acc=59.40%, top5-acc=85.43%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:29.422465, cost_time=0:00:12.420606 2021-04-10 01:28:29,779 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=2.07ms, fps=7191 images/s, loss=1.8833, top1-acc=53.01%, top5-acc=79.61%, remaining_time=0:00:01.067880, arrival_time=2021-04-10 01:28:30.847622, cost_time=0:00:00.355960 2021-04-10 01:28:30,032 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=0.29ms, fps=10151 images/s, loss=1.8791, top1-acc=53.01%, top5-acc=79.55%, remaining_time=0:00:00.608620, arrival_time=2021-04-10 01:28:30.641013, cost_time=0:00:00.608613 2021-04-10 01:28:30,277 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=0.28ms, fps=10467 images/s, loss=1.8915, top1-acc=52.38%, top5-acc=78.91%, remaining_time=0:00:00.284560, arrival_time=2021-04-10 01:28:30.562019, cost_time=0:00:00.853669 2021-04-10 01:28:30,493 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=0.09ms, fps=10744 images/s, loss=1.9040, top1-acc=52.03%, top5-acc=79.23%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:30.493828, cost_time=0:00:01.070116 2021-04-10 01:28:31,559 INFO : Epoch=0026 complete, best val top1-acc=52.03%, top5-acc=79.23% (epoch=26), remaining_time=0:41:53.885358, arrival_time=2021-04-10 02:10:25.445010, cost_time=0:06:15.638033 2021-04-10 01:28:31,560 INFO : Train start, epoch=0027, lr=0.095888 2021-04-10 01:28:32,371 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=3.74ms, fps=3154 images/s, loss=1.5205, top1-acc=59.77%, top5-acc=85.59%, remaining_time=0:00:15.094644, arrival_time=2021-04-10 01:28:47.466545, cost_time=0:00:00.811535 2021-04-10 01:28:32,988 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=1.52ms, fps=4155 images/s, loss=1.5238, top1-acc=60.16%, top5-acc=85.47%, remaining_time=0:00:12.568688, arrival_time=2021-04-10 01:28:45.557266, cost_time=0:00:01.428252 2021-04-10 01:28:33,610 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=2.19ms, fps=4117 images/s, loss=1.5001, top1-acc=60.30%, top5-acc=85.76%, remaining_time=0:00:11.346100, arrival_time=2021-04-10 01:28:44.956913, cost_time=0:00:02.050508 2021-04-10 01:28:34,234 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=2.00ms, fps=4110 images/s, loss=1.5044, top1-acc=59.88%, top5-acc=85.74%, remaining_time=0:00:10.427820, arrival_time=2021-04-10 01:28:44.662008, cost_time=0:00:02.673814 2021-04-10 01:28:34,867 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=1.64ms, fps=4047 images/s, loss=1.4921, top1-acc=60.02%, top5-acc=86.16%, remaining_time=0:00:09.656148, arrival_time=2021-04-10 01:28:44.523401, cost_time=0:00:03.306876 2021-04-10 01:28:35,501 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=2.05ms, fps=4040 images/s, loss=1.4847, top1-acc=60.27%, top5-acc=86.17%, remaining_time=0:00:08.933432, arrival_time=2021-04-10 01:28:44.435098, cost_time=0:00:03.941191 2021-04-10 01:28:36,126 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=2.00ms, fps=4103 images/s, loss=1.4939, top1-acc=60.05%, top5-acc=85.99%, remaining_time=0:00:08.218854, arrival_time=2021-04-10 01:28:44.345231, cost_time=0:00:04.566004 2021-04-10 01:28:36,752 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=1.85ms, fps=4093 images/s, loss=1.4991, top1-acc=60.03%, top5-acc=85.88%, remaining_time=0:00:07.528284, arrival_time=2021-04-10 01:28:44.280599, cost_time=0:00:05.191955 2021-04-10 01:28:37,376 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=1.98ms, fps=4103 images/s, loss=1.4927, top1-acc=60.10%, top5-acc=85.98%, remaining_time=0:00:06.850568, arrival_time=2021-04-10 01:28:44.227419, cost_time=0:00:05.816480 2021-04-10 01:28:37,999 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=1.87ms, fps=4113 images/s, loss=1.4912, top1-acc=60.20%, top5-acc=85.96%, remaining_time=0:00:06.181920, arrival_time=2021-04-10 01:28:44.181712, cost_time=0:00:06.439482 2021-04-10 01:28:38,620 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=1.46ms, fps=4128 images/s, loss=1.4901, top1-acc=60.20%, top5-acc=85.94%, remaining_time=0:00:05.519652, arrival_time=2021-04-10 01:28:44.140017, cost_time=0:00:07.059988 2021-04-10 01:28:39,247 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=1.40ms, fps=4087 images/s, loss=1.4920, top1-acc=60.28%, top5-acc=85.95%, remaining_time=0:00:04.868408, arrival_time=2021-04-10 01:28:44.115675, cost_time=0:00:07.686910 2021-04-10 01:28:39,874 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=1.60ms, fps=4086 images/s, loss=1.4956, top1-acc=60.25%, top5-acc=85.87%, remaining_time=0:00:04.220964, arrival_time=2021-04-10 01:28:44.095377, cost_time=0:00:08.314047 2021-04-10 01:28:40,498 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=1.84ms, fps=4105 images/s, loss=1.4999, top1-acc=60.11%, top5-acc=85.83%, remaining_time=0:00:03.575264, arrival_time=2021-04-10 01:28:44.073825, cost_time=0:00:08.938213 2021-04-10 01:28:41,120 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=1.84ms, fps=4123 images/s, loss=1.5041, top1-acc=60.05%, top5-acc=85.76%, remaining_time=0:00:02.931626, arrival_time=2021-04-10 01:28:44.051578, cost_time=0:00:09.559644 2021-04-10 01:28:41,748 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=1.80ms, fps=4079 images/s, loss=1.5048, top1-acc=60.01%, top5-acc=85.76%, remaining_time=0:00:02.292228, arrival_time=2021-04-10 01:28:44.040297, cost_time=0:00:10.187708 2021-04-10 01:28:42,378 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=2.22ms, fps=4064 images/s, loss=1.5039, top1-acc=60.07%, top5-acc=85.78%, remaining_time=0:00:01.654562, arrival_time=2021-04-10 01:28:44.033106, cost_time=0:00:10.818240 2021-04-10 01:28:43,003 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=2.79ms, fps=4097 images/s, loss=1.5059, top1-acc=59.99%, top5-acc=85.76%, remaining_time=0:00:01.017200, arrival_time=2021-04-10 01:28:44.021022, cost_time=0:00:11.443425 2021-04-10 01:28:43,638 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.16ms, fps=4040 images/s, loss=1.5099, top1-acc=59.90%, top5-acc=85.69%, remaining_time=0:00:00.381414, arrival_time=2021-04-10 01:28:44.019885, cost_time=0:00:12.078149 2021-04-10 01:28:43,986 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=0.08ms, fps=3915 images/s, loss=1.5121, top1-acc=59.87%, top5-acc=85.66%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:43.986411, cost_time=0:00:12.426056 2021-04-10 01:28:44,358 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=0.50ms, fps=6911 images/s, loss=1.9034, top1-acc=51.72%, top5-acc=78.40%, remaining_time=0:00:01.111200, arrival_time=2021-04-10 01:28:45.469385, cost_time=0:00:00.370403 2021-04-10 01:28:44,616 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=0.51ms, fps=9926 images/s, loss=1.8818, top1-acc=51.89%, top5-acc=78.69%, remaining_time=0:00:00.628840, arrival_time=2021-04-10 01:28:45.245573, cost_time=0:00:00.628849 2021-04-10 01:28:44,875 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=0.47ms, fps=9922 images/s, loss=1.8866, top1-acc=52.03%, top5-acc=78.68%, remaining_time=0:00:00.295860, arrival_time=2021-04-10 01:28:45.171271, cost_time=0:00:00.887595 2021-04-10 01:28:45,099 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=0.07ms, fps=10389 images/s, loss=1.9294, top1-acc=51.76%, top5-acc=78.62%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:45.099215, cost_time=0:00:01.111531 2021-04-10 01:28:45,648 INFO : Epoch=0027 complete, best val top1-acc=52.03%, top5-acc=79.23% (epoch=26), remaining_time=0:41:37.138225, arrival_time=2021-04-10 02:10:22.786640, cost_time=0:06:29.726766 2021-04-10 01:28:45,649 INFO : Train start, epoch=0028, lr=0.095570 2021-04-10 01:28:46,532 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=0.51ms, fps=2901 images/s, loss=1.4242, top1-acc=62.27%, top5-acc=87.30%, remaining_time=0:00:16.414686, arrival_time=2021-04-10 01:29:02.946641, cost_time=0:00:00.882506 2021-04-10 01:28:47,160 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=2.60ms, fps=4079 images/s, loss=1.4034, top1-acc=62.42%, top5-acc=87.48%, remaining_time=0:00:13.293984, arrival_time=2021-04-10 01:29:00.454086, cost_time=0:00:01.510686 2021-04-10 01:28:47,787 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=2.12ms, fps=4084 images/s, loss=1.4175, top1-acc=61.99%, top5-acc=87.15%, remaining_time=0:00:11.831484, arrival_time=2021-04-10 01:28:59.619116, cost_time=0:00:02.138207 2021-04-10 01:28:48,406 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=1.96ms, fps=4139 images/s, loss=1.4084, top1-acc=62.28%, top5-acc=87.25%, remaining_time=0:00:10.753392, arrival_time=2021-04-10 01:28:59.160146, cost_time=0:00:02.757281 2021-04-10 01:28:49,032 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=2.04ms, fps=4096 images/s, loss=1.4203, top1-acc=62.16%, top5-acc=87.13%, remaining_time=0:00:09.877922, arrival_time=2021-04-10 01:28:58.910188, cost_time=0:00:03.382845 2021-04-10 01:28:49,669 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=2.65ms, fps=4019 images/s, loss=1.4371, top1-acc=61.75%, top5-acc=86.99%, remaining_time=0:00:09.112816, arrival_time=2021-04-10 01:28:58.782599, cost_time=0:00:04.020354 2021-04-10 01:28:50,303 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=1.80ms, fps=4044 images/s, loss=1.4418, top1-acc=61.61%, top5-acc=86.92%, remaining_time=0:00:08.377110, arrival_time=2021-04-10 01:28:58.680449, cost_time=0:00:04.653959 2021-04-10 01:28:50,932 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=1.76ms, fps=4073 images/s, loss=1.4474, top1-acc=61.58%, top5-acc=86.81%, remaining_time=0:00:07.660292, arrival_time=2021-04-10 01:28:58.592586, cost_time=0:00:05.282924 2021-04-10 01:28:51,554 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=1.46ms, fps=4120 images/s, loss=1.4531, top1-acc=61.46%, top5-acc=86.72%, remaining_time=0:00:06.954554, arrival_time=2021-04-10 01:28:58.508777, cost_time=0:00:05.904773 2021-04-10 01:28:52,177 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=1.91ms, fps=4113 images/s, loss=1.4559, top1-acc=61.35%, top5-acc=86.68%, remaining_time=0:00:06.266688, arrival_time=2021-04-10 01:28:58.443850, cost_time=0:00:06.527767 2021-04-10 01:28:52,805 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=1.77ms, fps=4078 images/s, loss=1.4617, top1-acc=61.23%, top5-acc=86.61%, remaining_time=0:00:05.594730, arrival_time=2021-04-10 01:28:58.400138, cost_time=0:00:07.156023 2021-04-10 01:28:53,435 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=1.91ms, fps=4065 images/s, loss=1.4617, top1-acc=61.17%, top5-acc=86.58%, remaining_time=0:00:04.931336, arrival_time=2021-04-10 01:28:58.366995, cost_time=0:00:07.786284 2021-04-10 01:28:54,060 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=1.80ms, fps=4102 images/s, loss=1.4641, top1-acc=61.03%, top5-acc=86.54%, remaining_time=0:00:04.270134, arrival_time=2021-04-10 01:28:58.330310, cost_time=0:00:08.410807 2021-04-10 01:28:54,674 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=0.49ms, fps=4170 images/s, loss=1.4659, top1-acc=61.03%, top5-acc=86.47%, remaining_time=0:00:03.610040, arrival_time=2021-04-10 01:28:58.284483, cost_time=0:00:09.025077 2021-04-10 01:28:55,299 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=1.93ms, fps=4100 images/s, loss=1.4681, top1-acc=60.98%, top5-acc=86.42%, remaining_time=0:00:02.959272, arrival_time=2021-04-10 01:28:58.258449, cost_time=0:00:09.649822 2021-04-10 01:28:55,925 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=1.95ms, fps=4090 images/s, loss=1.4726, top1-acc=60.86%, top5-acc=86.31%, remaining_time=0:00:02.312136, arrival_time=2021-04-10 01:28:58.237666, cost_time=0:00:10.276107 2021-04-10 01:28:56,551 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=1.35ms, fps=4097 images/s, loss=1.4751, top1-acc=60.77%, top5-acc=86.26%, remaining_time=0:00:01.667302, arrival_time=2021-04-10 01:28:58.218282, cost_time=0:00:10.901576 2021-04-10 01:28:57,179 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=1.73ms, fps=4077 images/s, loss=1.4743, top1-acc=60.82%, top5-acc=86.27%, remaining_time=0:00:01.024896, arrival_time=2021-04-10 01:28:58.204381, cost_time=0:00:11.530071 2021-04-10 01:28:57,809 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.36ms, fps=4066 images/s, loss=1.4767, top1-acc=60.77%, top5-acc=86.23%, remaining_time=0:00:00.384006, arrival_time=2021-04-10 01:28:58.193691, cost_time=0:00:12.160201 2021-04-10 01:28:58,147 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=0.09ms, fps=4028 images/s, loss=1.4763, top1-acc=60.77%, top5-acc=86.24%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:58.147904, cost_time=0:00:12.498550 2021-04-10 01:28:58,486 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=0.39ms, fps=7589 images/s, loss=1.8154, top1-acc=54.37%, top5-acc=79.96%, remaining_time=0:00:01.012020, arrival_time=2021-04-10 01:28:59.498282, cost_time=0:00:00.337336 2021-04-10 01:28:58,723 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=0.30ms, fps=10795 images/s, loss=1.8142, top1-acc=54.39%, top5-acc=80.45%, remaining_time=0:00:00.574980, arrival_time=2021-04-10 01:28:59.298881, cost_time=0:00:00.574978 2021-04-10 01:28:58,974 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=2.17ms, fps=10256 images/s, loss=1.8201, top1-acc=53.98%, top5-acc=80.33%, remaining_time=0:00:00.275020, arrival_time=2021-04-10 01:28:59.249033, cost_time=0:00:00.825071 2021-04-10 01:28:59,193 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.07ms, fps=10603 images/s, loss=1.8148, top1-acc=54.28%, top5-acc=80.36%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:59.193257, cost_time=0:00:01.044407 2021-04-10 01:29:00,215 INFO : Epoch=0028 complete, best val top1-acc=54.28%, top5-acc=80.36% (epoch=28), remaining_time=0:41:23.521416, arrival_time=2021-04-10 02:10:23.737198, cost_time=0:06:44.294171 2021-04-10 01:29:00,216 INFO : Train start, epoch=0029, lr=0.095241 2021-04-10 01:29:01,023 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=4.44ms, fps=3173 images/s, loss=1.4438, top1-acc=62.11%, top5-acc=86.56%, remaining_time=0:00:15.006294, arrival_time=2021-04-10 01:29:16.029640, cost_time=0:00:00.806794 2021-04-10 01:29:01,654 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=2.13ms, fps=4059 images/s, loss=1.4112, top1-acc=62.68%, top5-acc=87.07%, remaining_time=0:00:12.655104, arrival_time=2021-04-10 01:29:14.309672, cost_time=0:00:01.438087 2021-04-10 01:29:02,279 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=1.71ms, fps=4099 images/s, loss=1.4067, top1-acc=62.73%, top5-acc=87.27%, remaining_time=0:00:11.415820, arrival_time=2021-04-10 01:29:13.695399, cost_time=0:00:02.063087 2021-04-10 01:29:02,906 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=1.46ms, fps=4085 images/s, loss=1.4050, top1-acc=62.63%, top5-acc=87.33%, remaining_time=0:00:10.492092, arrival_time=2021-04-10 01:29:13.398948, cost_time=0:00:02.690287 2021-04-10 01:29:03,527 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=1.87ms, fps=4126 images/s, loss=1.4335, top1-acc=61.73%, top5-acc=86.81%, remaining_time=0:00:09.668996, arrival_time=2021-04-10 01:29:13.196782, cost_time=0:00:03.311307 2021-04-10 01:29:04,162 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=2.88ms, fps=4037 images/s, loss=1.4372, top1-acc=61.78%, top5-acc=86.75%, remaining_time=0:00:08.944040, arrival_time=2021-04-10 01:29:13.106586, cost_time=0:00:03.945887 2021-04-10 01:29:04,795 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=2.29ms, fps=4047 images/s, loss=1.4355, top1-acc=61.71%, top5-acc=86.98%, remaining_time=0:00:08.242794, arrival_time=2021-04-10 01:29:13.038704, cost_time=0:00:04.579360 2021-04-10 01:29:05,413 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=1.44ms, fps=4147 images/s, loss=1.4424, top1-acc=61.54%, top5-acc=86.75%, remaining_time=0:00:07.536056, arrival_time=2021-04-10 01:29:12.949813, cost_time=0:00:05.197275 2021-04-10 01:29:06,036 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=2.08ms, fps=4116 images/s, loss=1.4419, top1-acc=61.56%, top5-acc=86.78%, remaining_time=0:00:06.854278, arrival_time=2021-04-10 01:29:12.890536, cost_time=0:00:05.819670 2021-04-10 01:29:06,653 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=1.46ms, fps=4153 images/s, loss=1.4382, top1-acc=61.70%, top5-acc=86.81%, remaining_time=0:00:06.179424, arrival_time=2021-04-10 01:29:12.832802, cost_time=0:00:06.436860 2021-04-10 01:29:07,285 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=2.37ms, fps=4055 images/s, loss=1.4426, top1-acc=61.61%, top5-acc=86.72%, remaining_time=0:00:05.526446, arrival_time=2021-04-10 01:29:12.811921, cost_time=0:00:07.068659 2021-04-10 01:29:07,924 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=0.55ms, fps=4013 images/s, loss=1.4446, top1-acc=61.59%, top5-acc=86.64%, remaining_time=0:00:04.881632, arrival_time=2021-04-10 01:29:12.805994, cost_time=0:00:07.707818 2021-04-10 01:29:08,560 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=1.40ms, fps=4028 images/s, loss=1.4488, top1-acc=61.51%, top5-acc=86.59%, remaining_time=0:00:04.236144, arrival_time=2021-04-10 01:29:12.796687, cost_time=0:00:08.343973 2021-04-10 01:29:09,194 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=1.90ms, fps=4043 images/s, loss=1.4464, top1-acc=61.58%, top5-acc=86.62%, remaining_time=0:00:03.591112, arrival_time=2021-04-10 01:29:12.785401, cost_time=0:00:08.977758 2021-04-10 01:29:09,825 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=1.50ms, fps=4062 images/s, loss=1.4521, top1-acc=61.51%, top5-acc=86.53%, remaining_time=0:00:02.946622, arrival_time=2021-04-10 01:29:12.771706, cost_time=0:00:09.608546 2021-04-10 01:29:10,458 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=2.13ms, fps=4046 images/s, loss=1.4582, top1-acc=61.30%, top5-acc=86.42%, remaining_time=0:00:02.304432, arrival_time=2021-04-10 01:29:12.762859, cost_time=0:00:10.241892 2021-04-10 01:29:11,081 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=1.87ms, fps=4115 images/s, loss=1.4678, top1-acc=61.12%, top5-acc=86.27%, remaining_time=0:00:01.661608, arrival_time=2021-04-10 01:29:12.742805, cost_time=0:00:10.864438 2021-04-10 01:29:11,709 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=1.47ms, fps=4078 images/s, loss=1.4715, top1-acc=60.99%, top5-acc=86.20%, remaining_time=0:00:01.021616, arrival_time=2021-04-10 01:29:12.731325, cost_time=0:00:11.493203 2021-04-10 01:29:12,339 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=1.71ms, fps=4071 images/s, loss=1.4728, top1-acc=60.94%, top5-acc=86.21%, remaining_time=0:00:00.382818, arrival_time=2021-04-10 01:29:12.721941, cost_time=0:00:12.122562 2021-04-10 01:29:12,680 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=0.08ms, fps=3997 images/s, loss=1.4742, top1-acc=60.92%, top5-acc=86.20%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:12.680045, cost_time=0:00:12.463514 2021-04-10 01:29:13,018 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=7.97ms, fps=7591 images/s, loss=1.9940, top1-acc=49.45%, top5-acc=77.23%, remaining_time=0:00:01.011720, arrival_time=2021-04-10 01:29:14.030321, cost_time=0:00:00.337245 2021-04-10 01:29:13,298 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=0.42ms, fps=9168 images/s, loss=1.9539, top1-acc=50.88%, top5-acc=78.20%, remaining_time=0:00:00.616860, arrival_time=2021-04-10 01:29:13.915062, cost_time=0:00:00.616852 2021-04-10 01:29:13,612 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=5.71ms, fps=8158 images/s, loss=1.9718, top1-acc=50.52%, top5-acc=77.66%, remaining_time=0:00:00.310340, arrival_time=2021-04-10 01:29:13.922716, cost_time=0:00:00.931029 2021-04-10 01:29:13,858 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=0.05ms, fps=9428 images/s, loss=1.9510, top1-acc=51.06%, top5-acc=77.87%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:13.858796, cost_time=0:00:01.177484 2021-04-10 01:29:14,364 INFO : Epoch=0029 complete, best val top1-acc=54.28%, top5-acc=80.36% (epoch=28), remaining_time=0:41:07.367208, arrival_time=2021-04-10 02:10:21.731228, cost_time=0:06:58.442381 2021-04-10 01:29:14,364 INFO : Train start, epoch=0030, lr=0.094901 2021-04-10 01:29:15,192 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=0.34ms, fps=3095 images/s, loss=1.4388, top1-acc=61.13%, top5-acc=87.03%, remaining_time=0:00:15.383130, arrival_time=2021-04-10 01:29:30.575268, cost_time=0:00:00.827054 2021-04-10 01:29:15,814 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=2.17ms, fps=4117 images/s, loss=1.4099, top1-acc=61.74%, top5-acc=87.36%, remaining_time=0:00:12.755952, arrival_time=2021-04-10 01:29:28.570507, cost_time=0:00:01.449549 2021-04-10 01:29:16,437 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=1.83ms, fps=4113 images/s, loss=1.3920, top1-acc=62.15%, top5-acc=87.54%, remaining_time=0:00:11.469770, arrival_time=2021-04-10 01:29:27.907591, cost_time=0:00:02.072860 2021-04-10 01:29:17,063 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=1.50ms, fps=4092 images/s, loss=1.3901, top1-acc=62.38%, top5-acc=87.49%, remaining_time=0:00:10.525788, arrival_time=2021-04-10 01:29:27.589666, cost_time=0:00:02.698911 2021-04-10 01:29:17,685 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=2.01ms, fps=4120 images/s, loss=1.4007, top1-acc=62.26%, top5-acc=87.34%, remaining_time=0:00:09.696152, arrival_time=2021-04-10 01:29:27.381713, cost_time=0:00:03.320601 2021-04-10 01:29:18,304 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=1.83ms, fps=4142 images/s, loss=1.4086, top1-acc=62.06%, top5-acc=87.35%, remaining_time=0:00:08.928536, arrival_time=2021-04-10 01:29:27.232626, cost_time=0:00:03.939069 2021-04-10 01:29:18,934 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=2.11ms, fps=4068 images/s, loss=1.4057, top1-acc=62.34%, top5-acc=87.34%, remaining_time=0:00:08.224146, arrival_time=2021-04-10 01:29:27.158184, cost_time=0:00:04.568981 2021-04-10 01:29:19,559 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=2.34ms, fps=4099 images/s, loss=1.4153, top1-acc=61.99%, top5-acc=87.20%, remaining_time=0:00:07.531532, arrival_time=2021-04-10 01:29:27.090668, cost_time=0:00:05.194144 2021-04-10 01:29:20,192 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=3.48ms, fps=4047 images/s, loss=1.4190, top1-acc=62.09%, top5-acc=87.14%, remaining_time=0:00:06.863288, arrival_time=2021-04-10 01:29:27.055577, cost_time=0:00:05.827288 2021-04-10 01:29:20,822 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=1.98ms, fps=4068 images/s, loss=1.4164, top1-acc=62.11%, top5-acc=87.29%, remaining_time=0:00:06.198912, arrival_time=2021-04-10 01:29:27.021050, cost_time=0:00:06.457157 2021-04-10 01:29:21,450 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=1.66ms, fps=4075 images/s, loss=1.4209, top1-acc=62.06%, top5-acc=87.21%, remaining_time=0:00:05.539862, arrival_time=2021-04-10 01:29:26.990742, cost_time=0:00:07.085909 2021-04-10 01:29:22,104 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=2.10ms, fps=3922 images/s, loss=1.4248, top1-acc=61.84%, top5-acc=87.11%, remaining_time=0:00:04.901392, arrival_time=2021-04-10 01:29:27.005426, cost_time=0:00:07.739072 2021-04-10 01:29:22,730 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=2.15ms, fps=4091 images/s, loss=1.4281, top1-acc=61.80%, top5-acc=87.09%, remaining_time=0:00:04.246968, arrival_time=2021-04-10 01:29:26.977176, cost_time=0:00:08.365245 2021-04-10 01:29:23,363 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=2.09ms, fps=4045 images/s, loss=1.4326, top1-acc=61.67%, top5-acc=87.02%, remaining_time=0:00:03.599400, arrival_time=2021-04-10 01:29:26.963025, cost_time=0:00:08.998566 2021-04-10 01:29:23,990 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=1.51ms, fps=4087 images/s, loss=1.4354, top1-acc=61.56%, top5-acc=87.01%, remaining_time=0:00:02.951866, arrival_time=2021-04-10 01:29:26.942462, cost_time=0:00:09.625627 2021-04-10 01:29:24,619 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=2.09ms, fps=4074 images/s, loss=1.4367, top1-acc=61.62%, top5-acc=86.98%, remaining_time=0:00:02.307276, arrival_time=2021-04-10 01:29:26.926725, cost_time=0:00:10.254482 2021-04-10 01:29:25,248 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=1.46ms, fps=4072 images/s, loss=1.4379, top1-acc=61.60%, top5-acc=86.90%, remaining_time=0:00:01.664546, arrival_time=2021-04-10 01:29:26.913223, cost_time=0:00:10.883631 2021-04-10 01:29:25,890 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=1.73ms, fps=3991 images/s, loss=1.4385, top1-acc=61.58%, top5-acc=86.90%, remaining_time=0:00:01.024496, arrival_time=2021-04-10 01:29:26.915153, cost_time=0:00:11.525626 2021-04-10 01:29:26,509 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=0.10ms, fps=4140 images/s, loss=1.4411, top1-acc=61.55%, top5-acc=86.84%, remaining_time=0:00:00.383514, arrival_time=2021-04-10 01:29:26.893109, cost_time=0:00:12.144635 2021-04-10 01:29:26,845 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=0.09ms, fps=4050 images/s, loss=1.4438, top1-acc=61.47%, top5-acc=86.80%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:26.845855, cost_time=0:00:12.480854 2021-04-10 01:29:27,190 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=0.44ms, fps=7455 images/s, loss=2.0074, top1-acc=51.25%, top5-acc=76.87%, remaining_time=0:00:01.030080, arrival_time=2021-04-10 01:29:28.220739, cost_time=0:00:00.343355 2021-04-10 01:29:27,430 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=1.94ms, fps=10690 images/s, loss=2.0261, top1-acc=51.19%, top5-acc=76.60%, remaining_time=0:00:00.583360, arrival_time=2021-04-10 01:29:28.014007, cost_time=0:00:00.583351 2021-04-10 01:29:27,677 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=2.51ms, fps=10381 images/s, loss=2.0489, top1-acc=50.59%, top5-acc=76.33%, remaining_time=0:00:00.276830, arrival_time=2021-04-10 01:29:27.954587, cost_time=0:00:00.830478 2021-04-10 01:29:27,916 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=0.10ms, fps=9749 images/s, loss=2.0253, top1-acc=50.31%, top5-acc=76.22%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:27.916216, cost_time=0:00:01.068956 2021-04-10 01:29:28,494 INFO : Epoch=0030 complete, best val top1-acc=54.28%, top5-acc=80.36% (epoch=28), remaining_time=0:40:51.243600, arrival_time=2021-04-10 02:10:19.737620, cost_time=0:07:12.572386 2021-04-10 01:29:28,494 INFO : Train start, epoch=0031, lr=0.094550 2021-04-10 01:29:29,324 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=1.47ms, fps=3084 images/s, loss=1.3403, top1-acc=63.67%, top5-acc=88.44%, remaining_time=0:00:15.438372, arrival_time=2021-04-10 01:29:44.763307, cost_time=0:00:00.830017 2021-04-10 01:29:29,947 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=2.23ms, fps=4119 images/s, loss=1.3442, top1-acc=64.34%, top5-acc=87.99%, remaining_time=0:00:12.777248, arrival_time=2021-04-10 01:29:42.724303, cost_time=0:00:01.451965 2021-04-10 01:29:30,577 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=1.78ms, fps=4069 images/s, loss=1.3450, top1-acc=64.15%, top5-acc=88.06%, remaining_time=0:00:11.521064, arrival_time=2021-04-10 01:29:42.098288, cost_time=0:00:02.082112 2021-04-10 01:29:31,207 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=2.25ms, fps=4068 images/s, loss=1.3695, top1-acc=63.57%, top5-acc=87.88%, remaining_time=0:00:10.577112, arrival_time=2021-04-10 01:29:41.784167, cost_time=0:00:02.712077 2021-04-10 01:29:31,835 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=1.47ms, fps=4080 images/s, loss=1.3729, top1-acc=63.53%, top5-acc=87.85%, remaining_time=0:00:09.753384, arrival_time=2021-04-10 01:29:41.588637, cost_time=0:00:03.340181 2021-04-10 01:29:32,464 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=1.92ms, fps=4077 images/s, loss=1.3855, top1-acc=63.16%, top5-acc=87.72%, remaining_time=0:00:08.996400, arrival_time=2021-04-10 01:29:41.460393, cost_time=0:00:03.968985 2021-04-10 01:29:33,108 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=15.96ms, fps=3974 images/s, loss=1.4056, top1-acc=62.51%, top5-acc=87.44%, remaining_time=0:00:08.304912, arrival_time=2021-04-10 01:29:41.413750, cost_time=0:00:04.613870 2021-04-10 01:29:33,731 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=0.49ms, fps=4116 images/s, loss=1.4121, top1-acc=62.32%, top5-acc=87.34%, remaining_time=0:00:07.592896, arrival_time=2021-04-10 01:29:41.324441, cost_time=0:00:05.236455 2021-04-10 01:29:34,365 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=2.45ms, fps=4043 images/s, loss=1.4089, top1-acc=62.45%, top5-acc=87.37%, remaining_time=0:00:06.914168, arrival_time=2021-04-10 01:29:41.279585, cost_time=0:00:05.870478 2021-04-10 01:29:35,000 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=1.63ms, fps=4033 images/s, loss=1.4100, top1-acc=62.43%, top5-acc=87.36%, remaining_time=0:00:06.245472, arrival_time=2021-04-10 01:29:41.246102, cost_time=0:00:06.505698 2021-04-10 01:29:35,631 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=1.77ms, fps=4060 images/s, loss=1.4159, top1-acc=62.30%, top5-acc=87.31%, remaining_time=0:00:05.579594, arrival_time=2021-04-10 01:29:41.211212, cost_time=0:00:07.136697 2021-04-10 01:29:36,255 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=2.05ms, fps=4107 images/s, loss=1.4202, top1-acc=62.19%, top5-acc=87.22%, remaining_time=0:00:04.914996, arrival_time=2021-04-10 01:29:41.170484, cost_time=0:00:07.760522 2021-04-10 01:29:36,885 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=1.43ms, fps=4065 images/s, loss=1.4207, top1-acc=62.21%, top5-acc=87.18%, remaining_time=0:00:04.259904, arrival_time=2021-04-10 01:29:41.145759, cost_time=0:00:08.390765 2021-04-10 01:29:37,513 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=2.10ms, fps=4086 images/s, loss=1.4219, top1-acc=62.21%, top5-acc=87.14%, remaining_time=0:00:03.607240, arrival_time=2021-04-10 01:29:41.120328, cost_time=0:00:09.018115 2021-04-10 01:29:38,131 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=1.42ms, fps=4146 images/s, loss=1.4281, top1-acc=62.14%, top5-acc=87.01%, remaining_time=0:00:02.955086, arrival_time=2021-04-10 01:29:41.086224, cost_time=0:00:09.636127 2021-04-10 01:29:38,757 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=2.15ms, fps=4093 images/s, loss=1.4311, top1-acc=62.09%, top5-acc=87.00%, remaining_time=0:00:02.309004, arrival_time=2021-04-10 01:29:41.066113, cost_time=0:00:10.262191 2021-04-10 01:29:39,377 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=1.89ms, fps=4127 images/s, loss=1.4290, top1-acc=62.16%, top5-acc=86.99%, remaining_time=0:00:01.664442, arrival_time=2021-04-10 01:29:41.042347, cost_time=0:00:10.882925 2021-04-10 01:29:40,002 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=2.02ms, fps=4101 images/s, loss=1.4296, top1-acc=62.17%, top5-acc=87.01%, remaining_time=0:00:01.022912, arrival_time=2021-04-10 01:29:41.025707, cost_time=0:00:11.507812 2021-04-10 01:29:40,630 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.27ms, fps=4080 images/s, loss=1.4354, top1-acc=61.99%, top5-acc=86.92%, remaining_time=0:00:00.383238, arrival_time=2021-04-10 01:29:41.013988, cost_time=0:00:12.135831 2021-04-10 01:29:40,965 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=0.10ms, fps=4069 images/s, loss=1.4371, top1-acc=61.92%, top5-acc=86.89%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:40.965355, cost_time=0:00:12.470445 2021-04-10 01:29:41,303 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=0.21ms, fps=7601 images/s, loss=1.9116, top1-acc=51.25%, top5-acc=79.10%, remaining_time=0:00:01.010370, arrival_time=2021-04-10 01:29:42.313571, cost_time=0:00:00.336792 2021-04-10 01:29:41,544 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=0.51ms, fps=10614 images/s, loss=1.9091, top1-acc=51.72%, top5-acc=79.26%, remaining_time=0:00:00.578380, arrival_time=2021-04-10 01:29:42.123217, cost_time=0:00:00.578371 2021-04-10 01:29:41,790 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=3.63ms, fps=10438 images/s, loss=1.9225, top1-acc=51.78%, top5-acc=78.89%, remaining_time=0:00:00.274730, arrival_time=2021-04-10 01:29:42.065303, cost_time=0:00:00.824177 2021-04-10 01:29:42,015 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.10ms, fps=10331 images/s, loss=1.9029, top1-acc=51.85%, top5-acc=79.15%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:42.015525, cost_time=0:00:01.049121 2021-04-10 01:29:42,568 INFO : Epoch=0031 complete, best val top1-acc=54.28%, top5-acc=80.36% (epoch=28), remaining_time=0:40:34.948113, arrival_time=2021-04-10 02:10:17.517024, cost_time=0:07:26.647280 2021-04-10 01:29:42,569 INFO : Train start, epoch=0032, lr=0.094188 2021-04-10 01:29:43,371 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=0.28ms, fps=3195 images/s, loss=1.4170, top1-acc=61.87%, top5-acc=86.80%, remaining_time=0:00:14.902692, arrival_time=2021-04-10 01:29:58.273768, cost_time=0:00:00.801223 2021-04-10 01:29:43,990 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=1.45ms, fps=4134 images/s, loss=1.3945, top1-acc=62.81%, top5-acc=87.27%, remaining_time=0:00:12.505680, arrival_time=2021-04-10 01:29:56.496586, cost_time=0:00:01.421107 2021-04-10 01:29:44,617 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=1.77ms, fps=4090 images/s, loss=1.3827, top1-acc=63.03%, top5-acc=87.45%, remaining_time=0:00:11.329002, arrival_time=2021-04-10 01:29:55.946179, cost_time=0:00:02.047396 2021-04-10 01:29:45,240 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=2.02ms, fps=4113 images/s, loss=1.3704, top1-acc=63.55%, top5-acc=87.69%, remaining_time=0:00:10.413624, arrival_time=2021-04-10 01:29:55.653731, cost_time=0:00:02.670162 2021-04-10 01:29:45,864 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=2.58ms, fps=4108 images/s, loss=1.3788, top1-acc=63.49%, top5-acc=87.56%, remaining_time=0:00:09.619210, arrival_time=2021-04-10 01:29:55.483323, cost_time=0:00:03.294243 2021-04-10 01:29:46,496 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=2.02ms, fps=4058 images/s, loss=1.3908, top1-acc=63.25%, top5-acc=87.39%, remaining_time=0:00:08.901336, arrival_time=2021-04-10 01:29:55.398174, cost_time=0:00:03.927046 2021-04-10 01:29:47,120 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=1.61ms, fps=4108 images/s, loss=1.3994, top1-acc=63.07%, top5-acc=87.25%, remaining_time=0:00:08.191260, arrival_time=2021-04-10 01:29:55.311734, cost_time=0:00:04.550688 2021-04-10 01:29:47,747 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=1.99ms, fps=4089 images/s, loss=1.3953, top1-acc=63.18%, top5-acc=87.29%, remaining_time=0:00:07.506824, arrival_time=2021-04-10 01:29:55.253818, cost_time=0:00:05.177150 2021-04-10 01:29:48,375 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=1.43ms, fps=4076 images/s, loss=1.3956, top1-acc=63.04%, top5-acc=87.29%, remaining_time=0:00:06.837848, arrival_time=2021-04-10 01:29:55.213663, cost_time=0:00:05.805736 2021-04-10 01:29:49,004 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=2.11ms, fps=4077 images/s, loss=1.3988, top1-acc=62.99%, top5-acc=87.29%, remaining_time=0:00:06.177312, arrival_time=2021-04-10 01:29:55.181903, cost_time=0:00:06.434735 2021-04-10 01:29:49,629 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=1.43ms, fps=4100 images/s, loss=1.3945, top1-acc=63.07%, top5-acc=87.30%, remaining_time=0:00:05.519394, arrival_time=2021-04-10 01:29:55.148918, cost_time=0:00:07.059719 2021-04-10 01:29:50,258 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=1.84ms, fps=4071 images/s, loss=1.3968, top1-acc=63.00%, top5-acc=87.21%, remaining_time=0:00:04.869700, arrival_time=2021-04-10 01:29:55.128583, cost_time=0:00:07.689030 2021-04-10 01:29:50,882 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.50ms, fps=4112 images/s, loss=1.3982, top1-acc=63.00%, top5-acc=87.14%, remaining_time=0:00:04.220040, arrival_time=2021-04-10 01:29:55.102052, cost_time=0:00:08.312218 2021-04-10 01:29:51,507 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=1.72ms, fps=4094 images/s, loss=1.3973, top1-acc=63.07%, top5-acc=87.20%, remaining_time=0:00:03.575208, arrival_time=2021-04-10 01:29:55.083065, cost_time=0:00:08.938007 2021-04-10 01:29:52,132 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=1.64ms, fps=4104 images/s, loss=1.3978, top1-acc=63.03%, top5-acc=87.22%, remaining_time=0:00:02.932454, arrival_time=2021-04-10 01:29:55.064657, cost_time=0:00:09.562360 2021-04-10 01:29:52,753 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=1.70ms, fps=4123 images/s, loss=1.4038, top1-acc=62.92%, top5-acc=87.14%, remaining_time=0:00:02.291364, arrival_time=2021-04-10 01:29:55.045017, cost_time=0:00:10.183832 2021-04-10 01:29:53,382 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=2.07ms, fps=4074 images/s, loss=1.4070, top1-acc=62.80%, top5-acc=87.12%, remaining_time=0:00:01.653704, arrival_time=2021-04-10 01:29:55.036236, cost_time=0:00:10.812733 2021-04-10 01:29:54,013 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=1.54ms, fps=4059 images/s, loss=1.4093, top1-acc=62.78%, top5-acc=87.08%, remaining_time=0:00:01.017232, arrival_time=2021-04-10 01:29:55.030981, cost_time=0:00:11.443912 2021-04-10 01:29:54,645 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.86ms, fps=4059 images/s, loss=1.4083, top1-acc=62.81%, top5-acc=87.06%, remaining_time=0:00:00.381318, arrival_time=2021-04-10 01:29:55.026256, cost_time=0:00:12.075107 2021-04-10 01:29:54,985 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=0.09ms, fps=4006 images/s, loss=1.4078, top1-acc=62.82%, top5-acc=87.09%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:54.985065, cost_time=0:00:12.415156 2021-04-10 01:29:55,345 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=0.30ms, fps=7142 images/s, loss=1.8824, top1-acc=51.91%, top5-acc=79.61%, remaining_time=0:00:01.075320, arrival_time=2021-04-10 01:29:56.420399, cost_time=0:00:00.358435 2021-04-10 01:29:55,600 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=0.31ms, fps=10040 images/s, loss=1.8498, top1-acc=53.59%, top5-acc=80.41%, remaining_time=0:00:00.614000, arrival_time=2021-04-10 01:29:56.214603, cost_time=0:00:00.613997 2021-04-10 01:29:55,866 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=0.41ms, fps=9659 images/s, loss=1.8408, top1-acc=53.70%, top5-acc=80.98%, remaining_time=0:00:00.293160, arrival_time=2021-04-10 01:29:56.159281, cost_time=0:00:00.879492 2021-04-10 01:29:56,133 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=0.06ms, fps=8692 images/s, loss=1.8330, top1-acc=54.08%, top5-acc=81.14%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:56.133827, cost_time=0:00:01.147252 2021-04-10 01:29:56,640 INFO : Epoch=0032 complete, best val top1-acc=54.28%, top5-acc=80.36% (epoch=28), remaining_time=0:40:18.774792, arrival_time=2021-04-10 02:10:15.415454, cost_time=0:07:40.719018 2021-04-10 01:29:56,641 INFO : Train start, epoch=0033, lr=0.093815 2021-04-10 01:29:57,472 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=1.40ms, fps=3080 images/s, loss=1.4157, top1-acc=62.15%, top5-acc=87.07%, remaining_time=0:00:15.459948, arrival_time=2021-04-10 01:30:12.932734, cost_time=0:00:00.831181 2021-04-10 01:29:58,092 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=1.53ms, fps=4137 images/s, loss=1.3559, top1-acc=63.95%, top5-acc=88.55%, remaining_time=0:00:12.763696, arrival_time=2021-04-10 01:30:10.855725, cost_time=0:00:01.450419 2021-04-10 01:29:58,720 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=1.85ms, fps=4079 images/s, loss=1.3363, top1-acc=64.40%, top5-acc=88.74%, remaining_time=0:00:11.500978, arrival_time=2021-04-10 01:30:10.221068, cost_time=0:00:02.078494 2021-04-10 01:29:59,349 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=2.14ms, fps=4072 images/s, loss=1.3461, top1-acc=63.89%, top5-acc=88.68%, remaining_time=0:00:10.559484, arrival_time=2021-04-10 01:30:09.908696, cost_time=0:00:02.707553 2021-04-10 01:29:59,974 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=1.54ms, fps=4101 images/s, loss=1.3526, top1-acc=63.86%, top5-acc=88.42%, remaining_time=0:00:09.730754, arrival_time=2021-04-10 01:30:09.704801, cost_time=0:00:03.332426 2021-04-10 01:30:00,611 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=1.40ms, fps=4019 images/s, loss=1.3559, top1-acc=63.63%, top5-acc=88.45%, remaining_time=0:00:08.998440, arrival_time=2021-04-10 01:30:09.610017, cost_time=0:00:03.969925 2021-04-10 01:30:01,247 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=2.16ms, fps=4033 images/s, loss=1.3519, top1-acc=63.59%, top5-acc=88.48%, remaining_time=0:00:08.289540, arrival_time=2021-04-10 01:30:09.536606, cost_time=0:00:04.605327 2021-04-10 01:30:01,876 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=2.10ms, fps=4074 images/s, loss=1.3546, top1-acc=63.56%, top5-acc=88.43%, remaining_time=0:00:07.590112, arrival_time=2021-04-10 01:30:09.466400, cost_time=0:00:05.234585 2021-04-10 01:30:02,509 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=1.84ms, fps=4048 images/s, loss=1.3551, top1-acc=63.57%, top5-acc=88.35%, remaining_time=0:00:06.910776, arrival_time=2021-04-10 01:30:09.420097, cost_time=0:00:05.867663 2021-04-10 01:30:03,138 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=3.17ms, fps=4076 images/s, loss=1.3653, top1-acc=63.39%, top5-acc=88.23%, remaining_time=0:00:06.236352, arrival_time=2021-04-10 01:30:09.374395, cost_time=0:00:06.496243 2021-04-10 01:30:03,757 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=1.51ms, fps=4140 images/s, loss=1.3734, top1-acc=63.25%, top5-acc=88.12%, remaining_time=0:00:05.563168, arrival_time=2021-04-10 01:30:09.320399, cost_time=0:00:07.115625 2021-04-10 01:30:04,379 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=2.21ms, fps=4121 images/s, loss=1.3811, top1-acc=63.08%, top5-acc=87.94%, remaining_time=0:00:04.900328, arrival_time=2021-04-10 01:30:09.279301, cost_time=0:00:07.737323 2021-04-10 01:30:05,007 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=1.47ms, fps=4076 images/s, loss=1.3853, top1-acc=62.93%, top5-acc=87.91%, remaining_time=0:00:04.247298, arrival_time=2021-04-10 01:30:09.254813, cost_time=0:00:08.365899 2021-04-10 01:30:05,635 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=1.78ms, fps=4082 images/s, loss=1.3870, top1-acc=62.93%, top5-acc=87.85%, remaining_time=0:00:03.597384, arrival_time=2021-04-10 01:30:09.232506, cost_time=0:00:08.993517 2021-04-10 01:30:06,260 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=1.68ms, fps=4097 images/s, loss=1.3920, top1-acc=62.84%, top5-acc=87.74%, remaining_time=0:00:02.949750, arrival_time=2021-04-10 01:30:09.210120, cost_time=0:00:09.618759 2021-04-10 01:30:06,886 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=1.44ms, fps=4128 images/s, loss=1.3943, top1-acc=62.87%, top5-acc=87.67%, remaining_time=0:00:02.305008, arrival_time=2021-04-10 01:30:09.191190, cost_time=0:00:10.244501 2021-04-10 01:30:07,513 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=1.60ms, fps=4086 images/s, loss=1.3946, top1-acc=62.84%, top5-acc=87.65%, remaining_time=0:00:01.662726, arrival_time=2021-04-10 01:30:09.176010, cost_time=0:00:10.871610 2021-04-10 01:30:08,142 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=1.81ms, fps=4074 images/s, loss=1.3951, top1-acc=62.84%, top5-acc=87.60%, remaining_time=0:00:01.022272, arrival_time=2021-04-10 01:30:09.164414, cost_time=0:00:11.500552 2021-04-10 01:30:08,769 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=1.65ms, fps=4082 images/s, loss=1.3972, top1-acc=62.83%, top5-acc=87.52%, remaining_time=0:00:00.382992, arrival_time=2021-04-10 01:30:09.152788, cost_time=0:00:12.128149 2021-04-10 01:30:09,108 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=0.09ms, fps=4025 images/s, loss=1.3972, top1-acc=62.77%, top5-acc=87.50%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:09.108173, cost_time=0:00:12.466599 2021-04-10 01:30:09,476 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=0.43ms, fps=7017 images/s, loss=1.9639, top1-acc=52.19%, top5-acc=78.52%, remaining_time=0:00:01.094370, arrival_time=2021-04-10 01:30:10.570820, cost_time=0:00:00.364794 2021-04-10 01:30:09,725 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=0.20ms, fps=10297 images/s, loss=2.0091, top1-acc=51.23%, top5-acc=77.62%, remaining_time=0:00:00.613920, arrival_time=2021-04-10 01:30:10.339504, cost_time=0:00:00.613925 2021-04-10 01:30:09,971 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=1.92ms, fps=10431 images/s, loss=1.9960, top1-acc=51.28%, top5-acc=77.70%, remaining_time=0:00:00.286620, arrival_time=2021-04-10 01:30:10.258075, cost_time=0:00:00.859847 2021-04-10 01:30:10,213 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.11ms, fps=9598 images/s, loss=2.0110, top1-acc=51.38%, top5-acc=77.61%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:10.213525, cost_time=0:00:01.101948 2021-04-10 01:30:10,725 INFO : Epoch=0033 complete, best val top1-acc=54.28%, top5-acc=80.36% (epoch=28), remaining_time=0:40:02.795499, arrival_time=2021-04-10 02:10:13.521040, cost_time=0:07:54.803914 2021-04-10 01:30:10,726 INFO : Train start, epoch=0034, lr=0.093432 2021-04-10 01:30:11,525 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=4.01ms, fps=3205 images/s, loss=1.3393, top1-acc=63.40%, top5-acc=88.44%, remaining_time=0:00:14.858424, arrival_time=2021-04-10 01:30:26.383725, cost_time=0:00:00.798842 2021-04-10 01:30:12,153 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=1.93ms, fps=4078 images/s, loss=1.3507, top1-acc=63.11%, top5-acc=87.81%, remaining_time=0:00:12.560768, arrival_time=2021-04-10 01:30:24.714511, cost_time=0:00:01.427351 2021-04-10 01:30:12,775 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=1.72ms, fps=4124 images/s, loss=1.3189, top1-acc=64.47%, top5-acc=88.24%, remaining_time=0:00:11.336472, arrival_time=2021-04-10 01:30:24.111626, cost_time=0:00:02.048759 2021-04-10 01:30:13,401 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=1.90ms, fps=4090 images/s, loss=1.3383, top1-acc=64.33%, top5-acc=87.80%, remaining_time=0:00:10.433280, arrival_time=2021-04-10 01:30:23.834944, cost_time=0:00:02.675219 2021-04-10 01:30:14,022 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=1.62ms, fps=4130 images/s, loss=1.3338, top1-acc=64.39%, top5-acc=88.09%, remaining_time=0:00:09.623590, arrival_time=2021-04-10 01:30:23.645757, cost_time=0:00:03.295734 2021-04-10 01:30:14,645 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=1.47ms, fps=4109 images/s, loss=1.3338, top1-acc=64.43%, top5-acc=88.09%, remaining_time=0:00:08.884064, arrival_time=2021-04-10 01:30:23.529824, cost_time=0:00:03.919411 2021-04-10 01:30:15,266 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=2.00ms, fps=4126 images/s, loss=1.3364, top1-acc=64.30%, top5-acc=88.05%, remaining_time=0:00:08.172360, arrival_time=2021-04-10 01:30:23.438997, cost_time=0:00:04.540235 2021-04-10 01:30:15,897 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=2.30ms, fps=4062 images/s, loss=1.3464, top1-acc=64.12%, top5-acc=87.88%, remaining_time=0:00:07.498008, arrival_time=2021-04-10 01:30:23.395442, cost_time=0:00:05.171010 2021-04-10 01:30:16,535 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=2.15ms, fps=4019 images/s, loss=1.3523, top1-acc=63.95%, top5-acc=87.80%, remaining_time=0:00:06.841346, arrival_time=2021-04-10 01:30:23.376493, cost_time=0:00:05.808652 2021-04-10 01:30:17,185 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=1.87ms, fps=3940 images/s, loss=1.3570, top1-acc=63.87%, top5-acc=87.75%, remaining_time=0:00:06.200832, arrival_time=2021-04-10 01:30:23.386415, cost_time=0:00:06.459226 2021-04-10 01:30:17,823 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=3.32ms, fps=4019 images/s, loss=1.3620, top1-acc=63.75%, top5-acc=87.75%, remaining_time=0:00:05.548290, arrival_time=2021-04-10 01:30:23.371283, cost_time=0:00:07.096635 2021-04-10 01:30:18,445 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=1.70ms, fps=4117 images/s, loss=1.3684, top1-acc=63.58%, top5-acc=87.69%, remaining_time=0:00:04.888624, arrival_time=2021-04-10 01:30:23.333886, cost_time=0:00:07.718908 2021-04-10 01:30:19,063 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=2.10ms, fps=4145 images/s, loss=1.3772, top1-acc=63.36%, top5-acc=87.60%, remaining_time=0:00:04.232580, arrival_time=2021-04-10 01:30:23.295907, cost_time=0:00:08.336928 2021-04-10 01:30:19,691 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=2.21ms, fps=4082 images/s, loss=1.3741, top1-acc=63.47%, top5-acc=87.59%, remaining_time=0:00:03.585848, arrival_time=2021-04-10 01:30:23.276930, cost_time=0:00:08.964680 2021-04-10 01:30:20,323 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=1.57ms, fps=4050 images/s, loss=1.3798, top1-acc=63.39%, top5-acc=87.51%, remaining_time=0:00:02.943172, arrival_time=2021-04-10 01:30:23.266855, cost_time=0:00:09.597292 2021-04-10 01:30:20,955 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=1.41ms, fps=4055 images/s, loss=1.3828, top1-acc=63.32%, top5-acc=87.48%, remaining_time=0:00:02.301552, arrival_time=2021-04-10 01:30:23.257207, cost_time=0:00:10.229153 2021-04-10 01:30:21,580 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=1.50ms, fps=4105 images/s, loss=1.3850, top1-acc=63.24%, top5-acc=87.44%, remaining_time=0:00:01.659970, arrival_time=2021-04-10 01:30:23.239944, cost_time=0:00:10.853642 2021-04-10 01:30:22,210 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=1.55ms, fps=4066 images/s, loss=1.3870, top1-acc=63.18%, top5-acc=87.43%, remaining_time=0:00:01.020768, arrival_time=2021-04-10 01:30:23.230822, cost_time=0:00:11.483703 2021-04-10 01:30:22,827 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.27ms, fps=4151 images/s, loss=1.3899, top1-acc=63.13%, top5-acc=87.40%, remaining_time=0:00:00.382134, arrival_time=2021-04-10 01:30:23.209482, cost_time=0:00:12.100915 2021-04-10 01:30:23,169 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=0.07ms, fps=3985 images/s, loss=1.3886, top1-acc=63.19%, top5-acc=87.44%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:23.169190, cost_time=0:00:12.442831 2021-04-10 01:30:23,517 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=0.43ms, fps=7375 images/s, loss=1.7951, top1-acc=54.30%, top5-acc=80.31%, remaining_time=0:00:01.041330, arrival_time=2021-04-10 01:30:24.558648, cost_time=0:00:00.347114 2021-04-10 01:30:23,766 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=1.97ms, fps=10292 images/s, loss=1.8066, top1-acc=53.95%, top5-acc=80.57%, remaining_time=0:00:00.596340, arrival_time=2021-04-10 01:30:24.362831, cost_time=0:00:00.596341 2021-04-10 01:30:24,025 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=14.73ms, fps=9916 images/s, loss=1.8030, top1-acc=54.35%, top5-acc=80.73%, remaining_time=0:00:00.284960, arrival_time=2021-04-10 01:30:24.310030, cost_time=0:00:00.854874 2021-04-10 01:30:24,258 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=0.07ms, fps=9964 images/s, loss=1.8211, top1-acc=54.22%, top5-acc=80.81%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:24.258330, cost_time=0:00:01.088215 2021-04-10 01:30:24,832 INFO : Epoch=0034 complete, best val top1-acc=54.28%, top5-acc=80.36% (epoch=28), remaining_time=0:39:47.037172, arrival_time=2021-04-10 02:10:11.870032, cost_time=0:08:08.911225 2021-04-10 01:30:24,833 INFO : Train start, epoch=0035, lr=0.093037 2021-04-10 01:30:25,659 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=2.89ms, fps=3100 images/s, loss=1.3426, top1-acc=64.22%, top5-acc=88.40%, remaining_time=0:00:15.361182, arrival_time=2021-04-10 01:30:41.020939, cost_time=0:00:00.825874 2021-04-10 01:30:26,281 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=0.53ms, fps=4124 images/s, loss=1.3085, top1-acc=65.16%, top5-acc=88.87%, remaining_time=0:00:12.737648, arrival_time=2021-04-10 01:30:39.018900, cost_time=0:00:01.447466 2021-04-10 01:30:26,915 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=1.64ms, fps=4042 images/s, loss=1.3040, top1-acc=64.91%, top5-acc=88.91%, remaining_time=0:00:11.517246, arrival_time=2021-04-10 01:30:38.432420, cost_time=0:00:02.081435 2021-04-10 01:30:27,537 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=1.70ms, fps=4120 images/s, loss=1.3259, top1-acc=64.40%, top5-acc=88.49%, remaining_time=0:00:10.542636, arrival_time=2021-04-10 01:30:38.079699, cost_time=0:00:02.703245 2021-04-10 01:30:28,165 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=1.93ms, fps=4078 images/s, loss=1.3252, top1-acc=64.43%, top5-acc=88.57%, remaining_time=0:00:09.728418, arrival_time=2021-04-10 01:30:37.893815, cost_time=0:00:03.331656 2021-04-10 01:30:28,789 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=1.90ms, fps=4106 images/s, loss=1.3128, top1-acc=64.60%, top5-acc=88.81%, remaining_time=0:00:08.965936, arrival_time=2021-04-10 01:30:37.755224, cost_time=0:00:03.955557 2021-04-10 01:30:29,416 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=1.83ms, fps=4082 images/s, loss=1.3276, top1-acc=64.31%, top5-acc=88.53%, remaining_time=0:00:08.249598, arrival_time=2021-04-10 01:30:37.666523, cost_time=0:00:04.583139 2021-04-10 01:30:30,038 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=1.75ms, fps=4122 images/s, loss=1.3373, top1-acc=64.05%, top5-acc=88.36%, remaining_time=0:00:07.546844, arrival_time=2021-04-10 01:30:37.585355, cost_time=0:00:05.204739 2021-04-10 01:30:30,661 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=2.58ms, fps=4112 images/s, loss=1.3371, top1-acc=64.01%, top5-acc=88.41%, remaining_time=0:00:06.863712, arrival_time=2021-04-10 01:30:37.525296, cost_time=0:00:05.827706 2021-04-10 01:30:31,289 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=1.56ms, fps=4082 images/s, loss=1.3439, top1-acc=63.83%, top5-acc=88.34%, remaining_time=0:00:06.197376, arrival_time=2021-04-10 01:30:37.486770, cost_time=0:00:06.455574 2021-04-10 01:30:31,915 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=1.41ms, fps=4095 images/s, loss=1.3476, top1-acc=63.75%, top5-acc=88.19%, remaining_time=0:00:05.536422, arrival_time=2021-04-10 01:30:37.451609, cost_time=0:00:07.081430 2021-04-10 01:30:32,537 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=1.42ms, fps=4115 images/s, loss=1.3473, top1-acc=63.80%, top5-acc=88.20%, remaining_time=0:00:04.879200, arrival_time=2021-04-10 01:30:37.416978, cost_time=0:00:07.703986 2021-04-10 01:30:33,166 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=1.57ms, fps=4074 images/s, loss=1.3461, top1-acc=63.80%, top5-acc=88.23%, remaining_time=0:00:04.230600, arrival_time=2021-04-10 01:30:37.397357, cost_time=0:00:08.332958 2021-04-10 01:30:33,791 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=1.56ms, fps=4100 images/s, loss=1.3460, top1-acc=63.81%, top5-acc=88.25%, remaining_time=0:00:03.583216, arrival_time=2021-04-10 01:30:37.375004, cost_time=0:00:08.958010 2021-04-10 01:30:34,416 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=2.15ms, fps=4103 images/s, loss=1.3446, top1-acc=63.82%, top5-acc=88.25%, remaining_time=0:00:02.938664, arrival_time=2021-04-10 01:30:37.354947, cost_time=0:00:09.582538 2021-04-10 01:30:35,039 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=1.45ms, fps=4111 images/s, loss=1.3489, top1-acc=63.69%, top5-acc=88.14%, remaining_time=0:00:02.296296, arrival_time=2021-04-10 01:30:37.335748, cost_time=0:00:10.205724 2021-04-10 01:30:35,687 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=1.75ms, fps=3954 images/s, loss=1.3513, top1-acc=63.75%, top5-acc=88.09%, remaining_time=0:00:01.659944, arrival_time=2021-04-10 01:30:37.347176, cost_time=0:00:10.853493 2021-04-10 01:30:36,316 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=1.48ms, fps=4074 images/s, loss=1.3512, top1-acc=63.73%, top5-acc=88.12%, remaining_time=0:00:01.020656, arrival_time=2021-04-10 01:30:37.336700, cost_time=0:00:11.482305 2021-04-10 01:30:36,937 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=1.48ms, fps=4122 images/s, loss=1.3555, top1-acc=63.69%, top5-acc=88.06%, remaining_time=0:00:00.382224, arrival_time=2021-04-10 01:30:37.319763, cost_time=0:00:12.103764 2021-04-10 01:30:37,276 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=0.09ms, fps=4023 images/s, loss=1.3568, top1-acc=63.66%, top5-acc=88.04%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:37.276171, cost_time=0:00:12.442361 2021-04-10 01:30:37,647 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=0.20ms, fps=6923 images/s, loss=1.8723, top1-acc=53.79%, top5-acc=79.22%, remaining_time=0:00:01.109250, arrival_time=2021-04-10 01:30:38.756314, cost_time=0:00:00.369753 2021-04-10 01:30:37,908 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=0.33ms, fps=9828 images/s, loss=1.8162, top1-acc=55.06%, top5-acc=80.10%, remaining_time=0:00:00.630780, arrival_time=2021-04-10 01:30:38.538855, cost_time=0:00:00.630784 2021-04-10 01:30:38,161 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=5.39ms, fps=10137 images/s, loss=1.8096, top1-acc=55.03%, top5-acc=80.21%, remaining_time=0:00:00.294610, arrival_time=2021-04-10 01:30:38.455734, cost_time=0:00:00.883817 2021-04-10 01:30:38,378 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=0.09ms, fps=10686 images/s, loss=1.8131, top1-acc=54.86%, top5-acc=80.68%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:38.378674, cost_time=0:00:01.101449 2021-04-10 01:30:39,566 INFO : Epoch=0035 complete, best val top1-acc=54.86%, top5-acc=80.68% (epoch=35), remaining_time=0:39:34.325580, arrival_time=2021-04-10 02:10:13.892015, cost_time=0:08:23.644806 2021-04-10 01:30:39,567 INFO : Train start, epoch=0036, lr=0.092632 2021-04-10 01:30:40,465 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=0.50ms, fps=2851 images/s, loss=1.3728, top1-acc=63.05%, top5-acc=87.62%, remaining_time=0:00:16.700010, arrival_time=2021-04-10 01:30:57.165251, cost_time=0:00:00.897850 2021-04-10 01:30:41,095 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=1.49ms, fps=4068 images/s, loss=1.3303, top1-acc=64.26%, top5-acc=88.46%, remaining_time=0:00:13.444992, arrival_time=2021-04-10 01:30:54.540191, cost_time=0:00:01.527849 2021-04-10 01:30:41,727 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=6.17ms, fps=4051 images/s, loss=1.3238, top1-acc=64.43%, top5-acc=88.70%, remaining_time=0:00:11.954158, arrival_time=2021-04-10 01:30:53.681874, cost_time=0:00:02.160390 2021-04-10 01:30:42,365 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=3.01ms, fps=4023 images/s, loss=1.3021, top1-acc=65.21%, top5-acc=88.94%, remaining_time=0:00:10.911264, arrival_time=2021-04-10 01:30:53.276415, cost_time=0:00:02.797756 2021-04-10 01:30:42,993 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=1.92ms, fps=4079 images/s, loss=1.3087, top1-acc=65.16%, top5-acc=88.74%, remaining_time=0:00:10.004358, arrival_time=2021-04-10 01:30:52.997839, cost_time=0:00:03.426155 2021-04-10 01:30:43,624 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=2.23ms, fps=4063 images/s, loss=1.3116, top1-acc=65.03%, top5-acc=88.49%, remaining_time=0:00:09.195232, arrival_time=2021-04-10 01:30:52.819253, cost_time=0:00:04.056747 2021-04-10 01:30:44,249 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=1.42ms, fps=4095 images/s, loss=1.3119, top1-acc=65.01%, top5-acc=88.52%, remaining_time=0:00:08.428014, arrival_time=2021-04-10 01:30:52.677536, cost_time=0:00:04.682243 2021-04-10 01:30:44,868 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=2.14ms, fps=4141 images/s, loss=1.3119, top1-acc=64.97%, top5-acc=88.47%, remaining_time=0:00:07.686276, arrival_time=2021-04-10 01:30:52.554432, cost_time=0:00:05.300863 2021-04-10 01:30:45,483 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=1.74ms, fps=4161 images/s, loss=1.3136, top1-acc=64.90%, top5-acc=88.55%, remaining_time=0:00:06.968440, arrival_time=2021-04-10 01:30:52.452309, cost_time=0:00:05.916558 2021-04-10 01:30:46,130 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=1.78ms, fps=3963 images/s, loss=1.3251, top1-acc=64.62%, top5-acc=88.41%, remaining_time=0:00:06.300576, arrival_time=2021-04-10 01:30:52.431054, cost_time=0:00:06.563077 2021-04-10 01:30:46,749 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=0.50ms, fps=4142 images/s, loss=1.3309, top1-acc=64.46%, top5-acc=88.31%, remaining_time=0:00:05.614940, arrival_time=2021-04-10 01:30:52.364120, cost_time=0:00:07.181855 2021-04-10 01:30:47,378 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=1.44ms, fps=4073 images/s, loss=1.3282, top1-acc=64.54%, top5-acc=88.27%, remaining_time=0:00:04.946992, arrival_time=2021-04-10 01:30:52.325387, cost_time=0:00:07.811026 2021-04-10 01:30:48,005 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=2.17ms, fps=4084 images/s, loss=1.3261, top1-acc=64.62%, top5-acc=88.30%, remaining_time=0:00:04.284192, arrival_time=2021-04-10 01:30:52.290037, cost_time=0:00:08.438528 2021-04-10 01:30:48,631 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=1.96ms, fps=4097 images/s, loss=1.3309, top1-acc=64.49%, top5-acc=88.21%, remaining_time=0:00:03.625552, arrival_time=2021-04-10 01:30:52.256716, cost_time=0:00:09.063893 2021-04-10 01:30:49,252 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=2.06ms, fps=4121 images/s, loss=1.3358, top1-acc=64.42%, top5-acc=88.16%, remaining_time=0:00:02.970220, arrival_time=2021-04-10 01:30:52.223074, cost_time=0:00:09.685536 2021-04-10 01:30:49,881 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=2.16ms, fps=4077 images/s, loss=1.3379, top1-acc=64.34%, top5-acc=88.08%, remaining_time=0:00:02.320668, arrival_time=2021-04-10 01:30:52.202061, cost_time=0:00:10.314056 2021-04-10 01:30:50,503 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=2.72ms, fps=4120 images/s, loss=1.3399, top1-acc=64.30%, top5-acc=88.04%, remaining_time=0:00:01.672580, arrival_time=2021-04-10 01:30:52.175883, cost_time=0:00:10.936022 2021-04-10 01:30:51,124 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=2.02ms, fps=4125 images/s, loss=1.3442, top1-acc=64.23%, top5-acc=87.98%, remaining_time=0:00:01.027280, arrival_time=2021-04-10 01:30:52.151696, cost_time=0:00:11.556957 2021-04-10 01:30:51,760 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.89ms, fps=4033 images/s, loss=1.3486, top1-acc=64.11%, top5-acc=87.92%, remaining_time=0:00:00.385032, arrival_time=2021-04-10 01:30:52.145035, cost_time=0:00:12.192739 2021-04-10 01:30:52,101 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=0.08ms, fps=3989 images/s, loss=1.3505, top1-acc=64.12%, top5-acc=87.89%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:52.101340, cost_time=0:00:12.534073 2021-04-10 01:30:52,448 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=0.46ms, fps=7404 images/s, loss=1.9283, top1-acc=54.30%, top5-acc=78.75%, remaining_time=0:00:01.037160, arrival_time=2021-04-10 01:30:53.485220, cost_time=0:00:00.345720 2021-04-10 01:30:52,714 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=0.42ms, fps=9648 images/s, loss=1.9912, top1-acc=52.73%, top5-acc=78.22%, remaining_time=0:00:00.611600, arrival_time=2021-04-10 01:30:53.325615, cost_time=0:00:00.611597 2021-04-10 01:30:52,964 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=2.67ms, fps=10262 images/s, loss=1.9828, top1-acc=52.55%, top5-acc=78.09%, remaining_time=0:00:00.287250, arrival_time=2021-04-10 01:30:53.251361, cost_time=0:00:00.861749 2021-04-10 01:30:53,180 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=0.10ms, fps=10775 images/s, loss=1.9780, top1-acc=53.07%, top5-acc=78.57%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:53.179942, cost_time=0:00:01.077637 2021-04-10 01:30:53,679 INFO : Epoch=0036 complete, best val top1-acc=54.86%, top5-acc=80.68% (epoch=35), remaining_time=0:39:18.674732, arrival_time=2021-04-10 02:10:12.354260, cost_time=0:08:37.757883 2021-04-10 01:30:53,680 INFO : Train start, epoch=0037, lr=0.092216 2021-04-10 01:30:54,506 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=0.27ms, fps=3101 images/s, loss=1.3327, top1-acc=65.08%, top5-acc=88.75%, remaining_time=0:00:15.355788, arrival_time=2021-04-10 01:31:09.862085, cost_time=0:00:00.825579 2021-04-10 01:30:55,168 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=1.66ms, fps=3871 images/s, loss=1.3368, top1-acc=64.88%, top5-acc=88.42%, remaining_time=0:00:13.093872, arrival_time=2021-04-10 01:31:08.262332, cost_time=0:00:01.487939 2021-04-10 01:30:55,795 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=1.70ms, fps=4085 images/s, loss=1.3253, top1-acc=64.99%, top5-acc=88.26%, remaining_time=0:00:11.704660, arrival_time=2021-04-10 01:31:07.500459, cost_time=0:00:02.115301 2021-04-10 01:30:56,419 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=1.44ms, fps=4110 images/s, loss=1.3137, top1-acc=65.21%, top5-acc=88.38%, remaining_time=0:00:10.680852, arrival_time=2021-04-10 01:31:07.100157, cost_time=0:00:02.738683 2021-04-10 01:30:57,043 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=1.55ms, fps=4106 images/s, loss=1.3034, top1-acc=65.41%, top5-acc=88.59%, remaining_time=0:00:09.819814, arrival_time=2021-04-10 01:31:06.863289, cost_time=0:00:03.362962 2021-04-10 01:30:57,689 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=1.51ms, fps=3969 images/s, loss=1.3000, top1-acc=65.40%, top5-acc=88.89%, remaining_time=0:00:09.085888, arrival_time=2021-04-10 01:31:06.774889, cost_time=0:00:04.008510 2021-04-10 01:30:58,320 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=2.20ms, fps=4061 images/s, loss=1.2971, top1-acc=65.31%, top5-acc=89.05%, remaining_time=0:00:08.351028, arrival_time=2021-04-10 01:31:06.671052, cost_time=0:00:04.639491 2021-04-10 01:30:58,949 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=2.22ms, fps=4073 images/s, loss=1.2974, top1-acc=65.31%, top5-acc=88.96%, remaining_time=0:00:07.639412, arrival_time=2021-04-10 01:31:06.588476, cost_time=0:00:05.268550 2021-04-10 01:30:59,579 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=1.94ms, fps=4064 images/s, loss=1.3016, top1-acc=65.21%, top5-acc=88.93%, remaining_time=0:00:06.947770, arrival_time=2021-04-10 01:31:06.527285, cost_time=0:00:05.899058 2021-04-10 01:31:00,209 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=1.92ms, fps=4066 images/s, loss=1.3044, top1-acc=65.23%, top5-acc=88.87%, remaining_time=0:00:06.267936, arrival_time=2021-04-10 01:31:06.477474, cost_time=0:00:06.529082 2021-04-10 01:31:00,844 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=1.64ms, fps=4037 images/s, loss=1.3073, top1-acc=65.12%, top5-acc=88.86%, remaining_time=0:00:05.600578, arrival_time=2021-04-10 01:31:06.444608, cost_time=0:00:07.163561 2021-04-10 01:31:01,478 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=1.46ms, fps=4040 images/s, loss=1.3112, top1-acc=65.01%, top5-acc=88.78%, remaining_time=0:00:04.938480, arrival_time=2021-04-10 01:31:06.416698, cost_time=0:00:07.797623 2021-04-10 01:31:02,109 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.92ms, fps=4062 images/s, loss=1.3109, top1-acc=65.03%, top5-acc=88.80%, remaining_time=0:00:04.279110, arrival_time=2021-04-10 01:31:06.388225, cost_time=0:00:08.428570 2021-04-10 01:31:02,735 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=1.49ms, fps=4094 images/s, loss=1.3137, top1-acc=64.94%, top5-acc=88.72%, remaining_time=0:00:03.621800, arrival_time=2021-04-10 01:31:06.356752, cost_time=0:00:09.054504 2021-04-10 01:31:03,369 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=1.49ms, fps=4040 images/s, loss=1.3162, top1-acc=64.83%, top5-acc=88.69%, remaining_time=0:00:02.971140, arrival_time=2021-04-10 01:31:06.340132, cost_time=0:00:09.688480 2021-04-10 01:31:03,987 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=1.63ms, fps=4142 images/s, loss=1.3187, top1-acc=64.74%, top5-acc=88.67%, remaining_time=0:00:02.319120, arrival_time=2021-04-10 01:31:06.306743, cost_time=0:00:10.307183 2021-04-10 01:31:04,614 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=2.31ms, fps=4087 images/s, loss=1.3201, top1-acc=64.72%, top5-acc=88.63%, remaining_time=0:00:01.672242, arrival_time=2021-04-10 01:31:06.286607, cost_time=0:00:10.933902 2021-04-10 01:31:05,244 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=1.88ms, fps=4064 images/s, loss=1.3260, top1-acc=64.57%, top5-acc=88.51%, remaining_time=0:00:01.027936, arrival_time=2021-04-10 01:31:06.272645, cost_time=0:00:11.564204 2021-04-10 01:31:05,890 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=1.65ms, fps=3967 images/s, loss=1.3278, top1-acc=64.57%, top5-acc=88.45%, remaining_time=0:00:00.385578, arrival_time=2021-04-10 01:31:06.276077, cost_time=0:00:12.210041 2021-04-10 01:31:06,228 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=0.09ms, fps=4036 images/s, loss=1.3275, top1-acc=64.56%, top5-acc=88.45%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:06.227989, cost_time=0:00:12.547413 2021-04-10 01:31:06,608 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=0.29ms, fps=6755 images/s, loss=1.8873, top1-acc=53.91%, top5-acc=80.20%, remaining_time=0:00:01.136820, arrival_time=2021-04-10 01:31:07.745127, cost_time=0:00:00.378942 2021-04-10 01:31:06,878 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=0.38ms, fps=9481 images/s, loss=1.9370, top1-acc=53.20%, top5-acc=79.34%, remaining_time=0:00:00.649340, arrival_time=2021-04-10 01:31:07.528076, cost_time=0:00:00.649332 2021-04-10 01:31:07,157 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=0.36ms, fps=9189 images/s, loss=1.9384, top1-acc=53.16%, top5-acc=79.39%, remaining_time=0:00:00.309470, arrival_time=2021-04-10 01:31:07.467325, cost_time=0:00:00.928412 2021-04-10 01:31:07,385 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.07ms, fps=10236 images/s, loss=1.8947, top1-acc=54.13%, top5-acc=79.79%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:07.385030, cost_time=0:00:01.155665 2021-04-10 01:31:07,967 INFO : Epoch=0037 complete, best val top1-acc=54.86%, top5-acc=80.68% (epoch=35), remaining_time=0:39:03.875452, arrival_time=2021-04-10 02:10:11.842447, cost_time=0:08:52.045356 2021-04-10 01:31:07,967 INFO : Train start, epoch=0038, lr=0.091790 2021-04-10 01:31:08,771 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=3.94ms, fps=3187 images/s, loss=1.2994, top1-acc=64.96%, top5-acc=88.71%, remaining_time=0:00:14.942124, arrival_time=2021-04-10 01:31:23.713563, cost_time=0:00:00.803340 2021-04-10 01:31:09,397 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=1.67ms, fps=4091 images/s, loss=1.2894, top1-acc=64.88%, top5-acc=89.10%, remaining_time=0:00:12.583472, arrival_time=2021-04-10 01:31:21.981351, cost_time=0:00:01.429942 2021-04-10 01:31:10,019 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=2.17ms, fps=4121 images/s, loss=1.2711, top1-acc=65.77%, top5-acc=89.18%, remaining_time=0:00:11.352076, arrival_time=2021-04-10 01:31:21.371674, cost_time=0:00:02.051595 2021-04-10 01:31:10,640 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=1.99ms, fps=4125 images/s, loss=1.2471, top1-acc=66.49%, top5-acc=89.45%, remaining_time=0:00:10.424076, arrival_time=2021-04-10 01:31:21.064839, cost_time=0:00:02.672822 2021-04-10 01:31:11,265 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=1.54ms, fps=4102 images/s, loss=1.2456, top1-acc=66.41%, top5-acc=89.54%, remaining_time=0:00:09.628262, arrival_time=2021-04-10 01:31:20.893559, cost_time=0:00:03.297365 2021-04-10 01:31:11,890 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=2.25ms, fps=4099 images/s, loss=1.2591, top1-acc=66.26%, top5-acc=89.37%, remaining_time=0:00:08.890728, arrival_time=2021-04-10 01:31:20.781013, cost_time=0:00:03.922353 2021-04-10 01:31:12,514 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=1.57ms, fps=4104 images/s, loss=1.2724, top1-acc=66.10%, top5-acc=89.15%, remaining_time=0:00:08.183700, arrival_time=2021-04-10 01:31:20.698141, cost_time=0:00:04.546509 2021-04-10 01:31:13,139 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=1.63ms, fps=4097 images/s, loss=1.2830, top1-acc=65.87%, top5-acc=88.98%, remaining_time=0:00:07.499052, arrival_time=2021-04-10 01:31:20.638821, cost_time=0:00:05.171771 2021-04-10 01:31:13,769 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=1.50ms, fps=4070 images/s, loss=1.2812, top1-acc=65.89%, top5-acc=89.05%, remaining_time=0:00:06.832654, arrival_time=2021-04-10 01:31:20.602070, cost_time=0:00:05.801327 2021-04-10 01:31:14,393 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=2.25ms, fps=4104 images/s, loss=1.2888, top1-acc=65.91%, top5-acc=88.90%, remaining_time=0:00:06.168864, arrival_time=2021-04-10 01:31:20.562758, cost_time=0:00:06.425944 2021-04-10 01:31:15,018 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=1.90ms, fps=4105 images/s, loss=1.2937, top1-acc=65.89%, top5-acc=88.82%, remaining_time=0:00:05.511826, arrival_time=2021-04-10 01:31:20.529838, cost_time=0:00:07.050010 2021-04-10 01:31:15,638 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=2.57ms, fps=4131 images/s, loss=1.2971, top1-acc=65.74%, top5-acc=88.74%, remaining_time=0:00:04.857844, arrival_time=2021-04-10 01:31:20.496118, cost_time=0:00:07.670299 2021-04-10 01:31:16,267 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=2.19ms, fps=4074 images/s, loss=1.3043, top1-acc=65.57%, top5-acc=88.64%, remaining_time=0:00:04.213440, arrival_time=2021-04-10 01:31:20.480670, cost_time=0:00:08.299262 2021-04-10 01:31:16,900 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=2.01ms, fps=4049 images/s, loss=1.3096, top1-acc=65.33%, top5-acc=88.63%, remaining_time=0:00:03.572856, arrival_time=2021-04-10 01:31:20.472888, cost_time=0:00:08.932092 2021-04-10 01:31:17,532 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=2.51ms, fps=4049 images/s, loss=1.3096, top1-acc=65.23%, top5-acc=88.66%, remaining_time=0:00:02.933190, arrival_time=2021-04-10 01:31:20.466009, cost_time=0:00:09.564820 2021-04-10 01:31:18,197 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=1.55ms, fps=3855 images/s, loss=1.3129, top1-acc=65.09%, top5-acc=88.63%, remaining_time=0:00:02.301660, arrival_time=2021-04-10 01:31:20.499173, cost_time=0:00:10.229567 2021-04-10 01:31:18,823 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=1.54ms, fps=4094 images/s, loss=1.3114, top1-acc=65.05%, top5-acc=88.62%, remaining_time=0:00:01.660230, arrival_time=2021-04-10 01:31:20.483551, cost_time=0:00:10.855320 2021-04-10 01:31:19,443 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=2.12ms, fps=4131 images/s, loss=1.3145, top1-acc=64.94%, top5-acc=88.59%, remaining_time=0:00:01.020048, arrival_time=2021-04-10 01:31:20.463659, cost_time=0:00:11.475618 2021-04-10 01:31:20,074 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=1.72ms, fps=4061 images/s, loss=1.3195, top1-acc=64.82%, top5-acc=88.55%, remaining_time=0:00:00.382314, arrival_time=2021-04-10 01:31:20.456794, cost_time=0:00:12.106551 2021-04-10 01:31:20,414 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=1.94ms, fps=4006 images/s, loss=1.3191, top1-acc=64.83%, top5-acc=88.53%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:20.414403, cost_time=0:00:12.446452 2021-04-10 01:31:20,756 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=0.55ms, fps=7512 images/s, loss=1.7311, top1-acc=56.02%, top5-acc=82.23%, remaining_time=0:00:01.022220, arrival_time=2021-04-10 01:31:21.778678, cost_time=0:00:00.340742 2021-04-10 01:31:21,003 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=2.13ms, fps=10416 images/s, loss=1.7554, top1-acc=55.14%, top5-acc=81.50%, remaining_time=0:00:00.587440, arrival_time=2021-04-10 01:31:21.590564, cost_time=0:00:00.587431 2021-04-10 01:31:21,249 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=1.96ms, fps=10413 images/s, loss=1.7596, top1-acc=54.80%, top5-acc=81.41%, remaining_time=0:00:00.277950, arrival_time=2021-04-10 01:31:21.527405, cost_time=0:00:00.833843 2021-04-10 01:31:21,462 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=0.07ms, fps=10894 images/s, loss=1.7857, top1-acc=54.57%, top5-acc=81.17%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:21.462780, cost_time=0:00:01.047200 2021-04-10 01:31:21,986 INFO : Epoch=0038 complete, best val top1-acc=54.86%, top5-acc=80.68% (epoch=35), remaining_time=0:38:47.958792, arrival_time=2021-04-10 02:10:09.944800, cost_time=0:09:06.064391 2021-04-10 01:31:21,986 INFO : Train start, epoch=0039, lr=0.091354 2021-04-10 01:31:22,829 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=0.68ms, fps=3037 images/s, loss=1.2512, top1-acc=65.66%, top5-acc=89.77%, remaining_time=0:00:15.680172, arrival_time=2021-04-10 01:31:38.509941, cost_time=0:00:00.843024 2021-04-10 01:31:23,455 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=2.06ms, fps=4097 images/s, loss=1.2514, top1-acc=65.88%, top5-acc=89.65%, remaining_time=0:00:12.922448, arrival_time=2021-04-10 01:31:36.377613, cost_time=0:00:01.468454 2021-04-10 01:31:24,078 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=1.56ms, fps=4110 images/s, loss=1.2750, top1-acc=65.66%, top5-acc=89.13%, remaining_time=0:00:11.575346, arrival_time=2021-04-10 01:31:35.653939, cost_time=0:00:02.091937 2021-04-10 01:31:24,707 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=2.03ms, fps=4075 images/s, loss=1.2704, top1-acc=65.99%, top5-acc=89.06%, remaining_time=0:00:10.610184, arrival_time=2021-04-10 01:31:35.317585, cost_time=0:00:02.720569 2021-04-10 01:31:25,350 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=2.68ms, fps=3984 images/s, loss=1.2661, top1-acc=65.86%, top5-acc=89.30%, remaining_time=0:00:09.823172, arrival_time=2021-04-10 01:31:35.173981, cost_time=0:00:03.364078 2021-04-10 01:31:25,986 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=6.12ms, fps=4036 images/s, loss=1.2680, top1-acc=65.74%, top5-acc=89.23%, remaining_time=0:00:09.065352, arrival_time=2021-04-10 01:31:35.051498, cost_time=0:00:03.999428 2021-04-10 01:31:26,627 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=2.17ms, fps=3998 images/s, loss=1.2717, top1-acc=65.68%, top5-acc=89.10%, remaining_time=0:00:08.352666, arrival_time=2021-04-10 01:31:34.979860, cost_time=0:00:04.640389 2021-04-10 01:31:27,253 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=1.93ms, fps=4095 images/s, loss=1.2785, top1-acc=65.39%, top5-acc=89.11%, remaining_time=0:00:07.636280, arrival_time=2021-04-10 01:31:34.889365, cost_time=0:00:05.266433 2021-04-10 01:31:27,899 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=2.99ms, fps=3966 images/s, loss=1.2842, top1-acc=65.33%, top5-acc=88.95%, remaining_time=0:00:06.963458, arrival_time=2021-04-10 01:31:34.862511, cost_time=0:00:05.912341 2021-04-10 01:31:28,530 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=1.99ms, fps=4058 images/s, loss=1.2824, top1-acc=65.32%, top5-acc=88.99%, remaining_time=0:00:06.281952, arrival_time=2021-04-10 01:31:34.812470, cost_time=0:00:06.543714 2021-04-10 01:31:29,157 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=1.39ms, fps=4090 images/s, loss=1.2797, top1-acc=65.42%, top5-acc=89.03%, remaining_time=0:00:05.605910, arrival_time=2021-04-10 01:31:34.763007, cost_time=0:00:07.170365 2021-04-10 01:31:29,785 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=2.08ms, fps=4078 images/s, loss=1.2808, top1-acc=65.43%, top5-acc=88.99%, remaining_time=0:00:04.939240, arrival_time=2021-04-10 01:31:34.724664, cost_time=0:00:07.798769 2021-04-10 01:31:30,406 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=1.55ms, fps=4123 images/s, loss=1.2867, top1-acc=65.34%, top5-acc=88.93%, remaining_time=0:00:04.274820, arrival_time=2021-04-10 01:31:34.681581, cost_time=0:00:08.420083 2021-04-10 01:31:31,056 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=1.42ms, fps=3943 images/s, loss=1.2928, top1-acc=65.26%, top5-acc=88.84%, remaining_time=0:00:03.627960, arrival_time=2021-04-10 01:31:34.684553, cost_time=0:00:09.069867 2021-04-10 01:31:31,684 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=1.99ms, fps=4083 images/s, loss=1.2976, top1-acc=65.14%, top5-acc=88.76%, remaining_time=0:00:02.973946, arrival_time=2021-04-10 01:31:34.658331, cost_time=0:00:09.697663 2021-04-10 01:31:32,309 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=1.52ms, fps=4102 images/s, loss=1.3026, top1-acc=64.98%, top5-acc=88.73%, remaining_time=0:00:02.322504, arrival_time=2021-04-10 01:31:34.631466, cost_time=0:00:10.322306 2021-04-10 01:31:32,937 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=2.10ms, fps=4075 images/s, loss=1.3075, top1-acc=64.88%, top5-acc=88.64%, remaining_time=0:00:01.674868, arrival_time=2021-04-10 01:31:34.612583, cost_time=0:00:10.950988 2021-04-10 01:31:33,565 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=1.68ms, fps=4080 images/s, loss=1.3094, top1-acc=64.85%, top5-acc=88.59%, remaining_time=0:00:01.029264, arrival_time=2021-04-10 01:31:34.595106, cost_time=0:00:11.579132 2021-04-10 01:31:34,187 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=1.22ms, fps=4123 images/s, loss=1.3110, top1-acc=64.83%, top5-acc=88.57%, remaining_time=0:00:00.385284, arrival_time=2021-04-10 01:31:34.572614, cost_time=0:00:12.200669 2021-04-10 01:31:34,528 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=0.13ms, fps=3987 images/s, loss=1.3100, top1-acc=64.89%, top5-acc=88.56%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:34.528882, cost_time=0:00:12.542237 2021-04-10 01:31:34,951 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=0.31ms, fps=6072 images/s, loss=1.8814, top1-acc=52.15%, top5-acc=79.69%, remaining_time=0:00:01.264740, arrival_time=2021-04-10 01:31:36.216542, cost_time=0:00:00.421578 2021-04-10 01:31:35,248 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=0.19ms, fps=8635 images/s, loss=1.8824, top1-acc=53.34%, top5-acc=79.77%, remaining_time=0:00:00.718580, arrival_time=2021-04-10 01:31:35.967332, cost_time=0:00:00.718586 2021-04-10 01:31:35,564 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=11.46ms, fps=8115 images/s, loss=1.8934, top1-acc=52.88%, top5-acc=79.62%, remaining_time=0:00:00.344810, arrival_time=2021-04-10 01:31:35.909469, cost_time=0:00:01.034425 2021-04-10 01:31:35,787 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=0.07ms, fps=10456 images/s, loss=1.8920, top1-acc=52.74%, top5-acc=79.73%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:35.787145, cost_time=0:00:01.256935 2021-04-10 01:31:36,268 INFO : Epoch=0039 complete, best val top1-acc=54.86%, top5-acc=80.68% (epoch=35), remaining_time=0:38:33.228036, arrival_time=2021-04-10 02:10:09.496829, cost_time=0:09:20.347156 2021-04-10 01:31:36,269 INFO : Train start, epoch=0040, lr=0.090907 2021-04-10 01:31:37,107 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=0.36ms, fps=3055 images/s, loss=1.2284, top1-acc=66.48%, top5-acc=89.92%, remaining_time=0:00:15.584940, arrival_time=2021-04-10 01:31:52.692693, cost_time=0:00:00.837904 2021-04-10 01:31:37,730 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=1.92ms, fps=4114 images/s, loss=1.2312, top1-acc=66.58%, top5-acc=89.67%, remaining_time=0:00:12.855392, arrival_time=2021-04-10 01:31:50.586055, cost_time=0:00:01.460833 2021-04-10 01:31:38,347 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=1.52ms, fps=4155 images/s, loss=1.2208, top1-acc=66.65%, top5-acc=89.90%, remaining_time=0:00:11.495666, arrival_time=2021-04-10 01:31:49.843033, cost_time=0:00:02.077544 2021-04-10 01:31:38,977 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=1.76ms, fps=4069 images/s, loss=1.2184, top1-acc=66.77%, top5-acc=89.92%, remaining_time=0:00:10.558236, arrival_time=2021-04-10 01:31:49.535542, cost_time=0:00:02.707249 2021-04-10 01:31:39,605 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=2.24ms, fps=4083 images/s, loss=1.2077, top1-acc=66.94%, top5-acc=90.14%, remaining_time=0:00:09.739076, arrival_time=2021-04-10 01:31:49.344188, cost_time=0:00:03.335296 2021-04-10 01:31:40,232 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=1.92ms, fps=4084 images/s, loss=1.2283, top1-acc=66.71%, top5-acc=89.93%, remaining_time=0:00:08.982120, arrival_time=2021-04-10 01:31:49.214592, cost_time=0:00:03.962724 2021-04-10 01:31:40,853 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=1.54ms, fps=4124 images/s, loss=1.2375, top1-acc=66.51%, top5-acc=89.85%, remaining_time=0:00:08.250858, arrival_time=2021-04-10 01:31:49.104517, cost_time=0:00:04.583829 2021-04-10 01:31:41,476 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=3.24ms, fps=4117 images/s, loss=1.2415, top1-acc=66.42%, top5-acc=89.82%, remaining_time=0:00:07.549048, arrival_time=2021-04-10 01:31:49.025069, cost_time=0:00:05.206248 2021-04-10 01:31:42,104 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=2.07ms, fps=4078 images/s, loss=1.2486, top1-acc=66.29%, top5-acc=89.64%, remaining_time=0:00:06.871556, arrival_time=2021-04-10 01:31:48.975715, cost_time=0:00:05.834366 2021-04-10 01:31:42,734 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=2.24ms, fps=4064 images/s, loss=1.2584, top1-acc=66.11%, top5-acc=89.54%, remaining_time=0:00:06.206208, arrival_time=2021-04-10 01:31:48.940810, cost_time=0:00:06.464759 2021-04-10 01:31:43,360 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=1.47ms, fps=4094 images/s, loss=1.2618, top1-acc=66.03%, top5-acc=89.51%, remaining_time=0:00:05.543646, arrival_time=2021-04-10 01:31:48.904135, cost_time=0:00:07.090705 2021-04-10 01:31:43,996 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=1.57ms, fps=4030 images/s, loss=1.2617, top1-acc=66.07%, top5-acc=89.52%, remaining_time=0:00:04.893412, arrival_time=2021-04-10 01:31:48.889603, cost_time=0:00:07.726409 2021-04-10 01:31:44,615 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=1.95ms, fps=4136 images/s, loss=1.2690, top1-acc=65.93%, top5-acc=89.36%, remaining_time=0:00:04.237134, arrival_time=2021-04-10 01:31:48.852817, cost_time=0:00:08.345885 2021-04-10 01:31:45,233 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=1.79ms, fps=4146 images/s, loss=1.2753, top1-acc=65.75%, top5-acc=89.27%, remaining_time=0:00:03.585568, arrival_time=2021-04-10 01:31:48.819283, cost_time=0:00:08.963913 2021-04-10 01:31:45,864 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=1.98ms, fps=4060 images/s, loss=1.2768, top1-acc=65.73%, top5-acc=89.19%, remaining_time=0:00:02.942436, arrival_time=2021-04-10 01:31:48.807139, cost_time=0:00:09.594951 2021-04-10 01:31:46,492 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=2.26ms, fps=4079 images/s, loss=1.2786, top1-acc=65.67%, top5-acc=89.18%, remaining_time=0:00:02.300184, arrival_time=2021-04-10 01:31:48.792978, cost_time=0:00:10.222980 2021-04-10 01:31:47,116 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=1.55ms, fps=4110 images/s, loss=1.2845, top1-acc=65.62%, top5-acc=89.12%, remaining_time=0:00:01.658852, arrival_time=2021-04-10 01:31:48.775024, cost_time=0:00:10.846403 2021-04-10 01:31:47,742 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=2.17ms, fps=4089 images/s, loss=1.2887, top1-acc=65.56%, top5-acc=89.07%, remaining_time=0:00:01.019808, arrival_time=2021-04-10 01:31:48.762433, cost_time=0:00:11.472819 2021-04-10 01:31:48,374 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.70ms, fps=4052 images/s, loss=1.2914, top1-acc=65.51%, top5-acc=88.98%, remaining_time=0:00:00.382266, arrival_time=2021-04-10 01:31:48.757153, cost_time=0:00:12.105114 2021-04-10 01:31:48,714 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=0.11ms, fps=4011 images/s, loss=1.2896, top1-acc=65.54%, top5-acc=88.98%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:48.714410, cost_time=0:00:12.444638 2021-04-10 01:31:49,174 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=0.20ms, fps=5584 images/s, loss=2.0715, top1-acc=50.90%, top5-acc=76.80%, remaining_time=0:00:01.375260, arrival_time=2021-04-10 01:31:50.549450, cost_time=0:00:00.458417 2021-04-10 01:31:49,421 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=0.43ms, fps=10362 images/s, loss=2.1121, top1-acc=50.33%, top5-acc=76.21%, remaining_time=0:00:00.706260, arrival_time=2021-04-10 01:31:50.128169, cost_time=0:00:00.706265 2021-04-10 01:31:49,678 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=0.33ms, fps=9979 images/s, loss=2.1122, top1-acc=50.43%, top5-acc=76.68%, remaining_time=0:00:00.321090, arrival_time=2021-04-10 01:31:50.000023, cost_time=0:00:00.963276 2021-04-10 01:31:49,901 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=0.13ms, fps=10472 images/s, loss=2.0693, top1-acc=50.52%, top5-acc=76.94%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:49.901196, cost_time=0:00:01.185612 2021-04-10 01:31:50,457 INFO : Epoch=0040 complete, best val top1-acc=54.86%, top5-acc=80.68% (epoch=35), remaining_time=0:38:18.143200, arrival_time=2021-04-10 02:10:08.600616, cost_time=0:09:34.535812 2021-04-10 01:31:50,457 INFO : Train start, epoch=0041, lr=0.090451 2021-04-10 01:31:51,329 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=3.46ms, fps=2937 images/s, loss=1.2069, top1-acc=68.05%, top5-acc=90.12%, remaining_time=0:00:16.210272, arrival_time=2021-04-10 01:32:07.539990, cost_time=0:00:00.871517 2021-04-10 01:31:51,951 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=1.40ms, fps=4124 images/s, loss=1.2128, top1-acc=67.99%, top5-acc=89.59%, remaining_time=0:00:13.139984, arrival_time=2021-04-10 01:32:05.091213, cost_time=0:00:01.493176 2021-04-10 01:31:52,571 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=1.51ms, fps=4127 images/s, loss=1.2276, top1-acc=67.33%, top5-acc=89.57%, remaining_time=0:00:11.696692, arrival_time=2021-04-10 01:32:04.268594, cost_time=0:00:02.113858 2021-04-10 01:31:53,193 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=1.39ms, fps=4123 images/s, loss=1.2399, top1-acc=66.90%, top5-acc=89.28%, remaining_time=0:00:10.666968, arrival_time=2021-04-10 01:32:03.860245, cost_time=0:00:02.735133 2021-04-10 01:31:53,819 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=1.41ms, fps=4092 images/s, loss=1.2398, top1-acc=66.92%, top5-acc=89.35%, remaining_time=0:00:09.815288, arrival_time=2021-04-10 01:32:03.634722, cost_time=0:00:03.361378 2021-04-10 01:31:54,435 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=1.35ms, fps=4161 images/s, loss=1.2479, top1-acc=66.65%, top5-acc=89.29%, remaining_time=0:00:09.014624, arrival_time=2021-04-10 01:32:03.449717, cost_time=0:00:03.977043 2021-04-10 01:31:55,066 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=1.72ms, fps=4057 images/s, loss=1.2425, top1-acc=66.66%, top5-acc=89.41%, remaining_time=0:00:08.295336, arrival_time=2021-04-10 01:32:03.361921, cost_time=0:00:04.608499 2021-04-10 01:31:55,696 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=1.57ms, fps=4070 images/s, loss=1.2429, top1-acc=66.65%, top5-acc=89.36%, remaining_time=0:00:07.595100, arrival_time=2021-04-10 01:32:03.291208, cost_time=0:00:05.238018 2021-04-10 01:31:56,330 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=2.10ms, fps=4040 images/s, loss=1.2479, top1-acc=66.52%, top5-acc=89.31%, remaining_time=0:00:06.916076, arrival_time=2021-04-10 01:32:03.246358, cost_time=0:00:05.872175 2021-04-10 01:31:56,969 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=2.00ms, fps=4009 images/s, loss=1.2496, top1-acc=66.52%, top5-acc=89.34%, remaining_time=0:00:06.250944, arrival_time=2021-04-10 01:32:03.220507, cost_time=0:00:06.511365 2021-04-10 01:31:57,598 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=1.68ms, fps=4078 images/s, loss=1.2523, top1-acc=66.36%, top5-acc=89.26%, remaining_time=0:00:05.582088, arrival_time=2021-04-10 01:32:03.180100, cost_time=0:00:07.139902 2021-04-10 01:31:58,222 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=2.86ms, fps=4101 images/s, loss=1.2544, top1-acc=66.31%, top5-acc=89.26%, remaining_time=0:00:04.917656, arrival_time=2021-04-10 01:32:03.140483, cost_time=0:00:07.764743 2021-04-10 01:31:58,853 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=1.66ms, fps=4063 images/s, loss=1.2566, top1-acc=66.29%, top5-acc=89.24%, remaining_time=0:00:04.262412, arrival_time=2021-04-10 01:32:03.116234, cost_time=0:00:08.395688 2021-04-10 01:31:59,478 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=2.08ms, fps=4102 images/s, loss=1.2615, top1-acc=66.18%, top5-acc=89.19%, remaining_time=0:00:03.608136, arrival_time=2021-04-10 01:32:03.086634, cost_time=0:00:09.020408 2021-04-10 01:32:00,103 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=1.82ms, fps=4097 images/s, loss=1.2651, top1-acc=66.11%, top5-acc=89.14%, remaining_time=0:00:02.958030, arrival_time=2021-04-10 01:32:03.061932, cost_time=0:00:09.645806 2021-04-10 01:32:00,736 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=2.37ms, fps=4048 images/s, loss=1.2656, top1-acc=66.05%, top5-acc=89.15%, remaining_time=0:00:02.312748, arrival_time=2021-04-10 01:32:03.049648, cost_time=0:00:10.278801 2021-04-10 01:32:01,367 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=2.21ms, fps=4063 images/s, loss=1.2692, top1-acc=66.00%, top5-acc=89.05%, remaining_time=0:00:01.668498, arrival_time=2021-04-10 01:32:03.035996, cost_time=0:00:10.909392 2021-04-10 01:32:01,991 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=1.54ms, fps=4109 images/s, loss=1.2712, top1-acc=65.99%, top5-acc=89.02%, remaining_time=0:00:01.025152, arrival_time=2021-04-10 01:32:03.016258, cost_time=0:00:11.533032 2021-04-10 01:32:02,619 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=2.00ms, fps=4077 images/s, loss=1.2752, top1-acc=65.89%, top5-acc=88.99%, remaining_time=0:00:00.384048, arrival_time=2021-04-10 01:32:03.003639, cost_time=0:00:12.161505 2021-04-10 01:32:02,963 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=0.08ms, fps=3965 images/s, loss=1.2789, top1-acc=65.82%, top5-acc=88.97%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:02.963157, cost_time=0:00:12.505079 2021-04-10 01:32:03,301 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=0.47ms, fps=7606 images/s, loss=1.7899, top1-acc=54.53%, top5-acc=80.66%, remaining_time=0:00:01.009680, arrival_time=2021-04-10 01:32:04.310689, cost_time=0:00:00.336558 2021-04-10 01:32:03,550 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=0.21ms, fps=10306 images/s, loss=1.7697, top1-acc=55.51%, top5-acc=80.94%, remaining_time=0:00:00.585660, arrival_time=2021-04-10 01:32:04.135658, cost_time=0:00:00.585665 2021-04-10 01:32:03,793 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=0.34ms, fps=10522 images/s, loss=1.7690, top1-acc=55.53%, top5-acc=81.00%, remaining_time=0:00:00.276440, arrival_time=2021-04-10 01:32:04.070101, cost_time=0:00:00.829327 2021-04-10 01:32:04,021 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=0.08ms, fps=10218 images/s, loss=1.7880, top1-acc=55.34%, top5-acc=80.88%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:04.021081, cost_time=0:00:01.056740 2021-04-10 01:32:05,248 INFO : Epoch=0041 complete, best val top1-acc=55.34%, top5-acc=80.88% (epoch=41), remaining_time=0:38:05.439606, arrival_time=2021-04-10 02:10:10.688468, cost_time=0:09:49.327192 2021-04-10 01:32:05,249 INFO : Train start, epoch=0042, lr=0.089984 2021-04-10 01:32:06,136 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=0.40ms, fps=2889 images/s, loss=1.2365, top1-acc=66.56%, top5-acc=90.04%, remaining_time=0:00:16.482018, arrival_time=2021-04-10 01:32:22.618260, cost_time=0:00:00.886132 2021-04-10 01:32:06,760 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=1.73ms, fps=4109 images/s, loss=1.2623, top1-acc=65.80%, top5-acc=89.61%, remaining_time=0:00:13.288352, arrival_time=2021-04-10 01:32:20.048325, cost_time=0:00:01.510041 2021-04-10 01:32:07,383 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=1.48ms, fps=4110 images/s, loss=1.2511, top1-acc=66.00%, top5-acc=89.61%, remaining_time=0:00:11.805090, arrival_time=2021-04-10 01:32:19.188415, cost_time=0:00:02.133446 2021-04-10 01:32:08,009 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=1.68ms, fps=4092 images/s, loss=1.2327, top1-acc=66.67%, top5-acc=89.80%, remaining_time=0:00:10.761816, arrival_time=2021-04-10 01:32:18.771192, cost_time=0:00:02.759422 2021-04-10 01:32:08,626 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=1.42ms, fps=4153 images/s, loss=1.2334, top1-acc=66.84%, top5-acc=89.76%, remaining_time=0:00:09.859380, arrival_time=2021-04-10 01:32:18.485793, cost_time=0:00:03.376486 2021-04-10 01:32:09,247 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=1.61ms, fps=4127 images/s, loss=1.2291, top1-acc=67.15%, top5-acc=89.74%, remaining_time=0:00:09.060592, arrival_time=2021-04-10 01:32:18.307774, cost_time=0:00:03.997307 2021-04-10 01:32:09,868 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=1.89ms, fps=4125 images/s, loss=1.2264, top1-acc=67.20%, top5-acc=89.79%, remaining_time=0:00:08.312976, arrival_time=2021-04-10 01:32:18.181198, cost_time=0:00:04.618350 2021-04-10 01:32:10,487 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=2.20ms, fps=4139 images/s, loss=1.2293, top1-acc=67.12%, top5-acc=89.77%, remaining_time=0:00:07.594056, arrival_time=2021-04-10 01:32:18.081254, cost_time=0:00:05.237264 2021-04-10 01:32:11,121 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=2.40ms, fps=4043 images/s, loss=1.2330, top1-acc=66.95%, top5-acc=89.69%, remaining_time=0:00:06.914804, arrival_time=2021-04-10 01:32:18.035802, cost_time=0:00:05.871088 2021-04-10 01:32:11,750 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=2.37ms, fps=4069 images/s, loss=1.2345, top1-acc=66.89%, top5-acc=89.70%, remaining_time=0:00:06.240672, arrival_time=2021-04-10 01:32:17.991382, cost_time=0:00:06.500700 2021-04-10 01:32:12,374 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=1.94ms, fps=4107 images/s, loss=1.2373, top1-acc=66.83%, top5-acc=89.65%, remaining_time=0:00:05.570306, arrival_time=2021-04-10 01:32:17.945037, cost_time=0:00:07.124837 2021-04-10 01:32:12,998 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=2.21ms, fps=4106 images/s, loss=1.2396, top1-acc=66.76%, top5-acc=89.59%, remaining_time=0:00:04.907548, arrival_time=2021-04-10 01:32:17.906185, cost_time=0:00:07.748714 2021-04-10 01:32:13,632 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=2.77ms, fps=4044 images/s, loss=1.2401, top1-acc=66.81%, top5-acc=89.62%, remaining_time=0:00:04.255614, arrival_time=2021-04-10 01:32:17.887879, cost_time=0:00:08.382309 2021-04-10 01:32:14,258 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=2.11ms, fps=4092 images/s, loss=1.2486, top1-acc=66.65%, top5-acc=89.51%, remaining_time=0:00:03.603432, arrival_time=2021-04-10 01:32:17.861931, cost_time=0:00:09.008566 2021-04-10 01:32:14,882 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.53ms, fps=4109 images/s, loss=1.2483, top1-acc=66.61%, top5-acc=89.54%, remaining_time=0:00:02.953890, arrival_time=2021-04-10 01:32:17.835997, cost_time=0:00:09.632226 2021-04-10 01:32:15,503 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=2.54ms, fps=4125 images/s, loss=1.2495, top1-acc=66.53%, top5-acc=89.50%, remaining_time=0:00:02.306988, arrival_time=2021-04-10 01:32:17.810138, cost_time=0:00:10.253246 2021-04-10 01:32:16,129 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=1.60ms, fps=4094 images/s, loss=1.2495, top1-acc=66.55%, top5-acc=89.52%, remaining_time=0:00:01.663922, arrival_time=2021-04-10 01:32:17.793312, cost_time=0:00:10.879466 2021-04-10 01:32:16,754 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=1.63ms, fps=4102 images/s, loss=1.2517, top1-acc=66.50%, top5-acc=89.49%, remaining_time=0:00:01.022576, arrival_time=2021-04-10 01:32:17.776555, cost_time=0:00:11.504056 2021-04-10 01:32:17,379 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.28ms, fps=4099 images/s, loss=1.2551, top1-acc=66.45%, top5-acc=89.40%, remaining_time=0:00:00.383028, arrival_time=2021-04-10 01:32:17.762069, cost_time=0:00:12.129176 2021-04-10 01:32:17,719 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=0.08ms, fps=3998 images/s, loss=1.2560, top1-acc=66.42%, top5-acc=89.40%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:17.719715, cost_time=0:00:12.469784 2021-04-10 01:32:18,095 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=0.48ms, fps=6843 images/s, loss=1.6795, top1-acc=56.95%, top5-acc=82.46%, remaining_time=0:00:01.122240, arrival_time=2021-04-10 01:32:19.217182, cost_time=0:00:00.374078 2021-04-10 01:32:18,349 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=0.41ms, fps=10065 images/s, loss=1.6646, top1-acc=57.52%, top5-acc=82.42%, remaining_time=0:00:00.628920, arrival_time=2021-04-10 01:32:18.978710, cost_time=0:00:00.628930 2021-04-10 01:32:18,621 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=0.42ms, fps=9458 images/s, loss=1.6697, top1-acc=57.64%, top5-acc=82.42%, remaining_time=0:00:00.300030, arrival_time=2021-04-10 01:32:18.920997, cost_time=0:00:00.900092 2021-04-10 01:32:18,852 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=0.09ms, fps=10048 images/s, loss=1.6810, top1-acc=57.65%, top5-acc=82.31%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:18.852344, cost_time=0:00:01.131536 2021-04-10 01:32:19,909 INFO : Epoch=0042 complete, best val top1-acc=57.65%, top5-acc=82.31% (epoch=42), remaining_time=0:37:52.144280, arrival_time=2021-04-10 02:10:12.053611, cost_time=0:10:03.987710 2021-04-10 01:32:19,909 INFO : Train start, epoch=0043, lr=0.089508 2021-04-10 01:32:20,761 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=3.26ms, fps=3007 images/s, loss=1.1577, top1-acc=68.09%, top5-acc=90.74%, remaining_time=0:00:15.832320, arrival_time=2021-04-10 01:32:36.593579, cost_time=0:00:00.851200 2021-04-10 01:32:21,388 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=1.57ms, fps=4088 images/s, loss=1.1692, top1-acc=68.22%, top5-acc=90.35%, remaining_time=0:00:13.006752, arrival_time=2021-04-10 01:32:34.394873, cost_time=0:00:01.478042 2021-04-10 01:32:22,014 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=1.63ms, fps=4091 images/s, loss=1.1849, top1-acc=67.85%, top5-acc=90.23%, remaining_time=0:00:11.644900, arrival_time=2021-04-10 01:32:33.659399, cost_time=0:00:02.104496 2021-04-10 01:32:22,635 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.36ms, fps=4123 images/s, loss=1.2006, top1-acc=67.72%, top5-acc=90.17%, remaining_time=0:00:10.630776, arrival_time=2021-04-10 01:32:33.266592, cost_time=0:00:02.725831 2021-04-10 01:32:23,265 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=1.90ms, fps=4067 images/s, loss=1.2042, top1-acc=67.66%, top5-acc=90.24%, remaining_time=0:00:09.798644, arrival_time=2021-04-10 01:32:33.064377, cost_time=0:00:03.355689 2021-04-10 01:32:23,896 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=1.90ms, fps=4065 images/s, loss=1.2032, top1-acc=67.59%, top5-acc=90.20%, remaining_time=0:00:09.035024, arrival_time=2021-04-10 01:32:32.931186, cost_time=0:00:03.986010 2021-04-10 01:32:24,526 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=2.09ms, fps=4064 images/s, loss=1.2015, top1-acc=67.63%, top5-acc=90.08%, remaining_time=0:00:08.310330, arrival_time=2021-04-10 01:32:32.837194, cost_time=0:00:04.616867 2021-04-10 01:32:25,153 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=1.58ms, fps=4085 images/s, loss=1.2183, top1-acc=67.28%, top5-acc=89.91%, remaining_time=0:00:07.603684, arrival_time=2021-04-10 01:32:32.757601, cost_time=0:00:05.243932 2021-04-10 01:32:25,773 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=1.74ms, fps=4132 images/s, loss=1.2264, top1-acc=67.10%, top5-acc=89.78%, remaining_time=0:00:06.906324, arrival_time=2021-04-10 01:32:32.680154, cost_time=0:00:05.863837 2021-04-10 01:32:26,399 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=1.80ms, fps=4095 images/s, loss=1.2226, top1-acc=67.11%, top5-acc=89.85%, remaining_time=0:00:06.229728, arrival_time=2021-04-10 01:32:32.629101, cost_time=0:00:06.489323 2021-04-10 01:32:27,032 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=1.73ms, fps=4047 images/s, loss=1.2243, top1-acc=67.04%, top5-acc=89.88%, remaining_time=0:00:05.568500, arrival_time=2021-04-10 01:32:32.601067, cost_time=0:00:07.122506 2021-04-10 01:32:27,658 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=1.85ms, fps=4095 images/s, loss=1.2304, top1-acc=66.88%, top5-acc=89.84%, remaining_time=0:00:04.907168, arrival_time=2021-04-10 01:32:32.565344, cost_time=0:00:07.748195 2021-04-10 01:32:28,276 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=1.75ms, fps=4144 images/s, loss=1.2360, top1-acc=66.81%, top5-acc=89.76%, remaining_time=0:00:04.247496, arrival_time=2021-04-10 01:32:32.523839, cost_time=0:00:08.366298 2021-04-10 01:32:28,902 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=2.42ms, fps=4093 images/s, loss=1.2432, top1-acc=66.66%, top5-acc=89.60%, remaining_time=0:00:03.596936, arrival_time=2021-04-10 01:32:32.499474, cost_time=0:00:08.992392 2021-04-10 01:32:29,529 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=2.14ms, fps=4088 images/s, loss=1.2458, top1-acc=66.61%, top5-acc=89.58%, remaining_time=0:00:02.949934, arrival_time=2021-04-10 01:32:32.479322, cost_time=0:00:09.619405 2021-04-10 01:32:30,146 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=1.44ms, fps=4152 images/s, loss=1.2494, top1-acc=66.59%, top5-acc=89.53%, remaining_time=0:00:02.303172, arrival_time=2021-04-10 01:32:32.449518, cost_time=0:00:10.236348 2021-04-10 01:32:30,777 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=1.86ms, fps=4057 images/s, loss=1.2488, top1-acc=66.59%, top5-acc=89.57%, remaining_time=0:00:01.662128, arrival_time=2021-04-10 01:32:32.439866, cost_time=0:00:10.867741 2021-04-10 01:32:31,398 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=1.43ms, fps=4125 images/s, loss=1.2526, top1-acc=66.45%, top5-acc=89.51%, remaining_time=0:00:01.021248, arrival_time=2021-04-10 01:32:32.420191, cost_time=0:00:11.488953 2021-04-10 01:32:32,019 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=1.23ms, fps=4130 images/s, loss=1.2534, top1-acc=66.42%, top5-acc=89.49%, remaining_time=0:00:00.382398, arrival_time=2021-04-10 01:32:32.401553, cost_time=0:00:12.109187 2021-04-10 01:32:32,358 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=0.08ms, fps=4012 images/s, loss=1.2596, top1-acc=66.29%, top5-acc=89.39%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:32.358456, cost_time=0:00:12.448482 2021-04-10 01:32:32,708 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=0.32ms, fps=7324 images/s, loss=1.9313, top1-acc=52.38%, top5-acc=79.88%, remaining_time=0:00:01.048560, arrival_time=2021-04-10 01:32:33.757465, cost_time=0:00:00.349520 2021-04-10 01:32:32,948 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=0.40ms, fps=10727 images/s, loss=1.9521, top1-acc=52.50%, top5-acc=79.04%, remaining_time=0:00:00.588560, arrival_time=2021-04-10 01:32:33.536526, cost_time=0:00:00.588559 2021-04-10 01:32:33,253 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=0.30ms, fps=8396 images/s, loss=1.9709, top1-acc=52.53%, top5-acc=78.89%, remaining_time=0:00:00.297980, arrival_time=2021-04-10 01:32:33.551349, cost_time=0:00:00.893951 2021-04-10 01:32:33,471 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=0.09ms, fps=10677 images/s, loss=1.9845, top1-acc=52.37%, top5-acc=78.58%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:33.471148, cost_time=0:00:01.111771 2021-04-10 01:32:34,011 INFO : Epoch=0043 complete, best val top1-acc=57.65%, top5-acc=82.31% (epoch=42), remaining_time=0:37:36.746731, arrival_time=2021-04-10 02:10:10.758215, cost_time=0:10:18.089862 2021-04-10 01:32:34,012 INFO : Train start, epoch=0044, lr=0.089022 2021-04-10 01:32:34,870 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=0.58ms, fps=2985 images/s, loss=1.2283, top1-acc=66.84%, top5-acc=89.30%, remaining_time=0:00:15.953034, arrival_time=2021-04-10 01:32:50.823027, cost_time=0:00:00.857688 2021-04-10 01:32:35,503 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=1.67ms, fps=4055 images/s, loss=1.1902, top1-acc=67.79%, top5-acc=90.39%, remaining_time=0:00:13.121152, arrival_time=2021-04-10 01:32:48.624373, cost_time=0:00:01.491031 2021-04-10 01:32:36,152 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=2.24ms, fps=3950 images/s, loss=1.1830, top1-acc=68.14%, top5-acc=90.55%, remaining_time=0:00:11.839286, arrival_time=2021-04-10 01:32:47.991323, cost_time=0:00:02.139624 2021-04-10 01:32:36,785 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=1.84ms, fps=4050 images/s, loss=1.1923, top1-acc=67.68%, top5-acc=90.41%, remaining_time=0:00:10.813920, arrival_time=2021-04-10 01:32:47.598905, cost_time=0:00:02.772819 2021-04-10 01:32:37,406 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=1.98ms, fps=4120 images/s, loss=1.1980, top1-acc=67.54%, top5-acc=90.18%, remaining_time=0:00:09.912086, arrival_time=2021-04-10 01:32:47.318839, cost_time=0:00:03.394541 2021-04-10 01:32:38,034 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=1.86ms, fps=4080 images/s, loss=1.1996, top1-acc=67.59%, top5-acc=90.16%, remaining_time=0:00:09.117984, arrival_time=2021-04-10 01:32:47.152831, cost_time=0:00:04.022661 2021-04-10 01:32:38,654 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=1.54ms, fps=4139 images/s, loss=1.2006, top1-acc=67.52%, top5-acc=90.11%, remaining_time=0:00:08.355186, arrival_time=2021-04-10 01:32:47.009174, cost_time=0:00:04.641756 2021-04-10 01:32:39,277 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=1.95ms, fps=4110 images/s, loss=1.1956, top1-acc=67.55%, top5-acc=90.28%, remaining_time=0:00:07.634656, arrival_time=2021-04-10 01:32:46.912109, cost_time=0:00:05.265240 2021-04-10 01:32:39,898 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=1.61ms, fps=4127 images/s, loss=1.1996, top1-acc=67.45%, top5-acc=90.26%, remaining_time=0:00:06.932612, arrival_time=2021-04-10 01:32:46.830976, cost_time=0:00:05.886219 2021-04-10 01:32:40,520 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=1.45ms, fps=4115 images/s, loss=1.2005, top1-acc=67.48%, top5-acc=90.20%, remaining_time=0:00:06.248352, arrival_time=2021-04-10 01:32:46.769258, cost_time=0:00:06.508748 2021-04-10 01:32:41,148 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=1.90ms, fps=4079 images/s, loss=1.2034, top1-acc=67.46%, top5-acc=90.12%, remaining_time=0:00:05.579680, arrival_time=2021-04-10 01:32:46.728622, cost_time=0:00:07.136788 2021-04-10 01:32:41,771 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=1.51ms, fps=4119 images/s, loss=1.2150, top1-acc=67.26%, top5-acc=89.94%, remaining_time=0:00:04.913856, arrival_time=2021-04-10 01:32:46.684874, cost_time=0:00:07.758718 2021-04-10 01:32:42,397 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=2.00ms, fps=4090 images/s, loss=1.2206, top1-acc=67.24%, top5-acc=89.85%, remaining_time=0:00:04.257264, arrival_time=2021-04-10 01:32:46.654948, cost_time=0:00:08.385486 2021-04-10 01:32:43,021 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.92ms, fps=4107 images/s, loss=1.2225, top1-acc=67.25%, top5-acc=89.84%, remaining_time=0:00:03.603712, arrival_time=2021-04-10 01:32:46.625270, cost_time=0:00:09.009336 2021-04-10 01:32:43,646 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=1.44ms, fps=4099 images/s, loss=1.2269, top1-acc=67.16%, top5-acc=89.77%, remaining_time=0:00:02.954580, arrival_time=2021-04-10 01:32:46.601214, cost_time=0:00:09.634486 2021-04-10 01:32:44,271 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=1.60ms, fps=4099 images/s, loss=1.2294, top1-acc=67.07%, top5-acc=89.73%, remaining_time=0:00:02.308356, arrival_time=2021-04-10 01:32:46.579974, cost_time=0:00:10.259405 2021-04-10 01:32:44,895 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=1.48ms, fps=4110 images/s, loss=1.2349, top1-acc=66.94%, top5-acc=89.70%, remaining_time=0:00:01.664442, arrival_time=2021-04-10 01:32:46.559505, cost_time=0:00:10.882922 2021-04-10 01:32:45,519 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=1.88ms, fps=4104 images/s, loss=1.2379, top1-acc=66.84%, top5-acc=89.65%, remaining_time=0:00:01.022864, arrival_time=2021-04-10 01:32:46.542263, cost_time=0:00:11.507206 2021-04-10 01:32:46,138 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=1.26ms, fps=4140 images/s, loss=1.2405, top1-acc=66.78%, top5-acc=89.58%, remaining_time=0:00:00.382932, arrival_time=2021-04-10 01:32:46.521245, cost_time=0:00:12.126168 2021-04-10 01:32:46,472 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=0.11ms, fps=4071 images/s, loss=1.2429, top1-acc=66.76%, top5-acc=89.56%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:46.472793, cost_time=0:00:12.460655 2021-04-10 01:32:46,838 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=0.43ms, fps=7010 images/s, loss=2.0167, top1-acc=51.64%, top5-acc=78.75%, remaining_time=0:00:01.095420, arrival_time=2021-04-10 01:32:47.934275, cost_time=0:00:00.365140 2021-04-10 01:32:47,079 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=0.23ms, fps=10671 images/s, loss=2.0499, top1-acc=51.68%, top5-acc=77.54%, remaining_time=0:00:00.605580, arrival_time=2021-04-10 01:32:47.684866, cost_time=0:00:00.605585 2021-04-10 01:32:47,336 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=0.31ms, fps=9979 images/s, loss=2.0101, top1-acc=52.21%, top5-acc=78.26%, remaining_time=0:00:00.287550, arrival_time=2021-04-10 01:32:47.623887, cost_time=0:00:00.862642 2021-04-10 01:32:47,556 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.08ms, fps=10543 images/s, loss=1.9859, top1-acc=52.47%, top5-acc=77.93%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:47.556864, cost_time=0:00:01.083222 2021-04-10 01:32:48,072 INFO : Epoch=0044 complete, best val top1-acc=57.65%, top5-acc=82.31% (epoch=42), remaining_time=0:37:21.263232, arrival_time=2021-04-10 02:10:09.336037, cost_time=0:10:32.151166 2021-04-10 01:32:48,073 INFO : Train start, epoch=0045, lr=0.088526 2021-04-10 01:32:48,912 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=0.47ms, fps=3051 images/s, loss=1.1389, top1-acc=68.87%, top5-acc=91.29%, remaining_time=0:00:15.604284, arrival_time=2021-04-10 01:33:04.517054, cost_time=0:00:00.838942 2021-04-10 01:32:49,532 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=1.58ms, fps=4134 images/s, loss=1.1742, top1-acc=68.44%, top5-acc=90.47%, remaining_time=0:00:12.837088, arrival_time=2021-04-10 01:33:02.369656, cost_time=0:00:01.458757 2021-04-10 01:32:50,164 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=1.72ms, fps=4053 images/s, loss=1.1782, top1-acc=68.31%, top5-acc=90.51%, remaining_time=0:00:11.570034, arrival_time=2021-04-10 01:33:01.734779, cost_time=0:00:02.090961 2021-04-10 01:32:50,792 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=2.23ms, fps=4081 images/s, loss=1.1821, top1-acc=68.09%, top5-acc=90.32%, remaining_time=0:00:10.603476, arrival_time=2021-04-10 01:33:01.396190, cost_time=0:00:02.718839 2021-04-10 01:32:51,423 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=2.18ms, fps=4066 images/s, loss=1.1714, top1-acc=68.40%, top5-acc=90.48%, remaining_time=0:00:09.780978, arrival_time=2021-04-10 01:33:01.204411, cost_time=0:00:03.349629 2021-04-10 01:32:52,045 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=1.93ms, fps=4117 images/s, loss=1.1747, top1-acc=68.38%, top5-acc=90.45%, remaining_time=0:00:09.003472, arrival_time=2021-04-10 01:33:01.049388, cost_time=0:00:03.972127 2021-04-10 01:32:52,671 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=1.82ms, fps=4094 images/s, loss=1.1733, top1-acc=68.45%, top5-acc=90.48%, remaining_time=0:00:08.276310, arrival_time=2021-04-10 01:33:00.948058, cost_time=0:00:04.597968 2021-04-10 01:32:53,300 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=2.07ms, fps=4073 images/s, loss=1.1734, top1-acc=68.50%, top5-acc=90.47%, remaining_time=0:00:07.579208, arrival_time=2021-04-10 01:33:00.880034, cost_time=0:00:05.227039 2021-04-10 01:32:53,928 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=1.96ms, fps=4082 images/s, loss=1.1743, top1-acc=68.50%, top5-acc=90.49%, remaining_time=0:00:06.895618, arrival_time=2021-04-10 01:33:00.824331, cost_time=0:00:05.854795 2021-04-10 01:32:54,555 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=1.83ms, fps=4090 images/s, loss=1.1771, top1-acc=68.49%, top5-acc=90.52%, remaining_time=0:00:06.222336, arrival_time=2021-04-10 01:33:00.777731, cost_time=0:00:06.481614 2021-04-10 01:32:55,179 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=1.85ms, fps=4104 images/s, loss=1.1835, top1-acc=68.33%, top5-acc=90.37%, remaining_time=0:00:05.555600, arrival_time=2021-04-10 01:33:00.735403, cost_time=0:00:07.106004 2021-04-10 01:32:55,804 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=1.82ms, fps=4102 images/s, loss=1.1852, top1-acc=68.24%, top5-acc=90.34%, remaining_time=0:00:04.896148, arrival_time=2021-04-10 01:33:00.700627, cost_time=0:00:07.730743 2021-04-10 01:32:56,428 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=1.88ms, fps=4108 images/s, loss=1.1950, top1-acc=68.05%, top5-acc=90.21%, remaining_time=0:00:04.241424, arrival_time=2021-04-10 01:33:00.669555, cost_time=0:00:08.354327 2021-04-10 01:32:57,059 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=2.74ms, fps=4062 images/s, loss=1.2003, top1-acc=67.95%, top5-acc=90.14%, remaining_time=0:00:03.594080, arrival_time=2021-04-10 01:33:00.653067, cost_time=0:00:08.985191 2021-04-10 01:32:57,687 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=2.65ms, fps=4074 images/s, loss=1.2047, top1-acc=67.85%, top5-acc=90.11%, remaining_time=0:00:02.948370, arrival_time=2021-04-10 01:33:00.636301, cost_time=0:00:09.614192 2021-04-10 01:32:58,313 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=2.21ms, fps=4094 images/s, loss=1.2130, top1-acc=67.70%, top5-acc=90.00%, remaining_time=0:00:02.303964, arrival_time=2021-04-10 01:33:00.617623, cost_time=0:00:10.239867 2021-04-10 01:32:58,943 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=1.80ms, fps=4067 images/s, loss=1.2146, top1-acc=67.67%, top5-acc=89.96%, remaining_time=0:00:01.662466, arrival_time=2021-04-10 01:33:00.606152, cost_time=0:00:10.869919 2021-04-10 01:32:59,593 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=2.48ms, fps=3946 images/s, loss=1.2195, top1-acc=67.53%, top5-acc=89.91%, remaining_time=0:00:01.023920, arrival_time=2021-04-10 01:33:00.616877, cost_time=0:00:11.519178 2021-04-10 01:33:00,220 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.21ms, fps=4086 images/s, loss=1.2241, top1-acc=67.41%, top5-acc=89.83%, remaining_time=0:00:00.383568, arrival_time=2021-04-10 01:33:00.603632, cost_time=0:00:12.146265 2021-04-10 01:33:00,564 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=0.21ms, fps=3956 images/s, loss=1.2224, top1-acc=67.43%, top5-acc=89.82%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:00.564499, cost_time=0:00:12.490623 2021-04-10 01:33:00,895 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=1.88ms, fps=7764 images/s, loss=1.8383, top1-acc=53.79%, top5-acc=81.72%, remaining_time=0:00:00.989100, arrival_time=2021-04-10 01:33:01.884885, cost_time=0:00:00.329705 2021-04-10 01:33:01,183 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=15.34ms, fps=8901 images/s, loss=1.8750, top1-acc=53.54%, top5-acc=81.02%, remaining_time=0:00:00.617840, arrival_time=2021-04-10 01:33:01.801752, cost_time=0:00:00.617842 2021-04-10 01:33:01,456 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=0.30ms, fps=9397 images/s, loss=1.8674, top1-acc=53.80%, top5-acc=81.37%, remaining_time=0:00:00.296920, arrival_time=2021-04-10 01:33:01.753776, cost_time=0:00:00.890769 2021-04-10 01:33:01,699 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=1.45ms, fps=9594 images/s, loss=1.8974, top1-acc=53.75%, top5-acc=81.15%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:01.699191, cost_time=0:00:01.133177 2021-04-10 01:33:02,188 INFO : Epoch=0045 complete, best val top1-acc=57.65%, top5-acc=82.31% (epoch=42), remaining_time=0:37:06.029090, arrival_time=2021-04-10 02:10:08.217223, cost_time=0:10:46.266519 2021-04-10 01:33:02,188 INFO : Train start, epoch=0046, lr=0.088020 2021-04-10 01:33:02,994 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=1.91ms, fps=3178 images/s, loss=1.1764, top1-acc=67.73%, top5-acc=89.30%, remaining_time=0:00:14.982114, arrival_time=2021-04-10 01:33:17.976433, cost_time=0:00:00.805492 2021-04-10 01:33:03,629 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=1.80ms, fps=4035 images/s, loss=1.1565, top1-acc=68.03%, top5-acc=90.12%, remaining_time=0:00:12.675520, arrival_time=2021-04-10 01:33:16.304876, cost_time=0:00:01.440404 2021-04-10 01:33:04,252 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=1.40ms, fps=4110 images/s, loss=1.1584, top1-acc=68.37%, top5-acc=90.14%, remaining_time=0:00:11.421464, arrival_time=2021-04-10 01:33:15.674394, cost_time=0:00:02.064105 2021-04-10 01:33:04,876 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=1.89ms, fps=4108 images/s, loss=1.1686, top1-acc=68.52%, top5-acc=89.97%, remaining_time=0:00:10.482264, arrival_time=2021-04-10 01:33:15.358871, cost_time=0:00:02.687741 2021-04-10 01:33:05,511 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=2.22ms, fps=4040 images/s, loss=1.1693, top1-acc=68.41%, top5-acc=90.10%, remaining_time=0:00:09.700240, arrival_time=2021-04-10 01:33:15.211240, cost_time=0:00:03.322011 2021-04-10 01:33:06,147 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=2.15ms, fps=4029 images/s, loss=1.1711, top1-acc=68.49%, top5-acc=90.14%, remaining_time=0:00:08.972056, arrival_time=2021-04-10 01:33:15.119166, cost_time=0:00:03.958284 2021-04-10 01:33:06,777 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=2.08ms, fps=4064 images/s, loss=1.1753, top1-acc=68.26%, top5-acc=90.26%, remaining_time=0:00:08.259552, arrival_time=2021-04-10 01:33:15.037078, cost_time=0:00:04.588634 2021-04-10 01:33:07,402 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=2.02ms, fps=4098 images/s, loss=1.1727, top1-acc=68.36%, top5-acc=90.35%, remaining_time=0:00:07.560300, arrival_time=2021-04-10 01:33:14.963200, cost_time=0:00:05.214025 2021-04-10 01:33:08,023 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=1.69ms, fps=4127 images/s, loss=1.1766, top1-acc=68.33%, top5-acc=90.30%, remaining_time=0:00:06.872298, arrival_time=2021-04-10 01:33:14.896044, cost_time=0:00:05.834932 2021-04-10 01:33:08,649 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=2.06ms, fps=4094 images/s, loss=1.1822, top1-acc=68.17%, top5-acc=90.20%, remaining_time=0:00:06.202272, arrival_time=2021-04-10 01:33:14.851840, cost_time=0:00:06.460686 2021-04-10 01:33:09,272 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=1.80ms, fps=4115 images/s, loss=1.1882, top1-acc=68.03%, top5-acc=90.11%, remaining_time=0:00:05.537970, arrival_time=2021-04-10 01:33:14.810254, cost_time=0:00:07.083404 2021-04-10 01:33:09,897 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=1.79ms, fps=4098 images/s, loss=1.1936, top1-acc=67.94%, top5-acc=90.02%, remaining_time=0:00:04.882240, arrival_time=2021-04-10 01:33:14.779848, cost_time=0:00:07.708759 2021-04-10 01:33:10,524 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=2.32ms, fps=4087 images/s, loss=1.1986, top1-acc=67.85%, top5-acc=89.98%, remaining_time=0:00:04.231986, arrival_time=2021-04-10 01:33:14.756541, cost_time=0:00:08.335695 2021-04-10 01:33:11,147 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=1.90ms, fps=4114 images/s, loss=1.1980, top1-acc=67.84%, top5-acc=89.98%, remaining_time=0:00:03.583384, arrival_time=2021-04-10 01:33:14.730663, cost_time=0:00:08.958478 2021-04-10 01:33:11,764 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=1.66ms, fps=4148 images/s, loss=1.2035, top1-acc=67.74%, top5-acc=89.91%, remaining_time=0:00:02.936686, arrival_time=2021-04-10 01:33:14.701611, cost_time=0:00:09.576114 2021-04-10 01:33:12,394 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=1.67ms, fps=4070 images/s, loss=1.2017, top1-acc=67.81%, top5-acc=89.96%, remaining_time=0:00:02.296224, arrival_time=2021-04-10 01:33:14.690651, cost_time=0:00:10.205493 2021-04-10 01:33:13,032 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=1.93ms, fps=4016 images/s, loss=1.2053, top1-acc=67.73%, top5-acc=89.91%, remaining_time=0:00:01.658436, arrival_time=2021-04-10 01:33:14.690873, cost_time=0:00:10.843610 2021-04-10 01:33:13,660 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=2.65ms, fps=4080 images/s, loss=1.2094, top1-acc=67.64%, top5-acc=89.87%, remaining_time=0:00:01.019680, arrival_time=2021-04-10 01:33:14.680009, cost_time=0:00:11.471475 2021-04-10 01:33:14,305 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=1.89ms, fps=4073 images/s, loss=1.2135, top1-acc=67.57%, top5-acc=89.78%, remaining_time=0:00:00.382626, arrival_time=2021-04-10 01:33:14.688168, cost_time=0:00:12.116540 2021-04-10 01:33:14,642 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=1.42ms, fps=4049 images/s, loss=1.2156, top1-acc=67.52%, top5-acc=89.76%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:14.642105, cost_time=0:00:12.453316 2021-04-10 01:33:14,991 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=2.54ms, fps=7359 images/s, loss=1.9088, top1-acc=53.79%, top5-acc=79.57%, remaining_time=0:00:01.043520, arrival_time=2021-04-10 01:33:16.034477, cost_time=0:00:00.347841 2021-04-10 01:33:15,259 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=18.60ms, fps=9568 images/s, loss=1.9565, top1-acc=52.91%, top5-acc=79.18%, remaining_time=0:00:00.615940, arrival_time=2021-04-10 01:33:15.874985, cost_time=0:00:00.615948 2021-04-10 01:33:15,509 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=0.34ms, fps=10240 images/s, loss=1.9465, top1-acc=53.37%, top5-acc=79.11%, remaining_time=0:00:00.288870, arrival_time=2021-04-10 01:33:15.798594, cost_time=0:00:00.866619 2021-04-10 01:33:15,758 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=1.53ms, fps=9347 images/s, loss=1.9534, top1-acc=53.46%, top5-acc=78.98%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:15.758475, cost_time=0:00:01.115335 2021-04-10 01:33:16,243 INFO : Epoch=0046 complete, best val top1-acc=57.65%, top5-acc=82.31% (epoch=42), remaining_time=0:36:50.642434, arrival_time=2021-04-10 02:10:06.885858, cost_time=0:11:00.321780 2021-04-10 01:33:16,244 INFO : Train start, epoch=0047, lr=0.087506 2021-04-10 01:33:17,046 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=0.35ms, fps=3192 images/s, loss=1.2348, top1-acc=67.46%, top5-acc=90.23%, remaining_time=0:00:14.915154, arrival_time=2021-04-10 01:33:31.961240, cost_time=0:00:00.801890 2021-04-10 01:33:17,671 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=1.77ms, fps=4100 images/s, loss=1.1793, top1-acc=68.28%, top5-acc=90.86%, remaining_time=0:00:12.556720, arrival_time=2021-04-10 01:33:30.227916, cost_time=0:00:01.426902 2021-04-10 01:33:18,296 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=2.02ms, fps=4099 images/s, loss=1.1934, top1-acc=67.85%, top5-acc=90.40%, remaining_time=0:00:11.355728, arrival_time=2021-04-10 01:33:29.652147, cost_time=0:00:02.052250 2021-04-10 01:33:18,918 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=1.78ms, fps=4122 images/s, loss=1.1786, top1-acc=68.11%, top5-acc=90.68%, remaining_time=0:00:10.427976, arrival_time=2021-04-10 01:33:29.345968, cost_time=0:00:02.673850 2021-04-10 01:33:19,537 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=2.09ms, fps=4136 images/s, loss=1.1713, top1-acc=68.40%, top5-acc=90.73%, remaining_time=0:00:09.616144, arrival_time=2021-04-10 01:33:29.153657, cost_time=0:00:03.293221 2021-04-10 01:33:20,166 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=3.84ms, fps=4072 images/s, loss=1.1756, top1-acc=68.27%, top5-acc=90.68%, remaining_time=0:00:08.891408, arrival_time=2021-04-10 01:33:29.058299, cost_time=0:00:03.922661 2021-04-10 01:33:20,818 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=1.86ms, fps=3935 images/s, loss=1.1725, top1-acc=68.45%, top5-acc=90.62%, remaining_time=0:00:08.233092, arrival_time=2021-04-10 01:33:29.051322, cost_time=0:00:04.573936 2021-04-10 01:33:21,462 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=1.89ms, fps=3980 images/s, loss=1.1759, top1-acc=68.43%, top5-acc=90.60%, remaining_time=0:00:07.566796, arrival_time=2021-04-10 01:33:29.029440, cost_time=0:00:05.218443 2021-04-10 01:33:22,091 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=0.51ms, fps=4077 images/s, loss=1.1835, top1-acc=68.31%, top5-acc=90.38%, remaining_time=0:00:06.886396, arrival_time=2021-04-10 01:33:28.977663, cost_time=0:00:05.846962 2021-04-10 01:33:22,722 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=1.94ms, fps=4061 images/s, loss=1.1809, top1-acc=68.30%, top5-acc=90.43%, remaining_time=0:00:06.219072, arrival_time=2021-04-10 01:33:28.941417, cost_time=0:00:06.478172 2021-04-10 01:33:23,342 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=1.58ms, fps=4128 images/s, loss=1.1835, top1-acc=68.18%, top5-acc=90.43%, remaining_time=0:00:05.549924, arrival_time=2021-04-10 01:33:28.892851, cost_time=0:00:07.098770 2021-04-10 01:33:23,973 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.99ms, fps=4065 images/s, loss=1.1859, top1-acc=68.16%, top5-acc=90.36%, remaining_time=0:00:04.895008, arrival_time=2021-04-10 01:33:28.868156, cost_time=0:00:07.728911 2021-04-10 01:33:24,599 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=1.49ms, fps=4094 images/s, loss=1.1891, top1-acc=68.12%, top5-acc=90.33%, remaining_time=0:00:04.241688, arrival_time=2021-04-10 01:33:28.840739, cost_time=0:00:08.354825 2021-04-10 01:33:25,227 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=1.48ms, fps=4076 images/s, loss=1.1899, top1-acc=68.11%, top5-acc=90.31%, remaining_time=0:00:03.593408, arrival_time=2021-04-10 01:33:28.821075, cost_time=0:00:08.983460 2021-04-10 01:33:25,855 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=2.02ms, fps=4079 images/s, loss=1.1922, top1-acc=68.12%, top5-acc=90.25%, remaining_time=0:00:02.947588, arrival_time=2021-04-10 01:33:28.803435, cost_time=0:00:09.611650 2021-04-10 01:33:26,474 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=1.65ms, fps=4139 images/s, loss=1.1980, top1-acc=68.01%, top5-acc=90.12%, remaining_time=0:00:02.301912, arrival_time=2021-04-10 01:33:28.776825, cost_time=0:00:10.230716 2021-04-10 01:33:27,104 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=1.52ms, fps=4068 images/s, loss=1.1983, top1-acc=67.97%, top5-acc=90.11%, remaining_time=0:00:01.661010, arrival_time=2021-04-10 01:33:28.765790, cost_time=0:00:10.860507 2021-04-10 01:33:27,731 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=2.03ms, fps=4092 images/s, loss=1.1987, top1-acc=67.93%, top5-acc=90.12%, remaining_time=0:00:01.021056, arrival_time=2021-04-10 01:33:28.752095, cost_time=0:00:11.486847 2021-04-10 01:33:28,360 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.68ms, fps=4071 images/s, loss=1.2045, top1-acc=67.81%, top5-acc=90.03%, remaining_time=0:00:00.382620, arrival_time=2021-04-10 01:33:28.743044, cost_time=0:00:12.116251 2021-04-10 01:33:28,695 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=0.08ms, fps=4064 images/s, loss=1.2069, top1-acc=67.76%, top5-acc=89.97%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:28.695542, cost_time=0:00:12.451402 2021-04-10 01:33:29,023 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=5.50ms, fps=7821 images/s, loss=1.8718, top1-acc=54.45%, top5-acc=80.70%, remaining_time=0:00:00.981930, arrival_time=2021-04-10 01:33:30.005747, cost_time=0:00:00.327309 2021-04-10 01:33:29,281 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=0.40ms, fps=9942 images/s, loss=1.9102, top1-acc=53.95%, top5-acc=80.04%, remaining_time=0:00:00.585280, arrival_time=2021-04-10 01:33:29.867058, cost_time=0:00:00.585277 2021-04-10 01:33:29,564 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=21.67ms, fps=9061 images/s, loss=1.9118, top1-acc=53.44%, top5-acc=80.17%, remaining_time=0:00:00.289430, arrival_time=2021-04-10 01:33:29.854183, cost_time=0:00:00.868297 2021-04-10 01:33:29,785 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=0.07ms, fps=10536 images/s, loss=1.9115, top1-acc=53.34%, top5-acc=79.75%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:29.785304, cost_time=0:00:01.088887 2021-04-10 01:33:30,479 INFO : Epoch=0047 complete, best val top1-acc=57.65%, top5-acc=82.31% (epoch=42), remaining_time=0:36:35.899911, arrival_time=2021-04-10 02:10:06.379033, cost_time=0:11:14.557489 2021-04-10 01:33:30,479 INFO : Train start, epoch=0048, lr=0.086982 2021-04-10 01:33:31,300 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=2.83ms, fps=3120 images/s, loss=1.1986, top1-acc=68.67%, top5-acc=90.43%, remaining_time=0:00:15.262974, arrival_time=2021-04-10 01:33:46.563644, cost_time=0:00:00.820594 2021-04-10 01:33:31,924 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=1.89ms, fps=4109 images/s, loss=1.1578, top1-acc=69.24%, top5-acc=90.55%, remaining_time=0:00:12.709312, arrival_time=2021-04-10 01:33:44.633604, cost_time=0:00:01.444249 2021-04-10 01:33:32,548 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=1.54ms, fps=4103 images/s, loss=1.1643, top1-acc=69.45%, top5-acc=90.46%, remaining_time=0:00:11.446862, arrival_time=2021-04-10 01:33:43.995586, cost_time=0:00:02.068699 2021-04-10 01:33:33,171 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=2.10ms, fps=4116 images/s, loss=1.1550, top1-acc=69.34%, top5-acc=90.65%, remaining_time=0:00:10.495212, arrival_time=2021-04-10 01:33:43.666348, cost_time=0:00:02.691068 2021-04-10 01:33:33,801 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=2.14ms, fps=4064 images/s, loss=1.1620, top1-acc=69.08%, top5-acc=90.52%, remaining_time=0:00:09.698926, arrival_time=2021-04-10 01:33:43.500568, cost_time=0:00:03.321566 2021-04-10 01:33:34,430 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=1.71ms, fps=4073 images/s, loss=1.1756, top1-acc=68.72%, top5-acc=90.33%, remaining_time=0:00:08.954920, arrival_time=2021-04-10 01:33:43.385659, cost_time=0:00:03.950726 2021-04-10 01:33:35,052 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=1.95ms, fps=4123 images/s, loss=1.1753, top1-acc=68.68%, top5-acc=90.40%, remaining_time=0:00:08.229564, arrival_time=2021-04-10 01:33:43.281768, cost_time=0:00:04.571988 2021-04-10 01:33:35,677 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=1.59ms, fps=4097 images/s, loss=1.1749, top1-acc=68.61%, top5-acc=90.36%, remaining_time=0:00:07.536636, arrival_time=2021-04-10 01:33:43.214406, cost_time=0:00:05.197651 2021-04-10 01:33:36,307 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=1.58ms, fps=4068 images/s, loss=1.1817, top1-acc=68.45%, top5-acc=90.28%, remaining_time=0:00:06.863818, arrival_time=2021-04-10 01:33:43.171655, cost_time=0:00:05.827750 2021-04-10 01:33:36,947 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=2.16ms, fps=4009 images/s, loss=1.1846, top1-acc=68.32%, top5-acc=90.27%, remaining_time=0:00:06.208224, arrival_time=2021-04-10 01:33:43.155179, cost_time=0:00:06.466855 2021-04-10 01:33:37,572 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=2.64ms, fps=4100 images/s, loss=1.1835, top1-acc=68.30%, top5-acc=90.29%, remaining_time=0:00:05.544592, arrival_time=2021-04-10 01:33:43.116630, cost_time=0:00:07.091869 2021-04-10 01:33:38,199 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=3.97ms, fps=4085 images/s, loss=1.1852, top1-acc=68.25%, top5-acc=90.28%, remaining_time=0:00:04.888928, arrival_time=2021-04-10 01:33:43.088312, cost_time=0:00:07.719335 2021-04-10 01:33:38,830 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=2.16ms, fps=4059 images/s, loss=1.1856, top1-acc=68.17%, top5-acc=90.26%, remaining_time=0:00:04.239444, arrival_time=2021-04-10 01:33:43.069940, cost_time=0:00:08.350405 2021-04-10 01:33:39,458 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=2.03ms, fps=4083 images/s, loss=1.1889, top1-acc=68.07%, top5-acc=90.22%, remaining_time=0:00:03.591168, arrival_time=2021-04-10 01:33:43.049278, cost_time=0:00:08.977950 2021-04-10 01:33:40,083 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=1.59ms, fps=4100 images/s, loss=1.1930, top1-acc=67.94%, top5-acc=90.15%, remaining_time=0:00:02.944920, arrival_time=2021-04-10 01:33:43.028046, cost_time=0:00:09.603073 2021-04-10 01:33:40,714 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=2.08ms, fps=4058 images/s, loss=1.1944, top1-acc=67.92%, top5-acc=90.14%, remaining_time=0:00:02.302740, arrival_time=2021-04-10 01:33:43.017269, cost_time=0:00:10.234443 2021-04-10 01:33:41,345 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=2.04ms, fps=4058 images/s, loss=1.1987, top1-acc=67.76%, top5-acc=90.09%, remaining_time=0:00:01.661816, arrival_time=2021-04-10 01:33:43.007639, cost_time=0:00:10.865795 2021-04-10 01:33:41,971 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=2.02ms, fps=4093 images/s, loss=1.2024, top1-acc=67.66%, top5-acc=90.07%, remaining_time=0:00:01.021472, arrival_time=2021-04-10 01:33:42.993203, cost_time=0:00:11.491618 2021-04-10 01:33:42,604 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.91ms, fps=4050 images/s, loss=1.2023, top1-acc=67.70%, top5-acc=90.07%, remaining_time=0:00:00.382878, arrival_time=2021-04-10 01:33:42.987370, cost_time=0:00:12.124408 2021-04-10 01:33:42,949 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=0.12ms, fps=3952 images/s, loss=1.2041, top1-acc=67.67%, top5-acc=90.04%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:42.949197, cost_time=0:00:12.469130 2021-04-10 01:33:43,311 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=9.43ms, fps=7100 images/s, loss=1.9450, top1-acc=53.44%, top5-acc=79.30%, remaining_time=0:00:01.081560, arrival_time=2021-04-10 01:33:44.392723, cost_time=0:00:00.360517 2021-04-10 01:33:43,606 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=0.48ms, fps=8688 images/s, loss=1.9171, top1-acc=54.24%, top5-acc=80.10%, remaining_time=0:00:00.655940, arrival_time=2021-04-10 01:33:44.262551, cost_time=0:00:00.655948 2021-04-10 01:33:43,854 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=6.55ms, fps=10333 images/s, loss=1.9247, top1-acc=54.13%, top5-acc=80.07%, remaining_time=0:00:00.301420, arrival_time=2021-04-10 01:33:44.156268, cost_time=0:00:00.904266 2021-04-10 01:33:44,063 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=0.06ms, fps=11154 images/s, loss=1.9059, top1-acc=54.38%, top5-acc=80.40%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:44.063191, cost_time=0:00:01.112636 2021-04-10 01:33:44,563 INFO : Epoch=0048 complete, best val top1-acc=57.65%, top5-acc=82.31% (epoch=42), remaining_time=0:36:20.698096, arrival_time=2021-04-10 02:10:05.261228, cost_time=0:11:28.641514 2021-04-10 01:33:44,563 INFO : Train start, epoch=0049, lr=0.086448 2021-04-10 01:33:45,408 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=14.74ms, fps=3031 images/s, loss=1.1129, top1-acc=69.61%, top5-acc=91.33%, remaining_time=0:00:15.708444, arrival_time=2021-04-10 01:34:01.116824, cost_time=0:00:00.844535 2021-04-10 01:33:46,050 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=1.79ms, fps=3992 images/s, loss=1.1383, top1-acc=69.36%, top5-acc=90.96%, remaining_time=0:00:13.080496, arrival_time=2021-04-10 01:33:59.130754, cost_time=0:00:01.486425 2021-04-10 01:33:46,674 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=0.40ms, fps=4103 images/s, loss=1.1383, top1-acc=69.15%, top5-acc=90.99%, remaining_time=0:00:11.680424, arrival_time=2021-04-10 01:33:58.355142, cost_time=0:00:02.110932 2021-04-10 01:33:47,302 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=1.57ms, fps=4080 images/s, loss=1.1215, top1-acc=69.44%, top5-acc=91.18%, remaining_time=0:00:10.681164, arrival_time=2021-04-10 01:33:57.983871, cost_time=0:00:02.738741 2021-04-10 01:33:47,927 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=1.47ms, fps=4100 images/s, loss=1.1222, top1-acc=69.60%, top5-acc=91.18%, remaining_time=0:00:09.823172, arrival_time=2021-04-10 01:33:57.751039, cost_time=0:00:03.364076 2021-04-10 01:33:48,544 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=0.36ms, fps=4153 images/s, loss=1.1307, top1-acc=69.49%, top5-acc=91.04%, remaining_time=0:00:09.023600, arrival_time=2021-04-10 01:33:57.568364, cost_time=0:00:03.980972 2021-04-10 01:33:49,165 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=1.85ms, fps=4126 images/s, loss=1.1402, top1-acc=69.29%, top5-acc=90.80%, remaining_time=0:00:08.283240, arrival_time=2021-04-10 01:33:57.448827, cost_time=0:00:04.601795 2021-04-10 01:33:49,779 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=1.49ms, fps=4176 images/s, loss=1.1463, top1-acc=69.13%, top5-acc=90.76%, remaining_time=0:00:07.562040, arrival_time=2021-04-10 01:33:57.341078, cost_time=0:00:05.215229 2021-04-10 01:33:50,398 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.78ms, fps=4137 images/s, loss=1.1519, top1-acc=68.93%, top5-acc=90.74%, remaining_time=0:00:06.871662, arrival_time=2021-04-10 01:33:57.269962, cost_time=0:00:05.834467 2021-04-10 01:33:51,032 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=1.82ms, fps=4040 images/s, loss=1.1525, top1-acc=68.91%, top5-acc=90.67%, remaining_time=0:00:06.209952, arrival_time=2021-04-10 01:33:57.242490, cost_time=0:00:06.468719 2021-04-10 01:33:51,666 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=2.13ms, fps=4043 images/s, loss=1.1579, top1-acc=68.85%, top5-acc=90.60%, remaining_time=0:00:05.552762, arrival_time=2021-04-10 01:33:57.219020, cost_time=0:00:07.102410 2021-04-10 01:33:52,302 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=12.44ms, fps=4024 images/s, loss=1.1554, top1-acc=68.96%, top5-acc=90.64%, remaining_time=0:00:04.901392, arrival_time=2021-04-10 01:33:57.204308, cost_time=0:00:07.739075 2021-04-10 01:33:52,934 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=1.97ms, fps=4058 images/s, loss=1.1585, top1-acc=68.92%, top5-acc=90.60%, remaining_time=0:00:04.249674, arrival_time=2021-04-10 01:33:57.184015, cost_time=0:00:08.370511 2021-04-10 01:33:53,571 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=1.91ms, fps=4023 images/s, loss=1.1613, top1-acc=68.86%, top5-acc=90.58%, remaining_time=0:00:03.602928, arrival_time=2021-04-10 01:33:57.174174, cost_time=0:00:09.007302 2021-04-10 01:33:54,195 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=1.75ms, fps=4107 images/s, loss=1.1660, top1-acc=68.69%, top5-acc=90.54%, remaining_time=0:00:02.953660, arrival_time=2021-04-10 01:33:57.148970, cost_time=0:00:09.631511 2021-04-10 01:33:54,823 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=1.72ms, fps=4078 images/s, loss=1.1721, top1-acc=68.57%, top5-acc=90.46%, remaining_time=0:00:02.308428, arrival_time=2021-04-10 01:33:57.131970, cost_time=0:00:10.259755 2021-04-10 01:33:55,445 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=1.32ms, fps=4119 images/s, loss=1.1754, top1-acc=68.49%, top5-acc=90.41%, remaining_time=0:00:01.664260, arrival_time=2021-04-10 01:33:57.109816, cost_time=0:00:10.881701 2021-04-10 01:33:56,073 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=1.86ms, fps=4083 images/s, loss=1.1772, top1-acc=68.40%, top5-acc=90.39%, remaining_time=0:00:01.023040, arrival_time=2021-04-10 01:33:57.096061, cost_time=0:00:11.509230 2021-04-10 01:33:56,697 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=1.75ms, fps=4100 images/s, loss=1.1780, top1-acc=68.38%, top5-acc=90.38%, remaining_time=0:00:00.383184, arrival_time=2021-04-10 01:33:57.081110, cost_time=0:00:12.134075 2021-04-10 01:33:57,038 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=0.08ms, fps=3999 images/s, loss=1.1802, top1-acc=68.35%, top5-acc=90.34%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:57.038531, cost_time=0:00:12.474758 2021-04-10 01:33:57,385 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=2.76ms, fps=7393 images/s, loss=1.7301, top1-acc=57.11%, top5-acc=83.09%, remaining_time=0:00:01.038690, arrival_time=2021-04-10 01:33:58.424459, cost_time=0:00:00.346226 2021-04-10 01:33:57,683 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=0.31ms, fps=8631 images/s, loss=1.7415, top1-acc=57.23%, top5-acc=82.52%, remaining_time=0:00:00.643400, arrival_time=2021-04-10 01:33:58.326329, cost_time=0:00:00.643397 2021-04-10 01:33:57,925 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=0.39ms, fps=10595 images/s, loss=1.7365, top1-acc=57.04%, top5-acc=82.08%, remaining_time=0:00:00.295180, arrival_time=2021-04-10 01:33:58.220249, cost_time=0:00:00.885548 2021-04-10 01:33:58,143 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=0.08ms, fps=10644 images/s, loss=1.7462, top1-acc=56.93%, top5-acc=82.06%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:58.143476, cost_time=0:00:01.104043 2021-04-10 01:33:58,642 INFO : Epoch=0049 complete, best val top1-acc=57.65%, top5-acc=82.31% (epoch=42), remaining_time=0:36:05.526938, arrival_time=2021-04-10 02:10:04.169221, cost_time=0:11:42.720668 2021-04-10 01:33:58,642 INFO : Train start, epoch=0050, lr=0.085906 2021-04-10 01:33:59,446 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=0.24ms, fps=3186 images/s, loss=1.1518, top1-acc=69.57%, top5-acc=90.90%, remaining_time=0:00:14.942868, arrival_time=2021-04-10 01:34:14.389198, cost_time=0:00:00.803380 2021-04-10 01:34:00,082 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=10.26ms, fps=4028 images/s, loss=1.1396, top1-acc=69.88%, top5-acc=90.98%, remaining_time=0:00:12.666720, arrival_time=2021-04-10 01:34:12.749120, cost_time=0:00:01.439396 2021-04-10 01:34:00,705 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=1.46ms, fps=4113 images/s, loss=1.1249, top1-acc=69.88%, top5-acc=91.35%, remaining_time=0:00:11.411670, arrival_time=2021-04-10 01:34:12.117000, cost_time=0:00:02.062352 2021-04-10 01:34:01,341 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=2.18ms, fps=4026 images/s, loss=1.1252, top1-acc=69.76%, top5-acc=91.37%, remaining_time=0:00:10.525320, arrival_time=2021-04-10 01:34:11.867111, cost_time=0:00:02.698793 2021-04-10 01:34:01,970 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=1.63ms, fps=4075 images/s, loss=1.1299, top1-acc=69.73%, top5-acc=91.25%, remaining_time=0:00:09.716300, arrival_time=2021-04-10 01:34:11.686808, cost_time=0:00:03.327504 2021-04-10 01:34:02,594 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=2.11ms, fps=4106 images/s, loss=1.1387, top1-acc=69.47%, top5-acc=91.15%, remaining_time=0:00:08.956824, arrival_time=2021-04-10 01:34:11.551376, cost_time=0:00:03.951551 2021-04-10 01:34:03,223 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=1.65ms, fps=4072 images/s, loss=1.1408, top1-acc=69.65%, top5-acc=91.07%, remaining_time=0:00:08.245440, arrival_time=2021-04-10 01:34:11.469212, cost_time=0:00:04.580824 2021-04-10 01:34:03,847 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=2.06ms, fps=4110 images/s, loss=1.1388, top1-acc=69.76%, top5-acc=90.98%, remaining_time=0:00:07.546032, arrival_time=2021-04-10 01:34:11.393129, cost_time=0:00:05.204159 2021-04-10 01:34:04,476 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=1.93ms, fps=4069 images/s, loss=1.1357, top1-acc=69.79%, top5-acc=91.04%, remaining_time=0:00:06.870708, arrival_time=2021-04-10 01:34:11.347304, cost_time=0:00:05.833635 2021-04-10 01:34:05,098 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=1.62ms, fps=4122 images/s, loss=1.1494, top1-acc=69.41%, top5-acc=90.86%, remaining_time=0:00:06.196992, arrival_time=2021-04-10 01:34:11.295249, cost_time=0:00:06.455159 2021-04-10 01:34:05,740 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=1.90ms, fps=3989 images/s, loss=1.1480, top1-acc=69.47%, top5-acc=90.91%, remaining_time=0:00:05.549064, arrival_time=2021-04-10 01:34:11.289775, cost_time=0:00:07.097687 2021-04-10 01:34:06,385 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=2.70ms, fps=3976 images/s, loss=1.1479, top1-acc=69.50%, top5-acc=90.92%, remaining_time=0:00:04.903368, arrival_time=2021-04-10 01:34:11.288587, cost_time=0:00:07.742197 2021-04-10 01:34:07,022 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=1.59ms, fps=4026 images/s, loss=1.1497, top1-acc=69.43%, top5-acc=90.87%, remaining_time=0:00:04.254030, arrival_time=2021-04-10 01:34:11.276192, cost_time=0:00:08.379207 2021-04-10 01:34:07,654 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=1.56ms, fps=4053 images/s, loss=1.1495, top1-acc=69.44%, top5-acc=90.89%, remaining_time=0:00:03.604496, arrival_time=2021-04-10 01:34:11.258780, cost_time=0:00:09.011289 2021-04-10 01:34:08,280 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=1.98ms, fps=4091 images/s, loss=1.1521, top1-acc=69.32%, top5-acc=90.80%, remaining_time=0:00:02.955546, arrival_time=2021-04-10 01:34:11.236200, cost_time=0:00:09.637605 2021-04-10 01:34:08,913 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=0.52ms, fps=4047 images/s, loss=1.1571, top1-acc=69.20%, top5-acc=90.75%, remaining_time=0:00:02.310948, arrival_time=2021-04-10 01:34:11.224804, cost_time=0:00:10.270850 2021-04-10 01:34:09,544 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=1.90ms, fps=4067 images/s, loss=1.1613, top1-acc=69.09%, top5-acc=90.67%, remaining_time=0:00:01.667198, arrival_time=2021-04-10 01:34:11.211258, cost_time=0:00:10.900955 2021-04-10 01:34:10,172 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=1.97ms, fps=4079 images/s, loss=1.1639, top1-acc=69.06%, top5-acc=90.64%, remaining_time=0:00:01.024848, arrival_time=2021-04-10 01:34:11.197294, cost_time=0:00:11.529494 2021-04-10 01:34:10,796 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=1.41ms, fps=4109 images/s, loss=1.1683, top1-acc=68.93%, top5-acc=90.65%, remaining_time=0:00:00.383778, arrival_time=2021-04-10 01:34:11.179858, cost_time=0:00:12.152957 2021-04-10 01:34:11,134 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=0.09ms, fps=4027 images/s, loss=1.1707, top1-acc=68.92%, top5-acc=90.59%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:11.134494, cost_time=0:00:12.491551 2021-04-10 01:34:11,517 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=0.51ms, fps=6704 images/s, loss=2.0836, top1-acc=51.29%, top5-acc=77.46%, remaining_time=0:00:01.145520, arrival_time=2021-04-10 01:34:12.662904, cost_time=0:00:00.381843 2021-04-10 01:34:11,765 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=0.20ms, fps=10325 images/s, loss=2.1223, top1-acc=50.41%, top5-acc=76.89%, remaining_time=0:00:00.630340, arrival_time=2021-04-10 01:34:12.396163, cost_time=0:00:00.630338 2021-04-10 01:34:12,012 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=0.38ms, fps=10416 images/s, loss=2.1542, top1-acc=50.14%, top5-acc=76.37%, remaining_time=0:00:00.292170, arrival_time=2021-04-10 01:34:12.304156, cost_time=0:00:00.876502 2021-04-10 01:34:12,229 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=0.07ms, fps=10708 images/s, loss=2.1699, top1-acc=50.11%, top5-acc=76.39%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:12.228987, cost_time=0:00:01.093539 2021-04-10 01:34:12,771 INFO : Epoch=0050 complete, best val top1-acc=57.65%, top5-acc=82.31% (epoch=42), remaining_time=0:35:50.550600, arrival_time=2021-04-10 02:10:03.322423, cost_time=0:11:56.850207 2021-04-10 01:34:12,772 INFO : Train start, epoch=0051, lr=0.085355 2021-04-10 01:34:13,599 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=2.14ms, fps=3099 images/s, loss=1.1023, top1-acc=69.80%, top5-acc=91.52%, remaining_time=0:00:15.366204, arrival_time=2021-04-10 01:34:28.965108, cost_time=0:00:00.826142 2021-04-10 01:34:14,224 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=2.23ms, fps=4098 images/s, loss=1.0977, top1-acc=70.14%, top5-acc=91.58%, remaining_time=0:00:12.777072, arrival_time=2021-04-10 01:34:27.001549, cost_time=0:00:01.451944 2021-04-10 01:34:14,841 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=2.23ms, fps=4156 images/s, loss=1.1092, top1-acc=70.14%, top5-acc=91.20%, remaining_time=0:00:11.445700, arrival_time=2021-04-10 01:34:26.286744, cost_time=0:00:02.068505 2021-04-10 01:34:15,498 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=2.02ms, fps=3899 images/s, loss=1.1085, top1-acc=70.02%, top5-acc=91.29%, remaining_time=0:00:10.630308, arrival_time=2021-04-10 01:34:26.128529, cost_time=0:00:02.725723 2021-04-10 01:34:16,127 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=2.16ms, fps=4070 images/s, loss=1.1103, top1-acc=70.21%, top5-acc=91.26%, remaining_time=0:00:09.797184, arrival_time=2021-04-10 01:34:25.925050, cost_time=0:00:03.355214 2021-04-10 01:34:16,760 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=1.38ms, fps=4054 images/s, loss=1.1114, top1-acc=70.34%, top5-acc=91.28%, remaining_time=0:00:09.038424, arrival_time=2021-04-10 01:34:25.798485, cost_time=0:00:03.987568 2021-04-10 01:34:17,388 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=1.53ms, fps=4074 images/s, loss=1.1194, top1-acc=70.03%, top5-acc=91.26%, remaining_time=0:00:08.309574, arrival_time=2021-04-10 01:34:25.698492, cost_time=0:00:04.616434 2021-04-10 01:34:18,014 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=2.17ms, fps=4094 images/s, loss=1.1200, top1-acc=70.06%, top5-acc=91.26%, remaining_time=0:00:07.601016, arrival_time=2021-04-10 01:34:25.615615, cost_time=0:00:05.242119 2021-04-10 01:34:18,641 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=1.56ms, fps=4085 images/s, loss=1.1249, top1-acc=69.94%, top5-acc=91.05%, remaining_time=0:00:06.912578, arrival_time=2021-04-10 01:34:25.554224, cost_time=0:00:05.869167 2021-04-10 01:34:19,268 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=1.59ms, fps=4087 images/s, loss=1.1332, top1-acc=69.72%, top5-acc=90.89%, remaining_time=0:00:06.236160, arrival_time=2021-04-10 01:34:25.504804, cost_time=0:00:06.495984 2021-04-10 01:34:19,893 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=1.89ms, fps=4099 images/s, loss=1.1399, top1-acc=69.50%, top5-acc=90.75%, remaining_time=0:00:05.567640, arrival_time=2021-04-10 01:34:25.461483, cost_time=0:00:07.121369 2021-04-10 01:34:20,519 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=2.19ms, fps=4094 images/s, loss=1.1424, top1-acc=69.47%, top5-acc=90.70%, remaining_time=0:00:04.906484, arrival_time=2021-04-10 01:34:25.426115, cost_time=0:00:07.747124 2021-04-10 01:34:21,144 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=1.57ms, fps=4102 images/s, loss=1.1486, top1-acc=69.27%, top5-acc=90.62%, remaining_time=0:00:04.250202, arrival_time=2021-04-10 01:34:25.394359, cost_time=0:00:08.371635 2021-04-10 01:34:21,780 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=1.73ms, fps=4026 images/s, loss=1.1507, top1-acc=69.18%, top5-acc=90.59%, remaining_time=0:00:03.603264, arrival_time=2021-04-10 01:34:25.383934, cost_time=0:00:09.008137 2021-04-10 01:34:22,403 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=1.77ms, fps=4113 images/s, loss=1.1521, top1-acc=69.18%, top5-acc=90.55%, remaining_time=0:00:02.953522, arrival_time=2021-04-10 01:34:25.357142, cost_time=0:00:09.631108 2021-04-10 01:34:23,024 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=1.47ms, fps=4127 images/s, loss=1.1552, top1-acc=69.12%, top5-acc=90.50%, remaining_time=0:00:02.306700, arrival_time=2021-04-10 01:34:25.331255, cost_time=0:00:10.252009 2021-04-10 01:34:23,648 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=1.49ms, fps=4109 images/s, loss=1.1588, top1-acc=69.02%, top5-acc=90.47%, remaining_time=0:00:01.663324, arrival_time=2021-04-10 01:34:25.311376, cost_time=0:00:10.875572 2021-04-10 01:34:24,269 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=1.89ms, fps=4122 images/s, loss=1.1587, top1-acc=69.01%, top5-acc=90.49%, remaining_time=0:00:01.021952, arrival_time=2021-04-10 01:34:25.291476, cost_time=0:00:11.496995 2021-04-10 01:34:24,898 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.46ms, fps=4073 images/s, loss=1.1595, top1-acc=68.93%, top5-acc=90.48%, remaining_time=0:00:00.382932, arrival_time=2021-04-10 01:34:25.281590, cost_time=0:00:12.126126 2021-04-10 01:34:25,246 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=0.12ms, fps=3917 images/s, loss=1.1640, top1-acc=68.85%, top5-acc=90.45%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:25.246394, cost_time=0:00:12.473894 2021-04-10 01:34:25,579 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=10.99ms, fps=7724 images/s, loss=1.8387, top1-acc=54.02%, top5-acc=79.92%, remaining_time=0:00:00.994230, arrival_time=2021-04-10 01:34:26.573376, cost_time=0:00:00.331412 2021-04-10 01:34:25,843 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=0.50ms, fps=9707 images/s, loss=1.8243, top1-acc=55.02%, top5-acc=79.98%, remaining_time=0:00:00.595900, arrival_time=2021-04-10 01:34:26.439437, cost_time=0:00:00.595892 2021-04-10 01:34:26,091 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=0.42ms, fps=10353 images/s, loss=1.8279, top1-acc=55.14%, top5-acc=80.20%, remaining_time=0:00:00.281210, arrival_time=2021-04-10 01:34:26.372500, cost_time=0:00:00.843642 2021-04-10 01:34:26,311 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=0.10ms, fps=10541 images/s, loss=1.8227, top1-acc=54.76%, top5-acc=80.13%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:26.311858, cost_time=0:00:01.064254 2021-04-10 01:34:26,876 INFO : Epoch=0051 complete, best val top1-acc=57.65%, top5-acc=82.31% (epoch=42), remaining_time=0:35:35.535199, arrival_time=2021-04-10 02:10:02.411807, cost_time=0:12:10.954977 2021-04-10 01:34:26,877 INFO : Train start, epoch=0052, lr=0.084796 2021-04-10 01:34:27,694 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=3.71ms, fps=3134 images/s, loss=1.1377, top1-acc=68.55%, top5-acc=90.62%, remaining_time=0:00:15.192480, arrival_time=2021-04-10 01:34:42.886621, cost_time=0:00:00.816796 2021-04-10 01:34:28,320 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=1.57ms, fps=4093 images/s, loss=1.1381, top1-acc=69.32%, top5-acc=90.76%, remaining_time=0:00:12.697696, arrival_time=2021-04-10 01:34:41.018036, cost_time=0:00:01.442927 2021-04-10 01:34:28,961 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=2.44ms, fps=4033 images/s, loss=1.1231, top1-acc=69.73%, top5-acc=90.95%, remaining_time=0:00:11.530692, arrival_time=2021-04-10 01:34:40.491871, cost_time=0:00:02.083855 2021-04-10 01:34:29,622 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=5.51ms, fps=3875 images/s, loss=1.1208, top1-acc=69.97%, top5-acc=90.98%, remaining_time=0:00:10.705812, arrival_time=2021-04-10 01:34:40.328379, cost_time=0:00:02.745084 2021-04-10 01:34:30,251 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=2.50ms, fps=4074 images/s, loss=1.1359, top1-acc=69.69%, top5-acc=90.84%, remaining_time=0:00:09.853248, arrival_time=2021-04-10 01:34:40.104976, cost_time=0:00:03.374395 2021-04-10 01:34:30,881 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=1.44ms, fps=4068 images/s, loss=1.1444, top1-acc=69.51%, top5-acc=90.67%, remaining_time=0:00:09.076504, arrival_time=2021-04-10 01:34:39.958158, cost_time=0:00:04.004330 2021-04-10 01:34:31,521 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=2.82ms, fps=4005 images/s, loss=1.1424, top1-acc=69.60%, top5-acc=90.66%, remaining_time=0:00:08.359344, arrival_time=2021-04-10 01:34:39.880822, cost_time=0:00:04.644046 2021-04-10 01:34:32,159 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=2.14ms, fps=4015 images/s, loss=1.1415, top1-acc=69.57%, top5-acc=90.69%, remaining_time=0:00:07.659596, arrival_time=2021-04-10 01:34:39.819384, cost_time=0:00:05.282443 2021-04-10 01:34:32,781 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=1.99ms, fps=4121 images/s, loss=1.1421, top1-acc=69.50%, top5-acc=90.70%, remaining_time=0:00:06.953918, arrival_time=2021-04-10 01:34:39.735472, cost_time=0:00:05.904233 2021-04-10 01:34:33,410 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=1.46ms, fps=4074 images/s, loss=1.1390, top1-acc=69.57%, top5-acc=90.75%, remaining_time=0:00:06.271776, arrival_time=2021-04-10 01:34:39.682209, cost_time=0:00:06.533093 2021-04-10 01:34:34,042 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=2.08ms, fps=4055 images/s, loss=1.1379, top1-acc=69.62%, top5-acc=90.74%, remaining_time=0:00:05.601782, arrival_time=2021-04-10 01:34:39.644107, cost_time=0:00:07.165052 2021-04-10 01:34:34,668 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=1.94ms, fps=4092 images/s, loss=1.1374, top1-acc=69.53%, top5-acc=90.78%, remaining_time=0:00:04.934376, arrival_time=2021-04-10 01:34:39.602743, cost_time=0:00:07.791096 2021-04-10 01:34:35,288 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=1.96ms, fps=4134 images/s, loss=1.1379, top1-acc=69.55%, top5-acc=90.79%, remaining_time=0:00:04.270068, arrival_time=2021-04-10 01:34:39.558254, cost_time=0:00:08.410738 2021-04-10 01:34:35,921 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=2.11ms, fps=4050 images/s, loss=1.1434, top1-acc=69.34%, top5-acc=90.72%, remaining_time=0:00:03.617488, arrival_time=2021-04-10 01:34:39.538579, cost_time=0:00:09.043713 2021-04-10 01:34:36,562 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=2.19ms, fps=3995 images/s, loss=1.1461, top1-acc=69.30%, top5-acc=90.70%, remaining_time=0:00:02.970128, arrival_time=2021-04-10 01:34:39.532691, cost_time=0:00:09.685232 2021-04-10 01:34:37,189 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=2.15ms, fps=4089 images/s, loss=1.1494, top1-acc=69.23%, top5-acc=90.69%, remaining_time=0:00:02.320200, arrival_time=2021-04-10 01:34:39.509471, cost_time=0:00:10.311934 2021-04-10 01:34:37,816 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=1.73ms, fps=4088 images/s, loss=1.1469, top1-acc=69.27%, top5-acc=90.75%, remaining_time=0:00:01.672970, arrival_time=2021-04-10 01:34:39.488980, cost_time=0:00:10.938698 2021-04-10 01:34:38,436 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=1.79ms, fps=4129 images/s, loss=1.1475, top1-acc=69.23%, top5-acc=90.76%, remaining_time=0:00:01.027488, arrival_time=2021-04-10 01:34:39.464094, cost_time=0:00:11.559260 2021-04-10 01:34:39,071 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.70ms, fps=4037 images/s, loss=1.1510, top1-acc=69.14%, top5-acc=90.69%, remaining_time=0:00:00.385074, arrival_time=2021-04-10 01:34:39.456286, cost_time=0:00:12.193937 2021-04-10 01:34:39,409 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=0.07ms, fps=4026 images/s, loss=1.1530, top1-acc=69.08%, top5-acc=90.68%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:39.409494, cost_time=0:00:12.532158 2021-04-10 01:34:39,790 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=0.29ms, fps=6740 images/s, loss=1.9203, top1-acc=53.20%, top5-acc=79.26%, remaining_time=0:00:01.139370, arrival_time=2021-04-10 01:34:40.930231, cost_time=0:00:00.379789 2021-04-10 01:34:40,047 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=2.73ms, fps=10018 images/s, loss=1.9116, top1-acc=53.98%, top5-acc=78.93%, remaining_time=0:00:00.635980, arrival_time=2021-04-10 01:34:40.682980, cost_time=0:00:00.635971 2021-04-10 01:34:40,297 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=0.30ms, fps=10234 images/s, loss=1.9021, top1-acc=53.88%, top5-acc=79.05%, remaining_time=0:00:00.295560, arrival_time=2021-04-10 01:34:40.593259, cost_time=0:00:00.886690 2021-04-10 01:34:40,514 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=0.11ms, fps=10712 images/s, loss=1.8894, top1-acc=54.00%, top5-acc=79.16%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:40.514781, cost_time=0:00:01.103795 2021-04-10 01:34:41,092 INFO : Epoch=0052 complete, best val top1-acc=57.65%, top5-acc=82.31% (epoch=42), remaining_time=0:35:20.871672, arrival_time=2021-04-10 02:10:01.964510, cost_time=0:12:25.171133 2021-04-10 01:34:41,094 INFO : Train start, epoch=0053, lr=0.084227 2021-04-10 01:34:41,922 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=0.48ms, fps=3093 images/s, loss=1.1110, top1-acc=69.80%, top5-acc=91.09%, remaining_time=0:00:15.394662, arrival_time=2021-04-10 01:34:57.316577, cost_time=0:00:00.827672 2021-04-10 01:34:42,546 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=1.58ms, fps=4102 images/s, loss=1.1075, top1-acc=70.37%, top5-acc=91.11%, remaining_time=0:00:12.780944, arrival_time=2021-04-10 01:34:55.327644, cost_time=0:00:01.452385 2021-04-10 01:34:43,170 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=1.59ms, fps=4106 images/s, loss=1.1064, top1-acc=70.34%, top5-acc=91.09%, remaining_time=0:00:11.490852, arrival_time=2021-04-10 01:34:54.661738, cost_time=0:00:02.076670 2021-04-10 01:34:43,805 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=1.96ms, fps=4037 images/s, loss=1.1031, top1-acc=70.40%, top5-acc=91.35%, remaining_time=0:00:10.574460, arrival_time=2021-04-10 01:34:54.380017, cost_time=0:00:02.711390 2021-04-10 01:34:44,429 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=1.59ms, fps=4109 images/s, loss=1.1048, top1-acc=70.13%, top5-acc=91.41%, remaining_time=0:00:09.737762, arrival_time=2021-04-10 01:34:54.166909, cost_time=0:00:03.334870 2021-04-10 01:34:45,057 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=3.56ms, fps=4081 images/s, loss=1.1178, top1-acc=69.85%, top5-acc=91.19%, remaining_time=0:00:08.982392, arrival_time=2021-04-10 01:34:54.039429, cost_time=0:00:03.962826 2021-04-10 01:34:45,682 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=2.22ms, fps=4101 images/s, loss=1.1111, top1-acc=70.05%, top5-acc=91.24%, remaining_time=0:00:08.258040, arrival_time=2021-04-10 01:34:53.940054, cost_time=0:00:04.587802 2021-04-10 01:34:46,308 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=1.69ms, fps=4088 images/s, loss=1.1083, top1-acc=70.21%, top5-acc=91.25%, remaining_time=0:00:07.561112, arrival_time=2021-04-10 01:34:53.869856, cost_time=0:00:05.214581 2021-04-10 01:34:46,933 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=1.74ms, fps=4100 images/s, loss=1.1060, top1-acc=70.16%, top5-acc=91.29%, remaining_time=0:00:06.877598, arrival_time=2021-04-10 01:34:53.811212, cost_time=0:00:05.839445 2021-04-10 01:34:47,556 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=1.71ms, fps=4113 images/s, loss=1.1053, top1-acc=70.16%, top5-acc=91.24%, remaining_time=0:00:06.203904, arrival_time=2021-04-10 01:34:53.760524, cost_time=0:00:06.462356 2021-04-10 01:34:48,185 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=1.74ms, fps=4077 images/s, loss=1.1105, top1-acc=69.99%, top5-acc=91.17%, remaining_time=0:00:05.543904, arrival_time=2021-04-10 01:34:53.729102, cost_time=0:00:07.090985 2021-04-10 01:34:48,808 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=2.28ms, fps=4114 images/s, loss=1.1110, top1-acc=70.02%, top5-acc=91.21%, remaining_time=0:00:04.885432, arrival_time=2021-04-10 01:34:53.693482, cost_time=0:00:07.713845 2021-04-10 01:34:49,438 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=2.17ms, fps=4063 images/s, loss=1.1154, top1-acc=69.96%, top5-acc=91.16%, remaining_time=0:00:04.236408, arrival_time=2021-04-10 01:34:53.675082, cost_time=0:00:08.344464 2021-04-10 01:34:50,060 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=1.62ms, fps=4119 images/s, loss=1.1212, top1-acc=69.88%, top5-acc=91.11%, remaining_time=0:00:03.586632, arrival_time=2021-04-10 01:34:53.647392, cost_time=0:00:08.966603 2021-04-10 01:34:50,682 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=1.53ms, fps=4120 images/s, loss=1.1273, top1-acc=69.71%, top5-acc=91.06%, remaining_time=0:00:02.940458, arrival_time=2021-04-10 01:34:53.623021, cost_time=0:00:09.588406 2021-04-10 01:34:51,314 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=2.40ms, fps=4053 images/s, loss=1.1323, top1-acc=69.61%, top5-acc=90.98%, remaining_time=0:00:02.299608, arrival_time=2021-04-10 01:34:53.614278, cost_time=0:00:10.220430 2021-04-10 01:34:51,970 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=1.93ms, fps=3911 images/s, loss=1.1338, top1-acc=69.63%, top5-acc=90.92%, remaining_time=0:00:01.663324, arrival_time=2021-04-10 01:34:53.633295, cost_time=0:00:10.875614 2021-04-10 01:34:52,621 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=1.81ms, fps=3936 images/s, loss=1.1377, top1-acc=69.55%, top5-acc=90.86%, remaining_time=0:00:01.024608, arrival_time=2021-04-10 01:34:53.645708, cost_time=0:00:11.526889 2021-04-10 01:34:53,262 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=8.77ms, fps=3996 images/s, loss=1.1363, top1-acc=69.58%, top5-acc=90.86%, remaining_time=0:00:00.384252, arrival_time=2021-04-10 01:34:53.646580, cost_time=0:00:12.168053 2021-04-10 01:34:53,607 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=1.78ms, fps=3952 images/s, loss=1.1350, top1-acc=69.63%, top5-acc=90.85%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:53.607030, cost_time=0:00:12.512828 2021-04-10 01:34:53,950 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=0.46ms, fps=7481 images/s, loss=1.8194, top1-acc=56.64%, top5-acc=81.48%, remaining_time=0:00:01.026630, arrival_time=2021-04-10 01:34:54.977312, cost_time=0:00:00.342210 2021-04-10 01:34:54,195 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=0.43ms, fps=10461 images/s, loss=1.7884, top1-acc=56.60%, top5-acc=82.23%, remaining_time=0:00:00.587440, arrival_time=2021-04-10 01:34:54.783352, cost_time=0:00:00.587445 2021-04-10 01:34:54,444 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=2.46ms, fps=10325 images/s, loss=1.7703, top1-acc=57.04%, top5-acc=82.42%, remaining_time=0:00:00.278620, arrival_time=2021-04-10 01:34:54.722973, cost_time=0:00:00.835864 2021-04-10 01:34:54,683 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=0.07ms, fps=9734 images/s, loss=1.7602, top1-acc=56.95%, top5-acc=82.23%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:54.683164, cost_time=0:00:01.074762 2021-04-10 01:34:55,239 INFO : Epoch=0053 complete, best val top1-acc=57.65%, top5-acc=82.31% (epoch=42), remaining_time=0:35:06.033132, arrival_time=2021-04-10 02:10:01.272821, cost_time=0:12:39.318076 2021-04-10 01:34:55,240 INFO : Train start, epoch=0054, lr=0.083651 2021-04-10 01:34:56,061 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=0.26ms, fps=3118 images/s, loss=1.0551, top1-acc=70.31%, top5-acc=91.84%, remaining_time=0:00:15.272088, arrival_time=2021-04-10 01:35:11.333657, cost_time=0:00:00.821076 2021-04-10 01:34:56,692 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=1.52ms, fps=4066 images/s, loss=1.0418, top1-acc=71.04%, top5-acc=91.74%, remaining_time=0:00:12.773904, arrival_time=2021-04-10 01:35:09.465914, cost_time=0:00:01.451572 2021-04-10 01:34:57,318 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=5.42ms, fps=4092 images/s, loss=1.0559, top1-acc=71.22%, top5-acc=91.60%, remaining_time=0:00:11.497824, arrival_time=2021-04-10 01:35:08.816104, cost_time=0:00:02.077925 2021-04-10 01:34:57,946 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=1.48ms, fps=4079 images/s, loss=1.0682, top1-acc=70.87%, top5-acc=91.62%, remaining_time=0:00:10.553400, arrival_time=2021-04-10 01:35:08.499743, cost_time=0:00:02.706011 2021-04-10 01:34:58,576 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=1.96ms, fps=4065 images/s, loss=1.0778, top1-acc=70.80%, top5-acc=91.42%, remaining_time=0:00:09.741704, arrival_time=2021-04-10 01:35:08.318307, cost_time=0:00:03.336187 2021-04-10 01:34:59,202 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=1.56ms, fps=4097 images/s, loss=1.0866, top1-acc=70.64%, top5-acc=91.43%, remaining_time=0:00:08.979672, arrival_time=2021-04-10 01:35:08.181680, cost_time=0:00:03.961646 2021-04-10 01:34:59,826 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=1.75ms, fps=4105 images/s, loss=1.0868, top1-acc=70.54%, top5-acc=91.46%, remaining_time=0:00:08.254386, arrival_time=2021-04-10 01:35:08.080559, cost_time=0:00:04.585796 2021-04-10 01:35:00,452 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=2.05ms, fps=4089 images/s, loss=1.0888, top1-acc=70.42%, top5-acc=91.52%, remaining_time=0:00:07.557980, arrival_time=2021-04-10 01:35:08.010772, cost_time=0:00:05.212419 2021-04-10 01:35:01,085 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=2.22ms, fps=4051 images/s, loss=1.0857, top1-acc=70.53%, top5-acc=91.58%, remaining_time=0:00:06.884064, arrival_time=2021-04-10 01:35:07.969351, cost_time=0:00:05.844919 2021-04-10 01:35:01,708 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=1.56ms, fps=4112 images/s, loss=1.0926, top1-acc=70.39%, top5-acc=91.51%, remaining_time=0:00:06.209280, arrival_time=2021-04-10 01:35:07.917598, cost_time=0:00:06.468001 2021-04-10 01:35:02,337 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=2.01ms, fps=4074 images/s, loss=1.0953, top1-acc=70.32%, top5-acc=91.43%, remaining_time=0:00:05.548376, arrival_time=2021-04-10 01:35:07.885540, cost_time=0:00:07.096747 2021-04-10 01:35:02,959 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=1.49ms, fps=4119 images/s, loss=1.0992, top1-acc=70.22%, top5-acc=91.42%, remaining_time=0:00:04.888624, arrival_time=2021-04-10 01:35:07.847923, cost_time=0:00:07.718898 2021-04-10 01:35:03,588 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.91ms, fps=4072 images/s, loss=1.1059, top1-acc=70.05%, top5-acc=91.32%, remaining_time=0:00:04.238322, arrival_time=2021-04-10 01:35:07.826956, cost_time=0:00:08.348254 2021-04-10 01:35:04,216 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=2.04ms, fps=4082 images/s, loss=1.1092, top1-acc=70.01%, top5-acc=91.30%, remaining_time=0:00:03.590384, arrival_time=2021-04-10 01:35:07.806715, cost_time=0:00:08.975949 2021-04-10 01:35:04,844 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=2.08ms, fps=4081 images/s, loss=1.1126, top1-acc=69.92%, top5-acc=91.24%, remaining_time=0:00:02.945196, arrival_time=2021-04-10 01:35:07.789390, cost_time=0:00:09.603886 2021-04-10 01:35:05,464 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.69ms, fps=4131 images/s, loss=1.1197, top1-acc=69.79%, top5-acc=91.11%, remaining_time=0:00:02.300400, arrival_time=2021-04-10 01:35:07.764740, cost_time=0:00:10.223952 2021-04-10 01:35:06,093 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=1.48ms, fps=4076 images/s, loss=1.1262, top1-acc=69.62%, top5-acc=91.03%, remaining_time=0:00:01.659814, arrival_time=2021-04-10 01:35:07.752819, cost_time=0:00:10.852690 2021-04-10 01:35:06,720 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=1.71ms, fps=4084 images/s, loss=1.1275, top1-acc=69.60%, top5-acc=91.04%, remaining_time=0:00:01.020432, arrival_time=2021-04-10 01:35:07.740613, cost_time=0:00:11.479875 2021-04-10 01:35:07,340 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.27ms, fps=4131 images/s, loss=1.1338, top1-acc=69.48%, top5-acc=90.97%, remaining_time=0:00:00.382104, arrival_time=2021-04-10 01:35:07.722390, cost_time=0:00:12.099937 2021-04-10 01:35:07,676 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=0.07ms, fps=4048 images/s, loss=1.1355, top1-acc=69.43%, top5-acc=90.96%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:07.676645, cost_time=0:00:12.436327 2021-04-10 01:35:08,035 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=4.36ms, fps=7151 images/s, loss=1.9761, top1-acc=52.97%, top5-acc=79.10%, remaining_time=0:00:01.073970, arrival_time=2021-04-10 01:35:09.109750, cost_time=0:00:00.357992 2021-04-10 01:35:08,286 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=0.44ms, fps=10249 images/s, loss=1.9589, top1-acc=53.22%, top5-acc=79.12%, remaining_time=0:00:00.608360, arrival_time=2021-04-10 01:35:08.894629, cost_time=0:00:00.608353 2021-04-10 01:35:08,535 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=0.33ms, fps=10282 images/s, loss=1.9425, top1-acc=53.55%, top5-acc=79.47%, remaining_time=0:00:00.286040, arrival_time=2021-04-10 01:35:08.821885, cost_time=0:00:00.858125 2021-04-10 01:35:08,758 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=0.08ms, fps=10434 images/s, loss=1.9406, top1-acc=53.47%, top5-acc=79.51%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:08.758651, cost_time=0:00:01.081018 2021-04-10 01:35:09,240 INFO : Epoch=0054 complete, best val top1-acc=57.65%, top5-acc=82.31% (epoch=42), remaining_time=0:34:50.826142, arrival_time=2021-04-10 02:10:00.067012, cost_time=0:12:53.319248 2021-04-10 01:35:09,241 INFO : Train start, epoch=0055, lr=0.083066 2021-04-10 01:35:10,070 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=1.91ms, fps=3087 images/s, loss=1.1262, top1-acc=69.49%, top5-acc=91.33%, remaining_time=0:00:15.423120, arrival_time=2021-04-10 01:35:25.493844, cost_time=0:00:00.829202 2021-04-10 01:35:10,695 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=2.27ms, fps=4100 images/s, loss=1.0802, top1-acc=70.82%, top5-acc=91.60%, remaining_time=0:00:12.795376, arrival_time=2021-04-10 01:35:23.491076, cost_time=0:00:01.454016 2021-04-10 01:35:11,321 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=1.69ms, fps=4094 images/s, loss=1.0602, top1-acc=71.42%, top5-acc=91.99%, remaining_time=0:00:11.509942, arrival_time=2021-04-10 01:35:22.831574, cost_time=0:00:02.080113 2021-04-10 01:35:11,952 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.90ms, fps=4060 images/s, loss=1.0666, top1-acc=71.42%, top5-acc=91.76%, remaining_time=0:00:10.573368, arrival_time=2021-04-10 01:35:22.526008, cost_time=0:00:02.711105 2021-04-10 01:35:12,575 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=1.94ms, fps=4111 images/s, loss=1.0676, top1-acc=71.29%, top5-acc=91.95%, remaining_time=0:00:09.736010, arrival_time=2021-04-10 01:35:22.311847, cost_time=0:00:03.334234 2021-04-10 01:35:13,189 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=1.47ms, fps=4177 images/s, loss=1.0686, top1-acc=71.27%, top5-acc=91.97%, remaining_time=0:00:08.948256, arrival_time=2021-04-10 01:35:22.137615, cost_time=0:00:03.947776 2021-04-10 01:35:13,810 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=1.55ms, fps=4128 images/s, loss=1.0642, top1-acc=71.32%, top5-acc=92.06%, remaining_time=0:00:08.223264, arrival_time=2021-04-10 01:35:22.033276, cost_time=0:00:04.568502 2021-04-10 01:35:14,430 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=1.64ms, fps=4131 images/s, loss=1.0735, top1-acc=71.10%, top5-acc=91.99%, remaining_time=0:00:07.523528, arrival_time=2021-04-10 01:35:21.953744, cost_time=0:00:05.188656 2021-04-10 01:35:15,057 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=2.03ms, fps=4086 images/s, loss=1.0812, top1-acc=70.82%, top5-acc=91.91%, remaining_time=0:00:06.849614, arrival_time=2021-04-10 01:35:21.906859, cost_time=0:00:05.815698 2021-04-10 01:35:15,704 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=1.88ms, fps=3956 images/s, loss=1.0894, top1-acc=70.68%, top5-acc=91.77%, remaining_time=0:00:06.204768, arrival_time=2021-04-10 01:35:21.909624, cost_time=0:00:06.463251 2021-04-10 01:35:16,327 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=1.83ms, fps=4113 images/s, loss=1.0990, top1-acc=70.54%, top5-acc=91.59%, remaining_time=0:00:05.540292, arrival_time=2021-04-10 01:35:21.868175, cost_time=0:00:07.086389 2021-04-10 01:35:16,961 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=1.91ms, fps=4043 images/s, loss=1.1029, top1-acc=70.44%, top5-acc=91.51%, remaining_time=0:00:04.889308, arrival_time=2021-04-10 01:35:21.850844, cost_time=0:00:07.719964 2021-04-10 01:35:17,595 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=1.79ms, fps=4042 images/s, loss=1.1054, top1-acc=70.36%, top5-acc=91.45%, remaining_time=0:00:04.241160, arrival_time=2021-04-10 01:35:21.836589, cost_time=0:00:08.353857 2021-04-10 01:35:18,220 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=1.89ms, fps=4096 images/s, loss=1.1053, top1-acc=70.37%, top5-acc=91.43%, remaining_time=0:00:03.591728, arrival_time=2021-04-10 01:35:21.812660, cost_time=0:00:08.979367 2021-04-10 01:35:18,851 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=2.14ms, fps=4061 images/s, loss=1.1121, top1-acc=70.31%, top5-acc=91.30%, remaining_time=0:00:02.947174, arrival_time=2021-04-10 01:35:21.799037, cost_time=0:00:09.610316 2021-04-10 01:35:19,478 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=1.96ms, fps=4088 images/s, loss=1.1113, top1-acc=70.33%, top5-acc=91.32%, remaining_time=0:00:02.303352, arrival_time=2021-04-10 01:35:21.781981, cost_time=0:00:10.237061 2021-04-10 01:35:20,104 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=2.02ms, fps=4094 images/s, loss=1.1114, top1-acc=70.29%, top5-acc=91.28%, remaining_time=0:00:01.661400, arrival_time=2021-04-10 01:35:21.765878, cost_time=0:00:10.862944 2021-04-10 01:35:20,728 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=2.19ms, fps=4104 images/s, loss=1.1177, top1-acc=70.16%, top5-acc=91.15%, remaining_time=0:00:01.021088, arrival_time=2021-04-10 01:35:21.749815, cost_time=0:00:11.487170 2021-04-10 01:35:21,358 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=2.00ms, fps=4071 images/s, loss=1.1187, top1-acc=70.22%, top5-acc=91.13%, remaining_time=0:00:00.382626, arrival_time=2021-04-10 01:35:21.740683, cost_time=0:00:12.116473 2021-04-10 01:35:21,700 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=0.13ms, fps=3976 images/s, loss=1.1190, top1-acc=70.19%, top5-acc=91.11%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:21.700650, cost_time=0:00:12.459097 2021-04-10 01:35:22,076 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=3.63ms, fps=6848 images/s, loss=1.7583, top1-acc=56.56%, top5-acc=81.41%, remaining_time=0:00:01.121460, arrival_time=2021-04-10 01:35:23.197473, cost_time=0:00:00.373822 2021-04-10 01:35:22,327 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=0.21ms, fps=10207 images/s, loss=1.7640, top1-acc=56.33%, top5-acc=81.58%, remaining_time=0:00:00.625360, arrival_time=2021-04-10 01:35:22.952834, cost_time=0:00:00.625361 2021-04-10 01:35:22,576 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=3.61ms, fps=10285 images/s, loss=1.7740, top1-acc=56.46%, top5-acc=81.81%, remaining_time=0:00:00.291600, arrival_time=2021-04-10 01:35:22.868476, cost_time=0:00:00.874807 2021-04-10 01:35:22,794 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=0.08ms, fps=10690 images/s, loss=1.7816, top1-acc=56.22%, top5-acc=81.61%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:22.794264, cost_time=0:00:01.092231 2021-04-10 01:35:23,297 INFO : Epoch=0055 complete, best val top1-acc=57.65%, top5-acc=82.31% (epoch=42), remaining_time=0:34:35.809995, arrival_time=2021-04-10 02:09:59.107801, cost_time=0:13:07.376187 2021-04-10 01:35:23,298 INFO : Train start, epoch=0056, lr=0.082472 2021-04-10 01:35:24,120 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=0.25ms, fps=3113 images/s, loss=1.0790, top1-acc=70.47%, top5-acc=92.54%, remaining_time=0:00:15.297384, arrival_time=2021-04-10 01:35:39.418283, cost_time=0:00:00.822445 2021-04-10 01:35:24,748 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=2.03ms, fps=4082 images/s, loss=1.0488, top1-acc=71.09%, top5-acc=92.32%, remaining_time=0:00:12.760352, arrival_time=2021-04-10 01:35:37.509030, cost_time=0:00:01.450042 2021-04-10 01:35:25,380 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=2.08ms, fps=4057 images/s, loss=1.0566, top1-acc=71.02%, top5-acc=92.33%, remaining_time=0:00:11.520068, arrival_time=2021-04-10 01:35:36.900546, cost_time=0:00:02.081951 2021-04-10 01:35:26,008 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=2.01ms, fps=4077 images/s, loss=1.0631, top1-acc=70.99%, top5-acc=92.08%, remaining_time=0:00:10.570716, arrival_time=2021-04-10 01:35:36.579614, cost_time=0:00:02.710437 2021-04-10 01:35:26,642 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=2.11ms, fps=4046 images/s, loss=1.0639, top1-acc=71.02%, top5-acc=92.02%, remaining_time=0:00:09.763312, arrival_time=2021-04-10 01:35:36.405529, cost_time=0:00:03.343591 2021-04-10 01:35:27,262 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=1.70ms, fps=4132 images/s, loss=1.0650, top1-acc=71.17%, top5-acc=91.97%, remaining_time=0:00:08.985112, arrival_time=2021-04-10 01:35:36.247628, cost_time=0:00:03.964045 2021-04-10 01:35:27,881 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=1.43ms, fps=4141 images/s, loss=1.0736, top1-acc=70.91%, top5-acc=91.83%, remaining_time=0:00:08.248968, arrival_time=2021-04-10 01:35:36.130204, cost_time=0:00:04.582729 2021-04-10 01:35:28,513 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.59ms, fps=4055 images/s, loss=1.0754, top1-acc=70.93%, top5-acc=91.82%, remaining_time=0:00:07.561344, arrival_time=2021-04-10 01:35:36.074529, cost_time=0:00:05.214680 2021-04-10 01:35:29,140 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=2.00ms, fps=4083 images/s, loss=1.0768, top1-acc=70.89%, top5-acc=91.80%, remaining_time=0:00:06.880884, arrival_time=2021-04-10 01:35:36.021687, cost_time=0:00:05.842299 2021-04-10 01:35:29,766 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=1.84ms, fps=4094 images/s, loss=1.0814, top1-acc=70.79%, top5-acc=91.70%, remaining_time=0:00:06.209472, arrival_time=2021-04-10 01:35:35.976243, cost_time=0:00:06.468181 2021-04-10 01:35:30,397 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=2.21ms, fps=4062 images/s, loss=1.0802, top1-acc=70.84%, top5-acc=91.71%, remaining_time=0:00:05.550268, arrival_time=2021-04-10 01:35:35.947989, cost_time=0:00:07.099227 2021-04-10 01:35:31,025 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=2.28ms, fps=4080 images/s, loss=1.0769, top1-acc=70.92%, top5-acc=91.71%, remaining_time=0:00:04.893944, arrival_time=2021-04-10 01:35:35.919757, cost_time=0:00:07.727289 2021-04-10 01:35:31,651 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=2.06ms, fps=4096 images/s, loss=1.0817, top1-acc=70.81%, top5-acc=91.69%, remaining_time=0:00:04.240698, arrival_time=2021-04-10 01:35:35.892049, cost_time=0:00:08.352849 2021-04-10 01:35:32,277 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=1.60ms, fps=4093 images/s, loss=1.0824, top1-acc=70.76%, top5-acc=91.69%, remaining_time=0:00:03.591560, arrival_time=2021-04-10 01:35:35.869005, cost_time=0:00:08.978940 2021-04-10 01:35:32,901 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=2.15ms, fps=4107 images/s, loss=1.0906, top1-acc=70.61%, top5-acc=91.57%, remaining_time=0:00:02.944920, arrival_time=2021-04-10 01:35:35.846295, cost_time=0:00:09.602928 2021-04-10 01:35:33,519 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=1.60ms, fps=4145 images/s, loss=1.0934, top1-acc=70.54%, top5-acc=91.51%, remaining_time=0:00:02.299716, arrival_time=2021-04-10 01:35:35.819191, cost_time=0:00:10.220970 2021-04-10 01:35:34,146 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=1.61ms, fps=4084 images/s, loss=1.0924, top1-acc=70.54%, top5-acc=91.55%, remaining_time=0:00:01.659164, arrival_time=2021-04-10 01:35:35.805999, cost_time=0:00:10.848339 2021-04-10 01:35:34,767 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=1.55ms, fps=4127 images/s, loss=1.0957, top1-acc=70.48%, top5-acc=91.46%, remaining_time=0:00:01.019488, arrival_time=2021-04-10 01:35:35.787216, cost_time=0:00:11.469248 2021-04-10 01:35:35,385 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.23ms, fps=4150 images/s, loss=1.0986, top1-acc=70.39%, top5-acc=91.43%, remaining_time=0:00:00.381684, arrival_time=2021-04-10 01:35:35.766707, cost_time=0:00:12.086575 2021-04-10 01:35:35,718 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=0.08ms, fps=4084 images/s, loss=1.1000, top1-acc=70.42%, top5-acc=91.40%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:35.718542, cost_time=0:00:12.420072 2021-04-10 01:35:36,092 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=0.37ms, fps=6869 images/s, loss=1.7917, top1-acc=56.68%, top5-acc=81.25%, remaining_time=0:00:01.117980, arrival_time=2021-04-10 01:35:37.210661, cost_time=0:00:00.372665 2021-04-10 01:35:36,343 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=2.18ms, fps=10227 images/s, loss=1.8803, top1-acc=55.04%, top5-acc=80.61%, remaining_time=0:00:00.623840, arrival_time=2021-04-10 01:35:36.967571, cost_time=0:00:00.623850 2021-04-10 01:35:36,597 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=0.44ms, fps=10112 images/s, loss=1.8906, top1-acc=55.07%, top5-acc=80.56%, remaining_time=0:00:00.292510, arrival_time=2021-04-10 01:35:36.889919, cost_time=0:00:00.877538 2021-04-10 01:35:36,834 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=0.10ms, fps=9813 images/s, loss=1.9394, top1-acc=54.42%, top5-acc=80.09%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:36.834271, cost_time=0:00:01.114473 2021-04-10 01:35:37,351 INFO : Epoch=0056 complete, best val top1-acc=57.65%, top5-acc=82.31% (epoch=42), remaining_time=0:34:20.818560, arrival_time=2021-04-10 02:09:58.169665, cost_time=0:13:21.429446 2021-04-10 01:35:37,351 INFO : Train start, epoch=0057, lr=0.081871 2021-04-10 01:35:38,178 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=0.26ms, fps=3098 images/s, loss=1.1119, top1-acc=70.90%, top5-acc=90.90%, remaining_time=0:00:15.370296, arrival_time=2021-04-10 01:35:53.548770, cost_time=0:00:00.826364 2021-04-10 01:35:38,806 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=1.57ms, fps=4080 images/s, loss=1.0756, top1-acc=71.87%, top5-acc=91.43%, remaining_time=0:00:12.799600, arrival_time=2021-04-10 01:35:51.606163, cost_time=0:00:01.454508 2021-04-10 01:35:39,423 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=1.86ms, fps=4152 images/s, loss=1.0705, top1-acc=71.80%, top5-acc=91.69%, remaining_time=0:00:11.462134, arrival_time=2021-04-10 01:35:50.885635, cost_time=0:00:02.071471 2021-04-10 01:35:40,047 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=1.47ms, fps=4103 images/s, loss=1.0564, top1-acc=72.12%, top5-acc=92.02%, remaining_time=0:00:10.513464, arrival_time=2021-04-10 01:35:50.561310, cost_time=0:00:02.695755 2021-04-10 01:35:40,681 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=0.26ms, fps=4047 images/s, loss=1.0545, top1-acc=72.05%, top5-acc=92.09%, remaining_time=0:00:09.720242, arrival_time=2021-04-10 01:35:50.401191, cost_time=0:00:03.328855 2021-04-10 01:35:41,313 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=1.93ms, fps=4049 images/s, loss=1.0648, top1-acc=71.81%, top5-acc=91.97%, remaining_time=0:00:08.979672, arrival_time=2021-04-10 01:35:50.293384, cost_time=0:00:03.961617 2021-04-10 01:35:41,941 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=1.66ms, fps=4082 images/s, loss=1.0638, top1-acc=71.72%, top5-acc=91.99%, remaining_time=0:00:08.260812, arrival_time=2021-04-10 01:35:50.202205, cost_time=0:00:04.589360 2021-04-10 01:35:42,569 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=1.50ms, fps=4077 images/s, loss=1.0630, top1-acc=71.69%, top5-acc=91.95%, remaining_time=0:00:07.565520, arrival_time=2021-04-10 01:35:50.135218, cost_time=0:00:05.217614 2021-04-10 01:35:43,194 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=2.05ms, fps=4101 images/s, loss=1.0636, top1-acc=71.46%, top5-acc=91.98%, remaining_time=0:00:06.880990, arrival_time=2021-04-10 01:35:50.075466, cost_time=0:00:05.842392 2021-04-10 01:35:43,821 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=1.98ms, fps=4087 images/s, loss=1.0683, top1-acc=71.39%, top5-acc=91.84%, remaining_time=0:00:06.210624, arrival_time=2021-04-10 01:35:50.032011, cost_time=0:00:06.469352 2021-04-10 01:35:44,447 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=1.86ms, fps=4089 images/s, loss=1.0737, top1-acc=71.18%, top5-acc=91.83%, remaining_time=0:00:05.547688, arrival_time=2021-04-10 01:35:49.995608, cost_time=0:00:07.095860 2021-04-10 01:35:45,071 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=1.83ms, fps=4111 images/s, loss=1.0731, top1-acc=71.14%, top5-acc=91.86%, remaining_time=0:00:04.888776, arrival_time=2021-04-10 01:35:49.959953, cost_time=0:00:07.719143 2021-04-10 01:35:45,695 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=2.09ms, fps=4105 images/s, loss=1.0755, top1-acc=71.14%, top5-acc=91.81%, remaining_time=0:00:04.235748, arrival_time=2021-04-10 01:35:49.930980, cost_time=0:00:08.343195 2021-04-10 01:35:46,320 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=1.58ms, fps=4099 images/s, loss=1.0775, top1-acc=71.12%, top5-acc=91.81%, remaining_time=0:00:03.587304, arrival_time=2021-04-10 01:35:49.907537, cost_time=0:00:08.968197 2021-04-10 01:35:46,951 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=2.17ms, fps=4059 images/s, loss=1.0830, top1-acc=70.94%, top5-acc=91.71%, remaining_time=0:00:02.943770, arrival_time=2021-04-10 01:35:49.895129, cost_time=0:00:09.599286 2021-04-10 01:35:47,581 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=1.49ms, fps=4068 images/s, loss=1.0849, top1-acc=70.85%, top5-acc=91.69%, remaining_time=0:00:02.301552, arrival_time=2021-04-10 01:35:49.882811, cost_time=0:00:10.229185 2021-04-10 01:35:48,207 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=2.18ms, fps=4090 images/s, loss=1.0884, top1-acc=70.74%, top5-acc=91.66%, remaining_time=0:00:01.660256, arrival_time=2021-04-10 01:35:49.867936, cost_time=0:00:10.855545 2021-04-10 01:35:48,845 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=1.38ms, fps=4019 images/s, loss=1.0898, top1-acc=70.73%, top5-acc=91.61%, remaining_time=0:00:01.021632, arrival_time=2021-04-10 01:35:49.867002, cost_time=0:00:11.493299 2021-04-10 01:35:49,475 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.42ms, fps=4069 images/s, loss=1.0932, top1-acc=70.69%, top5-acc=91.55%, remaining_time=0:00:00.382830, arrival_time=2021-04-10 01:35:49.857938, cost_time=0:00:12.123002 2021-04-10 01:35:49,816 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=0.09ms, fps=3985 images/s, loss=1.0959, top1-acc=70.64%, top5-acc=91.50%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:49.816895, cost_time=0:00:12.464883 2021-04-10 01:35:50,178 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=0.32ms, fps=7097 images/s, loss=1.7749, top1-acc=56.52%, top5-acc=81.45%, remaining_time=0:00:01.081980, arrival_time=2021-04-10 01:35:51.260503, cost_time=0:00:00.360659 2021-04-10 01:35:50,419 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=0.42ms, fps=10664 images/s, loss=1.7710, top1-acc=55.86%, top5-acc=81.48%, remaining_time=0:00:00.601240, arrival_time=2021-04-10 01:35:51.020339, cost_time=0:00:00.601247 2021-04-10 01:35:50,710 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=30.06ms, fps=8805 images/s, loss=1.7708, top1-acc=56.48%, top5-acc=81.59%, remaining_time=0:00:00.297510, arrival_time=2021-04-10 01:35:51.007851, cost_time=0:00:00.892518 2021-04-10 01:35:50,938 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=0.15ms, fps=10205 images/s, loss=1.7655, top1-acc=56.59%, top5-acc=81.61%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:50.938149, cost_time=0:00:01.120302 2021-04-10 01:35:51,452 INFO : Epoch=0057 complete, best val top1-acc=57.65%, top5-acc=82.31% (epoch=42), remaining_time=0:34:05.980651, arrival_time=2021-04-10 02:09:57.433038, cost_time=0:13:35.530751 2021-04-10 01:35:51,452 INFO : Train start, epoch=0058, lr=0.081262 2021-04-10 01:35:52,311 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=0.53ms, fps=2982 images/s, loss=1.1255, top1-acc=70.20%, top5-acc=91.33%, remaining_time=0:00:15.967170, arrival_time=2021-04-10 01:36:08.278729, cost_time=0:00:00.858446 2021-04-10 01:35:52,941 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=1.46ms, fps=4067 images/s, loss=1.0918, top1-acc=70.74%, top5-acc=91.80%, remaining_time=0:00:13.097216, arrival_time=2021-04-10 01:36:06.038686, cost_time=0:00:01.488327 2021-04-10 01:35:53,570 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=1.88ms, fps=4072 images/s, loss=1.0375, top1-acc=71.86%, top5-acc=92.41%, remaining_time=0:00:11.717774, arrival_time=2021-04-10 01:36:05.288537, cost_time=0:00:02.117676 2021-04-10 01:35:54,197 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=1.96ms, fps=4086 images/s, loss=1.0408, top1-acc=71.71%, top5-acc=92.46%, remaining_time=0:00:10.704096, arrival_time=2021-04-10 01:36:04.901834, cost_time=0:00:02.744630 2021-04-10 01:35:54,823 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=1.73ms, fps=4096 images/s, loss=1.0376, top1-acc=71.78%, top5-acc=92.40%, remaining_time=0:00:09.840546, arrival_time=2021-04-10 01:36:04.663867, cost_time=0:00:03.370074 2021-04-10 01:35:55,446 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=2.07ms, fps=4117 images/s, loss=1.0462, top1-acc=71.50%, top5-acc=92.24%, remaining_time=0:00:09.050256, arrival_time=2021-04-10 01:36:04.496186, cost_time=0:00:03.992782 2021-04-10 01:35:56,075 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=1.95ms, fps=4072 images/s, loss=1.0586, top1-acc=71.36%, top5-acc=92.10%, remaining_time=0:00:08.319906, arrival_time=2021-04-10 01:36:04.395124, cost_time=0:00:04.622147 2021-04-10 01:35:56,702 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=1.62ms, fps=4087 images/s, loss=1.0648, top1-acc=71.26%, top5-acc=91.98%, remaining_time=0:00:07.610876, arrival_time=2021-04-10 01:36:04.312891, cost_time=0:00:05.248878 2021-04-10 01:35:57,335 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=1.91ms, fps=4047 images/s, loss=1.0631, top1-acc=71.37%, top5-acc=91.99%, remaining_time=0:00:06.927736, arrival_time=2021-04-10 01:36:04.262908, cost_time=0:00:05.882042 2021-04-10 01:35:57,961 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=2.25ms, fps=4088 images/s, loss=1.0678, top1-acc=71.23%, top5-acc=91.89%, remaining_time=0:00:06.248448, arrival_time=2021-04-10 01:36:04.210361, cost_time=0:00:06.508824 2021-04-10 01:35:58,580 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=1.83ms, fps=4140 images/s, loss=1.0695, top1-acc=71.18%, top5-acc=91.85%, remaining_time=0:00:05.572456, arrival_time=2021-04-10 01:36:04.153076, cost_time=0:00:07.127526 2021-04-10 01:35:59,193 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=1.52ms, fps=4178 images/s, loss=1.0698, top1-acc=71.24%, top5-acc=91.82%, remaining_time=0:00:04.902456, arrival_time=2021-04-10 01:36:04.096298, cost_time=0:00:07.740708 2021-04-10 01:35:59,818 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=1.92ms, fps=4103 images/s, loss=1.0696, top1-acc=71.21%, top5-acc=91.83%, remaining_time=0:00:04.246968, arrival_time=2021-04-10 01:36:04.065383, cost_time=0:00:08.365282 2021-04-10 01:36:00,447 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=2.63ms, fps=4077 images/s, loss=1.0692, top1-acc=71.22%, top5-acc=91.83%, remaining_time=0:00:03.597552, arrival_time=2021-04-10 01:36:04.044512, cost_time=0:00:08.993834 2021-04-10 01:36:01,083 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=1.95ms, fps=4030 images/s, loss=1.0656, top1-acc=71.29%, top5-acc=91.89%, remaining_time=0:00:02.953246, arrival_time=2021-04-10 01:36:04.036594, cost_time=0:00:09.630089 2021-04-10 01:36:01,716 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=2.07ms, fps=4051 images/s, loss=1.0693, top1-acc=71.17%, top5-acc=91.84%, remaining_time=0:00:02.309148, arrival_time=2021-04-10 01:36:04.025145, cost_time=0:00:10.262867 2021-04-10 01:36:02,346 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.71ms, fps=4062 images/s, loss=1.0737, top1-acc=71.06%, top5-acc=91.77%, remaining_time=0:00:01.666080, arrival_time=2021-04-10 01:36:04.012879, cost_time=0:00:10.893671 2021-04-10 01:36:02,973 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=1.74ms, fps=4087 images/s, loss=1.0772, top1-acc=70.99%, top5-acc=91.77%, remaining_time=0:00:01.024064, arrival_time=2021-04-10 01:36:03.997853, cost_time=0:00:11.520632 2021-04-10 01:36:03,604 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.97ms, fps=4064 images/s, loss=1.0766, top1-acc=71.01%, top5-acc=91.73%, remaining_time=0:00:00.383724, arrival_time=2021-04-10 01:36:03.988126, cost_time=0:00:12.151224 2021-04-10 01:36:03,942 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=0.11ms, fps=4027 images/s, loss=1.0765, top1-acc=71.03%, top5-acc=91.73%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:03.942761, cost_time=0:00:12.489657 2021-04-10 01:36:04,273 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=6.31ms, fps=7773 images/s, loss=2.3239, top1-acc=49.41%, top5-acc=74.14%, remaining_time=0:00:00.988020, arrival_time=2021-04-10 01:36:05.261367, cost_time=0:00:00.329338 2021-04-10 01:36:04,545 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=0.31ms, fps=9435 images/s, loss=2.2662, top1-acc=50.14%, top5-acc=74.90%, remaining_time=0:00:00.601180, arrival_time=2021-04-10 01:36:05.146366, cost_time=0:00:00.601187 2021-04-10 01:36:04,819 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=21.91ms, fps=9342 images/s, loss=2.2581, top1-acc=50.00%, top5-acc=74.99%, remaining_time=0:00:00.291910, arrival_time=2021-04-10 01:36:05.111640, cost_time=0:00:00.875735 2021-04-10 01:36:05,060 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=0.11ms, fps=9673 images/s, loss=2.2636, top1-acc=49.82%, top5-acc=75.01%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:05.060032, cost_time=0:00:01.116074 2021-04-10 01:36:05,673 INFO : Epoch=0058 complete, best val top1-acc=57.65%, top5-acc=82.31% (epoch=42), remaining_time=0:33:51.462082, arrival_time=2021-04-10 02:09:57.135864, cost_time=0:13:49.752143 2021-04-10 01:36:05,674 INFO : Train start, epoch=0059, lr=0.080645 2021-04-10 01:36:06,488 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=0.39ms, fps=3147 images/s, loss=1.0876, top1-acc=70.35%, top5-acc=91.05%, remaining_time=0:00:15.132030, arrival_time=2021-04-10 01:36:21.620370, cost_time=0:00:00.813547 2021-04-10 01:36:07,112 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=0.27ms, fps=4108 images/s, loss=1.0592, top1-acc=71.15%, top5-acc=91.58%, remaining_time=0:00:12.649648, arrival_time=2021-04-10 01:36:19.761794, cost_time=0:00:01.437466 2021-04-10 01:36:07,754 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=1.87ms, fps=3989 images/s, loss=1.0339, top1-acc=71.84%, top5-acc=92.24%, remaining_time=0:00:11.507950, arrival_time=2021-04-10 01:36:19.262346, cost_time=0:00:02.079749 2021-04-10 01:36:08,388 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=2.54ms, fps=4044 images/s, loss=1.0301, top1-acc=71.91%, top5-acc=92.24%, remaining_time=0:00:10.581324, arrival_time=2021-04-10 01:36:18.969312, cost_time=0:00:02.713163 2021-04-10 01:36:09,013 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=1.47ms, fps=4100 images/s, loss=1.0350, top1-acc=71.82%, top5-acc=92.20%, remaining_time=0:00:09.748128, arrival_time=2021-04-10 01:36:18.761244, cost_time=0:00:03.338403 2021-04-10 01:36:09,643 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=2.94ms, fps=4066 images/s, loss=1.0344, top1-acc=71.93%, top5-acc=92.29%, remaining_time=0:00:08.995448, arrival_time=2021-04-10 01:36:18.638737, cost_time=0:00:03.968605 2021-04-10 01:36:10,273 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=1.95ms, fps=4066 images/s, loss=1.0320, top1-acc=72.00%, top5-acc=92.37%, remaining_time=0:00:08.277444, arrival_time=2021-04-10 01:36:18.550866, cost_time=0:00:04.598597 2021-04-10 01:36:10,904 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=2.26ms, fps=4058 images/s, loss=1.0323, top1-acc=72.07%, top5-acc=92.34%, remaining_time=0:00:07.583848, arrival_time=2021-04-10 01:36:18.488778, cost_time=0:00:05.230259 2021-04-10 01:36:11,534 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=2.20ms, fps=4067 images/s, loss=1.0302, top1-acc=71.94%, top5-acc=92.39%, remaining_time=0:00:06.901978, arrival_time=2021-04-10 01:36:18.436843, cost_time=0:00:05.860204 2021-04-10 01:36:12,163 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=2.25ms, fps=4076 images/s, loss=1.0343, top1-acc=71.95%, top5-acc=92.34%, remaining_time=0:00:06.229152, arrival_time=2021-04-10 01:36:18.392539, cost_time=0:00:06.488678 2021-04-10 01:36:12,789 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=2.13ms, fps=4091 images/s, loss=1.0428, top1-acc=71.87%, top5-acc=92.24%, remaining_time=0:00:05.562652, arrival_time=2021-04-10 01:36:18.352319, cost_time=0:00:07.115012 2021-04-10 01:36:13,417 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=2.13ms, fps=4079 images/s, loss=1.0462, top1-acc=71.72%, top5-acc=92.20%, remaining_time=0:00:04.903976, arrival_time=2021-04-10 01:36:18.321790, cost_time=0:00:07.743062 2021-04-10 01:36:14,045 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=1.44ms, fps=4084 images/s, loss=1.0496, top1-acc=71.63%, top5-acc=92.17%, remaining_time=0:00:04.249674, arrival_time=2021-04-10 01:36:18.294965, cost_time=0:00:08.370579 2021-04-10 01:36:14,667 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=1.60ms, fps=4118 images/s, loss=1.0538, top1-acc=71.54%, top5-acc=92.09%, remaining_time=0:00:03.597160, arrival_time=2021-04-10 01:36:18.264737, cost_time=0:00:08.992845 2021-04-10 01:36:15,289 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=2.18ms, fps=4119 images/s, loss=1.0617, top1-acc=71.33%, top5-acc=92.02%, remaining_time=0:00:02.948600, arrival_time=2021-04-10 01:36:18.238240, cost_time=0:00:09.614974 2021-04-10 01:36:15,916 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.82ms, fps=4087 images/s, loss=1.0622, top1-acc=71.26%, top5-acc=92.00%, remaining_time=0:00:02.304396, arrival_time=2021-04-10 01:36:18.220834, cost_time=0:00:10.241707 2021-04-10 01:36:16,533 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=1.87ms, fps=4155 images/s, loss=1.0649, top1-acc=71.19%, top5-acc=91.95%, remaining_time=0:00:01.660698, arrival_time=2021-04-10 01:36:18.193845, cost_time=0:00:10.858480 2021-04-10 01:36:17,153 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.44ms, fps=4131 images/s, loss=1.0636, top1-acc=71.25%, top5-acc=91.95%, remaining_time=0:00:01.020320, arrival_time=2021-04-10 01:36:18.173614, cost_time=0:00:11.478583 2021-04-10 01:36:17,780 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=1.43ms, fps=4086 images/s, loss=1.0646, top1-acc=71.23%, top5-acc=91.90%, remaining_time=0:00:00.382284, arrival_time=2021-04-10 01:36:18.162660, cost_time=0:00:12.105725 2021-04-10 01:36:18,113 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=0.09ms, fps=4086 images/s, loss=1.0641, top1-acc=71.19%, top5-acc=91.93%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:18.113614, cost_time=0:00:12.438963 2021-04-10 01:36:18,457 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=0.52ms, fps=7467 images/s, loss=2.0438, top1-acc=52.34%, top5-acc=78.75%, remaining_time=0:00:01.028490, arrival_time=2021-04-10 01:36:19.485940, cost_time=0:00:00.342832 2021-04-10 01:36:18,745 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=32.35ms, fps=8897 images/s, loss=2.0132, top1-acc=52.91%, top5-acc=79.18%, remaining_time=0:00:00.631060, arrival_time=2021-04-10 01:36:19.376740, cost_time=0:00:00.631066 2021-04-10 01:36:19,032 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=0.30ms, fps=8937 images/s, loss=2.0146, top1-acc=52.99%, top5-acc=79.37%, remaining_time=0:00:00.306010, arrival_time=2021-04-10 01:36:19.338659, cost_time=0:00:00.918035 2021-04-10 01:36:19,296 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=1.80ms, fps=8814 images/s, loss=1.9819, top1-acc=53.50%, top5-acc=79.75%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:19.296305, cost_time=0:00:01.181735 2021-04-10 01:36:19,802 INFO : Epoch=0059 complete, best val top1-acc=57.65%, top5-acc=82.31% (epoch=42), remaining_time=0:33:36.732729, arrival_time=2021-04-10 02:09:56.535428, cost_time=0:14:03.881082 2021-04-10 01:36:19,803 INFO : Train start, epoch=0060, lr=0.080021 2021-04-10 01:36:20,644 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=0.27ms, fps=3043 images/s, loss=1.0122, top1-acc=72.89%, top5-acc=91.84%, remaining_time=0:00:15.645018, arrival_time=2021-04-10 01:36:36.289553, cost_time=0:00:00.841126 2021-04-10 01:36:21,261 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=1.98ms, fps=4153 images/s, loss=1.0089, top1-acc=72.85%, top5-acc=92.30%, remaining_time=0:00:12.832160, arrival_time=2021-04-10 01:36:34.093786, cost_time=0:00:01.458195 2021-04-10 01:36:21,898 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=2.10ms, fps=4026 images/s, loss=1.0051, top1-acc=72.66%, top5-acc=92.60%, remaining_time=0:00:11.590784, arrival_time=2021-04-10 01:36:33.488894, cost_time=0:00:02.094721 2021-04-10 01:36:22,535 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=2.23ms, fps=4023 images/s, loss=1.0117, top1-acc=72.61%, top5-acc=92.46%, remaining_time=0:00:10.653708, arrival_time=2021-04-10 01:36:33.188772, cost_time=0:00:02.731717 2021-04-10 01:36:23,164 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=1.85ms, fps=4073 images/s, loss=1.0067, top1-acc=72.83%, top5-acc=92.47%, remaining_time=0:00:09.813390, arrival_time=2021-04-10 01:36:32.977517, cost_time=0:00:03.360761 2021-04-10 01:36:23,796 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=2.35ms, fps=4052 images/s, loss=1.0127, top1-acc=72.70%, top5-acc=92.42%, remaining_time=0:00:09.050936, arrival_time=2021-04-10 01:36:32.847529, cost_time=0:00:03.993086 2021-04-10 01:36:24,425 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=3.51ms, fps=4074 images/s, loss=1.0158, top1-acc=72.51%, top5-acc=92.39%, remaining_time=0:00:08.320158, arrival_time=2021-04-10 01:36:32.745811, cost_time=0:00:04.622299 2021-04-10 01:36:25,046 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=1.37ms, fps=4129 images/s, loss=1.0182, top1-acc=72.29%, top5-acc=92.35%, remaining_time=0:00:07.601944, arrival_time=2021-04-10 01:36:32.648025, cost_time=0:00:05.242706 2021-04-10 01:36:25,681 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.99ms, fps=4031 images/s, loss=1.0286, top1-acc=72.06%, top5-acc=92.26%, remaining_time=0:00:06.923284, arrival_time=2021-04-10 01:36:32.605000, cost_time=0:00:05.878296 2021-04-10 01:36:26,316 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=1.54ms, fps=4034 images/s, loss=1.0342, top1-acc=71.92%, top5-acc=92.20%, remaining_time=0:00:06.252960, arrival_time=2021-04-10 01:36:32.569835, cost_time=0:00:06.513461 2021-04-10 01:36:26,950 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=1.67ms, fps=4046 images/s, loss=1.0385, top1-acc=71.80%, top5-acc=92.13%, remaining_time=0:00:05.587592, arrival_time=2021-04-10 01:36:32.537816, cost_time=0:00:07.146874 2021-04-10 01:36:27,584 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=1.45ms, fps=4040 images/s, loss=1.0396, top1-acc=71.80%, top5-acc=92.07%, remaining_time=0:00:04.927992, arrival_time=2021-04-10 01:36:32.512366, cost_time=0:00:07.781039 2021-04-10 01:36:28,218 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=1.97ms, fps=4039 images/s, loss=1.0468, top1-acc=71.66%, top5-acc=91.99%, remaining_time=0:00:04.272312, arrival_time=2021-04-10 01:36:32.490945, cost_time=0:00:08.415202 2021-04-10 01:36:28,849 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=2.02ms, fps=4063 images/s, loss=1.0502, top1-acc=71.58%, top5-acc=91.99%, remaining_time=0:00:03.618384, arrival_time=2021-04-10 01:36:32.467737, cost_time=0:00:09.045979 2021-04-10 01:36:29,477 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=0.33ms, fps=4082 images/s, loss=1.0479, top1-acc=71.66%, top5-acc=92.01%, remaining_time=0:00:02.966586, arrival_time=2021-04-10 01:36:32.443718, cost_time=0:00:09.673627 2021-04-10 01:36:30,108 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.63ms, fps=4063 images/s, loss=1.0528, top1-acc=71.57%, top5-acc=92.00%, remaining_time=0:00:02.318544, arrival_time=2021-04-10 01:36:32.426565, cost_time=0:00:10.304605 2021-04-10 01:36:30,750 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=2.07ms, fps=3986 images/s, loss=1.0549, top1-acc=71.53%, top5-acc=91.96%, remaining_time=0:00:01.674322, arrival_time=2021-04-10 01:36:32.425140, cost_time=0:00:10.947436 2021-04-10 01:36:31,389 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.53ms, fps=4013 images/s, loss=1.0596, top1-acc=71.39%, top5-acc=91.93%, remaining_time=0:00:01.029856, arrival_time=2021-04-10 01:36:32.419171, cost_time=0:00:11.585895 2021-04-10 01:36:32,013 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.31ms, fps=4103 images/s, loss=1.0618, top1-acc=71.31%, top5-acc=91.90%, remaining_time=0:00:00.385596, arrival_time=2021-04-10 01:36:32.399405, cost_time=0:00:12.210454 2021-04-10 01:36:32,351 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=0.10ms, fps=4030 images/s, loss=1.0619, top1-acc=71.33%, top5-acc=91.91%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:32.351712, cost_time=0:00:12.548388 2021-04-10 01:36:32,696 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=1.85ms, fps=7450 images/s, loss=1.8852, top1-acc=55.16%, top5-acc=80.27%, remaining_time=0:00:01.030770, arrival_time=2021-04-10 01:36:33.727036, cost_time=0:00:00.343592 2021-04-10 01:36:32,947 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=2.41ms, fps=10214 images/s, loss=1.9312, top1-acc=54.47%, top5-acc=79.57%, remaining_time=0:00:00.594780, arrival_time=2021-04-10 01:36:33.542227, cost_time=0:00:00.594776 2021-04-10 01:36:33,194 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=3.76ms, fps=10398 images/s, loss=1.9107, top1-acc=55.31%, top5-acc=79.91%, remaining_time=0:00:00.280500, arrival_time=2021-04-10 01:36:33.474674, cost_time=0:00:00.841496 2021-04-10 01:36:33,416 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=0.12ms, fps=10451 images/s, loss=1.9509, top1-acc=55.08%, top5-acc=79.72%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:33.416649, cost_time=0:00:01.064006 2021-04-10 01:36:34,079 INFO : Epoch=0060 complete, best val top1-acc=57.65%, top5-acc=82.31% (epoch=42), remaining_time=0:33:22.368480, arrival_time=2021-04-10 02:09:56.448040, cost_time=0:14:18.157917 2021-04-10 01:36:34,080 INFO : Train start, epoch=0061, lr=0.079389 2021-04-10 01:36:34,998 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=0.26ms, fps=2788 images/s, loss=1.0281, top1-acc=72.19%, top5-acc=92.62%, remaining_time=0:00:17.077962, arrival_time=2021-04-10 01:36:52.076665, cost_time=0:00:00.918169 2021-04-10 01:36:35,624 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=1.49ms, fps=4095 images/s, loss=1.0206, top1-acc=72.50%, top5-acc=92.60%, remaining_time=0:00:13.587904, arrival_time=2021-04-10 01:36:49.212419, cost_time=0:00:01.544083 2021-04-10 01:36:36,241 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=1.43ms, fps=4154 images/s, loss=1.0182, top1-acc=72.49%, top5-acc=92.55%, remaining_time=0:00:11.955818, arrival_time=2021-04-10 01:36:48.197015, cost_time=0:00:02.160699 2021-04-10 01:36:36,873 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=1.98ms, fps=4056 images/s, loss=1.0133, top1-acc=72.57%, top5-acc=92.74%, remaining_time=0:00:10.890828, arrival_time=2021-04-10 01:36:47.763868, cost_time=0:00:02.792526 2021-04-10 01:36:37,508 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=2.98ms, fps=4031 images/s, loss=1.0290, top1-acc=72.17%, top5-acc=92.46%, remaining_time=0:00:10.010490, arrival_time=2021-04-10 01:36:47.519216, cost_time=0:00:03.428257 2021-04-10 01:36:38,137 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=1.68ms, fps=4073 images/s, loss=1.0313, top1-acc=72.14%, top5-acc=92.38%, remaining_time=0:00:09.196456, arrival_time=2021-04-10 01:36:47.334131, cost_time=0:00:04.057245 2021-04-10 01:36:38,767 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=2.08ms, fps=4067 images/s, loss=1.0329, top1-acc=72.10%, top5-acc=92.27%, remaining_time=0:00:08.436834, arrival_time=2021-04-10 01:36:47.204535, cost_time=0:00:04.687123 2021-04-10 01:36:39,393 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=1.94ms, fps=4098 images/s, loss=1.0305, top1-acc=72.17%, top5-acc=92.28%, remaining_time=0:00:07.703444, arrival_time=2021-04-10 01:36:47.096588, cost_time=0:00:05.312681 2021-04-10 01:36:40,022 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=2.17ms, fps=4075 images/s, loss=1.0275, top1-acc=72.20%, top5-acc=92.31%, remaining_time=0:00:06.997484, arrival_time=2021-04-10 01:36:47.019531, cost_time=0:00:05.941287 2021-04-10 01:36:40,651 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=0.51ms, fps=4071 images/s, loss=1.0280, top1-acc=72.18%, top5-acc=92.36%, remaining_time=0:00:06.308448, arrival_time=2021-04-10 01:36:46.960170, cost_time=0:00:06.571276 2021-04-10 01:36:41,276 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=1.73ms, fps=4099 images/s, loss=1.0309, top1-acc=72.16%, top5-acc=92.22%, remaining_time=0:00:05.626206, arrival_time=2021-04-10 01:36:46.902956, cost_time=0:00:07.196257 2021-04-10 01:36:41,905 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=1.57ms, fps=4078 images/s, loss=1.0328, top1-acc=72.10%, top5-acc=92.21%, remaining_time=0:00:04.955580, arrival_time=2021-04-10 01:36:46.860631, cost_time=0:00:07.824621 2021-04-10 01:36:42,531 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=1.87ms, fps=4092 images/s, loss=1.0368, top1-acc=72.03%, top5-acc=92.13%, remaining_time=0:00:04.290396, arrival_time=2021-04-10 01:36:46.821550, cost_time=0:00:08.450718 2021-04-10 01:36:43,148 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=1.53ms, fps=4147 images/s, loss=1.0399, top1-acc=71.98%, top5-acc=92.09%, remaining_time=0:00:03.627400, arrival_time=2021-04-10 01:36:46.776331, cost_time=0:00:09.068496 2021-04-10 01:36:43,779 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=1.90ms, fps=4064 images/s, loss=1.0446, top1-acc=71.90%, top5-acc=91.98%, remaining_time=0:00:02.974314, arrival_time=2021-04-10 01:36:46.753648, cost_time=0:00:09.698802 2021-04-10 01:36:44,399 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=1.45ms, fps=4131 images/s, loss=1.0509, top1-acc=71.79%, top5-acc=91.93%, remaining_time=0:00:02.321784, arrival_time=2021-04-10 01:36:46.721323, cost_time=0:00:10.319109 2021-04-10 01:36:45,015 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=1.71ms, fps=4158 images/s, loss=1.0576, top1-acc=71.67%, top5-acc=91.83%, remaining_time=0:00:01.672424, arrival_time=2021-04-10 01:36:46.688086, cost_time=0:00:10.935148 2021-04-10 01:36:45,667 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=2.19ms, fps=3930 images/s, loss=1.0608, top1-acc=71.61%, top5-acc=91.83%, remaining_time=0:00:01.029968, arrival_time=2021-04-10 01:36:46.697691, cost_time=0:00:11.587226 2021-04-10 01:36:46,297 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.68ms, fps=4071 images/s, loss=1.0607, top1-acc=71.61%, top5-acc=91.79%, remaining_time=0:00:00.385794, arrival_time=2021-04-10 01:36:46.683011, cost_time=0:00:12.216717 2021-04-10 01:36:46,638 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=0.11ms, fps=3994 images/s, loss=1.0616, top1-acc=71.62%, top5-acc=91.77%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:46.638305, cost_time=0:00:12.557802 2021-04-10 01:36:47,068 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=7.32ms, fps=5973 images/s, loss=1.7437, top1-acc=57.70%, top5-acc=82.19%, remaining_time=0:00:01.285710, arrival_time=2021-04-10 01:36:48.354028, cost_time=0:00:00.428569 2021-04-10 01:36:47,332 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=0.30ms, fps=9724 images/s, loss=1.7385, top1-acc=57.40%, top5-acc=82.15%, remaining_time=0:00:00.692440, arrival_time=2021-04-10 01:36:48.024543, cost_time=0:00:00.692442 2021-04-10 01:36:47,574 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=1.90ms, fps=10573 images/s, loss=1.7470, top1-acc=57.19%, top5-acc=81.94%, remaining_time=0:00:00.311650, arrival_time=2021-04-10 01:36:47.886292, cost_time=0:00:00.934953 2021-04-10 01:36:47,792 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=0.08ms, fps=10660 images/s, loss=1.7595, top1-acc=57.08%, top5-acc=81.72%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:47.792735, cost_time=0:00:01.153115 2021-04-10 01:36:48,279 INFO : Epoch=0061 complete, best val top1-acc=57.65%, top5-acc=82.31% (epoch=42), remaining_time=0:33:07.832050, arrival_time=2021-04-10 02:09:56.111628, cost_time=0:14:32.357934 2021-04-10 01:36:48,280 INFO : Train start, epoch=0062, lr=0.078750 2021-04-10 01:36:49,089 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=1.66ms, fps=3163 images/s, loss=0.9584, top1-acc=73.79%, top5-acc=93.09%, remaining_time=0:00:15.052980, arrival_time=2021-04-10 01:37:04.142867, cost_time=0:00:00.809302 2021-04-10 01:36:49,720 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=1.94ms, fps=4067 images/s, loss=0.9954, top1-acc=72.87%, top5-acc=92.30%, remaining_time=0:00:12.667424, arrival_time=2021-04-10 01:37:02.387395, cost_time=0:00:01.439476 2021-04-10 01:36:50,348 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=1.46ms, fps=4078 images/s, loss=0.9833, top1-acc=73.26%, top5-acc=92.36%, remaining_time=0:00:11.441052, arrival_time=2021-04-10 01:37:01.789250, cost_time=0:00:02.067660 2021-04-10 01:36:50,970 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=1.44ms, fps=4116 images/s, loss=0.9895, top1-acc=73.04%, top5-acc=92.33%, remaining_time=0:00:10.491624, arrival_time=2021-04-10 01:37:01.462351, cost_time=0:00:02.690159 2021-04-10 01:36:51,596 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=1.90ms, fps=4097 images/s, loss=0.9925, top1-acc=73.26%, top5-acc=92.30%, remaining_time=0:00:09.681552, arrival_time=2021-04-10 01:37:01.277646, cost_time=0:00:03.315601 2021-04-10 01:36:52,221 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=1.64ms, fps=4097 images/s, loss=0.9925, top1-acc=73.39%, top5-acc=92.41%, remaining_time=0:00:08.932616, arrival_time=2021-04-10 01:37:01.154072, cost_time=0:00:03.940885 2021-04-10 01:36:52,851 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=1.66ms, fps=4064 images/s, loss=0.9960, top1-acc=73.22%, top5-acc=92.35%, remaining_time=0:00:08.228430, arrival_time=2021-04-10 01:37:01.080299, cost_time=0:00:04.571381 2021-04-10 01:36:53,476 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=2.17ms, fps=4101 images/s, loss=1.0016, top1-acc=73.02%, top5-acc=92.30%, remaining_time=0:00:07.534316, arrival_time=2021-04-10 01:37:01.010892, cost_time=0:00:05.196085 2021-04-10 01:36:54,106 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=1.47ms, fps=4071 images/s, loss=1.0050, top1-acc=72.94%, top5-acc=92.40%, remaining_time=0:00:06.860956, arrival_time=2021-04-10 01:37:00.966929, cost_time=0:00:05.825336 2021-04-10 01:36:54,737 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=1.91ms, fps=4060 images/s, loss=1.0046, top1-acc=72.95%, top5-acc=92.41%, remaining_time=0:00:06.198432, arrival_time=2021-04-10 01:37:00.935604, cost_time=0:00:06.456696 2021-04-10 01:36:55,358 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=1.75ms, fps=4123 images/s, loss=1.0171, top1-acc=72.68%, top5-acc=92.21%, remaining_time=0:00:05.533670, arrival_time=2021-04-10 01:37:00.892141, cost_time=0:00:07.077961 2021-04-10 01:36:55,983 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=1.46ms, fps=4099 images/s, loss=1.0242, top1-acc=72.53%, top5-acc=92.15%, remaining_time=0:00:04.878516, arrival_time=2021-04-10 01:37:00.861956, cost_time=0:00:07.702889 2021-04-10 01:36:56,611 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=3.11ms, fps=4083 images/s, loss=1.0231, top1-acc=72.58%, top5-acc=92.18%, remaining_time=0:00:04.229280, arrival_time=2021-04-10 01:37:00.840240, cost_time=0:00:08.330421 2021-04-10 01:36:57,235 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=2.02ms, fps=4101 images/s, loss=1.0309, top1-acc=72.39%, top5-acc=92.09%, remaining_time=0:00:03.582096, arrival_time=2021-04-10 01:37:00.817880, cost_time=0:00:08.955294 2021-04-10 01:36:57,863 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=2.07ms, fps=4079 images/s, loss=1.0332, top1-acc=72.32%, top5-acc=92.08%, remaining_time=0:00:02.938894, arrival_time=2021-04-10 01:37:00.802737, cost_time=0:00:09.583305 2021-04-10 01:36:58,493 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=1.70ms, fps=4073 images/s, loss=1.0339, top1-acc=72.30%, top5-acc=92.08%, remaining_time=0:00:02.297772, arrival_time=2021-04-10 01:37:00.790709, cost_time=0:00:10.212398 2021-04-10 01:36:59,120 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=2.04ms, fps=4085 images/s, loss=1.0374, top1-acc=72.17%, top5-acc=92.04%, remaining_time=0:00:01.657838, arrival_time=2021-04-10 01:37:00.778003, cost_time=0:00:10.839684 2021-04-10 01:36:59,744 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=2.03ms, fps=4106 images/s, loss=1.0429, top1-acc=71.95%, top5-acc=91.95%, remaining_time=0:00:01.018992, arrival_time=2021-04-10 01:37:00.763235, cost_time=0:00:11.463648 2021-04-10 01:37:00,376 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=1.69ms, fps=4056 images/s, loss=1.0456, top1-acc=71.89%, top5-acc=91.91%, remaining_time=0:00:00.381966, arrival_time=2021-04-10 01:37:00.757958, cost_time=0:00:12.095498 2021-04-10 01:37:00,720 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=0.10ms, fps=3956 images/s, loss=1.0488, top1-acc=71.79%, top5-acc=91.88%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:00.720230, cost_time=0:00:12.439690 2021-04-10 01:37:01,096 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=0.30ms, fps=6829 images/s, loss=1.7822, top1-acc=55.94%, top5-acc=82.03%, remaining_time=0:00:01.124490, arrival_time=2021-04-10 01:37:02.221018, cost_time=0:00:00.374833 2021-04-10 01:37:01,381 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=0.32ms, fps=9004 images/s, loss=1.7577, top1-acc=57.40%, top5-acc=82.21%, remaining_time=0:00:00.659700, arrival_time=2021-04-10 01:37:02.041066, cost_time=0:00:00.659701 2021-04-10 01:37:01,666 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=0.50ms, fps=9008 images/s, loss=1.7643, top1-acc=57.14%, top5-acc=82.36%, remaining_time=0:00:00.314810, arrival_time=2021-04-10 01:37:01.980939, cost_time=0:00:00.944422 2021-04-10 01:37:01,894 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=0.11ms, fps=10170 images/s, loss=1.7584, top1-acc=57.55%, top5-acc=82.61%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:01.894733, cost_time=0:00:01.173146 2021-04-10 01:37:02,441 INFO : Epoch=0062 complete, best val top1-acc=57.65%, top5-acc=82.31% (epoch=42), remaining_time=0:32:53.221980, arrival_time=2021-04-10 02:09:55.663630, cost_time=0:14:46.520022 2021-04-10 01:37:02,442 INFO : Train start, epoch=0063, lr=0.078104 2021-04-10 01:37:03,261 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=0.37ms, fps=3126 images/s, loss=1.0024, top1-acc=73.52%, top5-acc=92.42%, remaining_time=0:00:15.232470, arrival_time=2021-04-10 01:37:18.493788, cost_time=0:00:00.818946 2021-04-10 01:37:03,881 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=1.79ms, fps=4131 images/s, loss=0.9945, top1-acc=73.01%, top5-acc=92.70%, remaining_time=0:00:12.663376, arrival_time=2021-04-10 01:37:16.544940, cost_time=0:00:01.439023 2021-04-10 01:37:04,523 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=2.38ms, fps=3992 images/s, loss=0.9920, top1-acc=72.93%, top5-acc=92.70%, remaining_time=0:00:11.515752, arrival_time=2021-04-10 01:37:16.039322, cost_time=0:00:02.081162 2021-04-10 01:37:05,162 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=1.78ms, fps=4009 images/s, loss=0.9858, top1-acc=73.12%, top5-acc=92.61%, remaining_time=0:00:10.608936, arrival_time=2021-04-10 01:37:15.771660, cost_time=0:00:02.720241 2021-04-10 01:37:05,795 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=2.33ms, fps=4049 images/s, loss=0.9797, top1-acc=73.51%, top5-acc=92.73%, remaining_time=0:00:09.791636, arrival_time=2021-04-10 01:37:15.587400, cost_time=0:00:03.353304 2021-04-10 01:37:06,420 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=1.91ms, fps=4104 images/s, loss=0.9765, top1-acc=73.56%, top5-acc=92.81%, remaining_time=0:00:09.016528, arrival_time=2021-04-10 01:37:15.436838, cost_time=0:00:03.977891 2021-04-10 01:37:07,049 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=1.55ms, fps=4076 images/s, loss=0.9727, top1-acc=73.72%, top5-acc=92.83%, remaining_time=0:00:08.291808, arrival_time=2021-04-10 01:37:15.340810, cost_time=0:00:04.606535 2021-04-10 01:37:07,678 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=1.69ms, fps=4069 images/s, loss=0.9724, top1-acc=73.59%, top5-acc=92.97%, remaining_time=0:00:07.592780, arrival_time=2021-04-10 01:37:15.271544, cost_time=0:00:05.236406 2021-04-10 01:37:08,307 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=1.45ms, fps=4077 images/s, loss=0.9816, top1-acc=73.31%, top5-acc=92.83%, remaining_time=0:00:06.907278, arrival_time=2021-04-10 01:37:15.214327, cost_time=0:00:05.864674 2021-04-10 01:37:08,939 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=1.97ms, fps=4054 images/s, loss=0.9868, top1-acc=73.22%, top5-acc=92.80%, remaining_time=0:00:06.236736, arrival_time=2021-04-10 01:37:15.175827, cost_time=0:00:06.496602 2021-04-10 01:37:09,570 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=2.22ms, fps=4059 images/s, loss=0.9972, top1-acc=72.98%, top5-acc=92.62%, remaining_time=0:00:05.572800, arrival_time=2021-04-10 01:37:15.143226, cost_time=0:00:07.128037 2021-04-10 01:37:10,203 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=1.68ms, fps=4050 images/s, loss=0.9998, top1-acc=72.91%, top5-acc=92.60%, remaining_time=0:00:04.915072, arrival_time=2021-04-10 01:37:15.118039, cost_time=0:00:07.760608 2021-04-10 01:37:10,836 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=1.86ms, fps=4041 images/s, loss=1.0012, top1-acc=72.95%, top5-acc=92.56%, remaining_time=0:00:04.261818, arrival_time=2021-04-10 01:37:15.098684, cost_time=0:00:08.394500 2021-04-10 01:37:11,466 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=2.08ms, fps=4071 images/s, loss=1.0047, top1-acc=72.90%, top5-acc=92.58%, remaining_time=0:00:03.609536, arrival_time=2021-04-10 01:37:15.075719, cost_time=0:00:09.023825 2021-04-10 01:37:12,092 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=1.86ms, fps=4091 images/s, loss=1.0063, top1-acc=72.83%, top5-acc=92.60%, remaining_time=0:00:02.959318, arrival_time=2021-04-10 01:37:15.051914, cost_time=0:00:09.650018 2021-04-10 01:37:12,719 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=1.80ms, fps=4091 images/s, loss=1.0104, top1-acc=72.72%, top5-acc=92.51%, remaining_time=0:00:02.312280, arrival_time=2021-04-10 01:37:15.031508, cost_time=0:00:10.276798 2021-04-10 01:37:13,339 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=1.62ms, fps=4132 images/s, loss=1.0183, top1-acc=72.57%, top5-acc=92.40%, remaining_time=0:00:01.666600, arrival_time=2021-04-10 01:37:15.005908, cost_time=0:00:10.896942 2021-04-10 01:37:13,966 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=2.16ms, fps=4088 images/s, loss=1.0210, top1-acc=72.53%, top5-acc=92.36%, remaining_time=0:00:01.024320, arrival_time=2021-04-10 01:37:14.990302, cost_time=0:00:11.523616 2021-04-10 01:37:14,585 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.95ms, fps=4136 images/s, loss=1.0241, top1-acc=72.51%, top5-acc=92.30%, remaining_time=0:00:00.383466, arrival_time=2021-04-10 01:37:14.968830, cost_time=0:00:12.143023 2021-04-10 01:37:14,919 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=0.09ms, fps=4070 images/s, loss=1.0255, top1-acc=72.52%, top5-acc=92.26%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:14.919891, cost_time=0:00:12.477532 2021-04-10 01:37:15,259 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=7.66ms, fps=7567 images/s, loss=1.8966, top1-acc=54.61%, top5-acc=81.25%, remaining_time=0:00:01.014840, arrival_time=2021-04-10 01:37:16.274038, cost_time=0:00:00.338285 2021-04-10 01:37:15,534 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=21.70ms, fps=9329 images/s, loss=1.8863, top1-acc=55.55%, top5-acc=81.04%, remaining_time=0:00:00.613200, arrival_time=2021-04-10 01:37:16.147324, cost_time=0:00:00.613205 2021-04-10 01:37:15,785 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=4.06ms, fps=10208 images/s, loss=1.9023, top1-acc=55.90%, top5-acc=80.79%, remaining_time=0:00:00.288170, arrival_time=2021-04-10 01:37:16.073584, cost_time=0:00:00.864512 2021-04-10 01:37:16,020 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=0.08ms, fps=9876 images/s, loss=1.8937, top1-acc=55.80%, top5-acc=81.00%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:16.020749, cost_time=0:00:01.099932 2021-04-10 01:37:16,552 INFO : Epoch=0063 complete, best val top1-acc=57.65%, top5-acc=82.31% (epoch=42), remaining_time=0:32:38.515010, arrival_time=2021-04-10 02:09:55.067642, cost_time=0:15:00.631020 2021-04-10 01:37:16,553 INFO : Train start, epoch=0064, lr=0.077451 2021-04-10 01:37:17,428 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=0.38ms, fps=2925 images/s, loss=0.9961, top1-acc=73.09%, top5-acc=92.50%, remaining_time=0:00:16.276302, arrival_time=2021-04-10 01:37:33.704798, cost_time=0:00:00.875067 2021-04-10 01:37:18,052 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=1.75ms, fps=4105 images/s, loss=0.9795, top1-acc=73.54%, top5-acc=92.97%, remaining_time=0:00:13.195248, arrival_time=2021-04-10 01:37:31.248072, cost_time=0:00:01.499463 2021-04-10 01:37:18,685 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=8.75ms, fps=4048 images/s, loss=0.9876, top1-acc=73.23%, top5-acc=92.86%, remaining_time=0:00:11.799446, arrival_time=2021-04-10 01:37:30.485234, cost_time=0:00:02.132426 2021-04-10 01:37:19,313 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=1.95ms, fps=4082 images/s, loss=0.9679, top1-acc=73.72%, top5-acc=92.98%, remaining_time=0:00:10.764624, arrival_time=2021-04-10 01:37:30.078269, cost_time=0:00:02.760151 2021-04-10 01:37:19,940 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=2.87ms, fps=4087 images/s, loss=0.9710, top1-acc=73.76%, top5-acc=92.88%, remaining_time=0:00:09.891354, arrival_time=2021-04-10 01:37:29.832184, cost_time=0:00:03.387448 2021-04-10 01:37:20,567 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=1.45ms, fps=4092 images/s, loss=0.9678, top1-acc=73.83%, top5-acc=92.88%, remaining_time=0:00:09.097584, arrival_time=2021-04-10 01:37:29.664577, cost_time=0:00:04.013617 2021-04-10 01:37:21,191 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=1.62ms, fps=4106 images/s, loss=0.9764, top1-acc=73.49%, top5-acc=92.86%, remaining_time=0:00:08.347878, arrival_time=2021-04-10 01:37:29.538935, cost_time=0:00:04.637739 2021-04-10 01:37:21,817 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=2.17ms, fps=4092 images/s, loss=0.9754, top1-acc=73.45%, top5-acc=92.87%, remaining_time=0:00:07.632452, arrival_time=2021-04-10 01:37:29.449600, cost_time=0:00:05.263787 2021-04-10 01:37:22,459 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=11.09ms, fps=3992 images/s, loss=0.9773, top1-acc=73.47%, top5-acc=92.82%, remaining_time=0:00:06.955508, arrival_time=2021-04-10 01:37:29.414660, cost_time=0:00:05.905600 2021-04-10 01:37:23,105 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=1.54ms, fps=3966 images/s, loss=0.9797, top1-acc=73.35%, top5-acc=92.82%, remaining_time=0:00:06.290112, arrival_time=2021-04-10 01:37:29.395647, cost_time=0:00:06.552212 2021-04-10 01:37:23,730 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=1.61ms, fps=4101 images/s, loss=0.9846, top1-acc=73.21%, top5-acc=92.78%, remaining_time=0:00:05.610984, arrival_time=2021-04-10 01:37:29.341195, cost_time=0:00:07.176893 2021-04-10 01:37:24,357 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=1.53ms, fps=4083 images/s, loss=0.9894, top1-acc=73.03%, top5-acc=92.69%, remaining_time=0:00:04.942736, arrival_time=2021-04-10 01:37:29.300497, cost_time=0:00:07.804335 2021-04-10 01:37:24,994 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=2.07ms, fps=4026 images/s, loss=0.9944, top1-acc=72.91%, top5-acc=92.66%, remaining_time=0:00:04.285380, arrival_time=2021-04-10 01:37:29.279642, cost_time=0:00:08.440889 2021-04-10 01:37:25,621 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=1.90ms, fps=4088 images/s, loss=0.9976, top1-acc=72.82%, top5-acc=92.59%, remaining_time=0:00:03.627064, arrival_time=2021-04-10 01:37:29.248063, cost_time=0:00:09.067683 2021-04-10 01:37:26,242 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=1.43ms, fps=4126 images/s, loss=1.0035, top1-acc=72.74%, top5-acc=92.51%, remaining_time=0:00:02.971140, arrival_time=2021-04-10 01:37:29.213187, cost_time=0:00:09.688558 2021-04-10 01:37:26,868 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=1.64ms, fps=4091 images/s, loss=1.0057, top1-acc=72.74%, top5-acc=92.49%, remaining_time=0:00:02.320920, arrival_time=2021-04-10 01:37:29.189459, cost_time=0:00:10.315195 2021-04-10 01:37:27,500 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=1.65ms, fps=4053 images/s, loss=1.0099, top1-acc=72.69%, top5-acc=92.44%, remaining_time=0:00:01.674296, arrival_time=2021-04-10 01:37:29.175006, cost_time=0:00:10.947374 2021-04-10 01:37:28,128 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=2.11ms, fps=4082 images/s, loss=1.0121, top1-acc=72.63%, top5-acc=92.43%, remaining_time=0:00:01.028896, arrival_time=2021-04-10 01:37:29.157359, cost_time=0:00:11.575087 2021-04-10 01:37:28,754 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.25ms, fps=4092 images/s, loss=1.0185, top1-acc=72.47%, top5-acc=92.34%, remaining_time=0:00:00.385308, arrival_time=2021-04-10 01:37:29.139996, cost_time=0:00:12.201369 2021-04-10 01:37:29,098 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=0.12ms, fps=3957 images/s, loss=1.0218, top1-acc=72.40%, top5-acc=92.29%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:29.098880, cost_time=0:00:12.545484 2021-04-10 01:37:29,447 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=0.20ms, fps=7358 images/s, loss=1.6371, top1-acc=59.26%, top5-acc=83.32%, remaining_time=0:00:01.043670, arrival_time=2021-04-10 01:37:30.491500, cost_time=0:00:00.347886 2021-04-10 01:37:29,683 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=1.99ms, fps=10875 images/s, loss=1.6573, top1-acc=58.83%, top5-acc=83.52%, remaining_time=0:00:00.583660, arrival_time=2021-04-10 01:37:30.267291, cost_time=0:00:00.583661 2021-04-10 01:37:29,932 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=0.46ms, fps=10321 images/s, loss=1.6546, top1-acc=58.55%, top5-acc=83.68%, remaining_time=0:00:00.277390, arrival_time=2021-04-10 01:37:30.209532, cost_time=0:00:00.832173 2021-04-10 01:37:30,154 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=0.09ms, fps=10472 images/s, loss=1.6406, top1-acc=58.98%, top5-acc=83.56%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:30.154157, cost_time=0:00:01.054219 2021-04-10 01:37:31,161 INFO : Epoch=0064 complete, best val top1-acc=58.98%, top5-acc=83.56% (epoch=64), remaining_time=0:32:24.885136, arrival_time=2021-04-10 02:09:56.046826, cost_time=0:15:15.240064 2021-04-10 01:37:31,162 INFO : Train start, epoch=0065, lr=0.076791 2021-04-10 01:37:32,004 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=2.01ms, fps=3041 images/s, loss=1.0285, top1-acc=71.91%, top5-acc=92.23%, remaining_time=0:00:15.656364, arrival_time=2021-04-10 01:37:47.660506, cost_time=0:00:00.841739 2021-04-10 01:37:32,638 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=2.55ms, fps=4042 images/s, loss=0.9684, top1-acc=73.44%, top5-acc=93.07%, remaining_time=0:00:12.985984, arrival_time=2021-04-10 01:37:45.624061, cost_time=0:00:01.475688 2021-04-10 01:37:33,269 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=1.50ms, fps=4057 images/s, loss=0.9594, top1-acc=74.05%, top5-acc=93.01%, remaining_time=0:00:11.660006, arrival_time=2021-04-10 01:37:44.929587, cost_time=0:00:02.107233 2021-04-10 01:37:33,892 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=1.37ms, fps=4110 images/s, loss=0.9649, top1-acc=73.96%, top5-acc=93.12%, remaining_time=0:00:10.648716, arrival_time=2021-04-10 01:37:44.541571, cost_time=0:00:02.730453 2021-04-10 01:37:34,516 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=1.95ms, fps=4108 images/s, loss=0.9685, top1-acc=73.91%, top5-acc=93.04%, remaining_time=0:00:09.794118, arrival_time=2021-04-10 01:37:44.310660, cost_time=0:00:03.354141 2021-04-10 01:37:35,138 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=1.54ms, fps=4117 images/s, loss=0.9744, top1-acc=73.70%, top5-acc=92.97%, remaining_time=0:00:09.013400, arrival_time=2021-04-10 01:37:44.152288, cost_time=0:00:03.976496 2021-04-10 01:37:35,773 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=1.66ms, fps=4036 images/s, loss=0.9710, top1-acc=73.72%, top5-acc=92.97%, remaining_time=0:00:08.300376, arrival_time=2021-04-10 01:37:44.074066, cost_time=0:00:04.611341 2021-04-10 01:37:36,397 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=3.40ms, fps=4109 images/s, loss=0.9740, top1-acc=73.69%, top5-acc=92.98%, remaining_time=0:00:07.590344, arrival_time=2021-04-10 01:37:43.987469, cost_time=0:00:05.234733 2021-04-10 01:37:37,019 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=1.68ms, fps=4117 images/s, loss=0.9781, top1-acc=73.57%, top5-acc=92.95%, remaining_time=0:00:06.898374, arrival_time=2021-04-10 01:37:43.917811, cost_time=0:00:05.857089 2021-04-10 01:37:37,647 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=2.35ms, fps=4083 images/s, loss=0.9864, top1-acc=73.45%, top5-acc=92.86%, remaining_time=0:00:06.225120, arrival_time=2021-04-10 01:37:43.872251, cost_time=0:00:06.484544 2021-04-10 01:37:38,287 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=2.38ms, fps=4002 images/s, loss=0.9882, top1-acc=73.48%, top5-acc=92.83%, remaining_time=0:00:05.570736, arrival_time=2021-04-10 01:37:43.858523, cost_time=0:00:07.125384 2021-04-10 01:37:38,912 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=1.45ms, fps=4104 images/s, loss=0.9879, top1-acc=73.52%, top5-acc=92.83%, remaining_time=0:00:04.908156, arrival_time=2021-04-10 01:37:43.820249, cost_time=0:00:07.749714 2021-04-10 01:37:39,533 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=0.29ms, fps=4123 images/s, loss=0.9929, top1-acc=73.44%, top5-acc=92.81%, remaining_time=0:00:04.250004, arrival_time=2021-04-10 01:37:43.783576, cost_time=0:00:08.371233 2021-04-10 01:37:40,161 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=2.13ms, fps=4084 images/s, loss=0.9938, top1-acc=73.41%, top5-acc=92.78%, remaining_time=0:00:03.599400, arrival_time=2021-04-10 01:37:43.760390, cost_time=0:00:08.998474 2021-04-10 01:37:40,791 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=1.86ms, fps=4063 images/s, loss=0.9967, top1-acc=73.29%, top5-acc=92.74%, remaining_time=0:00:02.953016, arrival_time=2021-04-10 01:37:43.744716, cost_time=0:00:09.629351 2021-04-10 01:37:41,409 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=1.58ms, fps=4150 images/s, loss=0.9972, top1-acc=73.23%, top5-acc=92.80%, remaining_time=0:00:02.305512, arrival_time=2021-04-10 01:37:43.714552, cost_time=0:00:10.246687 2021-04-10 01:37:42,031 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=1.62ms, fps=4136 images/s, loss=1.0014, top1-acc=73.14%, top5-acc=92.74%, remaining_time=0:00:01.661868, arrival_time=2021-04-10 01:37:43.693675, cost_time=0:00:10.866091 2021-04-10 01:37:42,659 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=2.25ms, fps=4084 images/s, loss=1.0097, top1-acc=72.92%, top5-acc=92.61%, remaining_time=0:00:01.021952, arrival_time=2021-04-10 01:37:43.681329, cost_time=0:00:11.496948 2021-04-10 01:37:43,291 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=1.75ms, fps=4054 images/s, loss=1.0139, top1-acc=72.82%, top5-acc=92.56%, remaining_time=0:00:00.383022, arrival_time=2021-04-10 01:37:43.674363, cost_time=0:00:12.128997 2021-04-10 01:37:43,635 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=0.09ms, fps=3959 images/s, loss=1.0140, top1-acc=72.80%, top5-acc=92.56%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:43.635260, cost_time=0:00:12.472915 2021-04-10 01:37:44,005 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=3.50ms, fps=6944 images/s, loss=1.8204, top1-acc=56.56%, top5-acc=82.19%, remaining_time=0:00:01.105980, arrival_time=2021-04-10 01:37:45.110971, cost_time=0:00:00.368665 2021-04-10 01:37:44,244 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=0.30ms, fps=10728 images/s, loss=1.8710, top1-acc=55.84%, top5-acc=81.33%, remaining_time=0:00:00.607660, arrival_time=2021-04-10 01:37:44.851785, cost_time=0:00:00.607652 2021-04-10 01:37:44,512 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=3.47ms, fps=9569 images/s, loss=1.8666, top1-acc=55.56%, top5-acc=81.63%, remaining_time=0:00:00.291990, arrival_time=2021-04-10 01:37:44.804358, cost_time=0:00:00.875962 2021-04-10 01:37:44,737 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=0.10ms, fps=10348 images/s, loss=1.8819, top1-acc=55.78%, top5-acc=81.28%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:44.737087, cost_time=0:00:01.100742 2021-04-10 01:37:45,334 INFO : Epoch=0065 complete, best val top1-acc=58.98%, top5-acc=83.56% (epoch=64), remaining_time=0:32:10.317885, arrival_time=2021-04-10 02:09:55.651872, cost_time=0:15:29.412334 2021-04-10 01:37:45,334 INFO : Train start, epoch=0066, lr=0.076125 2021-04-10 01:37:46,201 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=0.27ms, fps=2953 images/s, loss=0.9644, top1-acc=73.52%, top5-acc=92.77%, remaining_time=0:00:16.123968, arrival_time=2021-04-10 01:38:02.325827, cost_time=0:00:00.866878 2021-04-10 01:37:46,829 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=2.00ms, fps=4080 images/s, loss=0.9720, top1-acc=73.40%, top5-acc=92.93%, remaining_time=0:00:13.156528, arrival_time=2021-04-10 01:37:59.986461, cost_time=0:00:01.495066 2021-04-10 01:37:47,458 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=1.49ms, fps=4079 images/s, loss=0.9564, top1-acc=73.59%, top5-acc=93.40%, remaining_time=0:00:11.747488, arrival_time=2021-04-10 01:37:59.205461, cost_time=0:00:02.123044 2021-04-10 01:37:48,086 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=1.56ms, fps=4080 images/s, loss=0.9561, top1-acc=73.69%, top5-acc=93.33%, remaining_time=0:00:10.729212, arrival_time=2021-04-10 01:37:58.815330, cost_time=0:00:02.751089 2021-04-10 01:37:48,713 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=1.44ms, fps=4085 images/s, loss=0.9572, top1-acc=73.77%, top5-acc=93.25%, remaining_time=0:00:09.865658, arrival_time=2021-04-10 01:37:58.579246, cost_time=0:00:03.378652 2021-04-10 01:37:49,335 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=1.96ms, fps=4123 images/s, loss=0.9605, top1-acc=73.83%, top5-acc=93.16%, remaining_time=0:00:09.066984, arrival_time=2021-04-10 01:37:58.402010, cost_time=0:00:04.000111 2021-04-10 01:37:49,958 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=1.49ms, fps=4110 images/s, loss=0.9582, top1-acc=73.82%, top5-acc=93.26%, remaining_time=0:00:08.322426, arrival_time=2021-04-10 01:37:58.280909, cost_time=0:00:04.623568 2021-04-10 01:37:50,583 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.93ms, fps=4101 images/s, loss=0.9646, top1-acc=73.74%, top5-acc=93.14%, remaining_time=0:00:07.610180, arrival_time=2021-04-10 01:37:58.193467, cost_time=0:00:05.248375 2021-04-10 01:37:51,207 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=0.37ms, fps=4107 images/s, loss=0.9699, top1-acc=73.58%, top5-acc=93.03%, remaining_time=0:00:06.916182, arrival_time=2021-04-10 01:37:58.123399, cost_time=0:00:05.872197 2021-04-10 01:37:51,836 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=2.08ms, fps=4072 images/s, loss=0.9752, top1-acc=73.59%, top5-acc=92.93%, remaining_time=0:00:06.241536, arrival_time=2021-04-10 01:37:58.078110, cost_time=0:00:06.501647 2021-04-10 01:37:52,468 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=1.49ms, fps=4054 images/s, loss=0.9705, top1-acc=73.78%, top5-acc=93.00%, remaining_time=0:00:05.577272, arrival_time=2021-04-10 01:37:58.045924, cost_time=0:00:07.133715 2021-04-10 01:37:53,115 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=2.34ms, fps=3963 images/s, loss=0.9753, top1-acc=73.74%, top5-acc=92.94%, remaining_time=0:00:04.927536, arrival_time=2021-04-10 01:37:58.042680, cost_time=0:00:07.780269 2021-04-10 01:37:53,738 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=1.41ms, fps=4113 images/s, loss=0.9779, top1-acc=73.60%, top5-acc=92.96%, remaining_time=0:00:04.266240, arrival_time=2021-04-10 01:37:58.004316, cost_time=0:00:08.403167 2021-04-10 01:37:54,362 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=2.19ms, fps=4106 images/s, loss=0.9817, top1-acc=73.48%, top5-acc=92.91%, remaining_time=0:00:03.610880, arrival_time=2021-04-10 01:37:57.972936, cost_time=0:00:09.027190 2021-04-10 01:37:54,990 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=2.02ms, fps=4079 images/s, loss=0.9892, top1-acc=73.34%, top5-acc=92.85%, remaining_time=0:00:02.960928, arrival_time=2021-04-10 01:37:57.950929, cost_time=0:00:09.655132 2021-04-10 01:37:55,615 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=1.74ms, fps=4094 images/s, loss=0.9921, top1-acc=73.36%, top5-acc=92.82%, remaining_time=0:00:02.313216, arrival_time=2021-04-10 01:37:57.928997, cost_time=0:00:10.280882 2021-04-10 01:37:56,247 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=1.49ms, fps=4056 images/s, loss=0.9947, top1-acc=73.28%, top5-acc=92.80%, remaining_time=0:00:01.668966, arrival_time=2021-04-10 01:37:57.916521, cost_time=0:00:10.912540 2021-04-10 01:37:56,873 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=2.12ms, fps=4092 images/s, loss=0.9972, top1-acc=73.19%, top5-acc=92.73%, remaining_time=0:00:01.025680, arrival_time=2021-04-10 01:37:57.899462, cost_time=0:00:11.538849 2021-04-10 01:37:57,499 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.61ms, fps=4095 images/s, loss=1.0016, top1-acc=73.05%, top5-acc=92.67%, remaining_time=0:00:00.384144, arrival_time=2021-04-10 01:37:57.883664, cost_time=0:00:12.164605 2021-04-10 01:37:57,853 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=0.13ms, fps=3849 images/s, loss=1.0022, top1-acc=73.06%, top5-acc=92.68%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:57.853525, cost_time=0:00:12.518518 2021-04-10 01:37:58,270 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=0.42ms, fps=6165 images/s, loss=1.9372, top1-acc=55.55%, top5-acc=80.04%, remaining_time=0:00:01.245720, arrival_time=2021-04-10 01:37:59.515994, cost_time=0:00:00.415244 2021-04-10 01:37:58,549 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=0.28ms, fps=9191 images/s, loss=1.9081, top1-acc=55.20%, top5-acc=80.33%, remaining_time=0:00:00.694300, arrival_time=2021-04-10 01:37:59.243600, cost_time=0:00:00.694297 2021-04-10 01:37:58,828 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=0.24ms, fps=9177 images/s, loss=1.9153, top1-acc=54.19%, top5-acc=80.12%, remaining_time=0:00:00.324590, arrival_time=2021-04-10 01:37:59.153325, cost_time=0:00:00.973763 2021-04-10 01:37:59,068 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=0.07ms, fps=9710 images/s, loss=1.9021, top1-acc=54.48%, top5-acc=80.23%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:59.068024, cost_time=0:00:01.213083 2021-04-10 01:37:59,569 INFO : Epoch=0066 complete, best val top1-acc=58.98%, top5-acc=83.56% (epoch=64), remaining_time=0:31:55.891532, arrival_time=2021-04-10 02:09:55.461169, cost_time=0:15:43.648040 2021-04-10 01:37:59,570 INFO : Train start, epoch=0067, lr=0.075452 2021-04-10 01:38:00,476 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=0.38ms, fps=2826 images/s, loss=0.9553, top1-acc=74.37%, top5-acc=93.44%, remaining_time=0:00:16.850670, arrival_time=2021-04-10 01:38:17.326973, cost_time=0:00:00.905950 2021-04-10 01:38:01,102 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=1.99ms, fps=4095 images/s, loss=0.9657, top1-acc=74.10%, top5-acc=93.09%, remaining_time=0:00:13.478960, arrival_time=2021-04-10 01:38:14.580929, cost_time=0:00:01.531705 2021-04-10 01:38:01,721 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=1.57ms, fps=4135 images/s, loss=0.9442, top1-acc=74.64%, top5-acc=93.29%, remaining_time=0:00:11.903030, arrival_time=2021-04-10 01:38:13.624528, cost_time=0:00:02.151159 2021-04-10 01:38:02,355 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=2.17ms, fps=4046 images/s, loss=0.9366, top1-acc=74.72%, top5-acc=93.33%, remaining_time=0:00:10.859472, arrival_time=2021-04-10 01:38:13.214356, cost_time=0:00:02.784498 2021-04-10 01:38:02,994 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=1.63ms, fps=4008 images/s, loss=0.9220, top1-acc=74.99%, top5-acc=93.55%, remaining_time=0:00:09.998372, arrival_time=2021-04-10 01:38:12.992756, cost_time=0:00:03.424081 2021-04-10 01:38:03,620 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=1.42ms, fps=4092 images/s, loss=0.9215, top1-acc=74.97%, top5-acc=93.55%, remaining_time=0:00:09.180544, arrival_time=2021-04-10 01:38:12.801095, cost_time=0:00:04.050223 2021-04-10 01:38:04,246 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=1.57ms, fps=4095 images/s, loss=0.9298, top1-acc=74.71%, top5-acc=93.35%, remaining_time=0:00:08.416800, arrival_time=2021-04-10 01:38:12.663135, cost_time=0:00:04.676017 2021-04-10 01:38:04,878 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=1.88ms, fps=4051 images/s, loss=0.9359, top1-acc=74.67%, top5-acc=93.24%, remaining_time=0:00:07.697412, arrival_time=2021-04-10 01:38:12.576321, cost_time=0:00:05.308598 2021-04-10 01:38:05,513 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.48ms, fps=4039 images/s, loss=0.9407, top1-acc=74.56%, top5-acc=93.24%, remaining_time=0:00:06.999392, arrival_time=2021-04-10 01:38:12.512721, cost_time=0:00:05.942915 2021-04-10 01:38:06,142 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=0.25ms, fps=4073 images/s, loss=0.9441, top1-acc=74.43%, top5-acc=93.18%, remaining_time=0:00:06.309504, arrival_time=2021-04-10 01:38:12.452137, cost_time=0:00:06.572377 2021-04-10 01:38:06,771 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=2.76ms, fps=4075 images/s, loss=0.9496, top1-acc=74.25%, top5-acc=93.13%, remaining_time=0:00:05.629904, arrival_time=2021-04-10 01:38:12.401243, cost_time=0:00:07.201037 2021-04-10 01:38:07,399 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=1.93ms, fps=4080 images/s, loss=0.9600, top1-acc=74.04%, top5-acc=93.04%, remaining_time=0:00:04.958392, arrival_time=2021-04-10 01:38:12.357747, cost_time=0:00:07.829041 2021-04-10 01:38:08,055 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=1.66ms, fps=3905 images/s, loss=0.9650, top1-acc=73.93%, top5-acc=92.98%, remaining_time=0:00:04.307820, arrival_time=2021-04-10 01:38:12.363242, cost_time=0:00:08.485119 2021-04-10 01:38:08,682 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.42ms, fps=4086 images/s, loss=0.9684, top1-acc=73.83%, top5-acc=92.96%, remaining_time=0:00:03.644872, arrival_time=2021-04-10 01:38:12.327456, cost_time=0:00:09.112233 2021-04-10 01:38:09,306 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=1.46ms, fps=4110 images/s, loss=0.9746, top1-acc=73.74%, top5-acc=92.89%, remaining_time=0:00:02.985630, arrival_time=2021-04-10 01:38:12.291675, cost_time=0:00:09.735692 2021-04-10 01:38:09,933 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=1.84ms, fps=4081 images/s, loss=0.9766, top1-acc=73.75%, top5-acc=92.87%, remaining_time=0:00:02.331828, arrival_time=2021-04-10 01:38:12.265748, cost_time=0:00:10.363616 2021-04-10 01:38:10,561 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=1.37ms, fps=4083 images/s, loss=0.9773, top1-acc=73.69%, top5-acc=92.85%, remaining_time=0:00:01.680978, arrival_time=2021-04-10 01:38:12.242415, cost_time=0:00:10.991090 2021-04-10 01:38:11,186 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=1.55ms, fps=4103 images/s, loss=0.9817, top1-acc=73.61%, top5-acc=92.81%, remaining_time=0:00:01.032496, arrival_time=2021-04-10 01:38:12.218425, cost_time=0:00:11.615586 2021-04-10 01:38:11,814 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=0.07ms, fps=4076 images/s, loss=0.9855, top1-acc=73.52%, top5-acc=92.78%, remaining_time=0:00:00.386664, arrival_time=2021-04-10 01:38:12.201260, cost_time=0:00:12.244339 2021-04-10 01:38:12,154 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=0.11ms, fps=4008 images/s, loss=0.9897, top1-acc=73.43%, top5-acc=92.72%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:12.154390, cost_time=0:00:12.584091 2021-04-10 01:38:12,464 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=0.41ms, fps=8281 images/s, loss=1.6985, top1-acc=59.10%, top5-acc=83.63%, remaining_time=0:00:00.927300, arrival_time=2021-04-10 01:38:13.392088, cost_time=0:00:00.309103 2021-04-10 01:38:12,740 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=12.37ms, fps=9298 images/s, loss=1.7266, top1-acc=58.24%, top5-acc=82.46%, remaining_time=0:00:00.584940, arrival_time=2021-04-10 01:38:13.325590, cost_time=0:00:00.584942 2021-04-10 01:38:12,986 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=0.41ms, fps=10438 images/s, loss=1.7278, top1-acc=58.10%, top5-acc=82.30%, remaining_time=0:00:00.276920, arrival_time=2021-04-10 01:38:13.263348, cost_time=0:00:00.830746 2021-04-10 01:38:13,227 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=0.09ms, fps=9652 images/s, loss=1.7304, top1-acc=58.36%, top5-acc=82.23%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:13.227245, cost_time=0:00:01.071651 2021-04-10 01:38:13,782 INFO : Epoch=0067 complete, best val top1-acc=58.98%, top5-acc=83.56% (epoch=64), remaining_time=0:31:41.424392, arrival_time=2021-04-10 02:09:55.206427, cost_time=0:15:57.860423 2021-04-10 01:38:13,782 INFO : Train start, epoch=0068, lr=0.074773 2021-04-10 01:38:14,608 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=1.86ms, fps=3101 images/s, loss=0.9263, top1-acc=74.92%, top5-acc=93.75%, remaining_time=0:00:15.353370, arrival_time=2021-04-10 01:38:29.961633, cost_time=0:00:00.825451 2021-04-10 01:38:15,234 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=1.56ms, fps=4094 images/s, loss=0.9334, top1-acc=74.75%, top5-acc=93.59%, remaining_time=0:00:12.773376, arrival_time=2021-04-10 01:38:28.007624, cost_time=0:00:01.451513 2021-04-10 01:38:15,856 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=2.41ms, fps=4117 images/s, loss=0.9237, top1-acc=74.79%, top5-acc=93.65%, remaining_time=0:00:11.475248, arrival_time=2021-04-10 01:38:27.331850, cost_time=0:00:02.073846 2021-04-10 01:38:16,478 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=1.87ms, fps=4122 images/s, loss=0.9359, top1-acc=74.68%, top5-acc=93.47%, remaining_time=0:00:10.512528, arrival_time=2021-04-10 01:38:26.990880, cost_time=0:00:02.695525 2021-04-10 01:38:17,102 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=1.45ms, fps=4110 images/s, loss=0.9381, top1-acc=74.59%, top5-acc=93.55%, remaining_time=0:00:09.692210, arrival_time=2021-04-10 01:38:26.794205, cost_time=0:00:03.319256 2021-04-10 01:38:17,729 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=2.10ms, fps=4086 images/s, loss=0.9317, top1-acc=74.65%, top5-acc=93.63%, remaining_time=0:00:08.945128, arrival_time=2021-04-10 01:38:26.674278, cost_time=0:00:03.946401 2021-04-10 01:38:18,360 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=2.08ms, fps=4057 images/s, loss=0.9323, top1-acc=74.71%, top5-acc=93.59%, remaining_time=0:00:08.240274, arrival_time=2021-04-10 01:38:26.600885, cost_time=0:00:04.577920 2021-04-10 01:38:19,000 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=2.55ms, fps=4002 images/s, loss=0.9336, top1-acc=74.66%, top5-acc=93.60%, remaining_time=0:00:07.566100, arrival_time=2021-04-10 01:38:26.566938, cost_time=0:00:05.217970 2021-04-10 01:38:19,629 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=2.01ms, fps=4079 images/s, loss=0.9404, top1-acc=74.56%, top5-acc=93.51%, remaining_time=0:00:06.885760, arrival_time=2021-04-10 01:38:26.514923, cost_time=0:00:05.846408 2021-04-10 01:38:20,251 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=2.02ms, fps=4120 images/s, loss=0.9452, top1-acc=74.43%, top5-acc=93.48%, remaining_time=0:00:06.209664, arrival_time=2021-04-10 01:38:26.460736, cost_time=0:00:06.468388 2021-04-10 01:38:20,875 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=0.26ms, fps=4105 images/s, loss=0.9485, top1-acc=74.34%, top5-acc=93.44%, remaining_time=0:00:05.545022, arrival_time=2021-04-10 01:38:26.420340, cost_time=0:00:07.092494 2021-04-10 01:38:21,501 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=1.91ms, fps=4093 images/s, loss=0.9500, top1-acc=74.34%, top5-acc=93.40%, remaining_time=0:00:04.888548, arrival_time=2021-04-10 01:38:26.390098, cost_time=0:00:07.718796 2021-04-10 01:38:22,135 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=2.24ms, fps=4042 images/s, loss=0.9555, top1-acc=74.20%, top5-acc=93.31%, remaining_time=0:00:04.240632, arrival_time=2021-04-10 01:38:26.376007, cost_time=0:00:08.352706 2021-04-10 01:38:22,767 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=2.45ms, fps=4055 images/s, loss=0.9569, top1-acc=74.17%, top5-acc=93.27%, remaining_time=0:00:03.593744, arrival_time=2021-04-10 01:38:26.360824, cost_time=0:00:08.984357 2021-04-10 01:38:23,399 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=1.56ms, fps=4052 images/s, loss=0.9560, top1-acc=74.18%, top5-acc=93.25%, remaining_time=0:00:02.949106, arrival_time=2021-04-10 01:38:26.348511, cost_time=0:00:09.616672 2021-04-10 01:38:24,031 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=2.10ms, fps=4055 images/s, loss=0.9576, top1-acc=74.12%, top5-acc=93.18%, remaining_time=0:00:02.305944, arrival_time=2021-04-10 01:38:26.337433, cost_time=0:00:10.248609 2021-04-10 01:38:24,655 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=1.84ms, fps=4106 images/s, loss=0.9587, top1-acc=74.07%, top5-acc=93.16%, remaining_time=0:00:01.662908, arrival_time=2021-04-10 01:38:26.318531, cost_time=0:00:10.872877 2021-04-10 01:38:25,280 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=1.76ms, fps=4102 images/s, loss=0.9618, top1-acc=74.01%, top5-acc=93.12%, remaining_time=0:00:01.022016, arrival_time=2021-04-10 01:38:26.302387, cost_time=0:00:11.497623 2021-04-10 01:38:25,896 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.36ms, fps=4157 images/s, loss=0.9679, top1-acc=73.86%, top5-acc=93.06%, remaining_time=0:00:00.382548, arrival_time=2021-04-10 01:38:26.279309, cost_time=0:00:12.114084 2021-04-10 01:38:26,235 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=0.08ms, fps=4021 images/s, loss=0.9704, top1-acc=73.78%, top5-acc=93.02%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:26.235352, cost_time=0:00:12.452695 2021-04-10 01:38:26,599 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=0.20ms, fps=7058 images/s, loss=1.9562, top1-acc=56.25%, top5-acc=80.00%, remaining_time=0:00:01.088070, arrival_time=2021-04-10 01:38:27.687051, cost_time=0:00:00.362692 2021-04-10 01:38:26,855 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=0.28ms, fps=10018 images/s, loss=1.9473, top1-acc=56.50%, top5-acc=79.32%, remaining_time=0:00:00.618640, arrival_time=2021-04-10 01:38:27.473583, cost_time=0:00:00.618633 2021-04-10 01:38:27,104 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=0.33ms, fps=10262 images/s, loss=1.9429, top1-acc=56.28%, top5-acc=79.91%, remaining_time=0:00:00.289530, arrival_time=2021-04-10 01:38:27.394424, cost_time=0:00:00.868583 2021-04-10 01:38:27,326 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=0.07ms, fps=10510 images/s, loss=1.9522, top1-acc=56.20%, top5-acc=80.02%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:27.326069, cost_time=0:00:01.089844 2021-04-10 01:38:27,841 INFO : Epoch=0068 complete, best val top1-acc=58.98%, top5-acc=83.56% (epoch=64), remaining_time=0:31:26.667288, arrival_time=2021-04-10 02:09:54.508391, cost_time=0:16:11.919484 2021-04-10 01:38:27,841 INFO : Train start, epoch=0069, lr=0.074088 2021-04-10 01:38:28,655 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=2.67ms, fps=3148 images/s, loss=0.9037, top1-acc=75.51%, top5-acc=93.36%, remaining_time=0:00:15.123660, arrival_time=2021-04-10 01:38:43.778663, cost_time=0:00:00.813101 2021-04-10 01:38:29,277 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=1.43ms, fps=4115 images/s, loss=0.9200, top1-acc=75.10%, top5-acc=93.48%, remaining_time=0:00:12.636096, arrival_time=2021-04-10 01:38:41.913817, cost_time=0:00:01.435927 2021-04-10 01:38:29,899 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.61ms, fps=4123 images/s, loss=0.9118, top1-acc=75.12%, top5-acc=93.65%, remaining_time=0:00:11.383450, arrival_time=2021-04-10 01:38:41.282517, cost_time=0:00:02.057254 2021-04-10 01:38:30,528 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=1.90ms, fps=4071 images/s, loss=0.9096, top1-acc=75.39%, top5-acc=93.63%, remaining_time=0:00:10.477584, arrival_time=2021-04-10 01:38:41.006026, cost_time=0:00:02.686574 2021-04-10 01:38:31,157 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=1.50ms, fps=4077 images/s, loss=0.9203, top1-acc=75.21%, top5-acc=93.41%, remaining_time=0:00:09.680384, arrival_time=2021-04-10 01:38:40.837396, cost_time=0:00:03.315176 2021-04-10 01:38:31,783 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=2.07ms, fps=4091 images/s, loss=0.9145, top1-acc=75.29%, top5-acc=93.50%, remaining_time=0:00:08.934248, arrival_time=2021-04-10 01:38:40.717678, cost_time=0:00:03.941594 2021-04-10 01:38:32,408 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=1.38ms, fps=4103 images/s, loss=0.9233, top1-acc=75.17%, top5-acc=93.44%, remaining_time=0:00:08.219106, arrival_time=2021-04-10 01:38:40.627088, cost_time=0:00:04.566169 2021-04-10 01:38:33,031 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=1.46ms, fps=4111 images/s, loss=0.9261, top1-acc=75.15%, top5-acc=93.45%, remaining_time=0:00:07.524572, arrival_time=2021-04-10 01:38:40.555732, cost_time=0:00:05.189395 2021-04-10 01:38:33,666 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=2.93ms, fps=4034 images/s, loss=0.9250, top1-acc=75.08%, top5-acc=93.49%, remaining_time=0:00:06.859790, arrival_time=2021-04-10 01:38:40.526090, cost_time=0:00:05.824388 2021-04-10 01:38:34,293 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=1.76ms, fps=4089 images/s, loss=0.9336, top1-acc=74.82%, top5-acc=93.42%, remaining_time=0:00:06.193152, arrival_time=2021-04-10 01:38:40.486213, cost_time=0:00:06.451236 2021-04-10 01:38:34,914 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=1.47ms, fps=4124 images/s, loss=0.9344, top1-acc=74.77%, top5-acc=93.40%, remaining_time=0:00:05.529456, arrival_time=2021-04-10 01:38:40.443833, cost_time=0:00:07.072529 2021-04-10 01:38:35,540 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=2.06ms, fps=4090 images/s, loss=0.9440, top1-acc=74.57%, top5-acc=93.32%, remaining_time=0:00:04.876084, arrival_time=2021-04-10 01:38:40.416936, cost_time=0:00:07.699023 2021-04-10 01:38:36,165 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=1.60ms, fps=4103 images/s, loss=0.9425, top1-acc=74.62%, top5-acc=93.36%, remaining_time=0:00:04.225782, arrival_time=2021-04-10 01:38:40.391175, cost_time=0:00:08.323572 2021-04-10 01:38:36,783 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=1.43ms, fps=4148 images/s, loss=0.9448, top1-acc=74.59%, top5-acc=93.31%, remaining_time=0:00:03.576552, arrival_time=2021-04-10 01:38:40.359639, cost_time=0:00:08.941339 2021-04-10 01:38:37,412 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=1.91ms, fps=4069 images/s, loss=0.9465, top1-acc=74.53%, top5-acc=93.28%, remaining_time=0:00:02.935030, arrival_time=2021-04-10 01:38:40.347595, cost_time=0:00:09.570777 2021-04-10 01:38:38,039 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=2.44ms, fps=4084 images/s, loss=0.9511, top1-acc=74.38%, top5-acc=93.23%, remaining_time=0:00:02.294568, arrival_time=2021-04-10 01:38:40.334437, cost_time=0:00:10.198040 2021-04-10 01:38:38,671 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.61ms, fps=4057 images/s, loss=0.9559, top1-acc=74.26%, top5-acc=93.19%, remaining_time=0:00:01.656304, arrival_time=2021-04-10 01:38:40.327795, cost_time=0:00:10.829674 2021-04-10 01:38:39,296 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=2.09ms, fps=4099 images/s, loss=0.9601, top1-acc=74.15%, top5-acc=93.15%, remaining_time=0:00:01.018208, arrival_time=2021-04-10 01:38:40.314771, cost_time=0:00:11.454781 2021-04-10 01:38:39,913 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.40ms, fps=4155 images/s, loss=0.9648, top1-acc=74.02%, top5-acc=93.07%, remaining_time=0:00:00.381198, arrival_time=2021-04-10 01:38:40.294315, cost_time=0:00:12.071299 2021-04-10 01:38:40,251 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=0.11ms, fps=4027 images/s, loss=0.9673, top1-acc=73.94%, top5-acc=93.02%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:40.251496, cost_time=0:00:12.409577 2021-04-10 01:38:40,639 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=2.68ms, fps=6619 images/s, loss=1.9107, top1-acc=55.86%, top5-acc=80.12%, remaining_time=0:00:01.160310, arrival_time=2021-04-10 01:38:41.800177, cost_time=0:00:00.386768 2021-04-10 01:38:40,892 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=0.31ms, fps=10176 images/s, loss=1.8825, top1-acc=56.29%, top5-acc=80.94%, remaining_time=0:00:00.639060, arrival_time=2021-04-10 01:38:41.531118, cost_time=0:00:00.639054 2021-04-10 01:38:41,154 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=4.57ms, fps=9788 images/s, loss=1.8845, top1-acc=56.21%, top5-acc=80.95%, remaining_time=0:00:00.300330, arrival_time=2021-04-10 01:38:41.454358, cost_time=0:00:00.900998 2021-04-10 01:38:41,373 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=0.09ms, fps=10616 images/s, loss=1.8610, top1-acc=56.46%, top5-acc=81.03%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:41.373063, cost_time=0:00:01.120074 2021-04-10 01:38:41,929 INFO : Epoch=0069 complete, best val top1-acc=58.98%, top5-acc=83.56% (epoch=64), remaining_time=0:31:11.986463, arrival_time=2021-04-10 02:09:53.916272, cost_time=0:16:26.008169 2021-04-10 01:38:41,930 INFO : Train start, epoch=0070, lr=0.073396 2021-04-10 01:38:42,726 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=1.62ms, fps=3217 images/s, loss=0.9046, top1-acc=74.92%, top5-acc=93.98%, remaining_time=0:00:14.798904, arrival_time=2021-04-10 01:38:57.525246, cost_time=0:00:00.795636 2021-04-10 01:38:43,349 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=1.62ms, fps=4110 images/s, loss=0.9008, top1-acc=75.39%, top5-acc=93.73%, remaining_time=0:00:12.486848, arrival_time=2021-04-10 01:38:55.836622, cost_time=0:00:01.418954 2021-04-10 01:38:43,971 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=2.53ms, fps=4125 images/s, loss=0.8820, top1-acc=75.87%, top5-acc=94.00%, remaining_time=0:00:11.290158, arrival_time=2021-04-10 01:38:55.261304, cost_time=0:00:02.040393 2021-04-10 01:38:44,598 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=2.12ms, fps=4089 images/s, loss=0.8889, top1-acc=75.65%, top5-acc=93.92%, remaining_time=0:00:10.403328, arrival_time=2021-04-10 01:38:55.001735, cost_time=0:00:02.667500 2021-04-10 01:38:45,216 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=4.30ms, fps=4146 images/s, loss=0.9001, top1-acc=75.28%, top5-acc=93.73%, remaining_time=0:00:09.594536, arrival_time=2021-04-10 01:38:54.811101, cost_time=0:00:03.285793 2021-04-10 01:38:45,856 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=1.59ms, fps=4003 images/s, loss=0.9028, top1-acc=75.22%, top5-acc=93.83%, remaining_time=0:00:08.898752, arrival_time=2021-04-10 01:38:54.755396, cost_time=0:00:03.925899 2021-04-10 01:38:46,479 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=2.08ms, fps=4114 images/s, loss=0.9057, top1-acc=75.16%, top5-acc=93.78%, remaining_time=0:00:08.187732, arrival_time=2021-04-10 01:38:54.667157, cost_time=0:00:04.548719 2021-04-10 01:38:47,103 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.53ms, fps=4106 images/s, loss=0.9205, top1-acc=74.87%, top5-acc=93.63%, remaining_time=0:00:07.500328, arrival_time=2021-04-10 01:38:54.603684, cost_time=0:00:05.172611 2021-04-10 01:38:47,739 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=2.10ms, fps=4031 images/s, loss=0.9291, top1-acc=74.67%, top5-acc=93.52%, remaining_time=0:00:06.840710, arrival_time=2021-04-10 01:38:54.579758, cost_time=0:00:05.808188 2021-04-10 01:38:48,358 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=2.09ms, fps=4136 images/s, loss=0.9313, top1-acc=74.64%, top5-acc=93.46%, remaining_time=0:00:06.170976, arrival_time=2021-04-10 01:38:54.529815, cost_time=0:00:06.428081 2021-04-10 01:38:48,977 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=2.15ms, fps=4139 images/s, loss=0.9347, top1-acc=74.49%, top5-acc=93.42%, remaining_time=0:00:05.509590, arrival_time=2021-04-10 01:38:54.487496, cost_time=0:00:07.047155 2021-04-10 01:38:49,604 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=1.56ms, fps=4091 images/s, loss=0.9375, top1-acc=74.35%, top5-acc=93.41%, remaining_time=0:00:04.859896, arrival_time=2021-04-10 01:38:54.464122, cost_time=0:00:07.673530 2021-04-10 01:38:50,235 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=2.08ms, fps=4057 images/s, loss=0.9419, top1-acc=74.24%, top5-acc=93.33%, remaining_time=0:00:04.216344, arrival_time=2021-04-10 01:38:54.451929, cost_time=0:00:08.304883 2021-04-10 01:38:50,859 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=1.87ms, fps=4103 images/s, loss=0.9454, top1-acc=74.10%, top5-acc=93.25%, remaining_time=0:00:03.571680, arrival_time=2021-04-10 01:38:54.431606, cost_time=0:00:08.929225 2021-04-10 01:38:51,480 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=1.45ms, fps=4126 images/s, loss=0.9449, top1-acc=74.16%, top5-acc=93.29%, remaining_time=0:00:02.928728, arrival_time=2021-04-10 01:38:54.409553, cost_time=0:00:09.550128 2021-04-10 01:38:52,105 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.48ms, fps=4102 images/s, loss=0.9498, top1-acc=74.05%, top5-acc=93.22%, remaining_time=0:00:02.289276, arrival_time=2021-04-10 01:38:54.394610, cost_time=0:00:10.174629 2021-04-10 01:38:52,731 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=2.24ms, fps=4090 images/s, loss=0.9516, top1-acc=73.97%, top5-acc=93.18%, remaining_time=0:00:01.651936, arrival_time=2021-04-10 01:38:54.383693, cost_time=0:00:10.801056 2021-04-10 01:38:53,376 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=2.00ms, fps=3978 images/s, loss=0.9518, top1-acc=73.96%, top5-acc=93.17%, remaining_time=0:00:01.017344, arrival_time=2021-04-10 01:38:54.393359, cost_time=0:00:11.445128 2021-04-10 01:38:54,009 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=1.44ms, fps=4049 images/s, loss=0.9517, top1-acc=73.98%, top5-acc=93.18%, remaining_time=0:00:00.381420, arrival_time=2021-04-10 01:38:54.390529, cost_time=0:00:12.078366 2021-04-10 01:38:54,351 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=0.08ms, fps=3981 images/s, loss=0.9528, top1-acc=73.96%, top5-acc=93.17%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:54.351252, cost_time=0:00:12.420568 2021-04-10 01:38:54,699 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=3.78ms, fps=7367 images/s, loss=2.1408, top1-acc=51.29%, top5-acc=78.16%, remaining_time=0:00:01.042380, arrival_time=2021-04-10 01:38:55.742211, cost_time=0:00:00.347457 2021-04-10 01:38:54,965 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=0.44ms, fps=9676 images/s, loss=2.1764, top1-acc=51.15%, top5-acc=77.85%, remaining_time=0:00:00.612800, arrival_time=2021-04-10 01:38:55.577889, cost_time=0:00:00.612807 2021-04-10 01:38:55,262 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=0.21ms, fps=8622 images/s, loss=2.1833, top1-acc=51.11%, top5-acc=77.75%, remaining_time=0:00:00.303410, arrival_time=2021-04-10 01:38:55.565918, cost_time=0:00:00.910226 2021-04-10 01:38:55,490 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=0.13ms, fps=10197 images/s, loss=2.1737, top1-acc=50.99%, top5-acc=77.68%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:55.490545, cost_time=0:00:01.138312 2021-04-10 01:38:56,021 INFO : Epoch=0070 complete, best val top1-acc=58.98%, top5-acc=83.56% (epoch=64), remaining_time=0:30:57.328460, arrival_time=2021-04-10 02:09:53.350072, cost_time=0:16:40.099963 2021-04-10 01:38:56,022 INFO : Train start, epoch=0071, lr=0.072700 2021-04-10 01:38:56,824 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=1.93ms, fps=3192 images/s, loss=1.0322, top1-acc=73.20%, top5-acc=91.95%, remaining_time=0:00:14.916456, arrival_time=2021-04-10 01:39:11.741256, cost_time=0:00:00.801965 2021-04-10 01:38:57,456 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=1.94ms, fps=4059 images/s, loss=0.9778, top1-acc=74.18%, top5-acc=92.87%, remaining_time=0:00:12.618144, arrival_time=2021-04-10 01:39:10.074572, cost_time=0:00:01.433874 2021-04-10 01:38:58,083 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=2.22ms, fps=4084 images/s, loss=0.9545, top1-acc=74.24%, top5-acc=93.18%, remaining_time=0:00:11.404864, arrival_time=2021-04-10 01:39:09.488564, cost_time=0:00:02.061114 2021-04-10 01:38:58,705 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=1.90ms, fps=4118 images/s, loss=0.9498, top1-acc=74.24%, top5-acc=93.37%, remaining_time=0:00:10.464948, arrival_time=2021-04-10 01:39:09.170820, cost_time=0:00:02.683339 2021-04-10 01:38:59,325 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=1.95ms, fps=4138 images/s, loss=0.9475, top1-acc=74.36%, top5-acc=93.37%, remaining_time=0:00:09.643154, arrival_time=2021-04-10 01:39:08.968115, cost_time=0:00:03.302436 2021-04-10 01:38:59,940 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=2.06ms, fps=4166 images/s, loss=0.9581, top1-acc=74.33%, top5-acc=93.31%, remaining_time=0:00:08.879304, arrival_time=2021-04-10 01:39:08.819244, cost_time=0:00:03.917319 2021-04-10 01:39:00,573 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=2.25ms, fps=4045 images/s, loss=0.9511, top1-acc=74.45%, top5-acc=93.36%, remaining_time=0:00:08.191512, arrival_time=2021-04-10 01:39:08.764958, cost_time=0:00:04.550835 2021-04-10 01:39:01,210 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=2.11ms, fps=4025 images/s, loss=0.9455, top1-acc=74.49%, top5-acc=93.40%, remaining_time=0:00:07.521904, arrival_time=2021-04-10 01:39:08.732010, cost_time=0:00:05.187500 2021-04-10 01:39:01,841 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=4.36ms, fps=4061 images/s, loss=0.9353, top1-acc=74.72%, top5-acc=93.50%, remaining_time=0:00:06.852900, arrival_time=2021-04-10 01:39:08.693998, cost_time=0:00:05.818518 2021-04-10 01:39:02,467 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=1.49ms, fps=4090 images/s, loss=0.9383, top1-acc=74.70%, top5-acc=93.50%, remaining_time=0:00:06.187200, arrival_time=2021-04-10 01:39:08.654884, cost_time=0:00:06.445050 2021-04-10 01:39:03,088 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=1.92ms, fps=4131 images/s, loss=0.9403, top1-acc=74.71%, top5-acc=93.46%, remaining_time=0:00:05.523866, arrival_time=2021-04-10 01:39:08.611869, cost_time=0:00:07.065458 2021-04-10 01:39:03,719 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=2.17ms, fps=4057 images/s, loss=0.9442, top1-acc=74.64%, top5-acc=93.45%, remaining_time=0:00:04.874716, arrival_time=2021-04-10 01:39:08.594230, cost_time=0:00:07.696916 2021-04-10 01:39:04,358 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=2.19ms, fps=4057 images/s, loss=0.9457, top1-acc=74.61%, top5-acc=93.40%, remaining_time=0:00:04.231920, arrival_time=2021-04-10 01:39:08.590170, cost_time=0:00:08.335626 2021-04-10 01:39:04,992 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=1.46ms, fps=4039 images/s, loss=0.9489, top1-acc=74.52%, top5-acc=93.34%, remaining_time=0:00:03.588032, arrival_time=2021-04-10 01:39:08.580696, cost_time=0:00:08.970062 2021-04-10 01:39:05,614 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.48ms, fps=4120 images/s, loss=0.9521, top1-acc=74.34%, top5-acc=93.31%, remaining_time=0:00:02.941516, arrival_time=2021-04-10 01:39:08.555969, cost_time=0:00:09.591929 2021-04-10 01:39:06,241 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=1.50ms, fps=4086 images/s, loss=0.9560, top1-acc=74.27%, top5-acc=93.25%, remaining_time=0:00:02.299248, arrival_time=2021-04-10 01:39:08.540769, cost_time=0:00:10.218827 2021-04-10 01:39:06,863 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=2.25ms, fps=4119 images/s, loss=0.9592, top1-acc=74.18%, top5-acc=93.19%, remaining_time=0:00:01.658072, arrival_time=2021-04-10 01:39:08.521853, cost_time=0:00:10.841225 2021-04-10 01:39:07,494 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=1.96ms, fps=4069 images/s, loss=0.9610, top1-acc=74.14%, top5-acc=93.15%, remaining_time=0:00:01.019680, arrival_time=2021-04-10 01:39:08.513670, cost_time=0:00:11.471413 2021-04-10 01:39:08,131 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.77ms, fps=4017 images/s, loss=0.9616, top1-acc=74.11%, top5-acc=93.17%, remaining_time=0:00:00.382398, arrival_time=2021-04-10 01:39:08.514278, cost_time=0:00:12.109237 2021-04-10 01:39:08,479 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=0.16ms, fps=3924 images/s, loss=0.9625, top1-acc=74.09%, top5-acc=93.17%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:08.479108, cost_time=0:00:12.456510 2021-04-10 01:39:08,803 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=5.89ms, fps=7934 images/s, loss=1.8916, top1-acc=54.65%, top5-acc=79.84%, remaining_time=0:00:00.967950, arrival_time=2021-04-10 01:39:09.771395, cost_time=0:00:00.322650 2021-04-10 01:39:09,042 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=2.38ms, fps=10738 images/s, loss=1.9056, top1-acc=55.08%, top5-acc=80.35%, remaining_time=0:00:00.561420, arrival_time=2021-04-10 01:39:09.603684, cost_time=0:00:00.561413 2021-04-10 01:39:09,295 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=0.46ms, fps=10146 images/s, loss=1.8858, top1-acc=54.95%, top5-acc=80.56%, remaining_time=0:00:00.271410, arrival_time=2021-04-10 01:39:09.566488, cost_time=0:00:00.814232 2021-04-10 01:39:09,517 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=0.09ms, fps=10464 images/s, loss=1.8679, top1-acc=55.24%, top5-acc=80.87%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:09.517239, cost_time=0:00:01.036478 2021-04-10 01:39:10,078 INFO : Epoch=0071 complete, best val top1-acc=58.98%, top5-acc=83.56% (epoch=64), remaining_time=0:30:42.622068, arrival_time=2021-04-10 02:09:52.700061, cost_time=0:16:54.156312 2021-04-10 01:39:10,079 INFO : Train start, epoch=0072, lr=0.071997 2021-04-10 01:39:10,904 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=0.49ms, fps=3102 images/s, loss=0.9393, top1-acc=74.69%, top5-acc=92.93%, remaining_time=0:00:15.348348, arrival_time=2021-04-10 01:39:26.252929, cost_time=0:00:00.825179 2021-04-10 01:39:11,539 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=1.68ms, fps=4037 images/s, loss=0.9152, top1-acc=75.06%, top5-acc=93.42%, remaining_time=0:00:12.847648, arrival_time=2021-04-10 01:39:24.386967, cost_time=0:00:01.459958 2021-04-10 01:39:12,170 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=1.43ms, fps=4061 images/s, loss=0.9314, top1-acc=74.78%, top5-acc=93.23%, remaining_time=0:00:11.569868, arrival_time=2021-04-10 01:39:23.740285, cost_time=0:00:02.090942 2021-04-10 01:39:12,799 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=2.06ms, fps=4078 images/s, loss=0.9261, top1-acc=74.85%, top5-acc=93.46%, remaining_time=0:00:10.606440, arrival_time=2021-04-10 01:39:23.405421, cost_time=0:00:02.719600 2021-04-10 01:39:13,423 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=1.95ms, fps=4106 images/s, loss=0.9126, top1-acc=75.16%, top5-acc=93.73%, remaining_time=0:00:09.763896, arrival_time=2021-04-10 01:39:23.186975, cost_time=0:00:03.343788 2021-04-10 01:39:14,045 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=1.94ms, fps=4116 images/s, loss=0.9146, top1-acc=75.25%, top5-acc=93.80%, remaining_time=0:00:08.990008, arrival_time=2021-04-10 01:39:23.035471, cost_time=0:00:03.966154 2021-04-10 01:39:14,674 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=2.14ms, fps=4075 images/s, loss=0.9083, top1-acc=75.54%, top5-acc=93.90%, remaining_time=0:00:08.270514, arrival_time=2021-04-10 01:39:22.944660, cost_time=0:00:04.594761 2021-04-10 01:39:15,297 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=1.92ms, fps=4110 images/s, loss=0.9030, top1-acc=75.62%, top5-acc=93.91%, remaining_time=0:00:07.566448, arrival_time=2021-04-10 01:39:22.864001, cost_time=0:00:05.218250 2021-04-10 01:39:15,924 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=1.94ms, fps=4085 images/s, loss=0.9062, top1-acc=75.55%, top5-acc=93.86%, remaining_time=0:00:06.884488, arrival_time=2021-04-10 01:39:22.809105, cost_time=0:00:05.845288 2021-04-10 01:39:16,551 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=1.96ms, fps=4086 images/s, loss=0.9137, top1-acc=75.37%, top5-acc=93.71%, remaining_time=0:00:06.213408, arrival_time=2021-04-10 01:39:22.765007, cost_time=0:00:06.472251 2021-04-10 01:39:17,174 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=1.96ms, fps=4113 images/s, loss=0.9186, top1-acc=75.19%, top5-acc=93.61%, remaining_time=0:00:05.547172, arrival_time=2021-04-10 01:39:22.721718, cost_time=0:00:07.095182 2021-04-10 01:39:17,805 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=2.15ms, fps=4064 images/s, loss=0.9284, top1-acc=75.01%, top5-acc=93.45%, remaining_time=0:00:04.892956, arrival_time=2021-04-10 01:39:22.697961, cost_time=0:00:07.725715 2021-04-10 01:39:18,429 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=2.15ms, fps=4100 images/s, loss=0.9283, top1-acc=74.94%, top5-acc=93.49%, remaining_time=0:00:04.239444, arrival_time=2021-04-10 01:39:22.669263, cost_time=0:00:08.350472 2021-04-10 01:39:19,055 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=1.46ms, fps=4099 images/s, loss=0.9313, top1-acc=74.82%, top5-acc=93.44%, remaining_time=0:00:03.590272, arrival_time=2021-04-10 01:39:22.645249, cost_time=0:00:08.975646 2021-04-10 01:39:19,681 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=1.80ms, fps=4091 images/s, loss=0.9351, top1-acc=74.72%, top5-acc=93.42%, remaining_time=0:00:02.944598, arrival_time=2021-04-10 01:39:22.626102, cost_time=0:00:09.602009 2021-04-10 01:39:20,308 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=1.89ms, fps=4090 images/s, loss=0.9385, top1-acc=74.59%, top5-acc=93.38%, remaining_time=0:00:02.301480, arrival_time=2021-04-10 01:39:22.609571, cost_time=0:00:10.228741 2021-04-10 01:39:20,932 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=2.05ms, fps=4103 images/s, loss=0.9409, top1-acc=74.56%, top5-acc=93.38%, remaining_time=0:00:01.659892, arrival_time=2021-04-10 01:39:22.592453, cost_time=0:00:10.853218 2021-04-10 01:39:21,555 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=1.88ms, fps=4113 images/s, loss=0.9431, top1-acc=74.45%, top5-acc=93.35%, remaining_time=0:00:01.020096, arrival_time=2021-04-10 01:39:22.575578, cost_time=0:00:11.476120 2021-04-10 01:39:22,175 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=1.48ms, fps=4132 images/s, loss=0.9485, top1-acc=74.33%, top5-acc=93.29%, remaining_time=0:00:00.381990, arrival_time=2021-04-10 01:39:22.557537, cost_time=0:00:12.096275 2021-04-10 01:39:22,520 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=0.12ms, fps=3952 images/s, loss=0.9526, top1-acc=74.21%, top5-acc=93.26%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:22.520081, cost_time=0:00:12.440754 2021-04-10 01:39:22,900 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=15.17ms, fps=6757 images/s, loss=1.7382, top1-acc=57.62%, top5-acc=82.50%, remaining_time=0:00:01.136460, arrival_time=2021-04-10 01:39:24.036809, cost_time=0:00:00.378824 2021-04-10 01:39:23,149 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=2.52ms, fps=10319 images/s, loss=1.7216, top1-acc=58.32%, top5-acc=82.85%, remaining_time=0:00:00.627540, arrival_time=2021-04-10 01:39:23.776504, cost_time=0:00:00.627541 2021-04-10 01:39:23,394 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=6.39ms, fps=10446 images/s, loss=1.7514, top1-acc=57.47%, top5-acc=82.32%, remaining_time=0:00:00.290990, arrival_time=2021-04-10 01:39:23.685423, cost_time=0:00:00.872962 2021-04-10 01:39:23,628 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=0.07ms, fps=9918 images/s, loss=1.7542, top1-acc=57.16%, top5-acc=82.14%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:23.628761, cost_time=0:00:01.107371 2021-04-10 01:39:24,190 INFO : Epoch=0072 complete, best val top1-acc=58.98%, top5-acc=83.56% (epoch=64), remaining_time=0:30:28.034304, arrival_time=2021-04-10 02:09:52.225196, cost_time=0:17:08.269278 2021-04-10 01:39:24,191 INFO : Train start, epoch=0073, lr=0.071289 2021-04-10 01:39:25,016 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=0.46ms, fps=3103 images/s, loss=0.9117, top1-acc=75.20%, top5-acc=94.26%, remaining_time=0:00:15.343512, arrival_time=2021-04-10 01:39:40.360012, cost_time=0:00:00.824923 2021-04-10 01:39:25,640 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=1.65ms, fps=4103 images/s, loss=0.9327, top1-acc=74.14%, top5-acc=93.81%, remaining_time=0:00:12.754192, arrival_time=2021-04-10 01:39:38.395073, cost_time=0:00:01.449340 2021-04-10 01:39:26,265 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=2.27ms, fps=4103 images/s, loss=0.9074, top1-acc=74.86%, top5-acc=93.84%, remaining_time=0:00:11.474418, arrival_time=2021-04-10 01:39:37.739652, cost_time=0:00:02.073690 2021-04-10 01:39:26,896 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.96ms, fps=4059 images/s, loss=0.8996, top1-acc=75.22%, top5-acc=93.91%, remaining_time=0:00:10.548876, arrival_time=2021-04-10 01:39:37.445271, cost_time=0:00:02.704854 2021-04-10 01:39:27,529 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=2.20ms, fps=4048 images/s, loss=0.8980, top1-acc=75.45%, top5-acc=93.97%, remaining_time=0:00:09.746230, arrival_time=2021-04-10 01:39:37.275600, cost_time=0:00:03.337754 2021-04-10 01:39:28,161 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=2.28ms, fps=4055 images/s, loss=0.9015, top1-acc=75.33%, top5-acc=93.96%, remaining_time=0:00:08.998168, arrival_time=2021-04-10 01:39:37.159516, cost_time=0:00:03.969751 2021-04-10 01:39:28,785 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=1.52ms, fps=4107 images/s, loss=0.9062, top1-acc=75.23%, top5-acc=93.93%, remaining_time=0:00:08.268372, arrival_time=2021-04-10 01:39:37.053593, cost_time=0:00:04.593510 2021-04-10 01:39:29,403 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=1.46ms, fps=4146 images/s, loss=0.9082, top1-acc=75.21%, top5-acc=93.89%, remaining_time=0:00:07.557284, arrival_time=2021-04-10 01:39:36.960781, cost_time=0:00:05.211909 2021-04-10 01:39:30,027 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=1.46ms, fps=4104 images/s, loss=0.9079, top1-acc=75.27%, top5-acc=93.88%, remaining_time=0:00:06.873782, arrival_time=2021-04-10 01:39:36.901637, cost_time=0:00:05.836262 2021-04-10 01:39:30,675 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.90ms, fps=3955 images/s, loss=0.9136, top1-acc=75.13%, top5-acc=93.77%, remaining_time=0:00:06.224736, arrival_time=2021-04-10 01:39:36.900472, cost_time=0:00:06.484119 2021-04-10 01:39:31,300 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=1.69ms, fps=4104 images/s, loss=0.9118, top1-acc=75.26%, top5-acc=93.81%, remaining_time=0:00:05.557578, arrival_time=2021-04-10 01:39:36.857696, cost_time=0:00:07.108564 2021-04-10 01:39:31,926 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=1.75ms, fps=4093 images/s, loss=0.9152, top1-acc=75.16%, top5-acc=93.77%, remaining_time=0:00:04.898504, arrival_time=2021-04-10 01:39:36.824546, cost_time=0:00:07.734513 2021-04-10 01:39:32,552 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=1.55ms, fps=4090 images/s, loss=0.9148, top1-acc=75.21%, top5-acc=93.74%, remaining_time=0:00:04.244724, arrival_time=2021-04-10 01:39:36.797149, cost_time=0:00:08.360830 2021-04-10 01:39:33,178 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=1.69ms, fps=4091 images/s, loss=0.9151, top1-acc=75.12%, top5-acc=93.78%, remaining_time=0:00:03.594864, arrival_time=2021-04-10 01:39:36.773575, cost_time=0:00:08.987163 2021-04-10 01:39:33,804 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=2.00ms, fps=4093 images/s, loss=0.9156, top1-acc=75.08%, top5-acc=93.80%, remaining_time=0:00:02.948002, arrival_time=2021-04-10 01:39:36.752635, cost_time=0:00:09.613041 2021-04-10 01:39:34,427 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=1.54ms, fps=4113 images/s, loss=0.9185, top1-acc=74.96%, top5-acc=93.73%, remaining_time=0:00:02.303100, arrival_time=2021-04-10 01:39:36.730620, cost_time=0:00:10.235936 2021-04-10 01:39:35,053 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.53ms, fps=4092 images/s, loss=0.9223, top1-acc=74.87%, top5-acc=93.71%, remaining_time=0:00:01.661270, arrival_time=2021-04-10 01:39:36.715035, cost_time=0:00:10.862093 2021-04-10 01:39:35,682 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=2.08ms, fps=4078 images/s, loss=0.9265, top1-acc=74.81%, top5-acc=93.64%, remaining_time=0:00:01.021392, arrival_time=2021-04-10 01:39:36.703552, cost_time=0:00:11.490621 2021-04-10 01:39:36,305 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.73ms, fps=4109 images/s, loss=0.9296, top1-acc=74.73%, top5-acc=93.61%, remaining_time=0:00:00.382548, arrival_time=2021-04-10 01:39:36.688172, cost_time=0:00:12.114028 2021-04-10 01:39:36,643 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=0.11ms, fps=4038 images/s, loss=0.9320, top1-acc=74.68%, top5-acc=93.59%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:36.642962, cost_time=0:00:12.451435 2021-04-10 01:39:36,979 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=4.46ms, fps=7622 images/s, loss=1.7671, top1-acc=57.54%, top5-acc=82.81%, remaining_time=0:00:01.007520, arrival_time=2021-04-10 01:39:37.987307, cost_time=0:00:00.335837 2021-04-10 01:39:37,224 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=0.29ms, fps=10478 images/s, loss=1.7622, top1-acc=57.60%, top5-acc=82.95%, remaining_time=0:00:00.580680, arrival_time=2021-04-10 01:39:37.805275, cost_time=0:00:00.580690 2021-04-10 01:39:37,482 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=8.52ms, fps=9934 images/s, loss=1.7545, top1-acc=57.72%, top5-acc=83.03%, remaining_time=0:00:00.279610, arrival_time=2021-04-10 01:39:37.762374, cost_time=0:00:00.838818 2021-04-10 01:39:37,703 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=0.09ms, fps=10556 images/s, loss=1.7478, top1-acc=58.11%, top5-acc=83.00%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:37.702989, cost_time=0:00:01.059132 2021-04-10 01:39:38,176 INFO : Epoch=0073 complete, best val top1-acc=58.98%, top5-acc=83.56% (epoch=64), remaining_time=0:30:13.238182, arrival_time=2021-04-10 02:09:51.414790, cost_time=0:17:22.254982 2021-04-10 01:39:38,177 INFO : Train start, epoch=0074, lr=0.070576 2021-04-10 01:39:39,067 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=0.34ms, fps=2877 images/s, loss=0.9138, top1-acc=75.51%, top5-acc=93.28%, remaining_time=0:00:16.547676, arrival_time=2021-04-10 01:39:55.614656, cost_time=0:00:00.889658 2021-04-10 01:39:39,702 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=2.01ms, fps=4032 images/s, loss=0.8734, top1-acc=76.02%, top5-acc=94.14%, remaining_time=0:00:13.421584, arrival_time=2021-04-10 01:39:53.124138, cost_time=0:00:01.525178 2021-04-10 01:39:40,326 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=1.40ms, fps=4104 images/s, loss=0.8566, top1-acc=76.87%, top5-acc=94.31%, remaining_time=0:00:11.894398, arrival_time=2021-04-10 01:39:52.221293, cost_time=0:00:02.149591 2021-04-10 01:39:40,976 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=2.21ms, fps=3945 images/s, loss=0.8487, top1-acc=77.01%, top5-acc=94.35%, remaining_time=0:00:10.915788, arrival_time=2021-04-10 01:39:51.892100, cost_time=0:00:02.798938 2021-04-10 01:39:41,601 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=2.14ms, fps=4096 images/s, loss=0.8524, top1-acc=76.80%, top5-acc=94.34%, remaining_time=0:00:09.999832, arrival_time=2021-04-10 01:39:51.601725, cost_time=0:00:03.424590 2021-04-10 01:39:42,231 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=2.16ms, fps=4069 images/s, loss=0.8585, top1-acc=76.57%, top5-acc=94.31%, remaining_time=0:00:09.189384, arrival_time=2021-04-10 01:39:51.420843, cost_time=0:00:04.054148 2021-04-10 01:39:42,858 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=1.44ms, fps=4086 images/s, loss=0.8605, top1-acc=76.57%, top5-acc=94.33%, remaining_time=0:00:08.426250, arrival_time=2021-04-10 01:39:51.284936, cost_time=0:00:04.681242 2021-04-10 01:39:43,490 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=2.12ms, fps=4057 images/s, loss=0.8729, top1-acc=76.25%, top5-acc=94.16%, remaining_time=0:00:07.703908, arrival_time=2021-04-10 01:39:51.194284, cost_time=0:00:05.313032 2021-04-10 01:39:44,116 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=1.95ms, fps=4095 images/s, loss=0.8776, top1-acc=76.12%, top5-acc=94.06%, remaining_time=0:00:06.994516, arrival_time=2021-04-10 01:39:51.110514, cost_time=0:00:05.938723 2021-04-10 01:39:44,740 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=1.70ms, fps=4103 images/s, loss=0.8809, top1-acc=75.96%, top5-acc=94.02%, remaining_time=0:00:06.300576, arrival_time=2021-04-10 01:39:51.040986, cost_time=0:00:06.563093 2021-04-10 01:39:45,371 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=1.88ms, fps=4058 images/s, loss=0.8868, top1-acc=75.82%, top5-acc=93.98%, remaining_time=0:00:05.624744, arrival_time=2021-04-10 01:39:50.996567, cost_time=0:00:07.194485 2021-04-10 01:39:46,000 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=1.72ms, fps=4076 images/s, loss=0.8952, top1-acc=75.61%, top5-acc=93.89%, remaining_time=0:00:04.954668, arrival_time=2021-04-10 01:39:50.955266, cost_time=0:00:07.823213 2021-04-10 01:39:46,627 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=2.00ms, fps=4090 images/s, loss=0.8977, top1-acc=75.45%, top5-acc=93.87%, remaining_time=0:00:04.289934, arrival_time=2021-04-10 01:39:50.917046, cost_time=0:00:08.449841 2021-04-10 01:39:47,253 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=1.95ms, fps=4092 images/s, loss=0.8991, top1-acc=75.40%, top5-acc=93.86%, remaining_time=0:00:03.630312, arrival_time=2021-04-10 01:39:50.883446, cost_time=0:00:09.075795 2021-04-10 01:39:47,886 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=2.17ms, fps=4049 images/s, loss=0.8999, top1-acc=75.36%, top5-acc=93.86%, remaining_time=0:00:02.977350, arrival_time=2021-04-10 01:39:50.863428, cost_time=0:00:09.708753 2021-04-10 01:39:48,509 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.94ms, fps=4109 images/s, loss=0.9041, top1-acc=75.28%, top5-acc=93.77%, remaining_time=0:00:02.324772, arrival_time=2021-04-10 01:39:50.834426, cost_time=0:00:10.332376 2021-04-10 01:39:49,129 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=1.55ms, fps=4133 images/s, loss=0.9123, top1-acc=75.10%, top5-acc=93.68%, remaining_time=0:00:01.675024, arrival_time=2021-04-10 01:39:50.804435, cost_time=0:00:10.952132 2021-04-10 01:39:49,761 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=2.20ms, fps=4057 images/s, loss=0.9130, top1-acc=75.13%, top5-acc=93.68%, remaining_time=0:00:01.029648, arrival_time=2021-04-10 01:39:50.790592, cost_time=0:00:11.583622 2021-04-10 01:39:50,389 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=1.99ms, fps=4080 images/s, loss=0.9151, top1-acc=75.13%, top5-acc=93.63%, remaining_time=0:00:00.385632, arrival_time=2021-04-10 01:39:50.774593, cost_time=0:00:12.211637 2021-04-10 01:39:50,728 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=0.08ms, fps=4013 images/s, loss=0.9150, top1-acc=75.11%, top5-acc=93.63%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:50.728393, cost_time=0:00:12.551129 2021-04-10 01:39:51,042 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=1.64ms, fps=8168 images/s, loss=1.8071, top1-acc=57.30%, top5-acc=81.68%, remaining_time=0:00:00.940170, arrival_time=2021-04-10 01:39:51.982856, cost_time=0:00:00.313387 2021-04-10 01:39:51,287 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=0.32ms, fps=10480 images/s, loss=1.8592, top1-acc=56.84%, top5-acc=81.25%, remaining_time=0:00:00.558020, arrival_time=2021-04-10 01:39:51.845379, cost_time=0:00:00.558013 2021-04-10 01:39:51,536 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=5.13ms, fps=10319 images/s, loss=1.8433, top1-acc=56.97%, top5-acc=81.41%, remaining_time=0:00:00.268860, arrival_time=2021-04-10 01:39:51.804806, cost_time=0:00:00.806593 2021-04-10 01:39:51,775 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=0.08ms, fps=9707 images/s, loss=1.8699, top1-acc=56.65%, top5-acc=81.16%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:51.775401, cost_time=0:00:01.046141 2021-04-10 01:39:52,382 INFO : Epoch=0074 complete, best val top1-acc=58.98%, top5-acc=83.56% (epoch=64), remaining_time=0:29:58.838748, arrival_time=2021-04-10 02:09:51.221250, cost_time=0:17:36.460885 2021-04-10 01:39:52,383 INFO : Train start, epoch=0075, lr=0.069857 2021-04-10 01:39:53,204 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=5.33ms, fps=3119 images/s, loss=0.8688, top1-acc=77.54%, top5-acc=93.91%, remaining_time=0:00:15.265764, arrival_time=2021-04-10 01:40:08.469819, cost_time=0:00:00.820737 2021-04-10 01:39:53,845 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=5.08ms, fps=3998 images/s, loss=0.8898, top1-acc=76.82%, top5-acc=93.77%, remaining_time=0:00:12.864896, arrival_time=2021-04-10 01:40:06.710159, cost_time=0:00:01.461919 2021-04-10 01:39:54,481 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=1.81ms, fps=4030 images/s, loss=0.8741, top1-acc=76.77%, top5-acc=94.14%, remaining_time=0:00:11.609044, arrival_time=2021-04-10 01:40:06.090269, cost_time=0:00:02.098006 2021-04-10 01:39:55,107 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=1.65ms, fps=4095 images/s, loss=0.8637, top1-acc=76.89%, top5-acc=94.31%, remaining_time=0:00:10.622508, arrival_time=2021-04-10 01:40:05.729452, cost_time=0:00:02.723739 2021-04-10 01:39:55,731 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=2.17ms, fps=4103 images/s, loss=0.8668, top1-acc=76.55%, top5-acc=94.27%, remaining_time=0:00:09.776890, arrival_time=2021-04-10 01:40:05.508355, cost_time=0:00:03.348274 2021-04-10 01:39:56,362 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=2.04ms, fps=4060 images/s, loss=0.8667, top1-acc=76.61%, top5-acc=94.26%, remaining_time=0:00:09.020064, arrival_time=2021-04-10 01:40:05.382748, cost_time=0:00:03.979439 2021-04-10 01:39:56,987 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=1.42ms, fps=4098 images/s, loss=0.8664, top1-acc=76.61%, top5-acc=94.22%, remaining_time=0:00:08.288532, arrival_time=2021-04-10 01:40:05.276401, cost_time=0:00:04.604707 2021-04-10 01:39:57,610 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=1.42ms, fps=4118 images/s, loss=0.8660, top1-acc=76.50%, top5-acc=94.28%, remaining_time=0:00:07.578860, arrival_time=2021-04-10 01:40:05.188833, cost_time=0:00:05.226785 2021-04-10 01:39:58,234 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.56ms, fps=4102 images/s, loss=0.8724, top1-acc=76.47%, top5-acc=94.19%, remaining_time=0:00:06.891696, arrival_time=2021-04-10 01:40:05.126295, cost_time=0:00:05.851408 2021-04-10 01:39:58,854 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=1.43ms, fps=4134 images/s, loss=0.8696, top1-acc=76.45%, top5-acc=94.19%, remaining_time=0:00:06.212448, arrival_time=2021-04-10 01:40:05.066870, cost_time=0:00:06.471270 2021-04-10 01:39:59,486 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=2.19ms, fps=4056 images/s, loss=0.8758, top1-acc=76.33%, top5-acc=94.15%, remaining_time=0:00:05.553106, arrival_time=2021-04-10 01:40:05.039200, cost_time=0:00:07.102799 2021-04-10 01:40:00,123 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=3.22ms, fps=4021 images/s, loss=0.8763, top1-acc=76.27%, top5-acc=94.14%, remaining_time=0:00:04.902228, arrival_time=2021-04-10 01:40:05.025721, cost_time=0:00:07.740313 2021-04-10 01:40:00,756 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=1.91ms, fps=4045 images/s, loss=0.8809, top1-acc=76.09%, top5-acc=94.14%, remaining_time=0:00:04.251258, arrival_time=2021-04-10 01:40:05.008089, cost_time=0:00:08.373668 2021-04-10 01:40:01,382 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=1.91ms, fps=4095 images/s, loss=0.8835, top1-acc=76.03%, top5-acc=94.12%, remaining_time=0:00:03.599736, arrival_time=2021-04-10 01:40:04.982166, cost_time=0:00:08.999288 2021-04-10 01:40:02,007 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=1.58ms, fps=4099 images/s, loss=0.8890, top1-acc=75.90%, top5-acc=94.08%, remaining_time=0:00:02.951406, arrival_time=2021-04-10 01:40:04.958798, cost_time=0:00:09.624199 2021-04-10 01:40:02,629 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=0.38ms, fps=4120 images/s, loss=0.8948, top1-acc=75.83%, top5-acc=94.02%, remaining_time=0:00:02.305368, arrival_time=2021-04-10 01:40:04.934622, cost_time=0:00:10.246113 2021-04-10 01:40:03,255 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=1.62ms, fps=4089 images/s, loss=0.8983, top1-acc=75.78%, top5-acc=93.94%, remaining_time=0:00:01.662856, arrival_time=2021-04-10 01:40:04.918577, cost_time=0:00:10.872527 2021-04-10 01:40:03,875 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=1.44ms, fps=4133 images/s, loss=0.9022, top1-acc=75.73%, top5-acc=93.87%, remaining_time=0:00:01.021552, arrival_time=2021-04-10 01:40:04.897128, cost_time=0:00:11.492398 2021-04-10 01:40:04,501 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=1.62ms, fps=4094 images/s, loss=0.9026, top1-acc=75.72%, top5-acc=93.85%, remaining_time=0:00:00.382680, arrival_time=2021-04-10 01:40:04.884113, cost_time=0:00:12.118282 2021-04-10 01:40:04,858 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=0.10ms, fps=3815 images/s, loss=0.9039, top1-acc=75.65%, top5-acc=93.85%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:04.858404, cost_time=0:00:12.475230 2021-04-10 01:40:05,246 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=0.45ms, fps=6620 images/s, loss=2.0123, top1-acc=53.98%, top5-acc=79.84%, remaining_time=0:00:01.160100, arrival_time=2021-04-10 01:40:06.406635, cost_time=0:00:00.386695 2021-04-10 01:40:05,504 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=0.31ms, fps=9956 images/s, loss=2.0252, top1-acc=54.12%, top5-acc=79.37%, remaining_time=0:00:00.644420, arrival_time=2021-04-10 01:40:06.148614, cost_time=0:00:00.644421 2021-04-10 01:40:05,761 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=0.42ms, fps=9966 images/s, loss=2.0662, top1-acc=53.79%, top5-acc=78.19%, remaining_time=0:00:00.300540, arrival_time=2021-04-10 01:40:06.062003, cost_time=0:00:00.901634 2021-04-10 01:40:05,971 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=0.06ms, fps=11075 images/s, loss=2.0671, top1-acc=53.48%, top5-acc=77.99%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:05.971379, cost_time=0:00:01.111638 2021-04-10 01:40:06,508 INFO : Epoch=0075 complete, best val top1-acc=58.98%, top5-acc=83.56% (epoch=64), remaining_time=0:29:44.310625, arrival_time=2021-04-10 02:09:50.818640, cost_time=0:17:50.586361 2021-04-10 01:40:06,508 INFO : Train start, epoch=0076, lr=0.069134 2021-04-10 01:40:07,325 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=2.83ms, fps=3136 images/s, loss=0.8902, top1-acc=75.94%, top5-acc=93.67%, remaining_time=0:00:15.181506, arrival_time=2021-04-10 01:40:22.506760, cost_time=0:00:00.816213 2021-04-10 01:40:07,953 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=5.13ms, fps=4077 images/s, loss=0.8768, top1-acc=76.13%, top5-acc=94.49%, remaining_time=0:00:12.712128, arrival_time=2021-04-10 01:40:20.665872, cost_time=0:00:01.444567 2021-04-10 01:40:08,596 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=1.89ms, fps=3990 images/s, loss=0.8687, top1-acc=76.67%, top5-acc=94.43%, remaining_time=0:00:11.547624, arrival_time=2021-04-10 01:40:20.143643, cost_time=0:00:02.086929 2021-04-10 01:40:09,235 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=2.93ms, fps=4009 images/s, loss=0.8727, top1-acc=76.33%, top5-acc=94.34%, remaining_time=0:00:10.631868, arrival_time=2021-04-10 01:40:19.867188, cost_time=0:00:02.726111 2021-04-10 01:40:09,862 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=1.64ms, fps=4089 images/s, loss=0.8628, top1-acc=76.55%, top5-acc=94.35%, remaining_time=0:00:09.791052, arrival_time=2021-04-10 01:40:19.653206, cost_time=0:00:03.353082 2021-04-10 01:40:10,494 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=1.47ms, fps=4054 images/s, loss=0.8605, top1-acc=76.56%, top5-acc=94.47%, remaining_time=0:00:09.032848, arrival_time=2021-04-10 01:40:19.527092, cost_time=0:00:03.985060 2021-04-10 01:40:11,121 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=2.18ms, fps=4087 images/s, loss=0.8543, top1-acc=76.64%, top5-acc=94.44%, remaining_time=0:00:08.302140, arrival_time=2021-04-10 01:40:19.423493, cost_time=0:00:04.612326 2021-04-10 01:40:11,739 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.90ms, fps=4142 images/s, loss=0.8575, top1-acc=76.69%, top5-acc=94.40%, remaining_time=0:00:07.584660, arrival_time=2021-04-10 01:40:19.324489, cost_time=0:00:05.230775 2021-04-10 01:40:12,370 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=2.24ms, fps=4066 images/s, loss=0.8673, top1-acc=76.42%, top5-acc=94.29%, remaining_time=0:00:06.902932, arrival_time=2021-04-10 01:40:19.273139, cost_time=0:00:05.860987 2021-04-10 01:40:13,002 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=2.15ms, fps=4055 images/s, loss=0.8675, top1-acc=76.39%, top5-acc=94.30%, remaining_time=0:00:06.233472, arrival_time=2021-04-10 01:40:19.235713, cost_time=0:00:06.493209 2021-04-10 01:40:13,632 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=1.48ms, fps=4065 images/s, loss=0.8704, top1-acc=76.26%, top5-acc=94.20%, remaining_time=0:00:05.569188, arrival_time=2021-04-10 01:40:19.201589, cost_time=0:00:07.123325 2021-04-10 01:40:14,262 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.77ms, fps=4068 images/s, loss=0.8720, top1-acc=76.26%, top5-acc=94.15%, remaining_time=0:00:04.910360, arrival_time=2021-04-10 01:40:19.172762, cost_time=0:00:07.753216 2021-04-10 01:40:14,881 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=2.24ms, fps=4140 images/s, loss=0.8735, top1-acc=76.16%, top5-acc=94.16%, remaining_time=0:00:04.250598, arrival_time=2021-04-10 01:40:19.132078, cost_time=0:00:08.372425 2021-04-10 01:40:15,512 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=1.38ms, fps=4061 images/s, loss=0.8791, top1-acc=76.09%, top5-acc=94.06%, remaining_time=0:00:03.601360, arrival_time=2021-04-10 01:40:19.113821, cost_time=0:00:09.003388 2021-04-10 01:40:16,138 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=1.96ms, fps=4093 images/s, loss=0.8824, top1-acc=76.03%, top5-acc=94.03%, remaining_time=0:00:02.953062, arrival_time=2021-04-10 01:40:19.091748, cost_time=0:00:09.629501 2021-04-10 01:40:16,764 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=1.84ms, fps=4096 images/s, loss=0.8836, top1-acc=76.05%, top5-acc=94.03%, remaining_time=0:00:02.307456, arrival_time=2021-04-10 01:40:19.071852, cost_time=0:00:10.255298 2021-04-10 01:40:17,383 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=1.98ms, fps=4138 images/s, loss=0.8873, top1-acc=75.99%, top5-acc=93.98%, remaining_time=0:00:01.663168, arrival_time=2021-04-10 01:40:19.046800, cost_time=0:00:10.874539 2021-04-10 01:40:18,010 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=2.23ms, fps=4085 images/s, loss=0.8913, top1-acc=75.90%, top5-acc=93.98%, remaining_time=0:00:01.022384, arrival_time=2021-04-10 01:40:19.033220, cost_time=0:00:11.501817 2021-04-10 01:40:18,641 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=2.01ms, fps=4064 images/s, loss=0.8920, top1-acc=75.91%, top5-acc=93.94%, remaining_time=0:00:00.383124, arrival_time=2021-04-10 01:40:19.024351, cost_time=0:00:12.132173 2021-04-10 01:40:18,979 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=0.11ms, fps=4030 images/s, loss=0.8947, top1-acc=75.82%, top5-acc=93.90%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:18.979228, cost_time=0:00:12.470177 2021-04-10 01:40:19,423 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=0.43ms, fps=5786 images/s, loss=1.7949, top1-acc=57.62%, top5-acc=82.15%, remaining_time=0:00:01.327230, arrival_time=2021-04-10 01:40:20.750408, cost_time=0:00:00.442406 2021-04-10 01:40:19,678 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=2.42ms, fps=10072 images/s, loss=1.7888, top1-acc=57.60%, top5-acc=81.97%, remaining_time=0:00:00.697360, arrival_time=2021-04-10 01:40:20.375415, cost_time=0:00:00.697368 2021-04-10 01:40:19,918 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=2.77ms, fps=10670 images/s, loss=1.8168, top1-acc=57.47%, top5-acc=82.02%, remaining_time=0:00:00.312610, arrival_time=2021-04-10 01:40:20.231114, cost_time=0:00:00.937820 2021-04-10 01:40:20,141 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=0.08ms, fps=10442 images/s, loss=1.8385, top1-acc=57.52%, top5-acc=81.90%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:20.141151, cost_time=0:00:01.160557 2021-04-10 01:40:20,660 INFO : Epoch=0076 complete, best val top1-acc=58.98%, top5-acc=83.56% (epoch=64), remaining_time=0:29:29.836500, arrival_time=2021-04-10 02:09:50.496628, cost_time=0:18:04.738490 2021-04-10 01:40:20,660 INFO : Train start, epoch=0077, lr=0.068406 2021-04-10 01:40:21,519 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=0.40ms, fps=2984 images/s, loss=0.8490, top1-acc=76.48%, top5-acc=94.65%, remaining_time=0:00:15.958800, arrival_time=2021-04-10 01:40:37.477827, cost_time=0:00:00.857999 2021-04-10 01:40:22,144 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=1.57ms, fps=4097 images/s, loss=0.8353, top1-acc=77.52%, top5-acc=94.75%, remaining_time=0:00:13.054096, arrival_time=2021-04-10 01:40:35.198552, cost_time=0:00:01.483417 2021-04-10 01:40:22,764 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=1.43ms, fps=4135 images/s, loss=0.8247, top1-acc=77.70%, top5-acc=94.87%, remaining_time=0:00:11.637762, arrival_time=2021-04-10 01:40:34.401933, cost_time=0:00:02.103215 2021-04-10 01:40:23,385 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=1.91ms, fps=4126 images/s, loss=0.8306, top1-acc=77.40%, top5-acc=94.77%, remaining_time=0:00:10.624068, arrival_time=2021-04-10 01:40:34.009268, cost_time=0:00:02.724134 2021-04-10 01:40:24,014 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=2.57ms, fps=4069 images/s, loss=0.8317, top1-acc=77.44%, top5-acc=94.77%, remaining_time=0:00:09.793242, arrival_time=2021-04-10 01:40:33.808138, cost_time=0:00:03.353869 2021-04-10 01:40:24,645 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=1.78ms, fps=4067 images/s, loss=0.8283, top1-acc=77.55%, top5-acc=94.87%, remaining_time=0:00:09.030264, arrival_time=2021-04-10 01:40:33.675325, cost_time=0:00:03.983912 2021-04-10 01:40:25,277 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=1.95ms, fps=4049 images/s, loss=0.8358, top1-acc=77.46%, top5-acc=94.76%, remaining_time=0:00:08.310330, arrival_time=2021-04-10 01:40:33.588140, cost_time=0:00:04.616846 2021-04-10 01:40:25,905 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=1.54ms, fps=4082 images/s, loss=0.8322, top1-acc=77.51%, top5-acc=94.84%, remaining_time=0:00:07.604380, arrival_time=2021-04-10 01:40:33.509740, cost_time=0:00:05.244405 2021-04-10 01:40:26,535 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=1.62ms, fps=4066 images/s, loss=0.8353, top1-acc=77.39%, top5-acc=94.76%, remaining_time=0:00:06.918726, arrival_time=2021-04-10 01:40:33.454098, cost_time=0:00:05.874357 2021-04-10 01:40:27,156 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=1.73ms, fps=4125 images/s, loss=0.8375, top1-acc=77.34%, top5-acc=94.62%, remaining_time=0:00:06.235776, arrival_time=2021-04-10 01:40:33.392455, cost_time=0:00:06.495586 2021-04-10 01:40:27,785 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=1.47ms, fps=4078 images/s, loss=0.8401, top1-acc=77.26%, top5-acc=94.61%, remaining_time=0:00:05.569704, arrival_time=2021-04-10 01:40:33.354788, cost_time=0:00:07.124065 2021-04-10 01:40:28,416 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=0.39ms, fps=4058 images/s, loss=0.8458, top1-acc=77.13%, top5-acc=94.51%, remaining_time=0:00:04.911804, arrival_time=2021-04-10 01:40:33.328291, cost_time=0:00:07.755522 2021-04-10 01:40:29,036 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=0.37ms, fps=4131 images/s, loss=0.8543, top1-acc=76.94%, top5-acc=94.39%, remaining_time=0:00:04.252314, arrival_time=2021-04-10 01:40:33.288982, cost_time=0:00:08.375718 2021-04-10 01:40:29,655 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=2.18ms, fps=4141 images/s, loss=0.8609, top1-acc=76.81%, top5-acc=94.36%, remaining_time=0:00:03.597720, arrival_time=2021-04-10 01:40:33.252926, cost_time=0:00:08.994246 2021-04-10 01:40:30,278 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=1.58ms, fps=4112 images/s, loss=0.8663, top1-acc=76.60%, top5-acc=94.28%, remaining_time=0:00:02.949290, arrival_time=2021-04-10 01:40:33.227511, cost_time=0:00:09.617190 2021-04-10 01:40:30,901 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=1.58ms, fps=4111 images/s, loss=0.8677, top1-acc=76.52%, top5-acc=94.28%, remaining_time=0:00:02.304108, arrival_time=2021-04-10 01:40:33.205598, cost_time=0:00:10.240533 2021-04-10 01:40:31,523 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=1.41ms, fps=4116 images/s, loss=0.8706, top1-acc=76.43%, top5-acc=94.22%, remaining_time=0:00:01.661374, arrival_time=2021-04-10 01:40:33.185201, cost_time=0:00:10.862843 2021-04-10 01:40:32,146 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.56ms, fps=4112 images/s, loss=0.8712, top1-acc=76.39%, top5-acc=94.22%, remaining_time=0:00:01.020960, arrival_time=2021-04-10 01:40:33.167867, cost_time=0:00:11.485890 2021-04-10 01:40:32,770 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=1.33ms, fps=4110 images/s, loss=0.8745, top1-acc=76.30%, top5-acc=94.19%, remaining_time=0:00:00.382404, arrival_time=2021-04-10 01:40:33.152756, cost_time=0:00:12.109400 2021-04-10 01:40:33,107 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=0.08ms, fps=4040 images/s, loss=0.8763, top1-acc=76.25%, top5-acc=94.17%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:33.107563, cost_time=0:00:12.446436 2021-04-10 01:40:33,438 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=5.17ms, fps=7772 images/s, loss=1.6612, top1-acc=59.26%, top5-acc=83.91%, remaining_time=0:00:00.988140, arrival_time=2021-04-10 01:40:34.426681, cost_time=0:00:00.329375 2021-04-10 01:40:33,686 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=2.59ms, fps=10366 images/s, loss=1.6841, top1-acc=59.59%, top5-acc=83.65%, remaining_time=0:00:00.576820, arrival_time=2021-04-10 01:40:34.262819, cost_time=0:00:00.576826 2021-04-10 01:40:33,935 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=1.41ms, fps=10270 images/s, loss=1.6734, top1-acc=59.84%, top5-acc=83.93%, remaining_time=0:00:00.275540, arrival_time=2021-04-10 01:40:34.211256, cost_time=0:00:00.826610 2021-04-10 01:40:34,165 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=0.08ms, fps=10117 images/s, loss=1.6536, top1-acc=59.97%, top5-acc=84.10%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:34.165379, cost_time=0:00:01.056295 2021-04-10 01:40:35,094 INFO : Epoch=0077 complete, best val top1-acc=59.97%, top5-acc=84.10% (epoch=77), remaining_time=0:29:15.821310, arrival_time=2021-04-10 02:09:50.915629, cost_time=0:18:19.172701 2021-04-10 01:40:35,094 INFO : Train start, epoch=0078, lr=0.067674 2021-04-10 01:40:35,981 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=1.95ms, fps=2887 images/s, loss=0.8322, top1-acc=77.11%, top5-acc=95.00%, remaining_time=0:00:16.493550, arrival_time=2021-04-10 01:40:52.475402, cost_time=0:00:00.886753 2021-04-10 01:40:36,623 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=1.65ms, fps=3994 images/s, loss=0.8064, top1-acc=77.79%, top5-acc=95.27%, remaining_time=0:00:13.447984, arrival_time=2021-04-10 01:40:50.071354, cost_time=0:00:01.528179 2021-04-10 01:40:37,246 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=1.89ms, fps=4112 images/s, loss=0.8035, top1-acc=77.60%, top5-acc=95.17%, remaining_time=0:00:11.904690, arrival_time=2021-04-10 01:40:49.151238, cost_time=0:00:02.151455 2021-04-10 01:40:37,867 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=1.58ms, fps=4128 images/s, loss=0.8138, top1-acc=77.54%, top5-acc=94.97%, remaining_time=0:00:10.810644, arrival_time=2021-04-10 01:40:48.677687, cost_time=0:00:02.771961 2021-04-10 01:40:38,493 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=2.72ms, fps=4092 images/s, loss=0.8176, top1-acc=77.36%, top5-acc=94.97%, remaining_time=0:00:09.922014, arrival_time=2021-04-10 01:40:48.415386, cost_time=0:00:03.397934 2021-04-10 01:40:39,129 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=2.20ms, fps=4029 images/s, loss=0.8180, top1-acc=77.42%, top5-acc=94.99%, remaining_time=0:00:09.144912, arrival_time=2021-04-10 01:40:48.274613, cost_time=0:00:04.034531 2021-04-10 01:40:39,760 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=1.78ms, fps=4062 images/s, loss=0.8226, top1-acc=77.54%, top5-acc=94.83%, remaining_time=0:00:08.397648, arrival_time=2021-04-10 01:40:48.158118, cost_time=0:00:04.665372 2021-04-10 01:40:40,385 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=1.44ms, fps=4100 images/s, loss=0.8260, top1-acc=77.47%, top5-acc=94.79%, remaining_time=0:00:07.670848, arrival_time=2021-04-10 01:40:48.056213, cost_time=0:00:05.290207 2021-04-10 01:40:41,019 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=1.87ms, fps=4043 images/s, loss=0.8340, top1-acc=77.29%, top5-acc=94.72%, remaining_time=0:00:06.977132, arrival_time=2021-04-10 01:40:47.996247, cost_time=0:00:05.923994 2021-04-10 01:40:41,644 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=1.64ms, fps=4095 images/s, loss=0.8379, top1-acc=77.12%, top5-acc=94.70%, remaining_time=0:00:06.287616, arrival_time=2021-04-10 01:40:47.932432, cost_time=0:00:06.549584 2021-04-10 01:40:42,270 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=1.44ms, fps=4096 images/s, loss=0.8390, top1-acc=77.06%, top5-acc=94.71%, remaining_time=0:00:05.609866, arrival_time=2021-04-10 01:40:47.880363, cost_time=0:00:07.175367 2021-04-10 01:40:42,892 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=1.78ms, fps=4117 images/s, loss=0.8429, top1-acc=76.93%, top5-acc=94.66%, remaining_time=0:00:04.938556, arrival_time=2021-04-10 01:40:47.831407, cost_time=0:00:07.797703 2021-04-10 01:40:43,523 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=1.98ms, fps=4065 images/s, loss=0.8449, top1-acc=76.89%, top5-acc=94.64%, remaining_time=0:00:04.278846, arrival_time=2021-04-10 01:40:47.802080, cost_time=0:00:08.428076 2021-04-10 01:40:44,145 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=1.44ms, fps=4119 images/s, loss=0.8507, top1-acc=76.72%, top5-acc=94.53%, remaining_time=0:00:03.620064, arrival_time=2021-04-10 01:40:47.765342, cost_time=0:00:09.050178 2021-04-10 01:40:44,771 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=4.01ms, fps=4093 images/s, loss=0.8537, top1-acc=76.69%, top5-acc=94.49%, remaining_time=0:00:02.967322, arrival_time=2021-04-10 01:40:47.738577, cost_time=0:00:09.676101 2021-04-10 01:40:45,398 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=2.31ms, fps=4085 images/s, loss=0.8557, top1-acc=76.70%, top5-acc=94.45%, remaining_time=0:00:02.318364, arrival_time=2021-04-10 01:40:47.717291, cost_time=0:00:10.303824 2021-04-10 01:40:46,023 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.90ms, fps=4099 images/s, loss=0.8588, top1-acc=76.66%, top5-acc=94.41%, remaining_time=0:00:01.671462, arrival_time=2021-04-10 01:40:47.695337, cost_time=0:00:10.928733 2021-04-10 01:40:46,646 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=1.92ms, fps=4117 images/s, loss=0.8658, top1-acc=76.48%, top5-acc=94.33%, remaining_time=0:00:01.026752, arrival_time=2021-04-10 01:40:47.672929, cost_time=0:00:11.551027 2021-04-10 01:40:47,272 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=1.47ms, fps=4092 images/s, loss=0.8694, top1-acc=76.38%, top5-acc=94.32%, remaining_time=0:00:00.384546, arrival_time=2021-04-10 01:40:47.656882, cost_time=0:00:12.177240 2021-04-10 01:40:47,614 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=0.08ms, fps=3984 images/s, loss=0.8713, top1-acc=76.32%, top5-acc=94.30%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:47.614156, cost_time=0:00:12.519006 2021-04-10 01:40:47,974 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=19.59ms, fps=7133 images/s, loss=1.7118, top1-acc=58.63%, top5-acc=82.77%, remaining_time=0:00:01.076610, arrival_time=2021-04-10 01:40:49.051171, cost_time=0:00:00.358872 2021-04-10 01:40:48,227 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=0.40ms, fps=10165 images/s, loss=1.7203, top1-acc=58.42%, top5-acc=82.75%, remaining_time=0:00:00.611540, arrival_time=2021-04-10 01:40:48.838585, cost_time=0:00:00.611536 2021-04-10 01:40:48,494 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=6.34ms, fps=9580 images/s, loss=1.7172, top1-acc=58.63%, top5-acc=82.85%, remaining_time=0:00:00.293040, arrival_time=2021-04-10 01:40:48.787698, cost_time=0:00:00.879115 2021-04-10 01:40:48,706 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=0.08ms, fps=11001 images/s, loss=1.7514, top1-acc=58.40%, top5-acc=82.49%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:48.705981, cost_time=0:00:01.090504 2021-04-10 01:40:49,203 INFO : Epoch=0078 complete, best val top1-acc=59.97%, top5-acc=84.10% (epoch=77), remaining_time=0:29:01.287456, arrival_time=2021-04-10 02:09:50.491304, cost_time=0:18:33.282183 2021-04-10 01:40:49,204 INFO : Train start, epoch=0079, lr=0.066937 2021-04-10 01:40:50,065 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=0.36ms, fps=2975 images/s, loss=0.8105, top1-acc=77.93%, top5-acc=95.12%, remaining_time=0:00:16.007346, arrival_time=2021-04-10 01:41:06.072755, cost_time=0:00:00.860608 2021-04-10 01:40:50,694 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=1.91ms, fps=4075 images/s, loss=0.7821, top1-acc=78.59%, top5-acc=95.41%, remaining_time=0:00:13.105664, arrival_time=2021-04-10 01:41:03.799878, cost_time=0:00:01.489271 2021-04-10 01:40:51,326 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=1.97ms, fps=4055 images/s, loss=0.7733, top1-acc=78.57%, top5-acc=95.52%, remaining_time=0:00:11.738358, arrival_time=2021-04-10 01:41:03.064628, cost_time=0:00:02.121391 2021-04-10 01:40:51,956 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=1.80ms, fps=4064 images/s, loss=0.7785, top1-acc=78.53%, top5-acc=95.46%, remaining_time=0:00:10.732488, arrival_time=2021-04-10 01:41:02.689272, cost_time=0:00:02.751932 2021-04-10 01:40:52,585 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=3.16ms, fps=4075 images/s, loss=0.7695, top1-acc=78.81%, top5-acc=95.41%, remaining_time=0:00:09.871790, arrival_time=2021-04-10 01:41:02.457504, cost_time=0:00:03.380768 2021-04-10 01:40:53,199 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=1.62ms, fps=4174 images/s, loss=0.7737, top1-acc=78.73%, top5-acc=95.38%, remaining_time=0:00:09.055152, arrival_time=2021-04-10 01:41:02.254892, cost_time=0:00:03.994934 2021-04-10 01:40:53,831 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=1.98ms, fps=4053 images/s, loss=0.7817, top1-acc=78.67%, top5-acc=95.26%, remaining_time=0:00:08.328600, arrival_time=2021-04-10 01:41:02.160406, cost_time=0:00:04.627007 2021-04-10 01:40:54,458 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=2.11ms, fps=4089 images/s, loss=0.7882, top1-acc=78.52%, top5-acc=95.14%, remaining_time=0:00:07.617488, arrival_time=2021-04-10 01:41:02.075749, cost_time=0:00:05.253423 2021-04-10 01:40:55,081 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=1.80ms, fps=4110 images/s, loss=0.7893, top1-acc=78.41%, top5-acc=95.13%, remaining_time=0:00:06.921588, arrival_time=2021-04-10 01:41:02.003188, cost_time=0:00:05.876812 2021-04-10 01:40:55,701 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=1.65ms, fps=4134 images/s, loss=0.7902, top1-acc=78.37%, top5-acc=95.07%, remaining_time=0:00:06.236640, arrival_time=2021-04-10 01:41:01.937945, cost_time=0:00:06.496522 2021-04-10 01:40:56,332 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=1.60ms, fps=4061 images/s, loss=0.7944, top1-acc=78.22%, top5-acc=95.04%, remaining_time=0:00:05.572284, arrival_time=2021-04-10 01:41:01.904551, cost_time=0:00:07.127347 2021-04-10 01:40:56,966 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=1.66ms, fps=4042 images/s, loss=0.8035, top1-acc=78.04%, top5-acc=94.89%, remaining_time=0:00:04.915604, arrival_time=2021-04-10 01:41:01.881921, cost_time=0:00:07.761489 2021-04-10 01:40:57,589 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=2.36ms, fps=4114 images/s, loss=0.8088, top1-acc=77.85%, top5-acc=94.87%, remaining_time=0:00:04.256670, arrival_time=2021-04-10 01:41:01.845825, cost_time=0:00:08.384335 2021-04-10 01:40:58,234 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=2.10ms, fps=3974 images/s, loss=0.8101, top1-acc=77.83%, top5-acc=94.88%, remaining_time=0:00:03.611664, arrival_time=2021-04-10 01:41:01.845614, cost_time=0:00:09.029117 2021-04-10 01:40:58,868 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=1.34ms, fps=4040 images/s, loss=0.8143, top1-acc=77.74%, top5-acc=94.83%, remaining_time=0:00:02.963412, arrival_time=2021-04-10 01:41:01.831573, cost_time=0:00:09.663331 2021-04-10 01:40:59,514 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=3.35ms, fps=3963 images/s, loss=0.8225, top1-acc=77.56%, top5-acc=94.75%, remaining_time=0:00:02.319732, arrival_time=2021-04-10 01:41:01.834457, cost_time=0:00:10.309942 2021-04-10 01:41:00,153 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=2.19ms, fps=4009 images/s, loss=0.8288, top1-acc=77.45%, top5-acc=94.66%, remaining_time=0:00:01.674530, arrival_time=2021-04-10 01:41:01.828249, cost_time=0:00:10.948887 2021-04-10 01:41:00,783 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=1.89ms, fps=4071 images/s, loss=0.8329, top1-acc=77.38%, top5-acc=94.61%, remaining_time=0:00:01.029184, arrival_time=2021-04-10 01:41:01.812354, cost_time=0:00:11.578330 2021-04-10 01:41:01,407 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=1.31ms, fps=4106 images/s, loss=0.8373, top1-acc=77.24%, top5-acc=94.56%, remaining_time=0:00:00.385338, arrival_time=2021-04-10 01:41:01.792484, cost_time=0:00:12.202363 2021-04-10 01:41:01,748 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=0.11ms, fps=3995 images/s, loss=0.8411, top1-acc=77.21%, top5-acc=94.53%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:01.748010, cost_time=0:00:12.543169 2021-04-10 01:41:02,134 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=3.02ms, fps=6643 images/s, loss=1.8315, top1-acc=58.12%, top5-acc=81.02%, remaining_time=0:00:01.155990, arrival_time=2021-04-10 01:41:03.290814, cost_time=0:00:00.385330 2021-04-10 01:41:02,381 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=2.12ms, fps=10398 images/s, loss=1.8053, top1-acc=57.77%, top5-acc=81.66%, remaining_time=0:00:00.631900, arrival_time=2021-04-10 01:41:03.013281, cost_time=0:00:00.631908 2021-04-10 01:41:02,628 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=0.28ms, fps=10385 images/s, loss=1.8114, top1-acc=57.38%, top5-acc=81.98%, remaining_time=0:00:00.292920, arrival_time=2021-04-10 01:41:02.921146, cost_time=0:00:00.878762 2021-04-10 01:41:02,917 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=1.28ms, fps=8024 images/s, loss=1.8035, top1-acc=57.15%, top5-acc=81.88%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:02.917689, cost_time=0:00:01.168246 2021-04-10 01:41:03,414 INFO : Epoch=0079 complete, best val top1-acc=59.97%, top5-acc=84.10% (epoch=77), remaining_time=0:28:46.919986, arrival_time=2021-04-10 02:09:50.334809, cost_time=0:18:47.493207 2021-04-10 01:41:03,415 INFO : Train start, epoch=0080, lr=0.066196 2021-04-10 01:41:04,275 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=2.08ms, fps=2977 images/s, loss=0.8414, top1-acc=76.84%, top5-acc=94.41%, remaining_time=0:00:15.991908, arrival_time=2021-04-10 01:41:20.267243, cost_time=0:00:00.859782 2021-04-10 01:41:04,906 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=1.56ms, fps=4061 images/s, loss=0.8273, top1-acc=77.46%, top5-acc=94.69%, remaining_time=0:00:13.119392, arrival_time=2021-04-10 01:41:18.025858, cost_time=0:00:01.490845 2021-04-10 01:41:05,530 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=1.40ms, fps=4108 images/s, loss=0.8222, top1-acc=77.68%, top5-acc=94.99%, remaining_time=0:00:11.701672, arrival_time=2021-04-10 01:41:17.231999, cost_time=0:00:02.114767 2021-04-10 01:41:06,162 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=1.64ms, fps=4056 images/s, loss=0.8139, top1-acc=77.83%, top5-acc=94.98%, remaining_time=0:00:10.712052, arrival_time=2021-04-10 01:41:16.874188, cost_time=0:00:02.746662 2021-04-10 01:41:06,790 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=1.78ms, fps=4082 images/s, loss=0.8136, top1-acc=77.59%, top5-acc=94.91%, remaining_time=0:00:09.852810, arrival_time=2021-04-10 01:41:16.642726, cost_time=0:00:03.374274 2021-04-10 01:41:07,413 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=1.43ms, fps=4112 images/s, loss=0.8114, top1-acc=77.71%, top5-acc=94.95%, remaining_time=0:00:09.061544, arrival_time=2021-04-10 01:41:16.474770, cost_time=0:00:03.997735 2021-04-10 01:41:08,035 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=1.48ms, fps=4120 images/s, loss=0.8109, top1-acc=77.67%, top5-acc=94.94%, remaining_time=0:00:08.315244, arrival_time=2021-04-10 01:41:16.350336, cost_time=0:00:04.619602 2021-04-10 01:41:08,661 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=2.30ms, fps=4089 images/s, loss=0.8119, top1-acc=77.61%, top5-acc=94.90%, remaining_time=0:00:07.606932, arrival_time=2021-04-10 01:41:16.268658, cost_time=0:00:05.246185 2021-04-10 01:41:09,296 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=2.16ms, fps=4035 images/s, loss=0.8201, top1-acc=77.37%, top5-acc=94.89%, remaining_time=0:00:06.926782, arrival_time=2021-04-10 01:41:16.223472, cost_time=0:00:05.881231 2021-04-10 01:41:09,933 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=1.89ms, fps=4023 images/s, loss=0.8268, top1-acc=77.27%, top5-acc=94.79%, remaining_time=0:00:06.257280, arrival_time=2021-04-10 01:41:16.190780, cost_time=0:00:06.517981 2021-04-10 01:41:10,564 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=2.00ms, fps=4064 images/s, loss=0.8248, top1-acc=77.35%, top5-acc=94.78%, remaining_time=0:00:05.588796, arrival_time=2021-04-10 01:41:16.152911, cost_time=0:00:07.148481 2021-04-10 01:41:11,181 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=1.50ms, fps=4151 images/s, loss=0.8268, top1-acc=77.27%, top5-acc=94.75%, remaining_time=0:00:04.918568, arrival_time=2021-04-10 01:41:16.100201, cost_time=0:00:07.766132 2021-04-10 01:41:11,806 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=2.12ms, fps=4099 images/s, loss=0.8280, top1-acc=77.22%, top5-acc=94.74%, remaining_time=0:00:04.260168, arrival_time=2021-04-10 01:41:16.066818, cost_time=0:00:08.391201 2021-04-10 01:41:12,431 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=1.59ms, fps=4103 images/s, loss=0.8279, top1-acc=77.32%, top5-acc=94.73%, remaining_time=0:00:03.606232, arrival_time=2021-04-10 01:41:16.037209, cost_time=0:00:09.015513 2021-04-10 01:41:13,054 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=1.76ms, fps=4107 images/s, loss=0.8297, top1-acc=77.27%, top5-acc=94.73%, remaining_time=0:00:02.956052, arrival_time=2021-04-10 01:41:16.010782, cost_time=0:00:09.639232 2021-04-10 01:41:13,679 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=1.88ms, fps=4103 images/s, loss=0.8350, top1-acc=77.14%, top5-acc=94.65%, remaining_time=0:00:02.309328, arrival_time=2021-04-10 01:41:15.988576, cost_time=0:00:10.263727 2021-04-10 01:41:14,298 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=1.99ms, fps=4134 images/s, loss=0.8412, top1-acc=76.92%, top5-acc=94.56%, remaining_time=0:00:01.664520, arrival_time=2021-04-10 01:41:15.963472, cost_time=0:00:10.883484 2021-04-10 01:41:14,925 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=2.22ms, fps=4086 images/s, loss=0.8471, top1-acc=76.74%, top5-acc=94.51%, remaining_time=0:00:01.023152, arrival_time=2021-04-10 01:41:15.949052, cost_time=0:00:11.510385 2021-04-10 01:41:15,546 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=1.52ms, fps=4132 images/s, loss=0.8498, top1-acc=76.65%, top5-acc=94.48%, remaining_time=0:00:00.383070, arrival_time=2021-04-10 01:41:15.929085, cost_time=0:00:12.130545 2021-04-10 01:41:15,885 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=0.06ms, fps=4006 images/s, loss=0.8505, top1-acc=76.67%, top5-acc=94.47%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:15.885934, cost_time=0:00:12.470469 2021-04-10 01:41:16,253 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=0.35ms, fps=6992 images/s, loss=1.7359, top1-acc=58.36%, top5-acc=82.66%, remaining_time=0:00:01.098420, arrival_time=2021-04-10 01:41:17.351465, cost_time=0:00:00.366136 2021-04-10 01:41:16,506 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=0.45ms, fps=10113 images/s, loss=1.6930, top1-acc=59.51%, top5-acc=83.50%, remaining_time=0:00:00.619640, arrival_time=2021-04-10 01:41:17.126240, cost_time=0:00:00.619644 2021-04-10 01:41:16,753 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=0.32ms, fps=10409 images/s, loss=1.6866, top1-acc=59.39%, top5-acc=83.48%, remaining_time=0:00:00.288690, arrival_time=2021-04-10 01:41:17.041849, cost_time=0:00:00.866074 2021-04-10 01:41:16,977 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=0.08ms, fps=10391 images/s, loss=1.7128, top1-acc=59.49%, top5-acc=83.66%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:16.977062, cost_time=0:00:01.090192 2021-04-10 01:41:17,514 INFO : Epoch=0080 complete, best val top1-acc=59.97%, top5-acc=84.10% (epoch=77), remaining_time=0:28:32.389080, arrival_time=2021-04-10 02:09:49.903436, cost_time=0:19:01.592704 2021-04-10 01:41:17,515 INFO : Train start, epoch=0081, lr=0.065451 2021-04-10 01:41:18,384 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=0.26ms, fps=2945 images/s, loss=0.8193, top1-acc=77.70%, top5-acc=94.45%, remaining_time=0:00:16.166562, arrival_time=2021-04-10 01:41:34.551014, cost_time=0:00:00.869171 2021-04-10 01:41:19,007 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=2.06ms, fps=4112 images/s, loss=0.8032, top1-acc=77.81%, top5-acc=94.84%, remaining_time=0:00:13.132240, arrival_time=2021-04-10 01:41:32.139926, cost_time=0:00:01.492308 2021-04-10 01:41:19,629 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=1.98ms, fps=4124 images/s, loss=0.8034, top1-acc=77.72%, top5-acc=94.91%, remaining_time=0:00:11.696526, arrival_time=2021-04-10 01:41:31.325641, cost_time=0:00:02.113834 2021-04-10 01:41:20,256 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=0.26ms, fps=4082 images/s, loss=0.8016, top1-acc=77.83%, top5-acc=94.93%, remaining_time=0:00:10.691772, arrival_time=2021-04-10 01:41:30.948522, cost_time=0:00:02.741475 2021-04-10 01:41:20,883 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=2.22ms, fps=4088 images/s, loss=0.7987, top1-acc=77.92%, top5-acc=94.91%, remaining_time=0:00:09.835436, arrival_time=2021-04-10 01:41:30.719146, cost_time=0:00:03.368315 2021-04-10 01:41:21,513 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=2.14ms, fps=4070 images/s, loss=0.8013, top1-acc=77.73%, top5-acc=94.84%, remaining_time=0:00:09.062496, arrival_time=2021-04-10 01:41:30.575915, cost_time=0:00:03.998178 2021-04-10 01:41:22,148 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=2.61ms, fps=4035 images/s, loss=0.7989, top1-acc=77.83%, top5-acc=94.92%, remaining_time=0:00:08.339562, arrival_time=2021-04-10 01:41:30.487954, cost_time=0:00:04.633096 2021-04-10 01:41:22,794 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=1.40ms, fps=3971 images/s, loss=0.8039, top1-acc=77.73%, top5-acc=94.86%, remaining_time=0:00:07.653912, arrival_time=2021-04-10 01:41:30.447832, cost_time=0:00:05.278558 2021-04-10 01:41:23,420 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=1.91ms, fps=4093 images/s, loss=0.8040, top1-acc=77.80%, top5-acc=94.84%, remaining_time=0:00:06.954554, arrival_time=2021-04-10 01:41:30.374565, cost_time=0:00:05.904777 2021-04-10 01:41:24,046 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=1.70ms, fps=4091 images/s, loss=0.8090, top1-acc=77.68%, top5-acc=94.86%, remaining_time=0:00:06.269760, arrival_time=2021-04-10 01:41:30.315992, cost_time=0:00:06.530970 2021-04-10 01:41:24,679 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=6.72ms, fps=4048 images/s, loss=0.8124, top1-acc=77.62%, top5-acc=94.84%, remaining_time=0:00:05.600836, arrival_time=2021-04-10 01:41:30.280078, cost_time=0:00:07.163871 2021-04-10 01:41:25,309 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=1.60ms, fps=4091 images/s, loss=0.8142, top1-acc=77.57%, top5-acc=94.83%, remaining_time=0:00:04.936276, arrival_time=2021-04-10 01:41:30.245652, cost_time=0:00:07.794094 2021-04-10 01:41:25,936 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=1.87ms, fps=4087 images/s, loss=0.8184, top1-acc=77.43%, top5-acc=94.82%, remaining_time=0:00:04.275348, arrival_time=2021-04-10 01:41:30.211823, cost_time=0:00:08.421105 2021-04-10 01:41:26,559 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=1.39ms, fps=4115 images/s, loss=0.8155, top1-acc=77.49%, top5-acc=94.86%, remaining_time=0:00:03.617600, arrival_time=2021-04-10 01:41:30.176900, cost_time=0:00:09.044027 2021-04-10 01:41:27,184 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=2.06ms, fps=4099 images/s, loss=0.8221, top1-acc=77.39%, top5-acc=94.77%, remaining_time=0:00:02.965206, arrival_time=2021-04-10 01:41:30.149634, cost_time=0:00:09.669162 2021-04-10 01:41:27,811 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.52ms, fps=4088 images/s, loss=0.8241, top1-acc=77.35%, top5-acc=94.73%, remaining_time=0:00:02.316600, arrival_time=2021-04-10 01:41:30.127899, cost_time=0:00:10.295993 2021-04-10 01:41:28,437 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=1.46ms, fps=4092 images/s, loss=0.8234, top1-acc=77.38%, top5-acc=94.75%, remaining_time=0:00:01.670474, arrival_time=2021-04-10 01:41:30.107980, cost_time=0:00:10.922284 2021-04-10 01:41:29,053 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=1.75ms, fps=4158 images/s, loss=0.8248, top1-acc=77.35%, top5-acc=94.77%, remaining_time=0:00:01.025632, arrival_time=2021-04-10 01:41:30.079283, cost_time=0:00:11.538379 2021-04-10 01:41:29,678 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=1.75ms, fps=4102 images/s, loss=0.8298, top1-acc=77.27%, top5-acc=94.68%, remaining_time=0:00:00.384096, arrival_time=2021-04-10 01:41:30.062348, cost_time=0:00:12.163016 2021-04-10 01:41:30,017 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=0.10ms, fps=4015 images/s, loss=0.8344, top1-acc=77.19%, top5-acc=94.63%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:30.017413, cost_time=0:00:12.502196 2021-04-10 01:41:30,388 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=0.22ms, fps=6915 images/s, loss=2.0703, top1-acc=53.75%, top5-acc=79.06%, remaining_time=0:00:01.110510, arrival_time=2021-04-10 01:41:31.499153, cost_time=0:00:00.370167 2021-04-10 01:41:30,632 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=0.28ms, fps=10532 images/s, loss=2.0643, top1-acc=54.98%, top5-acc=78.38%, remaining_time=0:00:00.613640, arrival_time=2021-04-10 01:41:31.245778, cost_time=0:00:00.613644 2021-04-10 01:41:30,905 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=0.46ms, fps=9411 images/s, loss=2.0759, top1-acc=54.45%, top5-acc=78.37%, remaining_time=0:00:00.295450, arrival_time=2021-04-10 01:41:31.200409, cost_time=0:00:00.886356 2021-04-10 01:41:31,137 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=0.10ms, fps=9989 images/s, loss=2.0482, top1-acc=54.28%, top5-acc=78.47%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:31.137867, cost_time=0:00:01.119472 2021-04-10 01:41:31,666 INFO : Epoch=0081 complete, best val top1-acc=59.97%, top5-acc=84.10% (epoch=77), remaining_time=0:28:17.946740, arrival_time=2021-04-10 02:09:49.613633, cost_time=0:19:15.745264 2021-04-10 01:41:31,667 INFO : Train start, epoch=0082, lr=0.064702 2021-04-10 01:41:32,495 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=0.36ms, fps=3092 images/s, loss=0.8364, top1-acc=76.72%, top5-acc=94.69%, remaining_time=0:00:15.400428, arrival_time=2021-04-10 01:41:47.896024, cost_time=0:00:00.827980 2021-04-10 01:41:33,115 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=2.02ms, fps=4137 images/s, loss=0.8377, top1-acc=76.91%, top5-acc=94.55%, remaining_time=0:00:12.737472, arrival_time=2021-04-10 01:41:45.852626, cost_time=0:00:01.447434 2021-04-10 01:41:33,736 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=1.69ms, fps=4126 images/s, loss=0.8160, top1-acc=77.49%, top5-acc=94.92%, remaining_time=0:00:11.447526, arrival_time=2021-04-10 01:41:45.183945, cost_time=0:00:02.068817 2021-04-10 01:41:34,352 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=1.53ms, fps=4157 images/s, loss=0.8245, top1-acc=77.46%, top5-acc=94.74%, remaining_time=0:00:10.471968, arrival_time=2021-04-10 01:41:44.824709, cost_time=0:00:02.685130 2021-04-10 01:41:34,993 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=3.06ms, fps=4003 images/s, loss=0.8182, top1-acc=77.60%, top5-acc=94.83%, remaining_time=0:00:09.709584, arrival_time=2021-04-10 01:41:44.702489, cost_time=0:00:03.325188 2021-04-10 01:41:35,627 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=2.09ms, fps=4042 images/s, loss=0.8189, top1-acc=77.60%, top5-acc=94.86%, remaining_time=0:00:08.974640, arrival_time=2021-04-10 01:41:44.601645, cost_time=0:00:03.959370 2021-04-10 01:41:36,257 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=2.85ms, fps=4062 images/s, loss=0.8267, top1-acc=77.57%, top5-acc=94.68%, remaining_time=0:00:08.262450, arrival_time=2021-04-10 01:41:44.520340, cost_time=0:00:04.590283 2021-04-10 01:41:36,893 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=1.82ms, fps=4030 images/s, loss=0.8248, top1-acc=77.55%, top5-acc=94.70%, remaining_time=0:00:07.577816, arrival_time=2021-04-10 01:41:44.471641, cost_time=0:00:05.226110 2021-04-10 01:41:37,523 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=2.07ms, fps=4071 images/s, loss=0.8346, top1-acc=77.36%, top5-acc=94.62%, remaining_time=0:00:06.896890, arrival_time=2021-04-10 01:41:44.420277, cost_time=0:00:05.855854 2021-04-10 01:41:38,145 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=1.58ms, fps=4121 images/s, loss=0.8372, top1-acc=77.37%, top5-acc=94.54%, remaining_time=0:00:06.218304, arrival_time=2021-04-10 01:41:44.363269, cost_time=0:00:06.477431 2021-04-10 01:41:38,773 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=1.96ms, fps=4079 images/s, loss=0.8386, top1-acc=77.32%, top5-acc=94.53%, remaining_time=0:00:05.555084, arrival_time=2021-04-10 01:41:44.328075, cost_time=0:00:07.105358 2021-04-10 01:41:39,399 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=1.64ms, fps=4091 images/s, loss=0.8388, top1-acc=77.27%, top5-acc=94.54%, remaining_time=0:00:04.896832, arrival_time=2021-04-10 01:41:44.296186, cost_time=0:00:07.731792 2021-04-10 01:41:40,064 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=1.95ms, fps=3853 images/s, loss=0.8396, top1-acc=77.23%, top5-acc=94.48%, remaining_time=0:00:04.262940, arrival_time=2021-04-10 01:41:44.327221, cost_time=0:00:08.396692 2021-04-10 01:41:40,699 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=2.06ms, fps=4035 images/s, loss=0.8369, top1-acc=77.24%, top5-acc=94.53%, remaining_time=0:00:03.612728, arrival_time=2021-04-10 01:41:44.312045, cost_time=0:00:09.031769 2021-04-10 01:41:41,319 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.76ms, fps=4131 images/s, loss=0.8390, top1-acc=77.17%, top5-acc=94.56%, remaining_time=0:00:02.959916, arrival_time=2021-04-10 01:41:44.279557, cost_time=0:00:09.651925 2021-04-10 01:41:41,945 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=2.21ms, fps=4098 images/s, loss=0.8368, top1-acc=77.22%, top5-acc=94.59%, remaining_time=0:00:02.312460, arrival_time=2021-04-10 01:41:44.257599, cost_time=0:00:10.277533 2021-04-10 01:41:42,575 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=1.88ms, fps=4062 images/s, loss=0.8410, top1-acc=77.13%, top5-acc=94.55%, remaining_time=0:00:01.668342, arrival_time=2021-04-10 01:41:44.244221, cost_time=0:00:10.908330 2021-04-10 01:41:43,199 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=1.65ms, fps=4111 images/s, loss=0.8398, top1-acc=77.18%, top5-acc=94.54%, remaining_time=0:00:01.025024, arrival_time=2021-04-10 01:41:44.224174, cost_time=0:00:11.531488 2021-04-10 01:41:43,823 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=1.71ms, fps=4103 images/s, loss=0.8410, top1-acc=77.14%, top5-acc=94.55%, remaining_time=0:00:00.383880, arrival_time=2021-04-10 01:41:44.207655, cost_time=0:00:12.156170 2021-04-10 01:41:44,170 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=0.12ms, fps=3930 images/s, loss=0.8422, top1-acc=77.13%, top5-acc=94.54%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:44.170394, cost_time=0:00:12.502807 2021-04-10 01:41:44,587 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=2.98ms, fps=6156 images/s, loss=1.7740, top1-acc=59.26%, top5-acc=82.50%, remaining_time=0:00:01.247460, arrival_time=2021-04-10 01:41:45.835112, cost_time=0:00:00.415818 2021-04-10 01:41:44,882 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=0.31ms, fps=8695 images/s, loss=1.7766, top1-acc=58.55%, top5-acc=82.38%, remaining_time=0:00:00.710780, arrival_time=2021-04-10 01:41:45.593338, cost_time=0:00:00.710775 2021-04-10 01:41:45,209 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=5.55ms, fps=7843 images/s, loss=1.7937, top1-acc=58.35%, top5-acc=82.10%, remaining_time=0:00:00.345870, arrival_time=2021-04-10 01:41:45.555534, cost_time=0:00:01.037618 2021-04-10 01:41:45,438 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=0.13ms, fps=10195 images/s, loss=1.7981, top1-acc=58.02%, top5-acc=81.96%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:45.438165, cost_time=0:00:01.266374 2021-04-10 01:41:45,970 INFO : Epoch=0082 complete, best val top1-acc=59.97%, top5-acc=84.10% (epoch=77), remaining_time=0:28:03.728902, arrival_time=2021-04-10 02:09:49.699434, cost_time=0:19:30.048900 2021-04-10 01:41:45,971 INFO : Train start, epoch=0083, lr=0.063950 2021-04-10 01:41:46,805 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=0.39ms, fps=3071 images/s, loss=0.7875, top1-acc=77.89%, top5-acc=95.51%, remaining_time=0:00:15.506262, arrival_time=2021-04-10 01:42:02.311464, cost_time=0:00:00.833668 2021-04-10 01:41:47,430 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=1.98ms, fps=4100 images/s, loss=0.7837, top1-acc=78.24%, top5-acc=95.23%, remaining_time=0:00:12.840960, arrival_time=2021-04-10 01:42:00.271460, cost_time=0:00:01.459200 2021-04-10 01:41:48,061 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=4.47ms, fps=4061 images/s, loss=0.7915, top1-acc=77.99%, top5-acc=95.35%, remaining_time=0:00:11.565718, arrival_time=2021-04-10 01:41:59.627188, cost_time=0:00:02.090178 2021-04-10 01:41:48,693 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=1.92ms, fps=4059 images/s, loss=0.7858, top1-acc=78.18%, top5-acc=95.41%, remaining_time=0:00:10.613460, arrival_time=2021-04-10 01:41:59.306438, cost_time=0:00:02.721409 2021-04-10 01:41:49,321 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.80ms, fps=4079 images/s, loss=0.7767, top1-acc=78.39%, top5-acc=95.45%, remaining_time=0:00:09.782584, arrival_time=2021-04-10 01:41:59.104046, cost_time=0:00:03.350194 2021-04-10 01:41:49,941 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=1.45ms, fps=4133 images/s, loss=0.7788, top1-acc=78.36%, top5-acc=95.36%, remaining_time=0:00:08.998712, arrival_time=2021-04-10 01:41:58.940006, cost_time=0:00:03.970045 2021-04-10 01:41:50,561 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=1.45ms, fps=4133 images/s, loss=0.7791, top1-acc=78.44%, top5-acc=95.35%, remaining_time=0:00:08.261820, arrival_time=2021-04-10 01:41:58.822997, cost_time=0:00:04.589934 2021-04-10 01:41:51,185 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=2.16ms, fps=4102 images/s, loss=0.7830, top1-acc=78.27%, top5-acc=95.30%, remaining_time=0:00:07.560996, arrival_time=2021-04-10 01:41:58.746748, cost_time=0:00:05.214461 2021-04-10 01:41:51,803 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=0.26ms, fps=4151 images/s, loss=0.7899, top1-acc=78.20%, top5-acc=95.17%, remaining_time=0:00:06.868376, arrival_time=2021-04-10 01:41:58.671336, cost_time=0:00:05.831663 2021-04-10 01:41:52,441 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=1.44ms, fps=4011 images/s, loss=0.7945, top1-acc=78.11%, top5-acc=95.12%, remaining_time=0:00:06.211584, arrival_time=2021-04-10 01:41:58.653401, cost_time=0:00:06.470420 2021-04-10 01:41:53,068 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=2.05ms, fps=4091 images/s, loss=0.8006, top1-acc=77.95%, top5-acc=95.00%, remaining_time=0:00:05.548634, arrival_time=2021-04-10 01:41:58.616998, cost_time=0:00:07.097071 2021-04-10 01:41:53,690 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=1.41ms, fps=4119 images/s, loss=0.8047, top1-acc=77.90%, top5-acc=94.94%, remaining_time=0:00:04.888776, arrival_time=2021-04-10 01:41:58.579166, cost_time=0:00:07.719127 2021-04-10 01:41:54,311 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=2.21ms, fps=4126 images/s, loss=0.8074, top1-acc=77.88%, top5-acc=94.92%, remaining_time=0:00:04.234230, arrival_time=2021-04-10 01:41:58.545618, cost_time=0:00:08.340095 2021-04-10 01:41:54,935 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=2.01ms, fps=4106 images/s, loss=0.8103, top1-acc=77.77%, top5-acc=94.90%, remaining_time=0:00:03.585624, arrival_time=2021-04-10 01:41:58.520999, cost_time=0:00:08.964066 2021-04-10 01:41:55,585 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=2.00ms, fps=3940 images/s, loss=0.8120, top1-acc=77.78%, top5-acc=94.89%, remaining_time=0:00:02.948416, arrival_time=2021-04-10 01:41:58.534110, cost_time=0:00:09.614402 2021-04-10 01:41:56,219 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=2.09ms, fps=4046 images/s, loss=0.8130, top1-acc=77.80%, top5-acc=94.86%, remaining_time=0:00:02.305728, arrival_time=2021-04-10 01:41:58.524808, cost_time=0:00:10.247746 2021-04-10 01:41:56,838 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=1.35ms, fps=4140 images/s, loss=0.8162, top1-acc=77.69%, top5-acc=94.82%, remaining_time=0:00:01.661972, arrival_time=2021-04-10 01:41:58.500032, cost_time=0:00:10.866771 2021-04-10 01:41:57,466 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=2.14ms, fps=4080 images/s, loss=0.8176, top1-acc=77.60%, top5-acc=94.81%, remaining_time=0:00:01.021760, arrival_time=2021-04-10 01:41:58.487904, cost_time=0:00:11.494834 2021-04-10 01:41:58,102 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.28ms, fps=4029 images/s, loss=0.8180, top1-acc=77.59%, top5-acc=94.80%, remaining_time=0:00:00.383082, arrival_time=2021-04-10 01:41:58.485319, cost_time=0:00:12.130893 2021-04-10 01:41:58,441 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=0.12ms, fps=4015 images/s, loss=0.8202, top1-acc=77.55%, top5-acc=94.78%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:58.441582, cost_time=0:00:12.470354 2021-04-10 01:41:58,803 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=0.31ms, fps=7090 images/s, loss=1.7645, top1-acc=58.40%, top5-acc=83.01%, remaining_time=0:00:01.083150, arrival_time=2021-04-10 01:41:59.886672, cost_time=0:00:00.361046 2021-04-10 01:41:59,063 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=0.29ms, fps=9848 images/s, loss=1.7536, top1-acc=58.36%, top5-acc=83.77%, remaining_time=0:00:00.621340, arrival_time=2021-04-10 01:41:59.685151, cost_time=0:00:00.621340 2021-04-10 01:41:59,338 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=0.29ms, fps=9348 images/s, loss=1.7469, top1-acc=58.70%, top5-acc=83.42%, remaining_time=0:00:00.298510, arrival_time=2021-04-10 01:41:59.636570, cost_time=0:00:00.895535 2021-04-10 01:41:59,597 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=0.08ms, fps=8942 images/s, loss=1.7328, top1-acc=58.98%, top5-acc=83.56%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:59.597944, cost_time=0:00:01.155497 2021-04-10 01:42:00,104 INFO : Epoch=0083 complete, best val top1-acc=59.97%, top5-acc=84.10% (epoch=77), remaining_time=0:27:49.270122, arrival_time=2021-04-10 02:09:49.374870, cost_time=0:19:44.183101 2021-04-10 01:42:00,105 INFO : Train start, epoch=0084, lr=0.063194 2021-04-10 01:42:00,954 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=2.08ms, fps=3015 images/s, loss=0.7776, top1-acc=78.95%, top5-acc=95.70%, remaining_time=0:00:15.793260, arrival_time=2021-04-10 01:42:16.748149, cost_time=0:00:00.849095 2021-04-10 01:42:01,581 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=1.95ms, fps=4092 images/s, loss=0.7548, top1-acc=79.43%, top5-acc=95.61%, remaining_time=0:00:12.984048, arrival_time=2021-04-10 01:42:14.565245, cost_time=0:00:01.475462 2021-04-10 01:42:02,213 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=2.23ms, fps=4052 images/s, loss=0.7387, top1-acc=79.73%, top5-acc=95.78%, remaining_time=0:00:11.663990, arrival_time=2021-04-10 01:42:13.877643, cost_time=0:00:02.107940 2021-04-10 01:42:02,836 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=1.60ms, fps=4113 images/s, loss=0.7392, top1-acc=79.71%, top5-acc=95.82%, remaining_time=0:00:10.650588, arrival_time=2021-04-10 01:42:13.487232, cost_time=0:00:02.730917 2021-04-10 01:42:03,470 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=2.20ms, fps=4040 images/s, loss=0.7440, top1-acc=79.55%, top5-acc=95.78%, remaining_time=0:00:09.826238, arrival_time=2021-04-10 01:42:13.297134, cost_time=0:00:03.365148 2021-04-10 01:42:04,101 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=1.66ms, fps=4065 images/s, loss=0.7519, top1-acc=79.35%, top5-acc=95.68%, remaining_time=0:00:09.056512, arrival_time=2021-04-10 01:42:13.157780, cost_time=0:00:03.995531 2021-04-10 01:42:04,723 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=1.92ms, fps=4115 images/s, loss=0.7550, top1-acc=79.27%, top5-acc=95.71%, remaining_time=0:00:08.312724, arrival_time=2021-04-10 01:42:13.036604, cost_time=0:00:04.618197 2021-04-10 01:42:05,353 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.98ms, fps=4068 images/s, loss=0.7544, top1-acc=79.39%, top5-acc=95.66%, remaining_time=0:00:07.609600, arrival_time=2021-04-10 01:42:12.963341, cost_time=0:00:05.248027 2021-04-10 01:42:05,975 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.57ms, fps=4121 images/s, loss=0.7614, top1-acc=79.12%, top5-acc=95.56%, remaining_time=0:00:06.913214, arrival_time=2021-04-10 01:42:12.888703, cost_time=0:00:05.869742 2021-04-10 01:42:06,603 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=2.20ms, fps=4080 images/s, loss=0.7651, top1-acc=79.00%, top5-acc=95.50%, remaining_time=0:00:06.237984, arrival_time=2021-04-10 01:42:12.841536, cost_time=0:00:06.497870 2021-04-10 01:42:07,240 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=2.71ms, fps=4021 images/s, loss=0.7707, top1-acc=78.80%, top5-acc=95.44%, remaining_time=0:00:05.578218, arrival_time=2021-04-10 01:42:12.818898, cost_time=0:00:07.134949 2021-04-10 01:42:07,881 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=2.26ms, fps=4001 images/s, loss=0.7717, top1-acc=78.72%, top5-acc=95.47%, remaining_time=0:00:04.924420, arrival_time=2021-04-10 01:42:12.805487, cost_time=0:00:07.775368 2021-04-10 01:42:08,525 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=1.50ms, fps=3980 images/s, loss=0.7753, top1-acc=78.61%, top5-acc=95.45%, remaining_time=0:00:04.274358, arrival_time=2021-04-10 01:42:12.799301, cost_time=0:00:08.419199 2021-04-10 01:42:09,149 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=1.96ms, fps=4101 images/s, loss=0.7814, top1-acc=78.46%, top5-acc=95.39%, remaining_time=0:00:03.617600, arrival_time=2021-04-10 01:42:12.767364, cost_time=0:00:09.044031 2021-04-10 01:42:09,785 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=2.28ms, fps=4028 images/s, loss=0.7856, top1-acc=78.36%, top5-acc=95.32%, remaining_time=0:00:02.968564, arrival_time=2021-04-10 01:42:12.754427, cost_time=0:00:09.680157 2021-04-10 01:42:10,459 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=3.21ms, fps=3805 images/s, loss=0.7908, top1-acc=78.22%, top5-acc=95.26%, remaining_time=0:00:02.329524, arrival_time=2021-04-10 01:42:12.788900, cost_time=0:00:10.353482 2021-04-10 01:42:11,095 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=1.45ms, fps=4033 images/s, loss=0.7941, top1-acc=78.18%, top5-acc=95.21%, remaining_time=0:00:01.680744, arrival_time=2021-04-10 01:42:12.775812, cost_time=0:00:10.989410 2021-04-10 01:42:11,715 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=1.87ms, fps=4129 images/s, loss=0.7971, top1-acc=78.09%, top5-acc=95.18%, remaining_time=0:00:01.031984, arrival_time=2021-04-10 01:42:12.747524, cost_time=0:00:11.609783 2021-04-10 01:42:12,343 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=1.54ms, fps=4082 images/s, loss=0.8007, top1-acc=77.98%, top5-acc=95.11%, remaining_time=0:00:00.386448, arrival_time=2021-04-10 01:42:12.729611, cost_time=0:00:12.237483 2021-04-10 01:42:12,680 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=0.07ms, fps=4041 images/s, loss=0.8015, top1-acc=77.97%, top5-acc=95.10%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:12.680126, cost_time=0:00:12.574477 2021-04-10 01:42:13,027 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=3.00ms, fps=7394 images/s, loss=1.6890, top1-acc=60.90%, top5-acc=83.20%, remaining_time=0:00:01.038540, arrival_time=2021-04-10 01:42:14.065942, cost_time=0:00:00.346181 2021-04-10 01:42:13,282 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=0.40ms, fps=10064 images/s, loss=1.7088, top1-acc=60.41%, top5-acc=83.52%, remaining_time=0:00:00.601100, arrival_time=2021-04-10 01:42:13.883400, cost_time=0:00:00.601101 2021-04-10 01:42:13,535 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=2.41ms, fps=10114 images/s, loss=1.7346, top1-acc=59.99%, top5-acc=83.29%, remaining_time=0:00:00.284890, arrival_time=2021-04-10 01:42:13.820759, cost_time=0:00:00.854670 2021-04-10 01:42:13,785 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=0.10ms, fps=9307 images/s, loss=1.7357, top1-acc=59.87%, top5-acc=83.30%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:13.785660, cost_time=0:00:01.104462 2021-04-10 01:42:14,234 INFO : Epoch=0084 complete, best val top1-acc=59.97%, top5-acc=84.10% (epoch=77), remaining_time=0:27:34.812384, arrival_time=2021-04-10 02:09:49.046465, cost_time=0:19:58.312449 2021-04-10 01:42:14,234 INFO : Train start, epoch=0085, lr=0.062434 2021-04-10 01:42:15,118 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=0.50ms, fps=2896 images/s, loss=0.7086, top1-acc=80.74%, top5-acc=95.90%, remaining_time=0:00:16.441098, arrival_time=2021-04-10 01:42:31.559799, cost_time=0:00:00.883932 2021-04-10 01:42:15,740 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=1.54ms, fps=4119 images/s, loss=0.7268, top1-acc=80.12%, top5-acc=95.74%, remaining_time=0:00:13.251392, arrival_time=2021-04-10 01:42:28.992105, cost_time=0:00:01.505839 2021-04-10 01:42:16,372 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=2.31ms, fps=4055 images/s, loss=0.7189, top1-acc=79.95%, top5-acc=95.90%, remaining_time=0:00:11.829326, arrival_time=2021-04-10 01:42:28.201937, cost_time=0:00:02.137836 2021-04-10 01:42:16,998 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=1.66ms, fps=4094 images/s, loss=0.7322, top1-acc=79.58%, top5-acc=95.81%, remaining_time=0:00:10.778196, arrival_time=2021-04-10 01:42:27.776626, cost_time=0:00:02.763636 2021-04-10 01:42:17,629 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=1.74ms, fps=4059 images/s, loss=0.7401, top1-acc=79.41%, top5-acc=95.73%, remaining_time=0:00:09.912962, arrival_time=2021-04-10 01:42:27.542709, cost_time=0:00:03.394844 2021-04-10 01:42:18,255 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=1.45ms, fps=4098 images/s, loss=0.7435, top1-acc=79.32%, top5-acc=95.72%, remaining_time=0:00:09.112816, arrival_time=2021-04-10 01:42:27.368003, cost_time=0:00:04.020375 2021-04-10 01:42:18,880 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=1.49ms, fps=4095 images/s, loss=0.7555, top1-acc=79.03%, top5-acc=95.50%, remaining_time=0:00:08.363124, arrival_time=2021-04-10 01:42:27.244043, cost_time=0:00:04.646155 2021-04-10 01:42:19,511 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=1.59ms, fps=4061 images/s, loss=0.7598, top1-acc=78.85%, top5-acc=95.49%, remaining_time=0:00:07.651708, arrival_time=2021-04-10 01:42:27.163490, cost_time=0:00:05.277022 2021-04-10 01:42:20,141 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=1.94ms, fps=4068 images/s, loss=0.7610, top1-acc=78.84%, top5-acc=95.47%, remaining_time=0:00:06.956886, arrival_time=2021-04-10 01:42:27.098417, cost_time=0:00:05.906747 2021-04-10 01:42:20,765 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=2.13ms, fps=4105 images/s, loss=0.7605, top1-acc=78.80%, top5-acc=95.48%, remaining_time=0:00:06.269664, arrival_time=2021-04-10 01:42:27.035420, cost_time=0:00:06.530911 2021-04-10 01:42:21,391 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=1.98ms, fps=4093 images/s, loss=0.7631, top1-acc=78.77%, top5-acc=95.44%, remaining_time=0:00:05.595504, arrival_time=2021-04-10 01:42:26.987387, cost_time=0:00:07.157092 2021-04-10 01:42:22,023 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=2.01ms, fps=4056 images/s, loss=0.7681, top1-acc=78.68%, top5-acc=95.36%, remaining_time=0:00:04.932932, arrival_time=2021-04-10 01:42:26.956586, cost_time=0:00:07.788810 2021-04-10 01:42:22,651 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=1.65ms, fps=4080 images/s, loss=0.7705, top1-acc=78.63%, top5-acc=95.32%, remaining_time=0:00:04.273170, arrival_time=2021-04-10 01:42:26.924871, cost_time=0:00:08.416896 2021-04-10 01:42:23,273 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=1.95ms, fps=4121 images/s, loss=0.7756, top1-acc=78.55%, top5-acc=95.27%, remaining_time=0:00:03.615528, arrival_time=2021-04-10 01:42:26.889051, cost_time=0:00:09.038768 2021-04-10 01:42:23,895 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=1.44ms, fps=4120 images/s, loss=0.7776, top1-acc=78.55%, top5-acc=95.24%, remaining_time=0:00:02.962538, arrival_time=2021-04-10 01:42:26.857871, cost_time=0:00:09.660504 2021-04-10 01:42:24,521 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=1.98ms, fps=4091 images/s, loss=0.7788, top1-acc=78.51%, top5-acc=95.22%, remaining_time=0:00:02.314512, arrival_time=2021-04-10 01:42:26.836113, cost_time=0:00:10.286796 2021-04-10 01:42:25,148 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=1.90ms, fps=4088 images/s, loss=0.7828, top1-acc=78.42%, top5-acc=95.16%, remaining_time=0:00:01.669148, arrival_time=2021-04-10 01:42:26.817559, cost_time=0:00:10.913669 2021-04-10 01:42:25,776 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=1.80ms, fps=4076 images/s, loss=0.7830, top1-acc=78.45%, top5-acc=95.17%, remaining_time=0:00:01.025968, arrival_time=2021-04-10 01:42:26.802828, cost_time=0:00:11.542110 2021-04-10 01:42:26,407 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=1.55ms, fps=4066 images/s, loss=0.7834, top1-acc=78.47%, top5-acc=95.15%, remaining_time=0:00:00.384384, arrival_time=2021-04-10 01:42:26.791340, cost_time=0:00:12.172154 2021-04-10 01:42:26,749 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=0.22ms, fps=3979 images/s, loss=0.7880, top1-acc=78.37%, top5-acc=95.10%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:26.749430, cost_time=0:00:12.514558 2021-04-10 01:42:27,094 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=0.29ms, fps=7462 images/s, loss=1.8979, top1-acc=57.23%, top5-acc=81.29%, remaining_time=0:00:01.029120, arrival_time=2021-04-10 01:42:28.123108, cost_time=0:00:00.343044 2021-04-10 01:42:27,344 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=0.28ms, fps=10247 images/s, loss=1.8885, top1-acc=57.09%, top5-acc=81.54%, remaining_time=0:00:00.593260, arrival_time=2021-04-10 01:42:27.937532, cost_time=0:00:00.593257 2021-04-10 01:42:27,595 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=1.97ms, fps=10220 images/s, loss=1.8664, top1-acc=57.23%, top5-acc=81.73%, remaining_time=0:00:00.281450, arrival_time=2021-04-10 01:42:27.876759, cost_time=0:00:00.844356 2021-04-10 01:42:27,814 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=0.08ms, fps=10615 images/s, loss=1.9008, top1-acc=56.92%, top5-acc=81.46%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:27.814260, cost_time=0:00:01.063370 2021-04-10 01:42:28,287 INFO : Epoch=0085 complete, best val top1-acc=59.97%, top5-acc=84.10% (epoch=77), remaining_time=0:27:20.260180, arrival_time=2021-04-10 02:09:48.548030, cost_time=0:20:12.366200 2021-04-10 01:42:28,288 INFO : Train start, epoch=0086, lr=0.061672 2021-04-10 01:42:29,139 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=0.58ms, fps=3010 images/s, loss=0.7885, top1-acc=78.98%, top5-acc=94.69%, remaining_time=0:00:15.820230, arrival_time=2021-04-10 01:42:44.959571, cost_time=0:00:00.850548 2021-04-10 01:42:29,764 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=1.87ms, fps=4097 images/s, loss=0.7875, top1-acc=79.32%, top5-acc=94.79%, remaining_time=0:00:12.988976, arrival_time=2021-04-10 01:42:42.753811, cost_time=0:00:01.476016 2021-04-10 01:42:30,399 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=2.06ms, fps=4039 images/s, loss=0.7920, top1-acc=78.82%, top5-acc=94.96%, remaining_time=0:00:11.677768, arrival_time=2021-04-10 01:42:42.077012, cost_time=0:00:02.110443 2021-04-10 01:42:31,041 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.45ms, fps=3992 images/s, loss=0.7966, top1-acc=78.45%, top5-acc=94.94%, remaining_time=0:00:10.734204, arrival_time=2021-04-10 01:42:41.775455, cost_time=0:00:02.752350 2021-04-10 01:42:31,671 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=2.15ms, fps=4068 images/s, loss=0.7807, top1-acc=78.55%, top5-acc=95.19%, remaining_time=0:00:09.877046, arrival_time=2021-04-10 01:42:41.548345, cost_time=0:00:03.382569 2021-04-10 01:42:32,296 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.55ms, fps=4101 images/s, loss=0.7754, top1-acc=78.50%, top5-acc=95.33%, remaining_time=0:00:09.083168, arrival_time=2021-04-10 01:42:41.379194, cost_time=0:00:04.007251 2021-04-10 01:42:32,926 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=1.46ms, fps=4066 images/s, loss=0.7645, top1-acc=78.83%, top5-acc=95.44%, remaining_time=0:00:08.347374, arrival_time=2021-04-10 01:42:41.273709, cost_time=0:00:04.637441 2021-04-10 01:42:33,558 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=2.15ms, fps=4058 images/s, loss=0.7670, top1-acc=78.77%, top5-acc=95.38%, remaining_time=0:00:07.640340, arrival_time=2021-04-10 01:42:41.198316, cost_time=0:00:05.269194 2021-04-10 01:42:34,194 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=2.66ms, fps=4025 images/s, loss=0.7619, top1-acc=78.96%, top5-acc=95.43%, remaining_time=0:00:06.955614, arrival_time=2021-04-10 01:42:41.150309, cost_time=0:00:05.905721 2021-04-10 01:42:34,820 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=2.21ms, fps=4094 images/s, loss=0.7588, top1-acc=79.13%, top5-acc=95.39%, remaining_time=0:00:06.270720, arrival_time=2021-04-10 01:42:41.091493, cost_time=0:00:06.531980 2021-04-10 01:42:35,452 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.86ms, fps=4054 images/s, loss=0.7639, top1-acc=79.01%, top5-acc=95.35%, remaining_time=0:00:05.600922, arrival_time=2021-04-10 01:42:41.053733, cost_time=0:00:07.163984 2021-04-10 01:42:36,075 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=1.61ms, fps=4116 images/s, loss=0.7647, top1-acc=78.98%, top5-acc=95.35%, remaining_time=0:00:04.931564, arrival_time=2021-04-10 01:42:41.006974, cost_time=0:00:07.786660 2021-04-10 01:42:36,708 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=2.18ms, fps=4048 images/s, loss=0.7698, top1-acc=78.82%, top5-acc=95.30%, remaining_time=0:00:04.274490, arrival_time=2021-04-10 01:42:40.982690, cost_time=0:00:08.419420 2021-04-10 01:42:37,337 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=1.42ms, fps=4069 images/s, loss=0.7727, top1-acc=78.74%, top5-acc=95.27%, remaining_time=0:00:03.619616, arrival_time=2021-04-10 01:42:40.957510, cost_time=0:00:09.049098 2021-04-10 01:42:37,977 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=4.99ms, fps=4007 images/s, loss=0.7728, top1-acc=78.73%, top5-acc=95.28%, remaining_time=0:00:02.971186, arrival_time=2021-04-10 01:42:40.948746, cost_time=0:00:09.688580 2021-04-10 01:42:38,627 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=2.11ms, fps=3946 images/s, loss=0.7742, top1-acc=78.73%, top5-acc=95.27%, remaining_time=0:00:02.326104, arrival_time=2021-04-10 01:42:40.953218, cost_time=0:00:10.338319 2021-04-10 01:42:39,264 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=2.24ms, fps=4019 images/s, loss=0.7765, top1-acc=78.67%, top5-acc=95.27%, remaining_time=0:00:01.678638, arrival_time=2021-04-10 01:42:40.943291, cost_time=0:00:10.975791 2021-04-10 01:42:39,891 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=2.09ms, fps=4089 images/s, loss=0.7774, top1-acc=78.60%, top5-acc=95.29%, remaining_time=0:00:01.031344, arrival_time=2021-04-10 01:42:40.922778, cost_time=0:00:11.602616 2021-04-10 01:42:40,525 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=1.32ms, fps=4040 images/s, loss=0.7806, top1-acc=78.53%, top5-acc=95.28%, remaining_time=0:00:00.386430, arrival_time=2021-04-10 01:42:40.912210, cost_time=0:00:12.236990 2021-04-10 01:42:40,892 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=0.09ms, fps=3716 images/s, loss=0.7819, top1-acc=78.51%, top5-acc=95.27%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:40.892461, cost_time=0:00:12.603527 2021-04-10 01:42:41,245 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=2.27ms, fps=7277 images/s, loss=1.8320, top1-acc=58.09%, top5-acc=83.16%, remaining_time=0:00:01.055370, arrival_time=2021-04-10 01:42:42.301186, cost_time=0:00:00.351790 2021-04-10 01:42:41,491 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=0.30ms, fps=10435 images/s, loss=1.8618, top1-acc=57.81%, top5-acc=82.62%, remaining_time=0:00:00.597640, arrival_time=2021-04-10 01:42:42.089327, cost_time=0:00:00.597643 2021-04-10 01:42:41,741 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=4.05ms, fps=10264 images/s, loss=1.8076, top1-acc=58.75%, top5-acc=83.44%, remaining_time=0:00:00.282530, arrival_time=2021-04-10 01:42:42.024156, cost_time=0:00:00.847582 2021-04-10 01:42:41,982 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.08ms, fps=9669 images/s, loss=1.8371, top1-acc=58.59%, top5-acc=83.19%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:41.982039, cost_time=0:00:01.088093 2021-04-10 01:42:42,459 INFO : Epoch=0086 complete, best val top1-acc=59.97%, top5-acc=84.10% (epoch=77), remaining_time=0:27:05.875980, arrival_time=2021-04-10 02:09:48.335652, cost_time=0:20:26.538061 2021-04-10 01:42:42,460 INFO : Train start, epoch=0087, lr=0.060907 2021-04-10 01:42:43,263 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=0.24ms, fps=3186 images/s, loss=0.6842, top1-acc=80.78%, top5-acc=96.21%, remaining_time=0:00:14.946216, arrival_time=2021-04-10 01:42:58.210101, cost_time=0:00:00.803561 2021-04-10 01:42:43,887 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=1.34ms, fps=4108 images/s, loss=0.6985, top1-acc=80.82%, top5-acc=96.04%, remaining_time=0:00:12.558656, arrival_time=2021-04-10 01:42:56.446240, cost_time=0:00:01.427119 2021-04-10 01:42:44,532 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=2.15ms, fps=3976 images/s, loss=0.7008, top1-acc=80.61%, top5-acc=96.12%, remaining_time=0:00:11.463628, arrival_time=2021-04-10 01:42:55.995774, cost_time=0:00:02.071755 2021-04-10 01:42:45,163 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=1.97ms, fps=4061 images/s, loss=0.7093, top1-acc=80.29%, top5-acc=96.13%, remaining_time=0:00:10.541076, arrival_time=2021-04-10 01:42:55.704385, cost_time=0:00:02.702824 2021-04-10 01:42:45,790 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=1.67ms, fps=4087 images/s, loss=0.7085, top1-acc=80.33%, top5-acc=96.17%, remaining_time=0:00:09.723892, arrival_time=2021-04-10 01:42:55.514354, cost_time=0:00:03.330096 2021-04-10 01:42:46,422 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=1.63ms, fps=4058 images/s, loss=0.7222, top1-acc=79.93%, top5-acc=96.05%, remaining_time=0:00:08.979400, arrival_time=2021-04-10 01:42:55.401410, cost_time=0:00:03.961524 2021-04-10 01:42:47,045 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=1.60ms, fps=4108 images/s, loss=0.7215, top1-acc=79.89%, top5-acc=96.03%, remaining_time=0:00:08.254008, arrival_time=2021-04-10 01:42:55.299906, cost_time=0:00:04.585536 2021-04-10 01:42:47,674 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=1.58ms, fps=4079 images/s, loss=0.7295, top1-acc=79.77%, top5-acc=95.85%, remaining_time=0:00:07.559720, arrival_time=2021-04-10 01:42:55.233844, cost_time=0:00:05.213613 2021-04-10 01:42:48,294 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=2.22ms, fps=4129 images/s, loss=0.7329, top1-acc=79.66%, top5-acc=95.81%, remaining_time=0:00:06.871768, arrival_time=2021-04-10 01:42:55.166655, cost_time=0:00:05.834519 2021-04-10 01:42:48,921 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=1.38ms, fps=4087 images/s, loss=0.7375, top1-acc=79.68%, top5-acc=95.75%, remaining_time=0:00:06.202944, arrival_time=2021-04-10 01:42:55.124763, cost_time=0:00:06.461401 2021-04-10 01:42:49,547 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=2.34ms, fps=4093 images/s, loss=0.7423, top1-acc=79.53%, top5-acc=95.67%, remaining_time=0:00:05.541238, arrival_time=2021-04-10 01:42:55.089165, cost_time=0:00:07.087577 2021-04-10 01:42:50,179 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=1.87ms, fps=4060 images/s, loss=0.7485, top1-acc=79.42%, top5-acc=95.63%, remaining_time=0:00:04.888396, arrival_time=2021-04-10 01:42:55.067388, cost_time=0:00:07.718519 2021-04-10 01:42:50,809 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=1.85ms, fps=4063 images/s, loss=0.7467, top1-acc=79.48%, top5-acc=95.63%, remaining_time=0:00:04.238982, arrival_time=2021-04-10 01:42:55.048830, cost_time=0:00:08.349478 2021-04-10 01:42:51,445 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=1.99ms, fps=4033 images/s, loss=0.7483, top1-acc=79.43%, top5-acc=95.62%, remaining_time=0:00:03.593912, arrival_time=2021-04-10 01:42:55.039236, cost_time=0:00:08.984845 2021-04-10 01:42:52,075 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=0.47ms, fps=4070 images/s, loss=0.7499, top1-acc=79.40%, top5-acc=95.61%, remaining_time=0:00:02.948462, arrival_time=2021-04-10 01:42:55.023489, cost_time=0:00:09.614507 2021-04-10 01:42:52,704 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=1.96ms, fps=4074 images/s, loss=0.7546, top1-acc=79.27%, top5-acc=95.57%, remaining_time=0:00:02.304828, arrival_time=2021-04-10 01:42:55.008965, cost_time=0:00:10.243678 2021-04-10 01:42:53,339 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=2.71ms, fps=4036 images/s, loss=0.7585, top1-acc=79.18%, top5-acc=95.51%, remaining_time=0:00:01.663818, arrival_time=2021-04-10 01:42:55.003066, cost_time=0:00:10.878755 2021-04-10 01:42:53,980 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=2.07ms, fps=3999 images/s, loss=0.7614, top1-acc=79.10%, top5-acc=95.45%, remaining_time=0:00:01.023968, arrival_time=2021-04-10 01:42:55.003992, cost_time=0:00:11.519642 2021-04-10 01:42:54,610 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.40ms, fps=4065 images/s, loss=0.7622, top1-acc=79.05%, top5-acc=95.43%, remaining_time=0:00:00.383682, arrival_time=2021-04-10 01:42:54.994036, cost_time=0:00:12.149957 2021-04-10 01:42:54,949 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=0.09ms, fps=4013 images/s, loss=0.7637, top1-acc=79.03%, top5-acc=95.44%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:54.949784, cost_time=0:00:12.489475 2021-04-10 01:42:55,317 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=3.75ms, fps=6981 images/s, loss=1.7645, top1-acc=59.49%, top5-acc=83.01%, remaining_time=0:00:01.100100, arrival_time=2021-04-10 01:42:56.417641, cost_time=0:00:00.366704 2021-04-10 01:42:55,559 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=3.54ms, fps=10593 images/s, loss=1.7563, top1-acc=59.69%, top5-acc=83.20%, remaining_time=0:00:00.608780, arrival_time=2021-04-10 01:42:56.168378, cost_time=0:00:00.608777 2021-04-10 01:42:55,817 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=0.22ms, fps=9945 images/s, loss=1.7362, top1-acc=59.64%, top5-acc=83.42%, remaining_time=0:00:00.288850, arrival_time=2021-04-10 01:42:56.106238, cost_time=0:00:00.866564 2021-04-10 01:42:56,092 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=2.52ms, fps=8456 images/s, loss=1.7743, top1-acc=58.98%, top5-acc=82.98%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:56.092173, cost_time=0:00:01.141254 2021-04-10 01:42:56,682 INFO : Epoch=0087 complete, best val top1-acc=59.97%, top5-acc=84.10% (epoch=77), remaining_time=0:26:51.562947, arrival_time=2021-04-10 02:09:48.245451, cost_time=0:20:40.760856 2021-04-10 01:42:56,683 INFO : Train start, epoch=0088, lr=0.060139 2021-04-10 01:42:57,513 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=0.25ms, fps=3085 images/s, loss=0.7231, top1-acc=79.77%, top5-acc=95.62%, remaining_time=0:00:15.435768, arrival_time=2021-04-10 01:43:12.949419, cost_time=0:00:00.829880 2021-04-10 01:42:58,142 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=1.73ms, fps=4076 images/s, loss=0.7310, top1-acc=79.61%, top5-acc=95.66%, remaining_time=0:00:12.835328, arrival_time=2021-04-10 01:43:10.977723, cost_time=0:00:01.458563 2021-04-10 01:42:58,766 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.46ms, fps=4108 images/s, loss=0.7269, top1-acc=79.75%, top5-acc=95.69%, remaining_time=0:00:11.523388, arrival_time=2021-04-10 01:43:10.289624, cost_time=0:00:02.082539 2021-04-10 01:42:59,401 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=2.79ms, fps=4033 images/s, loss=0.7345, top1-acc=79.89%, top5-acc=95.62%, remaining_time=0:00:10.599264, arrival_time=2021-04-10 01:43:10.000858, cost_time=0:00:02.717762 2021-04-10 01:43:00,029 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=2.45ms, fps=4079 images/s, loss=0.7328, top1-acc=79.70%, top5-acc=95.69%, remaining_time=0:00:09.770612, arrival_time=2021-04-10 01:43:09.800520, cost_time=0:00:03.346123 2021-04-10 01:43:00,659 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=1.95ms, fps=4071 images/s, loss=0.7290, top1-acc=79.85%, top5-acc=95.70%, remaining_time=0:00:09.011496, arrival_time=2021-04-10 01:43:09.670930, cost_time=0:00:03.975655 2021-04-10 01:43:01,287 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=2.44ms, fps=4082 images/s, loss=0.7254, top1-acc=79.89%, top5-acc=95.72%, remaining_time=0:00:08.286012, arrival_time=2021-04-10 01:43:09.573135, cost_time=0:00:04.603369 2021-04-10 01:43:01,911 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=0.41ms, fps=4107 images/s, loss=0.7309, top1-acc=79.66%, top5-acc=95.78%, remaining_time=0:00:07.579672, arrival_time=2021-04-10 01:43:09.490903, cost_time=0:00:05.227389 2021-04-10 01:43:02,540 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=2.00ms, fps=4071 images/s, loss=0.7351, top1-acc=79.52%, top5-acc=95.67%, remaining_time=0:00:06.898374, arrival_time=2021-04-10 01:43:09.439191, cost_time=0:00:05.857070 2021-04-10 01:43:03,165 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=1.47ms, fps=4101 images/s, loss=0.7408, top1-acc=79.32%, top5-acc=95.60%, remaining_time=0:00:06.222720, arrival_time=2021-04-10 01:43:09.388548, cost_time=0:00:06.481992 2021-04-10 01:43:03,787 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=1.42ms, fps=4126 images/s, loss=0.7482, top1-acc=79.12%, top5-acc=95.54%, remaining_time=0:00:05.553450, arrival_time=2021-04-10 01:43:09.340429, cost_time=0:00:07.103282 2021-04-10 01:43:04,409 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=1.60ms, fps=4118 images/s, loss=0.7504, top1-acc=79.10%, top5-acc=95.51%, remaining_time=0:00:04.892728, arrival_time=2021-04-10 01:43:09.301850, cost_time=0:00:07.725406 2021-04-10 01:43:05,036 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=2.21ms, fps=4087 images/s, loss=0.7536, top1-acc=78.97%, top5-acc=95.47%, remaining_time=0:00:04.240368, arrival_time=2021-04-10 01:43:09.276405, cost_time=0:00:08.352198 2021-04-10 01:43:05,662 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=1.99ms, fps=4093 images/s, loss=0.7565, top1-acc=78.94%, top5-acc=95.44%, remaining_time=0:00:03.591392, arrival_time=2021-04-10 01:43:09.253547, cost_time=0:00:08.978456 2021-04-10 01:43:06,292 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=2.08ms, fps=4064 images/s, loss=0.7616, top1-acc=78.78%, top5-acc=95.38%, remaining_time=0:00:02.946714, arrival_time=2021-04-10 01:43:09.239375, cost_time=0:00:09.608847 2021-04-10 01:43:06,923 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=1.49ms, fps=4060 images/s, loss=0.7629, top1-acc=78.79%, top5-acc=95.37%, remaining_time=0:00:02.304000, arrival_time=2021-04-10 01:43:09.227769, cost_time=0:00:10.240060 2021-04-10 01:43:07,554 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.50ms, fps=4061 images/s, loss=0.7603, top1-acc=78.81%, top5-acc=95.39%, remaining_time=0:00:01.662596, arrival_time=2021-04-10 01:43:09.217202, cost_time=0:00:10.870841 2021-04-10 01:43:08,175 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=1.91ms, fps=4129 images/s, loss=0.7612, top1-acc=78.80%, top5-acc=95.37%, remaining_time=0:00:01.021472, arrival_time=2021-04-10 01:43:09.196729, cost_time=0:00:11.491507 2021-04-10 01:43:08,803 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=1.58ms, fps=4078 images/s, loss=0.7642, top1-acc=78.72%, top5-acc=95.36%, remaining_time=0:00:00.382734, arrival_time=2021-04-10 01:43:09.186317, cost_time=0:00:12.119922 2021-04-10 01:43:09,148 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=0.12ms, fps=3952 images/s, loss=0.7671, top1-acc=78.67%, top5-acc=95.35%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:09.148390, cost_time=0:00:12.464410 2021-04-10 01:43:09,481 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=0.20ms, fps=7732 images/s, loss=1.6922, top1-acc=59.84%, top5-acc=83.36%, remaining_time=0:00:00.993210, arrival_time=2021-04-10 01:43:10.474606, cost_time=0:00:00.331073 2021-04-10 01:43:09,714 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=0.30ms, fps=11010 images/s, loss=1.6854, top1-acc=59.96%, top5-acc=83.65%, remaining_time=0:00:00.563920, arrival_time=2021-04-10 01:43:10.278183, cost_time=0:00:00.563925 2021-04-10 01:43:09,958 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=2.88ms, fps=10480 images/s, loss=1.7025, top1-acc=60.25%, top5-acc=83.48%, remaining_time=0:00:00.269520, arrival_time=2021-04-10 01:43:10.228433, cost_time=0:00:00.808566 2021-04-10 01:43:10,185 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=0.11ms, fps=10261 images/s, loss=1.7208, top1-acc=59.65%, top5-acc=83.44%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:10.185417, cost_time=0:00:01.035071 2021-04-10 01:43:10,686 INFO : Epoch=0088 complete, best val top1-acc=59.97%, top5-acc=84.10% (epoch=77), remaining_time=0:26:36.973952, arrival_time=2021-04-10 02:09:47.660829, cost_time=0:20:54.765260 2021-04-10 01:43:10,687 INFO : Train start, epoch=0089, lr=0.059369 2021-04-10 01:43:11,537 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=2.11ms, fps=3011 images/s, loss=0.7725, top1-acc=77.93%, top5-acc=95.31%, remaining_time=0:00:15.812046, arrival_time=2021-04-10 01:43:27.349692, cost_time=0:00:00.850106 2021-04-10 01:43:12,164 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=1.75ms, fps=4087 images/s, loss=0.7618, top1-acc=78.63%, top5-acc=95.53%, remaining_time=0:00:12.997248, arrival_time=2021-04-10 01:43:25.161936, cost_time=0:00:01.476965 2021-04-10 01:43:12,797 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=2.26ms, fps=4048 images/s, loss=0.7471, top1-acc=79.23%, top5-acc=95.62%, remaining_time=0:00:11.676274, arrival_time=2021-04-10 01:43:24.474097, cost_time=0:00:02.110168 2021-04-10 01:43:13,435 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=3.96ms, fps=4018 images/s, loss=0.7428, top1-acc=79.28%, top5-acc=95.67%, remaining_time=0:00:10.717668, arrival_time=2021-04-10 01:43:24.153347, cost_time=0:00:02.748136 2021-04-10 01:43:14,056 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=2.21ms, fps=4127 images/s, loss=0.7336, top1-acc=79.58%, top5-acc=95.72%, remaining_time=0:00:09.837042, arrival_time=2021-04-10 01:43:23.893597, cost_time=0:00:03.368841 2021-04-10 01:43:14,688 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=2.12ms, fps=4058 images/s, loss=0.7363, top1-acc=79.66%, top5-acc=95.66%, remaining_time=0:00:09.067800, arrival_time=2021-04-10 01:43:23.755882, cost_time=0:00:04.000493 2021-04-10 01:43:15,314 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=1.53ms, fps=4094 images/s, loss=0.7311, top1-acc=79.84%, top5-acc=95.74%, remaining_time=0:00:08.327592, arrival_time=2021-04-10 01:43:23.641550, cost_time=0:00:04.626425 2021-04-10 01:43:15,962 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=2.37ms, fps=3953 images/s, loss=0.7357, top1-acc=79.70%, top5-acc=95.69%, remaining_time=0:00:07.647880, arrival_time=2021-04-10 01:43:23.609964, cost_time=0:00:05.274390 2021-04-10 01:43:16,597 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=2.32ms, fps=4034 images/s, loss=0.7355, top1-acc=79.74%, top5-acc=95.71%, remaining_time=0:00:06.960596, arrival_time=2021-04-10 01:43:23.558152, cost_time=0:00:05.909900 2021-04-10 01:43:17,255 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=1.47ms, fps=3897 images/s, loss=0.7361, top1-acc=79.69%, top5-acc=95.70%, remaining_time=0:00:06.304992, arrival_time=2021-04-10 01:43:23.560391, cost_time=0:00:06.567695 2021-04-10 01:43:17,892 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=2.03ms, fps=4027 images/s, loss=0.7384, top1-acc=79.58%, top5-acc=95.71%, remaining_time=0:00:05.632484, arrival_time=2021-04-10 01:43:23.524434, cost_time=0:00:07.204316 2021-04-10 01:43:18,515 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=0.28ms, fps=4113 images/s, loss=0.7427, top1-acc=79.43%, top5-acc=95.69%, remaining_time=0:00:04.957328, arrival_time=2021-04-10 01:43:23.472272, cost_time=0:00:07.827332 2021-04-10 01:43:19,145 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=1.71ms, fps=4064 images/s, loss=0.7429, top1-acc=79.46%, top5-acc=95.68%, remaining_time=0:00:04.294026, arrival_time=2021-04-10 01:43:23.439479, cost_time=0:00:08.457883 2021-04-10 01:43:19,770 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=3.03ms, fps=4102 images/s, loss=0.7435, top1-acc=79.46%, top5-acc=95.69%, remaining_time=0:00:03.633000, arrival_time=2021-04-10 01:43:23.403087, cost_time=0:00:09.082465 2021-04-10 01:43:20,400 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=2.22ms, fps=4067 images/s, loss=0.7442, top1-acc=79.40%, top5-acc=95.69%, remaining_time=0:00:02.978546, arrival_time=2021-04-10 01:43:23.378889, cost_time=0:00:09.712587 2021-04-10 01:43:21,032 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.90ms, fps=4054 images/s, loss=0.7462, top1-acc=79.40%, top5-acc=95.66%, remaining_time=0:00:02.327616, arrival_time=2021-04-10 01:43:23.360145, cost_time=0:00:10.344935 2021-04-10 01:43:21,655 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=1.67ms, fps=4114 images/s, loss=0.7476, top1-acc=79.38%, top5-acc=95.62%, remaining_time=0:00:01.677416, arrival_time=2021-04-10 01:43:23.332702, cost_time=0:00:10.967743 2021-04-10 01:43:22,285 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=1.73ms, fps=4067 images/s, loss=0.7490, top1-acc=79.31%, top5-acc=95.62%, remaining_time=0:00:01.030896, arrival_time=2021-04-10 01:43:23.316145, cost_time=0:00:11.597552 2021-04-10 01:43:22,910 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.34ms, fps=4098 images/s, loss=0.7498, top1-acc=79.26%, top5-acc=95.64%, remaining_time=0:00:00.385992, arrival_time=2021-04-10 01:43:23.296671, cost_time=0:00:12.223095 2021-04-10 01:43:23,253 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=0.10ms, fps=3977 images/s, loss=0.7495, top1-acc=79.26%, top5-acc=95.64%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:23.253088, cost_time=0:00:12.565565 2021-04-10 01:43:23,586 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=0.45ms, fps=7709 images/s, loss=2.0159, top1-acc=55.04%, top5-acc=81.02%, remaining_time=0:00:00.996210, arrival_time=2021-04-10 01:43:24.582430, cost_time=0:00:00.332069 2021-04-10 01:43:23,828 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=3.07ms, fps=10578 images/s, loss=1.9893, top1-acc=55.61%, top5-acc=80.88%, remaining_time=0:00:00.574840, arrival_time=2021-04-10 01:43:24.403753, cost_time=0:00:00.574845 2021-04-10 01:43:24,085 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=0.43ms, fps=9983 images/s, loss=1.9880, top1-acc=56.41%, top5-acc=80.81%, remaining_time=0:00:00.277270, arrival_time=2021-04-10 01:43:24.363160, cost_time=0:00:00.831822 2021-04-10 01:43:24,307 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.07ms, fps=10491 images/s, loss=1.9966, top1-acc=56.31%, top5-acc=80.74%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:24.307504, cost_time=0:00:01.053532 2021-04-10 01:43:24,810 INFO : Epoch=0089 complete, best val top1-acc=59.97%, top5-acc=84.10% (epoch=77), remaining_time=0:26:22.546203, arrival_time=2021-04-10 02:09:47.356187, cost_time=0:21:08.888358 2021-04-10 01:43:24,810 INFO : Train start, epoch=0090, lr=0.058596 2021-04-10 01:43:25,669 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=0.37ms, fps=2982 images/s, loss=0.6813, top1-acc=80.59%, top5-acc=96.21%, remaining_time=0:00:15.968844, arrival_time=2021-04-10 01:43:41.638328, cost_time=0:00:00.858544 2021-04-10 01:43:26,301 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=2.47ms, fps=4058 images/s, loss=0.6819, top1-acc=81.39%, top5-acc=96.27%, remaining_time=0:00:13.118160, arrival_time=2021-04-10 01:43:39.419560, cost_time=0:00:01.490700 2021-04-10 01:43:26,932 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=1.48ms, fps=4060 images/s, loss=0.6816, top1-acc=81.43%, top5-acc=96.24%, remaining_time=0:00:11.740350, arrival_time=2021-04-10 01:43:38.672802, cost_time=0:00:02.121760 2021-04-10 01:43:27,566 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=1.87ms, fps=4041 images/s, loss=0.6866, top1-acc=81.12%, top5-acc=96.08%, remaining_time=0:00:10.747932, arrival_time=2021-04-10 01:43:38.314610, cost_time=0:00:02.755873 2021-04-10 01:43:28,204 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=3.30ms, fps=4022 images/s, loss=0.6782, top1-acc=81.24%, top5-acc=96.17%, remaining_time=0:00:09.908582, arrival_time=2021-04-10 01:43:38.112733, cost_time=0:00:03.393350 2021-04-10 01:43:28,829 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=1.54ms, fps=4100 images/s, loss=0.6882, top1-acc=80.96%, top5-acc=96.18%, remaining_time=0:00:09.109008, arrival_time=2021-04-10 01:43:37.938337, cost_time=0:00:04.018673 2021-04-10 01:43:29,452 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=2.21ms, fps=4114 images/s, loss=0.6940, top1-acc=80.80%, top5-acc=96.07%, remaining_time=0:00:08.354682, arrival_time=2021-04-10 01:43:37.806868, cost_time=0:00:04.641466 2021-04-10 01:43:30,073 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=1.39ms, fps=4127 images/s, loss=0.7030, top1-acc=80.62%, top5-acc=95.99%, remaining_time=0:00:07.630480, arrival_time=2021-04-10 01:43:37.703552, cost_time=0:00:05.262419 2021-04-10 01:43:30,710 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=2.01ms, fps=4018 images/s, loss=0.7140, top1-acc=80.30%, top5-acc=95.86%, remaining_time=0:00:06.948830, arrival_time=2021-04-10 01:43:37.659430, cost_time=0:00:05.899920 2021-04-10 01:43:31,350 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=1.94ms, fps=4004 images/s, loss=0.7146, top1-acc=80.27%, top5-acc=95.84%, remaining_time=0:00:06.278208, arrival_time=2021-04-10 01:43:37.628902, cost_time=0:00:06.539788 2021-04-10 01:43:31,978 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=4.12ms, fps=4087 images/s, loss=0.7149, top1-acc=80.23%, top5-acc=95.85%, remaining_time=0:00:05.603416, arrival_time=2021-04-10 01:43:37.581407, cost_time=0:00:07.167163 2021-04-10 01:43:32,635 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=1.58ms, fps=3898 images/s, loss=0.7149, top1-acc=80.26%, top5-acc=95.82%, remaining_time=0:00:04.955732, arrival_time=2021-04-10 01:43:37.591238, cost_time=0:00:07.824849 2021-04-10 01:43:33,264 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=2.62ms, fps=4074 images/s, loss=0.7178, top1-acc=80.18%, top5-acc=95.84%, remaining_time=0:00:04.291848, arrival_time=2021-04-10 01:43:37.556193, cost_time=0:00:08.453612 2021-04-10 01:43:33,889 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=2.30ms, fps=4098 images/s, loss=0.7226, top1-acc=80.06%, top5-acc=95.83%, remaining_time=0:00:03.631544, arrival_time=2021-04-10 01:43:37.521141, cost_time=0:00:09.078892 2021-04-10 01:43:34,518 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=1.63ms, fps=4077 images/s, loss=0.7233, top1-acc=80.09%, top5-acc=95.83%, remaining_time=0:00:02.976936, arrival_time=2021-04-10 01:43:37.495010, cost_time=0:00:09.707438 2021-04-10 01:43:35,144 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=1.44ms, fps=4093 images/s, loss=0.7284, top1-acc=79.97%, top5-acc=95.77%, remaining_time=0:00:02.324988, arrival_time=2021-04-10 01:43:37.469017, cost_time=0:00:10.333302 2021-04-10 01:43:35,773 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=1.96ms, fps=4074 images/s, loss=0.7326, top1-acc=79.82%, top5-acc=95.72%, remaining_time=0:00:01.676584, arrival_time=2021-04-10 01:43:37.449601, cost_time=0:00:10.962299 2021-04-10 01:43:36,419 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=2.03ms, fps=3967 images/s, loss=0.7328, top1-acc=79.76%, top5-acc=95.71%, remaining_time=0:00:01.031840, arrival_time=2021-04-10 01:43:37.450775, cost_time=0:00:11.608204 2021-04-10 01:43:37,054 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=2.14ms, fps=4032 images/s, loss=0.7356, top1-acc=79.66%, top5-acc=95.69%, remaining_time=0:00:00.386646, arrival_time=2021-04-10 01:43:37.441044, cost_time=0:00:12.243740 2021-04-10 01:43:37,392 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=0.11ms, fps=4032 images/s, loss=0.7358, top1-acc=79.67%, top5-acc=95.69%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:37.392143, cost_time=0:00:12.581470 2021-04-10 01:43:37,744 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=0.19ms, fps=7283 images/s, loss=1.6502, top1-acc=61.60%, top5-acc=84.02%, remaining_time=0:00:01.054410, arrival_time=2021-04-10 01:43:38.799333, cost_time=0:00:00.351473 2021-04-10 01:43:37,990 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=1.53ms, fps=10435 images/s, loss=1.6421, top1-acc=61.17%, top5-acc=84.47%, remaining_time=0:00:00.597300, arrival_time=2021-04-10 01:43:38.588098, cost_time=0:00:00.597300 2021-04-10 01:43:38,234 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=0.40ms, fps=10511 images/s, loss=1.6227, top1-acc=61.50%, top5-acc=84.39%, remaining_time=0:00:00.280470, arrival_time=2021-04-10 01:43:38.515373, cost_time=0:00:00.841420 2021-04-10 01:43:38,453 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=0.13ms, fps=10650 images/s, loss=1.5891, top1-acc=61.99%, top5-acc=84.84%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:38.453240, cost_time=0:00:01.059789 2021-04-10 01:43:39,721 INFO : Epoch=0090 complete, best val top1-acc=61.99%, top5-acc=84.84% (epoch=90), remaining_time=0:26:09.088620, arrival_time=2021-04-10 02:09:48.810039, cost_time=0:21:23.799743 2021-04-10 01:43:39,722 INFO : Train start, epoch=0091, lr=0.057822 2021-04-10 01:43:40,516 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=4.25ms, fps=3225 images/s, loss=0.6985, top1-acc=81.13%, top5-acc=95.94%, remaining_time=0:00:14.762262, arrival_time=2021-04-10 01:43:55.278438, cost_time=0:00:00.793669 2021-04-10 01:43:41,136 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=1.75ms, fps=4129 images/s, loss=0.6887, top1-acc=81.31%, top5-acc=96.19%, remaining_time=0:00:12.448128, arrival_time=2021-04-10 01:43:53.585043, cost_time=0:00:01.414555 2021-04-10 01:43:41,795 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=4.66ms, fps=3892 images/s, loss=0.6848, top1-acc=81.33%, top5-acc=96.28%, remaining_time=0:00:11.468774, arrival_time=2021-04-10 01:43:53.263837, cost_time=0:00:02.072673 2021-04-10 01:43:42,431 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=2.23ms, fps=4028 images/s, loss=0.6838, top1-acc=81.14%, top5-acc=96.32%, remaining_time=0:00:10.564320, arrival_time=2021-04-10 01:43:52.995632, cost_time=0:00:02.708800 2021-04-10 01:43:43,059 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=2.23ms, fps=4079 images/s, loss=0.6800, top1-acc=81.22%, top5-acc=96.36%, remaining_time=0:00:09.744624, arrival_time=2021-04-10 01:43:52.804256, cost_time=0:00:03.337222 2021-04-10 01:43:43,682 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=2.01ms, fps=4117 images/s, loss=0.6845, top1-acc=81.16%, top5-acc=96.27%, remaining_time=0:00:08.975184, arrival_time=2021-04-10 01:43:52.657337, cost_time=0:00:03.959635 2021-04-10 01:43:44,314 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=2.21ms, fps=4056 images/s, loss=0.6827, top1-acc=81.13%, top5-acc=96.28%, remaining_time=0:00:08.264970, arrival_time=2021-04-10 01:43:52.579158, cost_time=0:00:04.591631 2021-04-10 01:43:44,947 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=2.11ms, fps=4047 images/s, loss=0.6809, top1-acc=81.26%, top5-acc=96.28%, remaining_time=0:00:07.576192, arrival_time=2021-04-10 01:43:52.523565, cost_time=0:00:05.224982 2021-04-10 01:43:45,578 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=2.46ms, fps=4061 images/s, loss=0.6841, top1-acc=81.17%, top5-acc=96.24%, remaining_time=0:00:06.896996, arrival_time=2021-04-10 01:43:52.475379, cost_time=0:00:05.855943 2021-04-10 01:43:46,201 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.39ms, fps=4111 images/s, loss=0.6886, top1-acc=81.04%, top5-acc=96.19%, remaining_time=0:00:06.220128, arrival_time=2021-04-10 01:43:52.421786, cost_time=0:00:06.479297 2021-04-10 01:43:46,834 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=2.03ms, fps=4048 images/s, loss=0.6906, top1-acc=80.97%, top5-acc=96.13%, remaining_time=0:00:05.560330, arrival_time=2021-04-10 01:43:52.394780, cost_time=0:00:07.112093 2021-04-10 01:43:47,466 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=1.90ms, fps=4055 images/s, loss=0.6945, top1-acc=80.84%, top5-acc=96.08%, remaining_time=0:00:04.904356, arrival_time=2021-04-10 01:43:52.370667, cost_time=0:00:07.743758 2021-04-10 01:43:48,098 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=2.06ms, fps=4056 images/s, loss=0.6996, top1-acc=80.70%, top5-acc=96.01%, remaining_time=0:00:04.252314, arrival_time=2021-04-10 01:43:52.350637, cost_time=0:00:08.375802 2021-04-10 01:43:48,726 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=2.01ms, fps=4083 images/s, loss=0.7013, top1-acc=80.68%, top5-acc=96.02%, remaining_time=0:00:03.601416, arrival_time=2021-04-10 01:43:52.327409, cost_time=0:00:09.003555 2021-04-10 01:43:49,361 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=1.90ms, fps=4033 images/s, loss=0.7012, top1-acc=80.68%, top5-acc=96.01%, remaining_time=0:00:02.955960, arrival_time=2021-04-10 01:43:52.317426, cost_time=0:00:09.638968 2021-04-10 01:43:49,987 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=1.87ms, fps=4098 images/s, loss=0.7062, top1-acc=80.61%, top5-acc=95.93%, remaining_time=0:00:02.309508, arrival_time=2021-04-10 01:43:52.296558, cost_time=0:00:10.264428 2021-04-10 01:43:50,612 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=1.51ms, fps=4100 images/s, loss=0.7084, top1-acc=80.56%, top5-acc=95.91%, remaining_time=0:00:01.665482, arrival_time=2021-04-10 01:43:52.277617, cost_time=0:00:10.889718 2021-04-10 01:43:51,244 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=2.77ms, fps=4050 images/s, loss=0.7104, top1-acc=80.46%, top5-acc=95.91%, remaining_time=0:00:01.024208, arrival_time=2021-04-10 01:43:52.269045, cost_time=0:00:11.522405 2021-04-10 01:43:51,875 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.84ms, fps=4065 images/s, loss=0.7098, top1-acc=80.47%, top5-acc=95.91%, remaining_time=0:00:00.383772, arrival_time=2021-04-10 01:43:52.259054, cost_time=0:00:12.152833 2021-04-10 01:43:52,213 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=0.09ms, fps=4029 images/s, loss=0.7133, top1-acc=80.38%, top5-acc=95.91%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:52.213420, cost_time=0:00:12.491088 2021-04-10 01:43:52,580 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=6.74ms, fps=7001 images/s, loss=1.7804, top1-acc=59.49%, top5-acc=83.01%, remaining_time=0:00:01.096920, arrival_time=2021-04-10 01:43:53.677021, cost_time=0:00:00.365643 2021-04-10 01:43:52,828 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=2.81ms, fps=10358 images/s, loss=1.7871, top1-acc=59.30%, top5-acc=83.32%, remaining_time=0:00:00.613580, arrival_time=2021-04-10 01:43:53.441536, cost_time=0:00:00.613589 2021-04-10 01:43:53,080 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=0.43ms, fps=10178 images/s, loss=1.7915, top1-acc=59.19%, top5-acc=83.42%, remaining_time=0:00:00.288560, arrival_time=2021-04-10 01:43:53.368560, cost_time=0:00:00.865665 2021-04-10 01:43:53,328 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=1.66ms, fps=9368 images/s, loss=1.7337, top1-acc=59.89%, top5-acc=83.84%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:53.328136, cost_time=0:00:01.113839 2021-04-10 01:43:53,822 INFO : Epoch=0091 complete, best val top1-acc=61.99%, top5-acc=84.84% (epoch=90), remaining_time=0:25:54.628741, arrival_time=2021-04-10 02:09:48.451413, cost_time=0:21:37.901040 2021-04-10 01:43:53,823 INFO : Train start, epoch=0092, lr=0.057045 2021-04-10 01:43:54,646 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=3.34ms, fps=3109 images/s, loss=0.6665, top1-acc=82.30%, top5-acc=95.78%, remaining_time=0:00:15.316914, arrival_time=2021-04-10 01:44:09.963818, cost_time=0:00:00.823492 2021-04-10 01:43:55,270 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=1.57ms, fps=4110 images/s, loss=0.6638, top1-acc=81.80%, top5-acc=96.07%, remaining_time=0:00:12.733072, arrival_time=2021-04-10 01:44:08.003387, cost_time=0:00:01.446933 2021-04-10 01:43:55,903 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=2.15ms, fps=4050 images/s, loss=0.6756, top1-acc=81.32%, top5-acc=96.05%, remaining_time=0:00:11.507286, arrival_time=2021-04-10 01:44:07.410295, cost_time=0:00:02.079640 2021-04-10 01:43:56,527 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=1.53ms, fps=4102 images/s, loss=0.6769, top1-acc=81.30%, top5-acc=95.96%, remaining_time=0:00:10.547004, arrival_time=2021-04-10 01:44:07.074770, cost_time=0:00:02.704346 2021-04-10 01:43:57,154 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=1.80ms, fps=4086 images/s, loss=0.6856, top1-acc=81.02%, top5-acc=96.03%, remaining_time=0:00:09.727980, arrival_time=2021-04-10 01:44:06.882792, cost_time=0:00:03.331492 2021-04-10 01:43:57,794 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=1.95ms, fps=4008 images/s, loss=0.6844, top1-acc=81.10%, top5-acc=95.96%, remaining_time=0:00:08.999936, arrival_time=2021-04-10 01:44:06.793958, cost_time=0:00:03.970556 2021-04-10 01:43:58,425 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=2.03ms, fps=4057 images/s, loss=0.6857, top1-acc=81.08%, top5-acc=96.04%, remaining_time=0:00:08.284122, arrival_time=2021-04-10 01:44:06.709734, cost_time=0:00:04.602296 2021-04-10 01:43:59,074 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=1.75ms, fps=3948 images/s, loss=0.6914, top1-acc=80.85%, top5-acc=96.04%, remaining_time=0:00:07.614008, arrival_time=2021-04-10 01:44:06.688567, cost_time=0:00:05.251053 2021-04-10 01:43:59,705 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=3.73ms, fps=4065 images/s, loss=0.6905, top1-acc=80.92%, top5-acc=96.05%, remaining_time=0:00:06.927312, arrival_time=2021-04-10 01:44:06.632352, cost_time=0:00:05.881715 2021-04-10 01:44:00,330 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=1.74ms, fps=4100 images/s, loss=0.6912, top1-acc=80.90%, top5-acc=96.02%, remaining_time=0:00:06.246240, arrival_time=2021-04-10 01:44:06.576278, cost_time=0:00:06.506549 2021-04-10 01:44:00,956 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=1.91ms, fps=4095 images/s, loss=0.6958, top1-acc=80.79%, top5-acc=95.98%, remaining_time=0:00:05.576326, arrival_time=2021-04-10 01:44:06.532368, cost_time=0:00:07.132491 2021-04-10 01:44:01,591 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=2.68ms, fps=4035 images/s, loss=0.6961, top1-acc=80.83%, top5-acc=95.98%, remaining_time=0:00:04.919708, arrival_time=2021-04-10 01:44:06.511090, cost_time=0:00:07.767999 2021-04-10 01:44:02,228 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=2.04ms, fps=4023 images/s, loss=0.6947, top1-acc=80.77%, top5-acc=96.01%, remaining_time=0:00:04.267098, arrival_time=2021-04-10 01:44:06.495521, cost_time=0:00:08.404945 2021-04-10 01:44:02,889 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=1.65ms, fps=3875 images/s, loss=0.6970, top1-acc=80.66%, top5-acc=96.06%, remaining_time=0:00:03.626560, arrival_time=2021-04-10 01:44:06.516337, cost_time=0:00:09.066435 2021-04-10 01:44:03,513 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=1.49ms, fps=4105 images/s, loss=0.6990, top1-acc=80.57%, top5-acc=96.08%, remaining_time=0:00:02.971738, arrival_time=2021-04-10 01:44:06.485633, cost_time=0:00:09.690515 2021-04-10 01:44:04,146 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.55ms, fps=4048 images/s, loss=0.7044, top1-acc=80.48%, top5-acc=95.98%, remaining_time=0:00:02.322792, arrival_time=2021-04-10 01:44:06.469698, cost_time=0:00:10.323488 2021-04-10 01:44:04,770 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=2.32ms, fps=4111 images/s, loss=0.7070, top1-acc=80.41%, top5-acc=95.93%, remaining_time=0:00:01.674218, arrival_time=2021-04-10 01:44:06.444416, cost_time=0:00:10.946834 2021-04-10 01:44:05,400 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=2.62ms, fps=4067 images/s, loss=0.7095, top1-acc=80.35%, top5-acc=95.91%, remaining_time=0:00:01.029056, arrival_time=2021-04-10 01:44:06.429370, cost_time=0:00:11.576830 2021-04-10 01:44:06,034 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.42ms, fps=4047 images/s, loss=0.7136, top1-acc=80.27%, top5-acc=95.83%, remaining_time=0:00:00.385602, arrival_time=2021-04-10 01:44:06.419623, cost_time=0:00:12.210688 2021-04-10 01:44:06,377 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=0.11ms, fps=3969 images/s, loss=0.7165, top1-acc=80.20%, top5-acc=95.81%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:06.377181, cost_time=0:00:12.553798 2021-04-10 01:44:06,764 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=0.48ms, fps=6637 images/s, loss=1.8627, top1-acc=58.83%, top5-acc=82.58%, remaining_time=0:00:01.157160, arrival_time=2021-04-10 01:44:07.921598, cost_time=0:00:00.385716 2021-04-10 01:44:07,030 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=0.47ms, fps=9661 images/s, loss=1.8416, top1-acc=59.32%, top5-acc=82.42%, remaining_time=0:00:00.651440, arrival_time=2021-04-10 01:44:07.681569, cost_time=0:00:00.651447 2021-04-10 01:44:07,302 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=0.29ms, fps=9414 images/s, loss=1.8028, top1-acc=59.66%, top5-acc=83.11%, remaining_time=0:00:00.307980, arrival_time=2021-04-10 01:44:07.610522, cost_time=0:00:00.923951 2021-04-10 01:44:07,535 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.09ms, fps=9994 images/s, loss=1.8091, top1-acc=59.73%, top5-acc=82.98%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:07.535068, cost_time=0:00:01.156478 2021-04-10 01:44:08,012 INFO : Epoch=0092 complete, best val top1-acc=61.99%, top5-acc=84.84% (epoch=90), remaining_time=0:25:40.280124, arrival_time=2021-04-10 02:09:48.292173, cost_time=0:21:52.090431 2021-04-10 01:44:08,012 INFO : Train start, epoch=0093, lr=0.056267 2021-04-10 01:44:08,823 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=2.61ms, fps=3157 images/s, loss=0.6857, top1-acc=81.13%, top5-acc=96.56%, remaining_time=0:00:15.080508, arrival_time=2021-04-10 01:44:23.904254, cost_time=0:00:00.810784 2021-04-10 01:44:09,458 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=2.27ms, fps=4039 images/s, loss=0.6765, top1-acc=80.92%, top5-acc=96.37%, remaining_time=0:00:12.719872, arrival_time=2021-04-10 01:44:22.178095, cost_time=0:00:01.445439 2021-04-10 01:44:10,101 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=2.71ms, fps=3985 images/s, loss=0.6696, top1-acc=81.04%, top5-acc=96.42%, remaining_time=0:00:11.555260, arrival_time=2021-04-10 01:44:21.656391, cost_time=0:00:02.088289 2021-04-10 01:44:10,744 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=2.79ms, fps=3984 images/s, loss=0.6759, top1-acc=80.80%, top5-acc=96.42%, remaining_time=0:00:10.652772, arrival_time=2021-04-10 01:44:21.397193, cost_time=0:00:02.731471 2021-04-10 01:44:11,386 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=2.32ms, fps=3994 images/s, loss=0.6774, top1-acc=80.73%, top5-acc=96.41%, remaining_time=0:00:09.850036, arrival_time=2021-04-10 01:44:21.236165, cost_time=0:00:03.373292 2021-04-10 01:44:12,051 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.83ms, fps=3852 images/s, loss=0.6800, top1-acc=80.88%, top5-acc=96.41%, remaining_time=0:00:09.154160, arrival_time=2021-04-10 01:44:21.205654, cost_time=0:00:04.038593 2021-04-10 01:44:12,685 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=1.40ms, fps=4041 images/s, loss=0.6774, top1-acc=80.92%, top5-acc=96.41%, remaining_time=0:00:08.411130, arrival_time=2021-04-10 01:44:21.096828, cost_time=0:00:04.672884 2021-04-10 01:44:13,310 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.49ms, fps=4104 images/s, loss=0.6797, top1-acc=80.82%, top5-acc=96.43%, remaining_time=0:00:07.680940, arrival_time=2021-04-10 01:44:20.991082, cost_time=0:00:05.297222 2021-04-10 01:44:13,935 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.59ms, fps=4099 images/s, loss=0.6746, top1-acc=81.00%, top5-acc=96.49%, remaining_time=0:00:06.975542, arrival_time=2021-04-10 01:44:20.910995, cost_time=0:00:05.922665 2021-04-10 01:44:14,555 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=1.69ms, fps=4129 images/s, loss=0.6743, top1-acc=81.03%, top5-acc=96.43%, remaining_time=0:00:06.281376, arrival_time=2021-04-10 01:44:20.837235, cost_time=0:00:06.543088 2021-04-10 01:44:15,180 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=2.73ms, fps=4104 images/s, loss=0.6721, top1-acc=81.09%, top5-acc=96.38%, remaining_time=0:00:05.603502, arrival_time=2021-04-10 01:44:20.783630, cost_time=0:00:07.167224 2021-04-10 01:44:15,813 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=2.16ms, fps=4046 images/s, loss=0.6787, top1-acc=80.95%, top5-acc=96.37%, remaining_time=0:00:04.940456, arrival_time=2021-04-10 01:44:20.754056, cost_time=0:00:07.800767 2021-04-10 01:44:16,446 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=1.51ms, fps=4051 images/s, loss=0.6771, top1-acc=80.96%, top5-acc=96.39%, remaining_time=0:00:04.281552, arrival_time=2021-04-10 01:44:20.727812, cost_time=0:00:08.433297 2021-04-10 01:44:17,080 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=2.24ms, fps=4045 images/s, loss=0.6791, top1-acc=80.92%, top5-acc=96.32%, remaining_time=0:00:03.626840, arrival_time=2021-04-10 01:44:20.706772, cost_time=0:00:09.067104 2021-04-10 01:44:17,704 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=1.97ms, fps=4102 images/s, loss=0.6814, top1-acc=80.87%, top5-acc=96.29%, remaining_time=0:00:02.972152, arrival_time=2021-04-10 01:44:20.676859, cost_time=0:00:09.691753 2021-04-10 01:44:18,328 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.94ms, fps=4108 images/s, loss=0.6847, top1-acc=80.81%, top5-acc=96.30%, remaining_time=0:00:02.321064, arrival_time=2021-04-10 01:44:20.649720, cost_time=0:00:10.315811 2021-04-10 01:44:18,957 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=2.71ms, fps=4078 images/s, loss=0.6895, top1-acc=80.73%, top5-acc=96.23%, remaining_time=0:00:01.673828, arrival_time=2021-04-10 01:44:20.630836, cost_time=0:00:10.944192 2021-04-10 01:44:19,588 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=1.60ms, fps=4057 images/s, loss=0.6935, top1-acc=80.66%, top5-acc=96.22%, remaining_time=0:00:01.028960, arrival_time=2021-04-10 01:44:20.617744, cost_time=0:00:11.575798 2021-04-10 01:44:20,220 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=1.64ms, fps=4061 images/s, loss=0.6981, top1-acc=80.52%, top5-acc=96.14%, remaining_time=0:00:00.385494, arrival_time=2021-04-10 01:44:20.605559, cost_time=0:00:12.207258 2021-04-10 01:44:20,565 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=0.20ms, fps=3945 images/s, loss=0.6995, top1-acc=80.46%, top5-acc=96.13%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:20.565496, cost_time=0:00:12.552593 2021-04-10 01:44:20,958 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=11.45ms, fps=6541 images/s, loss=1.7471, top1-acc=59.69%, top5-acc=84.34%, remaining_time=0:00:01.174020, arrival_time=2021-04-10 01:44:22.132436, cost_time=0:00:00.391344 2021-04-10 01:44:21,208 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=0.37ms, fps=10243 images/s, loss=1.6996, top1-acc=60.59%, top5-acc=84.36%, remaining_time=0:00:00.641780, arrival_time=2021-04-10 01:44:21.850659, cost_time=0:00:00.641783 2021-04-10 01:44:21,477 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=5.90ms, fps=9558 images/s, loss=1.6915, top1-acc=61.08%, top5-acc=84.44%, remaining_time=0:00:00.303440, arrival_time=2021-04-10 01:44:21.780782, cost_time=0:00:00.910312 2021-04-10 01:44:21,704 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=0.11ms, fps=10243 images/s, loss=1.6899, top1-acc=60.90%, top5-acc=84.31%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:21.704306, cost_time=0:00:01.137295 2021-04-10 01:44:22,284 INFO : Epoch=0093 complete, best val top1-acc=61.99%, top5-acc=84.84% (epoch=90), remaining_time=0:25:26.030683, arrival_time=2021-04-10 02:09:48.315456, cost_time=0:22:06.363152 2021-04-10 01:44:22,285 INFO : Train start, epoch=0094, lr=0.055487 2021-04-10 01:44:23,145 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=0.27ms, fps=2977 images/s, loss=0.6339, top1-acc=81.99%, top5-acc=96.64%, remaining_time=0:00:15.996558, arrival_time=2021-04-10 01:44:39.142102, cost_time=0:00:00.860028 2021-04-10 01:44:23,776 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=1.92ms, fps=4059 images/s, loss=0.6585, top1-acc=81.52%, top5-acc=96.29%, remaining_time=0:00:13.123968, arrival_time=2021-04-10 01:44:36.900835, cost_time=0:00:01.491368 2021-04-10 01:44:24,408 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=1.91ms, fps=4057 images/s, loss=0.6505, top1-acc=81.60%, top5-acc=96.52%, remaining_time=0:00:11.746990, arrival_time=2021-04-10 01:44:36.155565, cost_time=0:00:02.122943 2021-04-10 01:44:25,043 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=2.00ms, fps=4034 images/s, loss=0.6426, top1-acc=81.82%, top5-acc=96.60%, remaining_time=0:00:10.757760, arrival_time=2021-04-10 01:44:35.801642, cost_time=0:00:02.758399 2021-04-10 01:44:25,677 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=3.65ms, fps=4047 images/s, loss=0.6405, top1-acc=81.83%, top5-acc=96.72%, remaining_time=0:00:09.903180, arrival_time=2021-04-10 01:44:35.580194, cost_time=0:00:03.391479 2021-04-10 01:44:26,316 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=2.20ms, fps=4013 images/s, loss=0.6445, top1-acc=81.80%, top5-acc=96.63%, remaining_time=0:00:09.135256, arrival_time=2021-04-10 01:44:35.451139, cost_time=0:00:04.030242 2021-04-10 01:44:26,966 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=15.02ms, fps=3943 images/s, loss=0.6499, top1-acc=81.65%, top5-acc=96.68%, remaining_time=0:00:08.424990, arrival_time=2021-04-10 01:44:35.391048, cost_time=0:00:04.680576 2021-04-10 01:44:27,597 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=1.68ms, fps=4059 images/s, loss=0.6518, top1-acc=81.70%, top5-acc=96.65%, remaining_time=0:00:07.702284, arrival_time=2021-04-10 01:44:35.299669, cost_time=0:00:05.311883 2021-04-10 01:44:28,232 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=2.33ms, fps=4032 images/s, loss=0.6555, top1-acc=81.58%, top5-acc=96.59%, remaining_time=0:00:07.004692, arrival_time=2021-04-10 01:44:35.237580, cost_time=0:00:05.947380 2021-04-10 01:44:28,884 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=1.58ms, fps=3934 images/s, loss=0.6564, top1-acc=81.54%, top5-acc=96.55%, remaining_time=0:00:06.334752, arrival_time=2021-04-10 01:44:35.218969, cost_time=0:00:06.598731 2021-04-10 01:44:29,510 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=2.02ms, fps=4090 images/s, loss=0.6633, top1-acc=81.42%, top5-acc=96.48%, remaining_time=0:00:05.648910, arrival_time=2021-04-10 01:44:35.159739, cost_time=0:00:07.225303 2021-04-10 01:44:30,145 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=1.63ms, fps=4040 images/s, loss=0.6670, top1-acc=81.28%, top5-acc=96.39%, remaining_time=0:00:04.977772, arrival_time=2021-04-10 01:44:35.122893, cost_time=0:00:07.859584 2021-04-10 01:44:30,773 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=2.42ms, fps=4080 images/s, loss=0.6708, top1-acc=81.16%, top5-acc=96.35%, remaining_time=0:00:04.309140, arrival_time=2021-04-10 01:44:35.082320, cost_time=0:00:08.487733 2021-04-10 01:44:31,402 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=1.41ms, fps=4070 images/s, loss=0.6728, top1-acc=81.17%, top5-acc=96.31%, remaining_time=0:00:03.646888, arrival_time=2021-04-10 01:44:35.049620, cost_time=0:00:09.117205 2021-04-10 01:44:32,022 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=1.63ms, fps=4132 images/s, loss=0.6774, top1-acc=81.02%, top5-acc=96.30%, remaining_time=0:00:02.986136, arrival_time=2021-04-10 01:44:35.008925, cost_time=0:00:09.737335 2021-04-10 01:44:32,647 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=1.44ms, fps=4102 images/s, loss=0.6823, top1-acc=80.91%, top5-acc=96.23%, remaining_time=0:00:02.331432, arrival_time=2021-04-10 01:44:34.978813, cost_time=0:00:10.361946 2021-04-10 01:44:33,279 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=1.91ms, fps=4055 images/s, loss=0.6861, top1-acc=80.83%, top5-acc=96.17%, remaining_time=0:00:01.681368, arrival_time=2021-04-10 01:44:34.960580, cost_time=0:00:10.993637 2021-04-10 01:44:33,905 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=1.89ms, fps=4093 images/s, loss=0.6911, top1-acc=80.71%, top5-acc=96.13%, remaining_time=0:00:01.032880, arrival_time=2021-04-10 01:44:34.938280, cost_time=0:00:11.619883 2021-04-10 01:44:34,529 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.87ms, fps=4105 images/s, loss=0.6934, top1-acc=80.66%, top5-acc=96.10%, remaining_time=0:00:00.386658, arrival_time=2021-04-10 01:44:34.916349, cost_time=0:00:12.244230 2021-04-10 01:44:34,868 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=0.08ms, fps=4027 images/s, loss=0.6941, top1-acc=80.66%, top5-acc=96.10%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:34.867972, cost_time=0:00:12.582527 2021-04-10 01:44:35,193 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=0.46ms, fps=7894 images/s, loss=1.8759, top1-acc=57.85%, top5-acc=81.87%, remaining_time=0:00:00.972840, arrival_time=2021-04-10 01:44:36.166202, cost_time=0:00:00.324280 2021-04-10 01:44:35,446 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=0.34ms, fps=10148 images/s, loss=1.9050, top1-acc=58.03%, top5-acc=81.87%, remaining_time=0:00:00.577420, arrival_time=2021-04-10 01:44:36.023775, cost_time=0:00:00.577416 2021-04-10 01:44:35,698 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=0.45ms, fps=10180 images/s, loss=1.8936, top1-acc=57.96%, top5-acc=81.81%, remaining_time=0:00:00.276450, arrival_time=2021-04-10 01:44:35.974801, cost_time=0:00:00.829359 2021-04-10 01:44:35,923 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=0.07ms, fps=10312 images/s, loss=1.8595, top1-acc=58.21%, top5-acc=82.07%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:35.923805, cost_time=0:00:01.054940 2021-04-10 01:44:36,384 INFO : Epoch=0094 complete, best val top1-acc=61.99%, top5-acc=84.84% (epoch=90), remaining_time=0:25:11.586076, arrival_time=2021-04-10 02:09:47.970850, cost_time=0:22:20.463144 2021-04-10 01:44:36,385 INFO : Train start, epoch=0095, lr=0.054705 2021-04-10 01:44:37,225 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=0.71ms, fps=3047 images/s, loss=0.6639, top1-acc=81.76%, top5-acc=96.29%, remaining_time=0:00:15.626046, arrival_time=2021-04-10 01:44:52.851688, cost_time=0:00:00.840109 2021-04-10 01:44:37,853 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=0.39ms, fps=4084 images/s, loss=0.6558, top1-acc=81.60%, top5-acc=96.31%, remaining_time=0:00:12.915232, arrival_time=2021-04-10 01:44:50.768375, cost_time=0:00:01.467650 2021-04-10 01:44:38,491 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=1.94ms, fps=4013 images/s, loss=0.6463, top1-acc=81.77%, top5-acc=96.35%, remaining_time=0:00:11.654528, arrival_time=2021-04-10 01:44:50.146378, cost_time=0:00:02.106238 2021-04-10 01:44:39,124 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=1.85ms, fps=4052 images/s, loss=0.6343, top1-acc=82.09%, top5-acc=96.47%, remaining_time=0:00:10.682412, arrival_time=2021-04-10 01:44:49.806991, cost_time=0:00:02.739085 2021-04-10 01:44:39,746 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=0.38ms, fps=4123 images/s, loss=0.6335, top1-acc=82.16%, top5-acc=96.61%, remaining_time=0:00:09.812806, arrival_time=2021-04-10 01:44:49.558879, cost_time=0:00:03.360545 2021-04-10 01:44:40,382 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=1.56ms, fps=4028 images/s, loss=0.6329, top1-acc=82.08%, top5-acc=96.65%, remaining_time=0:00:09.059232, arrival_time=2021-04-10 01:44:49.441387, cost_time=0:00:03.996720 2021-04-10 01:44:41,005 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=2.11ms, fps=4110 images/s, loss=0.6313, top1-acc=82.17%, top5-acc=96.73%, remaining_time=0:00:08.316000, arrival_time=2021-04-10 01:44:49.321466, cost_time=0:00:04.620030 2021-04-10 01:44:41,635 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.61ms, fps=4067 images/s, loss=0.6337, top1-acc=82.17%, top5-acc=96.68%, remaining_time=0:00:07.612384, arrival_time=2021-04-10 01:44:49.247851, cost_time=0:00:05.249943 2021-04-10 01:44:42,264 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=1.86ms, fps=4076 images/s, loss=0.6356, top1-acc=82.10%, top5-acc=96.59%, remaining_time=0:00:06.923602, arrival_time=2021-04-10 01:44:49.187645, cost_time=0:00:05.878569 2021-04-10 01:44:42,896 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=2.81ms, fps=4052 images/s, loss=0.6412, top1-acc=82.05%, top5-acc=96.56%, remaining_time=0:00:06.250560, arrival_time=2021-04-10 01:44:49.147115, cost_time=0:00:06.510974 2021-04-10 01:44:43,517 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=2.10ms, fps=4129 images/s, loss=0.6440, top1-acc=81.95%, top5-acc=96.56%, remaining_time=0:00:05.575724, arrival_time=2021-04-10 01:44:49.092953, cost_time=0:00:07.131751 2021-04-10 01:44:44,144 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=2.04ms, fps=4089 images/s, loss=0.6473, top1-acc=81.89%, top5-acc=96.52%, remaining_time=0:00:04.913704, arrival_time=2021-04-10 01:44:49.057639, cost_time=0:00:07.758453 2021-04-10 01:44:44,770 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=1.64ms, fps=4090 images/s, loss=0.6496, top1-acc=81.76%, top5-acc=96.54%, remaining_time=0:00:04.256934, arrival_time=2021-04-10 01:44:49.027441, cost_time=0:00:08.384927 2021-04-10 01:44:45,397 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=1.46ms, fps=4089 images/s, loss=0.6513, top1-acc=81.69%, top5-acc=96.52%, remaining_time=0:00:03.604720, arrival_time=2021-04-10 01:44:49.001928, cost_time=0:00:09.011781 2021-04-10 01:44:46,021 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=2.31ms, fps=4103 images/s, loss=0.6542, top1-acc=81.63%, top5-acc=96.49%, remaining_time=0:00:02.955086, arrival_time=2021-04-10 01:44:48.976682, cost_time=0:00:09.636161 2021-04-10 01:44:46,645 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=1.53ms, fps=4109 images/s, loss=0.6592, top1-acc=81.55%, top5-acc=96.44%, remaining_time=0:00:02.308428, arrival_time=2021-04-10 01:44:48.953727, cost_time=0:00:10.259677 2021-04-10 01:44:47,270 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=1.89ms, fps=4098 images/s, loss=0.6655, top1-acc=81.39%, top5-acc=96.39%, remaining_time=0:00:01.664832, arrival_time=2021-04-10 01:44:48.935717, cost_time=0:00:10.885398 2021-04-10 01:44:47,911 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=2.25ms, fps=4001 images/s, loss=0.6657, top1-acc=81.38%, top5-acc=96.37%, remaining_time=0:00:01.024528, arrival_time=2021-04-10 01:44:48.935866, cost_time=0:00:11.525859 2021-04-10 01:44:48,561 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.84ms, fps=3940 images/s, loss=0.6716, top1-acc=81.19%, top5-acc=96.32%, remaining_time=0:00:00.384510, arrival_time=2021-04-10 01:44:48.946139, cost_time=0:00:12.176078 2021-04-10 01:44:48,908 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=0.09ms, fps=3932 images/s, loss=0.6749, top1-acc=81.13%, top5-acc=96.28%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:48.908161, cost_time=0:00:12.522732 2021-04-10 01:44:49,252 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=2.21ms, fps=7462 images/s, loss=1.5538, top1-acc=64.18%, top5-acc=85.66%, remaining_time=0:00:01.029120, arrival_time=2021-04-10 01:44:50.281367, cost_time=0:00:00.343039 2021-04-10 01:44:49,550 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=0.32ms, fps=8586 images/s, loss=1.6329, top1-acc=62.70%, top5-acc=85.14%, remaining_time=0:00:00.641700, arrival_time=2021-04-10 01:44:50.192566, cost_time=0:00:00.641693 2021-04-10 01:44:49,817 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=0.40ms, fps=9624 images/s, loss=1.6619, top1-acc=61.80%, top5-acc=84.52%, remaining_time=0:00:00.302690, arrival_time=2021-04-10 01:44:50.119934, cost_time=0:00:00.908080 2021-04-10 01:44:50,041 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=0.06ms, fps=10359 images/s, loss=1.6588, top1-acc=61.64%, top5-acc=84.66%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:50.041543, cost_time=0:00:01.132421 2021-04-10 01:44:50,551 INFO : Epoch=0095 complete, best val top1-acc=61.99%, top5-acc=84.84% (epoch=90), remaining_time=0:24:57.222615, arrival_time=2021-04-10 02:09:47.774269, cost_time=0:22:34.630031 2021-04-10 01:44:50,552 INFO : Train start, epoch=0096, lr=0.053923 2021-04-10 01:44:51,383 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=0.72ms, fps=3079 images/s, loss=0.6520, top1-acc=80.94%, top5-acc=97.03%, remaining_time=0:00:15.462366, arrival_time=2021-04-10 01:45:06.846222, cost_time=0:00:00.831314 2021-04-10 01:44:52,021 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=2.15ms, fps=4017 images/s, loss=0.6319, top1-acc=82.15%, top5-acc=96.74%, remaining_time=0:00:12.931600, arrival_time=2021-04-10 01:45:04.953473, cost_time=0:00:01.469505 2021-04-10 01:44:52,642 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=1.67ms, fps=4128 images/s, loss=0.6334, top1-acc=82.12%, top5-acc=96.82%, remaining_time=0:00:11.565386, arrival_time=2021-04-10 01:45:04.207999, cost_time=0:00:02.090134 2021-04-10 01:44:53,271 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=2.89ms, fps=4076 images/s, loss=0.6233, top1-acc=82.39%, top5-acc=96.95%, remaining_time=0:00:10.603944, arrival_time=2021-04-10 01:45:03.875322, cost_time=0:00:02.718969 2021-04-10 01:44:53,903 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.51ms, fps=4054 images/s, loss=0.6378, top1-acc=82.04%, top5-acc=96.82%, remaining_time=0:00:09.785066, arrival_time=2021-04-10 01:45:03.688572, cost_time=0:00:03.351054 2021-04-10 01:44:54,529 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=2.09ms, fps=4093 images/s, loss=0.6344, top1-acc=82.29%, top5-acc=96.80%, remaining_time=0:00:09.015032, arrival_time=2021-04-10 01:45:03.544659, cost_time=0:00:03.977215 2021-04-10 01:44:55,150 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=2.13ms, fps=4124 images/s, loss=0.6302, top1-acc=82.37%, top5-acc=96.81%, remaining_time=0:00:08.277192, arrival_time=2021-04-10 01:45:03.428070, cost_time=0:00:04.598459 2021-04-10 01:44:55,773 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=2.06ms, fps=4116 images/s, loss=0.6324, top1-acc=82.35%, top5-acc=96.69%, remaining_time=0:00:07.570392, arrival_time=2021-04-10 01:45:03.343828, cost_time=0:00:05.220983 2021-04-10 01:44:56,397 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=2.25ms, fps=4105 images/s, loss=0.6360, top1-acc=82.29%, top5-acc=96.67%, remaining_time=0:00:06.884382, arrival_time=2021-04-10 01:45:03.281995, cost_time=0:00:05.845195 2021-04-10 01:44:57,044 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=2.74ms, fps=3961 images/s, loss=0.6416, top1-acc=82.10%, top5-acc=96.70%, remaining_time=0:00:06.232320, arrival_time=2021-04-10 01:45:03.276756, cost_time=0:00:06.492030 2021-04-10 01:44:57,685 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=1.42ms, fps=4000 images/s, loss=0.6424, top1-acc=82.06%, top5-acc=96.69%, remaining_time=0:00:05.576584, arrival_time=2021-04-10 01:45:03.261905, cost_time=0:00:07.132867 2021-04-10 01:44:58,320 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=2.36ms, fps=4032 images/s, loss=0.6443, top1-acc=81.99%, top5-acc=96.69%, remaining_time=0:00:04.920012, arrival_time=2021-04-10 01:45:03.240903, cost_time=0:00:07.768475 2021-04-10 01:44:58,952 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=1.70ms, fps=4058 images/s, loss=0.6475, top1-acc=81.89%, top5-acc=96.67%, remaining_time=0:00:04.264590, arrival_time=2021-04-10 01:45:03.216957, cost_time=0:00:08.399896 2021-04-10 01:44:59,579 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=2.06ms, fps=4088 images/s, loss=0.6501, top1-acc=81.82%, top5-acc=96.65%, remaining_time=0:00:03.610712, arrival_time=2021-04-10 01:45:03.189964, cost_time=0:00:09.026833 2021-04-10 01:45:00,208 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=1.54ms, fps=4075 images/s, loss=0.6525, top1-acc=81.77%, top5-acc=96.59%, remaining_time=0:00:02.961066, arrival_time=2021-04-10 01:45:03.169067, cost_time=0:00:09.655594 2021-04-10 01:45:00,838 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.95ms, fps=4065 images/s, loss=0.6575, top1-acc=81.59%, top5-acc=96.58%, remaining_time=0:00:02.314332, arrival_time=2021-04-10 01:45:03.152827, cost_time=0:00:10.285930 2021-04-10 01:45:01,470 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=1.99ms, fps=4054 images/s, loss=0.6626, top1-acc=81.47%, top5-acc=96.57%, remaining_time=0:00:01.669876, arrival_time=2021-04-10 01:45:03.140723, cost_time=0:00:10.918479 2021-04-10 01:45:02,107 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=8.96ms, fps=4022 images/s, loss=0.6637, top1-acc=81.41%, top5-acc=96.53%, remaining_time=0:00:01.027136, arrival_time=2021-04-10 01:45:03.134939, cost_time=0:00:11.555331 2021-04-10 01:45:02,734 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=1.31ms, fps=4090 images/s, loss=0.6641, top1-acc=81.42%, top5-acc=96.50%, remaining_time=0:00:00.384696, arrival_time=2021-04-10 01:45:03.119025, cost_time=0:00:12.181948 2021-04-10 01:45:03,079 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=0.09ms, fps=3943 images/s, loss=0.6657, top1-acc=81.40%, top5-acc=96.49%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:03.079776, cost_time=0:00:12.527347 2021-04-10 01:45:03,404 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=6.42ms, fps=7929 images/s, loss=1.6552, top1-acc=61.68%, top5-acc=84.57%, remaining_time=0:00:00.968520, arrival_time=2021-04-10 01:45:04.372664, cost_time=0:00:00.322844 2021-04-10 01:45:03,651 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=0.46ms, fps=10403 images/s, loss=1.6386, top1-acc=62.13%, top5-acc=85.04%, remaining_time=0:00:00.569500, arrival_time=2021-04-10 01:45:04.220426, cost_time=0:00:00.569503 2021-04-10 01:45:03,895 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=0.42ms, fps=10496 images/s, loss=1.6742, top1-acc=61.51%, top5-acc=84.69%, remaining_time=0:00:00.271410, arrival_time=2021-04-10 01:45:04.166969, cost_time=0:00:00.814221 2021-04-10 01:45:04,112 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=0.09ms, fps=10701 images/s, loss=1.7090, top1-acc=61.10%, top5-acc=84.33%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:04.112865, cost_time=0:00:01.031660 2021-04-10 01:45:04,692 INFO : Epoch=0096 complete, best val top1-acc=61.99%, top5-acc=84.84% (epoch=90), remaining_time=0:24:42.834912, arrival_time=2021-04-10 02:09:47.527226, cost_time=0:22:48.770694 2021-04-10 01:45:04,692 INFO : Train start, epoch=0097, lr=0.053140 2021-04-10 01:45:05,497 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=1.80ms, fps=3183 images/s, loss=0.6213, top1-acc=83.28%, top5-acc=96.48%, remaining_time=0:00:14.959608, arrival_time=2021-04-10 01:45:20.456957, cost_time=0:00:00.804284 2021-04-10 01:45:06,124 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=1.79ms, fps=4087 images/s, loss=0.6395, top1-acc=82.73%, top5-acc=96.39%, remaining_time=0:00:12.595088, arrival_time=2021-04-10 01:45:18.719535, cost_time=0:00:01.431262 2021-04-10 01:45:06,750 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=2.25ms, fps=4093 images/s, loss=0.6321, top1-acc=82.76%, top5-acc=96.51%, remaining_time=0:00:11.385940, arrival_time=2021-04-10 01:45:18.136697, cost_time=0:00:02.057691 2021-04-10 01:45:07,369 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=1.50ms, fps=4144 images/s, loss=0.6293, top1-acc=82.95%, top5-acc=96.56%, remaining_time=0:00:10.436712, arrival_time=2021-04-10 01:45:17.805813, cost_time=0:00:02.676078 2021-04-10 01:45:07,993 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=2.75ms, fps=4107 images/s, loss=0.6328, top1-acc=82.56%, top5-acc=96.65%, remaining_time=0:00:09.636000, arrival_time=2021-04-10 01:45:17.629095, cost_time=0:00:03.300012 2021-04-10 01:45:08,618 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=2.08ms, fps=4100 images/s, loss=0.6287, top1-acc=82.62%, top5-acc=96.70%, remaining_time=0:00:08.896848, arrival_time=2021-04-10 01:45:17.515073, cost_time=0:00:03.925062 2021-04-10 01:45:09,255 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=2.00ms, fps=4021 images/s, loss=0.6285, top1-acc=82.72%, top5-acc=96.75%, remaining_time=0:00:08.212176, arrival_time=2021-04-10 01:45:17.467710, cost_time=0:00:04.562354 2021-04-10 01:45:09,879 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.91ms, fps=4109 images/s, loss=0.6328, top1-acc=82.62%, top5-acc=96.71%, remaining_time=0:00:07.520164, arrival_time=2021-04-10 01:45:17.399551, cost_time=0:00:05.186286 2021-04-10 01:45:10,501 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=1.61ms, fps=4122 images/s, loss=0.6340, top1-acc=82.54%, top5-acc=96.78%, remaining_time=0:00:06.840498, arrival_time=2021-04-10 01:45:17.341482, cost_time=0:00:05.807966 2021-04-10 01:45:11,130 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=1.84ms, fps=4070 images/s, loss=0.6391, top1-acc=82.50%, top5-acc=96.73%, remaining_time=0:00:06.179904, arrival_time=2021-04-10 01:45:17.310344, cost_time=0:00:06.437412 2021-04-10 01:45:11,788 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=3.57ms, fps=3892 images/s, loss=0.6420, top1-acc=82.44%, top5-acc=96.68%, remaining_time=0:00:05.547430, arrival_time=2021-04-10 01:45:17.336268, cost_time=0:00:07.095570 2021-04-10 01:45:12,427 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=2.30ms, fps=4013 images/s, loss=0.6408, top1-acc=82.46%, top5-acc=96.69%, remaining_time=0:00:04.898504, arrival_time=2021-04-10 01:45:17.326168, cost_time=0:00:07.734533 2021-04-10 01:45:13,058 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.83ms, fps=4068 images/s, loss=0.6433, top1-acc=82.35%, top5-acc=96.69%, remaining_time=0:00:04.246704, arrival_time=2021-04-10 01:45:17.304665, cost_time=0:00:08.364678 2021-04-10 01:45:13,703 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=1.94ms, fps=3970 images/s, loss=0.6468, top1-acc=82.27%, top5-acc=96.64%, remaining_time=0:00:03.604272, arrival_time=2021-04-10 01:45:17.308005, cost_time=0:00:09.010665 2021-04-10 01:45:14,330 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=2.30ms, fps=4088 images/s, loss=0.6511, top1-acc=82.12%, top5-acc=96.61%, remaining_time=0:00:02.955592, arrival_time=2021-04-10 01:45:17.286496, cost_time=0:00:09.637861 2021-04-10 01:45:14,960 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=2.19ms, fps=4071 images/s, loss=0.6510, top1-acc=82.09%, top5-acc=96.62%, remaining_time=0:00:02.310120, arrival_time=2021-04-10 01:45:17.270562, cost_time=0:00:10.267246 2021-04-10 01:45:15,587 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=2.07ms, fps=4086 images/s, loss=0.6535, top1-acc=82.00%, top5-acc=96.57%, remaining_time=0:00:01.666262, arrival_time=2021-04-10 01:45:17.254160, cost_time=0:00:10.894869 2021-04-10 01:45:16,213 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=1.67ms, fps=4098 images/s, loss=0.6583, top1-acc=81.86%, top5-acc=96.52%, remaining_time=0:00:01.024000, arrival_time=2021-04-10 01:45:17.237056, cost_time=0:00:11.520026 2021-04-10 01:45:16,843 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=2.00ms, fps=4067 images/s, loss=0.6604, top1-acc=81.82%, top5-acc=96.49%, remaining_time=0:00:00.383682, arrival_time=2021-04-10 01:45:17.226799, cost_time=0:00:12.149952 2021-04-10 01:45:17,182 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=1.70ms, fps=4009 images/s, loss=0.6632, top1-acc=81.74%, top5-acc=96.47%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:17.182915, cost_time=0:00:12.489883 2021-04-10 01:45:17,542 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=5.91ms, fps=7153 images/s, loss=1.7716, top1-acc=61.48%, top5-acc=83.28%, remaining_time=0:00:01.073550, arrival_time=2021-04-10 01:45:18.615580, cost_time=0:00:00.357853 2021-04-10 01:45:17,781 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=0.30ms, fps=10707 images/s, loss=1.7865, top1-acc=60.47%, top5-acc=82.99%, remaining_time=0:00:00.597320, arrival_time=2021-04-10 01:45:18.378961, cost_time=0:00:00.597328 2021-04-10 01:45:18,052 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=4.60ms, fps=9492 images/s, loss=1.7810, top1-acc=60.17%, top5-acc=83.23%, remaining_time=0:00:00.289260, arrival_time=2021-04-10 01:45:18.341230, cost_time=0:00:00.867780 2021-04-10 01:45:18,271 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=0.08ms, fps=10608 images/s, loss=1.8228, top1-acc=60.15%, top5-acc=83.49%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:18.271055, cost_time=0:00:01.086906 2021-04-10 01:45:18,802 INFO : Epoch=0097 complete, best val top1-acc=61.99%, top5-acc=84.84% (epoch=90), remaining_time=0:24:28.419706, arrival_time=2021-04-10 02:09:47.222054, cost_time=0:23:02.880715 2021-04-10 01:45:18,802 INFO : Train start, epoch=0098, lr=0.052355 2021-04-10 01:45:19,640 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=0.78ms, fps=3057 images/s, loss=0.5968, top1-acc=83.09%, top5-acc=97.19%, remaining_time=0:00:15.577128, arrival_time=2021-04-10 01:45:35.217761, cost_time=0:00:00.837475 2021-04-10 01:45:20,274 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=2.11ms, fps=4046 images/s, loss=0.5801, top1-acc=83.42%, top5-acc=97.54%, remaining_time=0:00:12.945504, arrival_time=2021-04-10 01:45:33.219636, cost_time=0:00:01.471077 2021-04-10 01:45:20,901 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=1.78ms, fps=4089 images/s, loss=0.5735, top1-acc=83.96%, top5-acc=97.50%, remaining_time=0:00:11.607384, arrival_time=2021-04-10 01:45:32.508287, cost_time=0:00:02.097712 2021-04-10 01:45:21,528 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=2.06ms, fps=4086 images/s, loss=0.5709, top1-acc=83.87%, top5-acc=97.45%, remaining_time=0:00:10.628124, arrival_time=2021-04-10 01:45:32.156295, cost_time=0:00:02.725173 2021-04-10 01:45:22,148 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=1.97ms, fps=4129 images/s, loss=0.5766, top1-acc=83.73%, top5-acc=97.38%, remaining_time=0:00:09.768860, arrival_time=2021-04-10 01:45:31.917555, cost_time=0:00:03.345507 2021-04-10 01:45:22,779 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=2.16ms, fps=4066 images/s, loss=0.5708, top1-acc=84.04%, top5-acc=97.34%, remaining_time=0:00:09.012312, arrival_time=2021-04-10 01:45:31.791397, cost_time=0:00:03.976017 2021-04-10 01:45:23,412 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=2.15ms, fps=4045 images/s, loss=0.5795, top1-acc=83.86%, top5-acc=97.18%, remaining_time=0:00:08.297226, arrival_time=2021-04-10 01:45:31.709902, cost_time=0:00:04.609583 2021-04-10 01:45:24,042 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=1.49ms, fps=4067 images/s, loss=0.5847, top1-acc=83.75%, top5-acc=97.09%, remaining_time=0:00:07.597536, arrival_time=2021-04-10 01:45:31.640233, cost_time=0:00:05.239676 2021-04-10 01:45:24,671 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.45ms, fps=4074 images/s, loss=0.5932, top1-acc=83.57%, top5-acc=97.04%, remaining_time=0:00:06.911836, arrival_time=2021-04-10 01:45:31.583427, cost_time=0:00:05.868504 2021-04-10 01:45:25,293 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=1.51ms, fps=4121 images/s, loss=0.5930, top1-acc=83.57%, top5-acc=97.07%, remaining_time=0:00:06.230784, arrival_time=2021-04-10 01:45:31.524187, cost_time=0:00:06.490402 2021-04-10 01:45:25,918 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.57ms, fps=4100 images/s, loss=0.5999, top1-acc=83.37%, top5-acc=97.02%, remaining_time=0:00:05.562738, arrival_time=2021-04-10 01:45:31.480983, cost_time=0:00:07.115165 2021-04-10 01:45:26,558 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=2.17ms, fps=4003 images/s, loss=0.6020, top1-acc=83.33%, top5-acc=97.01%, remaining_time=0:00:04.911652, arrival_time=2021-04-10 01:45:31.470007, cost_time=0:00:07.755280 2021-04-10 01:45:27,206 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=2.05ms, fps=3958 images/s, loss=0.6069, top1-acc=83.19%, top5-acc=96.97%, remaining_time=0:00:04.265976, arrival_time=2021-04-10 01:45:31.471886, cost_time=0:00:08.402712 2021-04-10 01:45:27,882 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=5.22ms, fps=3793 images/s, loss=0.6110, top1-acc=83.09%, top5-acc=96.95%, remaining_time=0:00:03.631488, arrival_time=2021-04-10 01:45:31.513413, cost_time=0:00:09.078761 2021-04-10 01:45:28,514 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=2.03ms, fps=4054 images/s, loss=0.6168, top1-acc=82.90%, top5-acc=96.87%, remaining_time=0:00:02.978040, arrival_time=2021-04-10 01:45:31.492107, cost_time=0:00:09.711058 2021-04-10 01:45:29,141 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.53ms, fps=4081 images/s, loss=0.6217, top1-acc=82.81%, top5-acc=96.83%, remaining_time=0:00:02.326212, arrival_time=2021-04-10 01:45:31.468103, cost_time=0:00:10.338756 2021-04-10 01:45:29,772 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=1.76ms, fps=4062 images/s, loss=0.6260, top1-acc=82.68%, top5-acc=96.79%, remaining_time=0:00:01.677728, arrival_time=2021-04-10 01:45:31.450542, cost_time=0:00:10.969734 2021-04-10 01:45:30,403 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=1.57ms, fps=4064 images/s, loss=0.6286, top1-acc=82.58%, top5-acc=96.76%, remaining_time=0:00:01.031136, arrival_time=2021-04-10 01:45:31.434420, cost_time=0:00:11.600236 2021-04-10 01:45:31,030 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.47ms, fps=4089 images/s, loss=0.6305, top1-acc=82.52%, top5-acc=96.75%, remaining_time=0:00:00.386112, arrival_time=2021-04-10 01:45:31.416228, cost_time=0:00:12.226821 2021-04-10 01:45:31,369 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=0.08ms, fps=4013 images/s, loss=0.6325, top1-acc=82.47%, top5-acc=96.76%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:31.369870, cost_time=0:00:12.566870 2021-04-10 01:45:31,769 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=31.03ms, fps=6418 images/s, loss=2.0068, top1-acc=56.64%, top5-acc=81.29%, remaining_time=0:00:01.196610, arrival_time=2021-04-10 01:45:32.966440, cost_time=0:00:00.398866 2021-04-10 01:45:32,011 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=0.41ms, fps=10620 images/s, loss=2.0018, top1-acc=56.48%, top5-acc=81.19%, remaining_time=0:00:00.640480, arrival_time=2021-04-10 01:45:32.651900, cost_time=0:00:00.640474 2021-04-10 01:45:32,258 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=4.46ms, fps=10370 images/s, loss=1.9941, top1-acc=56.67%, top5-acc=81.26%, remaining_time=0:00:00.295950, arrival_time=2021-04-10 01:45:32.554759, cost_time=0:00:00.887863 2021-04-10 01:45:32,475 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=0.06ms, fps=10707 images/s, loss=2.0196, top1-acc=56.54%, top5-acc=81.22%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:32.475937, cost_time=0:00:01.105075 2021-04-10 01:45:32,943 INFO : Epoch=0098 complete, best val top1-acc=61.99%, top5-acc=84.84% (epoch=90), remaining_time=0:24:14.042640, arrival_time=2021-04-10 02:09:46.985654, cost_time=0:23:17.021384 2021-04-10 01:45:32,943 INFO : Train start, epoch=0099, lr=0.051571 2021-04-10 01:45:33,800 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=14.35ms, fps=2990 images/s, loss=0.6322, top1-acc=83.01%, top5-acc=96.48%, remaining_time=0:00:15.926994, arrival_time=2021-04-10 01:45:49.727050, cost_time=0:00:00.856293 2021-04-10 01:45:34,436 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=2.06ms, fps=4025 images/s, loss=0.6513, top1-acc=82.27%, top5-acc=96.52%, remaining_time=0:00:13.136816, arrival_time=2021-04-10 01:45:47.573531, cost_time=0:00:01.492817 2021-04-10 01:45:35,071 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=1.85ms, fps=4041 images/s, loss=0.6242, top1-acc=82.75%, top5-acc=96.67%, remaining_time=0:00:11.770728, arrival_time=2021-04-10 01:45:46.841747, cost_time=0:00:02.127236 2021-04-10 01:45:35,699 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=1.70ms, fps=4075 images/s, loss=0.6082, top1-acc=83.11%, top5-acc=96.82%, remaining_time=0:00:10.748400, arrival_time=2021-04-10 01:45:46.448288, cost_time=0:00:02.756019 2021-04-10 01:45:36,337 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=1.96ms, fps=4020 images/s, loss=0.5996, top1-acc=83.30%, top5-acc=96.99%, remaining_time=0:00:09.909312, arrival_time=2021-04-10 01:45:46.246694, cost_time=0:00:03.393611 2021-04-10 01:45:36,960 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=1.50ms, fps=4116 images/s, loss=0.5944, top1-acc=83.52%, top5-acc=97.03%, remaining_time=0:00:09.103296, arrival_time=2021-04-10 01:45:46.063309, cost_time=0:00:04.016188 2021-04-10 01:45:37,614 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=2.09ms, fps=3916 images/s, loss=0.5901, top1-acc=83.53%, top5-acc=97.08%, remaining_time=0:00:08.407098, arrival_time=2021-04-10 01:45:46.021421, cost_time=0:00:04.670599 2021-04-10 01:45:38,238 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=1.76ms, fps=4107 images/s, loss=0.5905, top1-acc=83.55%, top5-acc=97.04%, remaining_time=0:00:07.676880, arrival_time=2021-04-10 01:45:45.915017, cost_time=0:00:05.294381 2021-04-10 01:45:38,872 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=2.65ms, fps=4041 images/s, loss=0.5900, top1-acc=83.51%, top5-acc=97.09%, remaining_time=0:00:06.982432, arrival_time=2021-04-10 01:45:45.854839, cost_time=0:00:05.928496 2021-04-10 01:45:39,504 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=1.80ms, fps=4059 images/s, loss=0.5898, top1-acc=83.48%, top5-acc=97.14%, remaining_time=0:00:06.297792, arrival_time=2021-04-10 01:45:45.801763, cost_time=0:00:06.560241 2021-04-10 01:45:40,135 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=2.17ms, fps=4060 images/s, loss=0.5907, top1-acc=83.42%, top5-acc=97.14%, remaining_time=0:00:05.622164, arrival_time=2021-04-10 01:45:45.757194, cost_time=0:00:07.191159 2021-04-10 01:45:40,762 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.41ms, fps=4082 images/s, loss=0.5945, top1-acc=83.28%, top5-acc=97.10%, remaining_time=0:00:04.952084, arrival_time=2021-04-10 01:45:45.714883, cost_time=0:00:07.819067 2021-04-10 01:45:41,393 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=1.75ms, fps=4063 images/s, loss=0.5989, top1-acc=83.17%, top5-acc=97.04%, remaining_time=0:00:04.289802, arrival_time=2021-04-10 01:45:45.683114, cost_time=0:00:08.449557 2021-04-10 01:45:42,023 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=2.27ms, fps=4067 images/s, loss=0.6044, top1-acc=83.07%, top5-acc=96.93%, remaining_time=0:00:03.631824, arrival_time=2021-04-10 01:45:45.655094, cost_time=0:00:09.079578 2021-04-10 01:45:42,652 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=1.92ms, fps=4073 images/s, loss=0.6061, top1-acc=83.03%, top5-acc=96.91%, remaining_time=0:00:02.977212, arrival_time=2021-04-10 01:45:45.629603, cost_time=0:00:09.708367 2021-04-10 01:45:43,283 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=1.96ms, fps=4065 images/s, loss=0.6085, top1-acc=82.98%, top5-acc=96.89%, remaining_time=0:00:02.326356, arrival_time=2021-04-10 01:45:45.609502, cost_time=0:00:10.339360 2021-04-10 01:45:43,910 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=2.26ms, fps=4088 images/s, loss=0.6096, top1-acc=82.99%, top5-acc=96.87%, remaining_time=0:00:01.677182, arrival_time=2021-04-10 01:45:45.587131, cost_time=0:00:10.966166 2021-04-10 01:45:44,551 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=1.87ms, fps=3998 images/s, loss=0.6137, top1-acc=82.92%, top5-acc=96.82%, remaining_time=0:00:01.031744, arrival_time=2021-04-10 01:45:45.582737, cost_time=0:00:11.607143 2021-04-10 01:45:45,182 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=1.91ms, fps=4057 images/s, loss=0.6167, top1-acc=82.86%, top5-acc=96.79%, remaining_time=0:00:00.386490, arrival_time=2021-04-10 01:45:45.569188, cost_time=0:00:12.238934 2021-04-10 01:45:45,525 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=0.09ms, fps=3976 images/s, loss=0.6193, top1-acc=82.78%, top5-acc=96.78%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:45.525412, cost_time=0:00:12.581593 2021-04-10 01:45:45,909 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=2.44ms, fps=6691 images/s, loss=1.6115, top1-acc=62.11%, top5-acc=85.12%, remaining_time=0:00:01.147710, arrival_time=2021-04-10 01:45:47.056750, cost_time=0:00:00.382568 2021-04-10 01:45:46,171 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=0.45ms, fps=9763 images/s, loss=1.6388, top1-acc=61.89%, top5-acc=84.92%, remaining_time=0:00:00.645380, arrival_time=2021-04-10 01:45:46.817198, cost_time=0:00:00.645374 2021-04-10 01:45:46,426 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=0.45ms, fps=10091 images/s, loss=1.6704, top1-acc=61.45%, top5-acc=84.37%, remaining_time=0:00:00.299850, arrival_time=2021-04-10 01:45:46.725901, cost_time=0:00:00.899557 2021-04-10 01:45:46,648 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=0.09ms, fps=10467 images/s, loss=1.7005, top1-acc=60.88%, top5-acc=84.19%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:46.648282, cost_time=0:00:01.121864 2021-04-10 01:45:47,160 INFO : Epoch=0099 complete, best val top1-acc=61.99%, top5-acc=84.84% (epoch=90), remaining_time=0:23:59.748334, arrival_time=2021-04-10 02:09:46.908469, cost_time=0:23:31.238513 2021-04-10 01:45:47,160 INFO : Train start, epoch=0100, lr=0.050785 2021-04-10 01:45:47,975 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=4.61ms, fps=3143 images/s, loss=0.6176, top1-acc=82.58%, top5-acc=96.72%, remaining_time=0:00:15.150630, arrival_time=2021-04-10 01:46:03.126155, cost_time=0:00:00.814550 2021-04-10 01:45:48,596 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=1.71ms, fps=4125 images/s, loss=0.5815, top1-acc=83.55%, top5-acc=97.09%, remaining_time=0:00:12.637680, arrival_time=2021-04-10 01:46:01.234610, cost_time=0:00:01.436092 2021-04-10 01:45:49,226 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=2.15ms, fps=4075 images/s, loss=0.5774, top1-acc=83.70%, top5-acc=97.21%, remaining_time=0:00:11.425614, arrival_time=2021-04-10 01:46:00.651510, cost_time=0:00:02.064857 2021-04-10 01:45:49,849 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=1.63ms, fps=4112 images/s, loss=0.5668, top1-acc=83.81%, top5-acc=97.29%, remaining_time=0:00:10.484760, arrival_time=2021-04-10 01:46:00.333979, cost_time=0:00:02.688409 2021-04-10 01:45:50,487 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=2.27ms, fps=4014 images/s, loss=0.5681, top1-acc=83.79%, top5-acc=97.24%, remaining_time=0:00:09.713672, arrival_time=2021-04-10 01:46:00.201256, cost_time=0:00:03.326618 2021-04-10 01:45:51,114 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=1.51ms, fps=4090 images/s, loss=0.5668, top1-acc=83.96%, top5-acc=97.25%, remaining_time=0:00:08.961040, arrival_time=2021-04-10 01:46:00.075210, cost_time=0:00:03.953374 2021-04-10 01:45:51,751 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=1.73ms, fps=4023 images/s, loss=0.5752, top1-acc=83.83%, top5-acc=97.22%, remaining_time=0:00:08.262198, arrival_time=2021-04-10 01:46:00.013299, cost_time=0:00:04.590099 2021-04-10 01:45:52,377 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=1.60ms, fps=4093 images/s, loss=0.5786, top1-acc=83.78%, top5-acc=97.16%, remaining_time=0:00:07.564128, arrival_time=2021-04-10 01:45:59.941513, cost_time=0:00:05.216610 2021-04-10 01:45:52,998 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=2.86ms, fps=4125 images/s, loss=0.5856, top1-acc=83.65%, top5-acc=97.16%, remaining_time=0:00:06.875372, arrival_time=2021-04-10 01:45:59.873728, cost_time=0:00:05.837566 2021-04-10 01:45:53,627 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=1.96ms, fps=4076 images/s, loss=0.5939, top1-acc=83.30%, top5-acc=97.07%, remaining_time=0:00:06.207456, arrival_time=2021-04-10 01:45:59.834514, cost_time=0:00:06.466056 2021-04-10 01:45:54,252 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=1.88ms, fps=4099 images/s, loss=0.6006, top1-acc=83.14%, top5-acc=96.99%, remaining_time=0:00:05.544334, arrival_time=2021-04-10 01:45:59.796766, cost_time=0:00:07.091610 2021-04-10 01:45:54,879 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=1.73ms, fps=4085 images/s, loss=0.5996, top1-acc=83.17%, top5-acc=97.00%, remaining_time=0:00:04.888624, arrival_time=2021-04-10 01:45:59.768286, cost_time=0:00:07.718864 2021-04-10 01:45:55,507 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=1.42ms, fps=4080 images/s, loss=0.6026, top1-acc=83.12%, top5-acc=96.93%, remaining_time=0:00:04.237596, arrival_time=2021-04-10 01:45:59.745239, cost_time=0:00:08.346744 2021-04-10 01:45:56,143 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=2.20ms, fps=4031 images/s, loss=0.6031, top1-acc=83.11%, top5-acc=96.89%, remaining_time=0:00:03.592960, arrival_time=2021-04-10 01:45:59.736195, cost_time=0:00:08.982427 2021-04-10 01:45:56,784 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=1.94ms, fps=3997 images/s, loss=0.6022, top1-acc=83.10%, top5-acc=96.92%, remaining_time=0:00:02.951176, arrival_time=2021-04-10 01:45:59.735466, cost_time=0:00:09.623395 2021-04-10 01:45:57,422 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=2.67ms, fps=4015 images/s, loss=0.6045, top1-acc=83.07%, top5-acc=96.90%, remaining_time=0:00:02.308860, arrival_time=2021-04-10 01:45:59.731357, cost_time=0:00:10.261570 2021-04-10 01:45:58,084 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=2.31ms, fps=3872 images/s, loss=0.6070, top1-acc=82.99%, top5-acc=96.87%, remaining_time=0:00:01.670656, arrival_time=2021-04-10 01:45:59.755041, cost_time=0:00:10.923524 2021-04-10 01:45:58,709 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=0.42ms, fps=4097 images/s, loss=0.6111, top1-acc=82.89%, top5-acc=96.82%, remaining_time=0:00:01.026576, arrival_time=2021-04-10 01:45:59.736415, cost_time=0:00:11.548901 2021-04-10 01:45:59,343 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=1.63ms, fps=4046 images/s, loss=0.6160, top1-acc=82.75%, top5-acc=96.75%, remaining_time=0:00:00.384720, arrival_time=2021-04-10 01:45:59.728268, cost_time=0:00:12.182739 2021-04-10 01:45:59,681 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=0.09ms, fps=4033 images/s, loss=0.6174, top1-acc=82.71%, top5-acc=96.72%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:59.681192, cost_time=0:00:12.520422 2021-04-10 01:46:00,046 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=4.92ms, fps=7032 images/s, loss=1.8361, top1-acc=58.44%, top5-acc=83.52%, remaining_time=0:00:01.092060, arrival_time=2021-04-10 01:46:01.138379, cost_time=0:00:00.364024 2021-04-10 01:46:00,305 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=0.23ms, fps=9897 images/s, loss=1.7973, top1-acc=59.55%, top5-acc=83.32%, remaining_time=0:00:00.623500, arrival_time=2021-04-10 01:46:00.929153, cost_time=0:00:00.623496 2021-04-10 01:46:00,553 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=5.79ms, fps=10358 images/s, loss=1.7837, top1-acc=60.03%, top5-acc=83.23%, remaining_time=0:00:00.290360, arrival_time=2021-04-10 01:46:00.843640, cost_time=0:00:00.871074 2021-04-10 01:46:00,776 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=0.09ms, fps=10418 images/s, loss=1.7829, top1-acc=60.47%, top5-acc=83.50%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:00.776479, cost_time=0:00:01.094344 2021-04-10 01:46:01,270 INFO : Epoch=0100 complete, best val top1-acc=61.99%, top5-acc=84.84% (epoch=90), remaining_time=0:23:45.348900, arrival_time=2021-04-10 02:09:46.619474, cost_time=0:23:45.348916 2021-04-10 01:46:01,271 INFO : Train start, epoch=0101, lr=0.050000 2021-04-10 01:46:02,129 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=0.38ms, fps=2985 images/s, loss=0.5598, top1-acc=84.96%, top5-acc=97.27%, remaining_time=0:00:15.952290, arrival_time=2021-04-10 01:46:18.081775, cost_time=0:00:00.857648 2021-04-10 01:46:02,764 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=1.53ms, fps=4034 images/s, loss=0.5393, top1-acc=85.25%, top5-acc=97.40%, remaining_time=0:00:13.135408, arrival_time=2021-04-10 01:46:15.900067, cost_time=0:00:01.492669 2021-04-10 01:46:03,394 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=1.78ms, fps=4069 images/s, loss=0.5384, top1-acc=85.33%, top5-acc=97.59%, remaining_time=0:00:11.745330, arrival_time=2021-04-10 01:46:15.139832, cost_time=0:00:02.122652 2021-04-10 01:46:04,016 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=1.79ms, fps=4119 images/s, loss=0.5479, top1-acc=84.85%, top5-acc=97.55%, remaining_time=0:00:10.704408, arrival_time=2021-04-10 01:46:14.721241, cost_time=0:00:02.744713 2021-04-10 01:46:04,642 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=2.06ms, fps=4094 images/s, loss=0.5637, top1-acc=84.45%, top5-acc=97.45%, remaining_time=0:00:09.843758, arrival_time=2021-04-10 01:46:14.486690, cost_time=0:00:03.371137 2021-04-10 01:46:05,284 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=2.07ms, fps=3993 images/s, loss=0.5647, top1-acc=84.27%, top5-acc=97.40%, remaining_time=0:00:09.095272, arrival_time=2021-04-10 01:46:14.379686, cost_time=0:00:04.012610 2021-04-10 01:46:05,921 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=2.01ms, fps=4022 images/s, loss=0.5702, top1-acc=84.07%, top5-acc=97.32%, remaining_time=0:00:08.369172, arrival_time=2021-04-10 01:46:14.290616, cost_time=0:00:04.649551 2021-04-10 01:46:06,562 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=4.21ms, fps=4000 images/s, loss=0.5737, top1-acc=83.92%, top5-acc=97.31%, remaining_time=0:00:07.670732, arrival_time=2021-04-10 01:46:14.232793, cost_time=0:00:05.290126 2021-04-10 01:46:07,193 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.93ms, fps=4057 images/s, loss=0.5710, top1-acc=84.04%, top5-acc=97.31%, remaining_time=0:00:06.974482, arrival_time=2021-04-10 01:46:14.168071, cost_time=0:00:05.921749 2021-04-10 01:46:07,823 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=2.84ms, fps=4065 images/s, loss=0.5736, top1-acc=83.96%, top5-acc=97.27%, remaining_time=0:00:06.289920, arrival_time=2021-04-10 01:46:14.113793, cost_time=0:00:06.552018 2021-04-10 01:46:08,453 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=1.51ms, fps=4072 images/s, loss=0.5769, top1-acc=83.86%, top5-acc=97.25%, remaining_time=0:00:05.614424, arrival_time=2021-04-10 01:46:14.067578, cost_time=0:00:07.181251 2021-04-10 01:46:09,078 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=3.15ms, fps=4097 images/s, loss=0.5814, top1-acc=83.79%, top5-acc=97.21%, remaining_time=0:00:04.944256, arrival_time=2021-04-10 01:46:14.022830, cost_time=0:00:07.806773 2021-04-10 01:46:09,714 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=10.24ms, fps=4031 images/s, loss=0.5826, top1-acc=83.71%, top5-acc=97.20%, remaining_time=0:00:04.286040, arrival_time=2021-04-10 01:46:14.000265, cost_time=0:00:08.442259 2021-04-10 01:46:10,345 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=1.55ms, fps=4062 images/s, loss=0.5811, top1-acc=83.76%, top5-acc=97.24%, remaining_time=0:00:03.629304, arrival_time=2021-04-10 01:46:13.974379, cost_time=0:00:09.073283 2021-04-10 01:46:10,972 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=2.14ms, fps=4084 images/s, loss=0.5819, top1-acc=83.71%, top5-acc=97.22%, remaining_time=0:00:02.974820, arrival_time=2021-04-10 01:46:13.947164, cost_time=0:00:09.700467 2021-04-10 01:46:11,598 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=1.83ms, fps=4094 images/s, loss=0.5834, top1-acc=83.66%, top5-acc=97.19%, remaining_time=0:00:02.323440, arrival_time=2021-04-10 01:46:13.921891, cost_time=0:00:10.326447 2021-04-10 01:46:12,235 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=2.19ms, fps=4021 images/s, loss=0.5854, top1-acc=83.64%, top5-acc=97.13%, remaining_time=0:00:01.676844, arrival_time=2021-04-10 01:46:13.912683, cost_time=0:00:10.963955 2021-04-10 01:46:12,878 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=2.52ms, fps=3989 images/s, loss=0.5860, top1-acc=83.62%, top5-acc=97.13%, remaining_time=0:00:01.031680, arrival_time=2021-04-10 01:46:13.909914, cost_time=0:00:11.606325 2021-04-10 01:46:13,508 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=2.01ms, fps=4070 images/s, loss=0.5890, top1-acc=83.53%, top5-acc=97.13%, remaining_time=0:00:00.386406, arrival_time=2021-04-10 01:46:13.894457, cost_time=0:00:12.236096 2021-04-10 01:46:13,854 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=0.11ms, fps=3935 images/s, loss=0.5903, top1-acc=83.49%, top5-acc=97.13%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:13.854310, cost_time=0:00:12.582476 2021-04-10 01:46:14,245 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=0.51ms, fps=6571 images/s, loss=1.9439, top1-acc=58.87%, top5-acc=81.80%, remaining_time=0:00:01.168710, arrival_time=2021-04-10 01:46:15.413922, cost_time=0:00:00.389568 2021-04-10 01:46:14,503 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=0.31ms, fps=9931 images/s, loss=1.8883, top1-acc=59.96%, top5-acc=82.23%, remaining_time=0:00:00.647900, arrival_time=2021-04-10 01:46:15.151516, cost_time=0:00:00.647893 2021-04-10 01:46:14,765 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=0.21ms, fps=9806 images/s, loss=1.8711, top1-acc=60.12%, top5-acc=82.63%, remaining_time=0:00:00.303250, arrival_time=2021-04-10 01:46:15.068647, cost_time=0:00:00.909748 2021-04-10 01:46:15,014 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=0.07ms, fps=9328 images/s, loss=1.8410, top1-acc=60.00%, top5-acc=82.91%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:15.014581, cost_time=0:00:01.159030 2021-04-10 01:46:15,507 INFO : Epoch=0101 complete, best val top1-acc=61.99%, top5-acc=84.84% (epoch=90), remaining_time=0:23:31.079175, arrival_time=2021-04-10 02:09:46.586657, cost_time=0:23:59.585853 2021-04-10 01:46:15,508 INFO : Train start, epoch=0102, lr=0.049215 2021-04-10 01:46:16,335 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=3.56ms, fps=3094 images/s, loss=0.5568, top1-acc=84.69%, top5-acc=97.50%, remaining_time=0:00:15.387780, arrival_time=2021-04-10 01:46:31.723342, cost_time=0:00:00.827301 2021-04-10 01:46:16,979 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=2.56ms, fps=3983 images/s, loss=0.5555, top1-acc=84.55%, top5-acc=97.21%, remaining_time=0:00:12.942688, arrival_time=2021-04-10 01:46:29.921840, cost_time=0:00:01.470760 2021-04-10 01:46:17,617 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=2.25ms, fps=4023 images/s, loss=0.5518, top1-acc=84.18%, top5-acc=97.42%, remaining_time=0:00:11.665484, arrival_time=2021-04-10 01:46:29.282734, cost_time=0:00:02.108227 2021-04-10 01:46:18,266 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=1.87ms, fps=3957 images/s, loss=0.5603, top1-acc=84.00%, top5-acc=97.38%, remaining_time=0:00:10.756044, arrival_time=2021-04-10 01:46:29.022360, cost_time=0:00:02.757945 2021-04-10 01:46:18,902 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=2.44ms, fps=4028 images/s, loss=0.5600, top1-acc=84.03%, top5-acc=97.32%, remaining_time=0:00:09.912232, arrival_time=2021-04-10 01:46:28.815065, cost_time=0:00:03.394591 2021-04-10 01:46:19,538 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=2.15ms, fps=4031 images/s, loss=0.5623, top1-acc=84.10%, top5-acc=97.26%, remaining_time=0:00:09.135392, arrival_time=2021-04-10 01:46:28.674128, cost_time=0:00:04.030338 2021-04-10 01:46:20,175 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=1.74ms, fps=4028 images/s, loss=0.5634, top1-acc=84.19%, top5-acc=97.26%, remaining_time=0:00:08.400798, arrival_time=2021-04-10 01:46:28.576093, cost_time=0:00:04.667102 2021-04-10 01:46:20,816 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=1.90ms, fps=3994 images/s, loss=0.5611, top1-acc=84.25%, top5-acc=97.25%, remaining_time=0:00:07.697412, arrival_time=2021-04-10 01:46:28.514133, cost_time=0:00:05.308540 2021-04-10 01:46:21,450 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=2.22ms, fps=4042 images/s, loss=0.5628, top1-acc=84.23%, top5-acc=97.30%, remaining_time=0:00:06.998756, arrival_time=2021-04-10 01:46:28.449508, cost_time=0:00:05.942382 2021-04-10 01:46:22,095 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=2.33ms, fps=3976 images/s, loss=0.5676, top1-acc=84.11%, top5-acc=97.24%, remaining_time=0:00:06.323808, arrival_time=2021-04-10 01:46:28.419412, cost_time=0:00:06.587344 2021-04-10 01:46:22,724 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=0.29ms, fps=4075 images/s, loss=0.5660, top1-acc=84.08%, top5-acc=97.30%, remaining_time=0:00:05.641858, arrival_time=2021-04-10 01:46:28.366333, cost_time=0:00:07.216296 2021-04-10 01:46:23,375 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=2.55ms, fps=3940 images/s, loss=0.5689, top1-acc=84.00%, top5-acc=97.28%, remaining_time=0:00:04.982180, arrival_time=2021-04-10 01:46:28.357072, cost_time=0:00:07.866542 2021-04-10 01:46:24,011 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=1.82ms, fps=4028 images/s, loss=0.5729, top1-acc=83.86%, top5-acc=97.24%, remaining_time=0:00:04.316994, arrival_time=2021-04-10 01:46:28.328283, cost_time=0:00:08.503108 2021-04-10 01:46:24,634 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=1.56ms, fps=4116 images/s, loss=0.5775, top1-acc=83.76%, top5-acc=97.22%, remaining_time=0:00:03.650192, arrival_time=2021-04-10 01:46:28.284407, cost_time=0:00:09.125536 2021-04-10 01:46:25,267 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.51ms, fps=4051 images/s, loss=0.5832, top1-acc=83.62%, top5-acc=97.14%, remaining_time=0:00:02.992852, arrival_time=2021-04-10 01:46:28.260339, cost_time=0:00:09.759260 2021-04-10 01:46:25,898 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=1.53ms, fps=4061 images/s, loss=0.5855, top1-acc=83.58%, top5-acc=97.14%, remaining_time=0:00:02.337804, arrival_time=2021-04-10 01:46:28.236188, cost_time=0:00:10.390173 2021-04-10 01:46:26,521 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.65ms, fps=4110 images/s, loss=0.5926, top1-acc=83.43%, top5-acc=97.06%, remaining_time=0:00:01.684410, arrival_time=2021-04-10 01:46:28.206237, cost_time=0:00:11.013532 2021-04-10 01:46:27,143 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.41ms, fps=4126 images/s, loss=0.5965, top1-acc=83.30%, top5-acc=97.01%, remaining_time=0:00:01.034208, arrival_time=2021-04-10 01:46:28.177189, cost_time=0:00:11.634763 2021-04-10 01:46:27,802 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=2.41ms, fps=3885 images/s, loss=0.6009, top1-acc=83.22%, top5-acc=96.99%, remaining_time=0:00:00.388242, arrival_time=2021-04-10 01:46:28.190873, cost_time=0:00:12.294253 2021-04-10 01:46:28,141 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=1.34ms, fps=4023 images/s, loss=0.6035, top1-acc=83.15%, top5-acc=96.97%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:28.141363, cost_time=0:00:12.633191 2021-04-10 01:46:28,539 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=0.45ms, fps=6451 images/s, loss=1.7870, top1-acc=60.47%, top5-acc=82.77%, remaining_time=0:00:01.190490, arrival_time=2021-04-10 01:46:29.729747, cost_time=0:00:00.396832 2021-04-10 01:46:28,833 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=2.92ms, fps=8718 images/s, loss=1.7744, top1-acc=60.72%, top5-acc=83.34%, remaining_time=0:00:00.690940, arrival_time=2021-04-10 01:46:29.524316, cost_time=0:00:00.690941 2021-04-10 01:46:29,119 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=0.45ms, fps=8976 images/s, loss=1.7773, top1-acc=60.99%, top5-acc=83.45%, remaining_time=0:00:00.325570, arrival_time=2021-04-10 01:46:29.444692, cost_time=0:00:00.976719 2021-04-10 01:46:29,372 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=0.09ms, fps=9189 images/s, loss=1.7456, top1-acc=61.22%, top5-acc=83.77%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:29.372103, cost_time=0:00:01.229689 2021-04-10 01:46:29,859 INFO : Epoch=0102 complete, best val top1-acc=61.99%, top5-acc=84.84% (epoch=90), remaining_time=0:23:16.920616, arrival_time=2021-04-10 02:09:46.780058, cost_time=0:24:13.937800 2021-04-10 01:46:29,860 INFO : Train start, epoch=0103, lr=0.048429 2021-04-10 01:46:30,701 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=4.14ms, fps=3043 images/s, loss=0.5223, top1-acc=85.59%, top5-acc=97.62%, remaining_time=0:00:15.649296, arrival_time=2021-04-10 01:46:46.350817, cost_time=0:00:00.841359 2021-04-10 01:46:31,327 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=1.62ms, fps=4093 images/s, loss=0.5063, top1-acc=85.88%, top5-acc=97.83%, remaining_time=0:00:12.911888, arrival_time=2021-04-10 01:46:44.239279, cost_time=0:00:01.467261 2021-04-10 01:46:31,958 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=2.03ms, fps=4060 images/s, loss=0.5041, top1-acc=85.69%, top5-acc=97.83%, remaining_time=0:00:11.610538, arrival_time=2021-04-10 01:46:43.569046, cost_time=0:00:02.098278 2021-04-10 01:46:32,579 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=2.16ms, fps=4124 images/s, loss=0.5124, top1-acc=85.51%, top5-acc=97.74%, remaining_time=0:00:10.606440, arrival_time=2021-04-10 01:46:43.186200, cost_time=0:00:02.719610 2021-04-10 01:46:33,215 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=1.86ms, fps=4032 images/s, loss=0.5182, top1-acc=85.42%, top5-acc=97.67%, remaining_time=0:00:09.796600, arrival_time=2021-04-10 01:46:43.011872, cost_time=0:00:03.354999 2021-04-10 01:46:33,842 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=1.99ms, fps=4088 images/s, loss=0.5162, top1-acc=85.48%, top5-acc=97.68%, remaining_time=0:00:09.025776, arrival_time=2021-04-10 01:46:42.867905, cost_time=0:00:03.981959 2021-04-10 01:46:34,472 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=2.52ms, fps=4067 images/s, loss=0.5251, top1-acc=85.17%, top5-acc=97.58%, remaining_time=0:00:08.301510, arrival_time=2021-04-10 01:46:42.773688, cost_time=0:00:04.611949 2021-04-10 01:46:35,096 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=1.96ms, fps=4104 images/s, loss=0.5283, top1-acc=85.08%, top5-acc=97.57%, remaining_time=0:00:07.592780, arrival_time=2021-04-10 01:46:42.689364, cost_time=0:00:05.236416 2021-04-10 01:46:35,731 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=1.55ms, fps=4038 images/s, loss=0.5337, top1-acc=84.94%, top5-acc=97.55%, remaining_time=0:00:06.914592, arrival_time=2021-04-10 01:46:42.645880, cost_time=0:00:05.870885 2021-04-10 01:46:36,355 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.63ms, fps=4110 images/s, loss=0.5392, top1-acc=84.85%, top5-acc=97.50%, remaining_time=0:00:06.235008, arrival_time=2021-04-10 01:46:42.589954, cost_time=0:00:06.494783 2021-04-10 01:46:36,985 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=1.84ms, fps=4065 images/s, loss=0.5416, top1-acc=84.84%, top5-acc=97.51%, remaining_time=0:00:05.570478, arrival_time=2021-04-10 01:46:42.555697, cost_time=0:00:07.125031 2021-04-10 01:46:37,626 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=1.90ms, fps=3996 images/s, loss=0.5408, top1-acc=84.86%, top5-acc=97.49%, remaining_time=0:00:04.918568, arrival_time=2021-04-10 01:46:42.545029, cost_time=0:00:07.766214 2021-04-10 01:46:38,249 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=1.50ms, fps=4111 images/s, loss=0.5461, top1-acc=84.71%, top5-acc=97.48%, remaining_time=0:00:04.259310, arrival_time=2021-04-10 01:46:42.509057, cost_time=0:00:08.389600 2021-04-10 01:46:38,874 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.67ms, fps=4099 images/s, loss=0.5504, top1-acc=84.56%, top5-acc=97.45%, remaining_time=0:00:03.605840, arrival_time=2021-04-10 01:46:42.480670, cost_time=0:00:09.014601 2021-04-10 01:46:39,499 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=2.53ms, fps=4102 images/s, loss=0.5566, top1-acc=84.40%, top5-acc=97.40%, remaining_time=0:00:02.956052, arrival_time=2021-04-10 01:46:42.455510, cost_time=0:00:09.639246 2021-04-10 01:46:40,128 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=2.20ms, fps=4077 images/s, loss=0.5607, top1-acc=84.30%, top5-acc=97.37%, remaining_time=0:00:02.310264, arrival_time=2021-04-10 01:46:42.438216, cost_time=0:00:10.267765 2021-04-10 01:46:40,758 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=1.75ms, fps=4064 images/s, loss=0.5645, top1-acc=84.22%, top5-acc=97.36%, remaining_time=0:00:01.666782, arrival_time=2021-04-10 01:46:42.425267, cost_time=0:00:10.898264 2021-04-10 01:46:41,382 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=2.39ms, fps=4107 images/s, loss=0.5650, top1-acc=84.21%, top5-acc=97.34%, remaining_time=0:00:01.024208, arrival_time=2021-04-10 01:46:42.406621, cost_time=0:00:11.522266 2021-04-10 01:46:42,006 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=1.56ms, fps=4108 images/s, loss=0.5712, top1-acc=84.07%, top5-acc=97.26%, remaining_time=0:00:00.383550, arrival_time=2021-04-10 01:46:42.389527, cost_time=0:00:12.145840 2021-04-10 01:46:42,352 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=0.11ms, fps=3936 images/s, loss=0.5733, top1-acc=84.00%, top5-acc=97.26%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:42.352097, cost_time=0:00:12.491751 2021-04-10 01:46:42,701 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=2.81ms, fps=7362 images/s, loss=1.6683, top1-acc=61.37%, top5-acc=84.80%, remaining_time=0:00:01.043160, arrival_time=2021-04-10 01:46:43.744649, cost_time=0:00:00.347721 2021-04-10 01:46:43,017 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=0.52ms, fps=8106 images/s, loss=1.6938, top1-acc=61.43%, top5-acc=83.81%, remaining_time=0:00:00.664120, arrival_time=2021-04-10 01:46:43.681975, cost_time=0:00:00.664124 2021-04-10 01:46:43,270 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=0.34ms, fps=10167 images/s, loss=1.6973, top1-acc=61.41%, top5-acc=83.83%, remaining_time=0:00:00.305480, arrival_time=2021-04-10 01:46:43.575602, cost_time=0:00:00.916450 2021-04-10 01:46:43,496 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=0.11ms, fps=10249 images/s, loss=1.7269, top1-acc=61.14%, top5-acc=83.51%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:43.496840, cost_time=0:00:01.143160 2021-04-10 01:46:44,053 INFO : Epoch=0103 complete, best val top1-acc=61.99%, top5-acc=84.84% (epoch=90), remaining_time=0:23:02.609870, arrival_time=2021-04-10 02:09:46.663661, cost_time=0:24:28.132141 2021-04-10 01:46:44,054 INFO : Train start, epoch=0104, lr=0.047645 2021-04-10 01:46:44,921 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=0.48ms, fps=2954 images/s, loss=0.5770, top1-acc=83.79%, top5-acc=97.50%, remaining_time=0:00:16.116528, arrival_time=2021-04-10 01:47:01.037840, cost_time=0:00:00.866478 2021-04-10 01:46:45,560 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=2.61ms, fps=4009 images/s, loss=0.5505, top1-acc=84.73%, top5-acc=97.66%, remaining_time=0:00:13.251040, arrival_time=2021-04-10 01:46:58.811642, cost_time=0:00:01.505801 2021-04-10 01:46:46,190 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=2.43ms, fps=4066 images/s, loss=0.5355, top1-acc=85.12%, top5-acc=97.63%, remaining_time=0:00:11.819532, arrival_time=2021-04-10 01:46:58.010382, cost_time=0:00:02.136057 2021-04-10 01:46:46,848 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=1.43ms, fps=4000 images/s, loss=0.5189, top1-acc=85.53%, top5-acc=97.66%, remaining_time=0:00:10.896288, arrival_time=2021-04-10 01:46:57.745020, cost_time=0:00:02.793920 2021-04-10 01:46:47,479 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=2.21ms, fps=4064 images/s, loss=0.5118, top1-acc=85.75%, top5-acc=97.67%, remaining_time=0:00:09.999248, arrival_time=2021-04-10 01:46:57.478528, cost_time=0:00:03.424397 2021-04-10 01:46:48,107 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=1.95ms, fps=4082 images/s, loss=0.5120, top1-acc=85.76%, top5-acc=97.65%, remaining_time=0:00:09.185440, arrival_time=2021-04-10 01:46:57.292633, cost_time=0:00:04.052418 2021-04-10 01:46:48,737 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=1.64ms, fps=4066 images/s, loss=0.5142, top1-acc=85.65%, top5-acc=97.67%, remaining_time=0:00:08.428770, arrival_time=2021-04-10 01:46:57.166096, cost_time=0:00:04.682618 2021-04-10 01:46:49,369 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=2.73ms, fps=4052 images/s, loss=0.5151, top1-acc=85.48%, top5-acc=97.71%, remaining_time=0:00:07.706460, arrival_time=2021-04-10 01:46:57.076079, cost_time=0:00:05.314800 2021-04-10 01:46:49,998 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=2.28ms, fps=4072 images/s, loss=0.5174, top1-acc=85.36%, top5-acc=97.72%, remaining_time=0:00:07.000876, arrival_time=2021-04-10 01:46:56.999802, cost_time=0:00:05.944168 2021-04-10 01:46:50,628 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=1.76ms, fps=4070 images/s, loss=0.5212, top1-acc=85.33%, top5-acc=97.71%, remaining_time=0:00:06.310656, arrival_time=2021-04-10 01:46:56.939109, cost_time=0:00:06.573638 2021-04-10 01:46:51,255 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=2.08ms, fps=4090 images/s, loss=0.5284, top1-acc=85.20%, top5-acc=97.61%, remaining_time=0:00:05.629216, arrival_time=2021-04-10 01:46:56.884246, cost_time=0:00:07.200164 2021-04-10 01:46:51,888 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=2.15ms, fps=4049 images/s, loss=0.5339, top1-acc=85.00%, top5-acc=97.57%, remaining_time=0:00:04.961052, arrival_time=2021-04-10 01:46:56.849083, cost_time=0:00:07.833250 2021-04-10 01:46:52,519 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=2.14ms, fps=4062 images/s, loss=0.5347, top1-acc=84.97%, top5-acc=97.55%, remaining_time=0:00:04.297128, arrival_time=2021-04-10 01:46:56.816062, cost_time=0:00:08.464070 2021-04-10 01:46:53,145 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.52ms, fps=4088 images/s, loss=0.5382, top1-acc=84.82%, top5-acc=97.55%, remaining_time=0:00:03.636416, arrival_time=2021-04-10 01:46:56.782219, cost_time=0:00:09.091065 2021-04-10 01:46:53,768 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=0.34ms, fps=4117 images/s, loss=0.5424, top1-acc=84.76%, top5-acc=97.52%, remaining_time=0:00:02.978776, arrival_time=2021-04-10 01:46:56.746854, cost_time=0:00:09.713365 2021-04-10 01:46:54,390 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=2.03ms, fps=4114 images/s, loss=0.5450, top1-acc=84.72%, top5-acc=97.49%, remaining_time=0:00:02.325600, arrival_time=2021-04-10 01:46:56.716332, cost_time=0:00:10.335993 2021-04-10 01:46:55,020 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=2.87ms, fps=4070 images/s, loss=0.5512, top1-acc=84.56%, top5-acc=97.45%, remaining_time=0:00:01.677078, arrival_time=2021-04-10 01:46:56.697487, cost_time=0:00:10.965516 2021-04-10 01:46:55,655 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=1.90ms, fps=4036 images/s, loss=0.5522, top1-acc=84.55%, top5-acc=97.40%, remaining_time=0:00:01.031184, arrival_time=2021-04-10 01:46:56.686847, cost_time=0:00:11.600732 2021-04-10 01:46:56,286 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=1.91ms, fps=4063 images/s, loss=0.5547, top1-acc=84.51%, top5-acc=97.36%, remaining_time=0:00:00.386268, arrival_time=2021-04-10 01:46:56.672751, cost_time=0:00:12.231750 2021-04-10 01:46:56,624 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=0.10ms, fps=4032 images/s, loss=0.5568, top1-acc=84.46%, top5-acc=97.35%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:56.624202, cost_time=0:00:12.569505 2021-04-10 01:46:56,980 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=0.29ms, fps=7202 images/s, loss=1.7880, top1-acc=61.17%, top5-acc=83.12%, remaining_time=0:00:01.066200, arrival_time=2021-04-10 01:46:58.046835, cost_time=0:00:00.355402 2021-04-10 01:46:57,247 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=0.48ms, fps=9604 images/s, loss=1.7642, top1-acc=61.17%, top5-acc=83.91%, remaining_time=0:00:00.622460, arrival_time=2021-04-10 01:46:57.870215, cost_time=0:00:00.622460 2021-04-10 01:46:57,526 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=0.49ms, fps=9200 images/s, loss=1.7997, top1-acc=60.72%, top5-acc=83.39%, remaining_time=0:00:00.300490, arrival_time=2021-04-10 01:46:57.827175, cost_time=0:00:00.901463 2021-04-10 01:46:57,831 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=0.09ms, fps=7620 images/s, loss=1.8309, top1-acc=60.05%, top5-acc=82.92%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:57.831654, cost_time=0:00:01.206537 2021-04-10 01:46:58,467 INFO : Epoch=0104 complete, best val top1-acc=61.99%, top5-acc=84.84% (epoch=90), remaining_time=0:22:48.503712, arrival_time=2021-04-10 02:09:46.971001, cost_time=0:24:42.545640 2021-04-10 01:46:58,468 INFO : Train start, epoch=0105, lr=0.046860 2021-04-10 01:46:59,345 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=0.78ms, fps=2919 images/s, loss=0.5092, top1-acc=85.16%, top5-acc=98.09%, remaining_time=0:00:16.312386, arrival_time=2021-04-10 01:47:15.657690, cost_time=0:00:00.877013 2021-04-10 01:46:59,974 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=2.29ms, fps=4075 images/s, loss=0.5336, top1-acc=84.55%, top5-acc=97.83%, remaining_time=0:00:13.251920, arrival_time=2021-04-10 01:47:13.226197, cost_time=0:00:01.505906 2021-04-10 01:47:00,604 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=2.03ms, fps=4066 images/s, loss=0.5349, top1-acc=84.54%, top5-acc=97.72%, remaining_time=0:00:11.820030, arrival_time=2021-04-10 01:47:12.424384, cost_time=0:00:02.136158 2021-04-10 01:47:01,229 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=2.14ms, fps=4101 images/s, loss=0.5143, top1-acc=85.35%, top5-acc=97.84%, remaining_time=0:00:10.767276, arrival_time=2021-04-10 01:47:11.996540, cost_time=0:00:02.760855 2021-04-10 01:47:01,853 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=1.98ms, fps=4107 images/s, loss=0.5138, top1-acc=85.44%, top5-acc=97.82%, remaining_time=0:00:09.884492, arrival_time=2021-04-10 01:47:11.737799, cost_time=0:00:03.385082 2021-04-10 01:47:02,482 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=2.90ms, fps=4074 images/s, loss=0.5153, top1-acc=85.52%, top5-acc=97.79%, remaining_time=0:00:09.097992, arrival_time=2021-04-10 01:47:11.580184, cost_time=0:00:04.013826 2021-04-10 01:47:03,129 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=2.66ms, fps=3963 images/s, loss=0.5155, top1-acc=85.50%, top5-acc=97.77%, remaining_time=0:00:08.389332, arrival_time=2021-04-10 01:47:11.518317, cost_time=0:00:04.660709 2021-04-10 01:47:03,763 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=1.44ms, fps=4041 images/s, loss=0.5176, top1-acc=85.40%, top5-acc=97.75%, remaining_time=0:00:07.677576, arrival_time=2021-04-10 01:47:11.440665, cost_time=0:00:05.294883 2021-04-10 01:47:04,390 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=1.38ms, fps=4087 images/s, loss=0.5207, top1-acc=85.33%, top5-acc=97.69%, remaining_time=0:00:06.974482, arrival_time=2021-04-10 01:47:11.364591, cost_time=0:00:05.921707 2021-04-10 01:47:05,019 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.59ms, fps=4075 images/s, loss=0.5240, top1-acc=85.23%, top5-acc=97.69%, remaining_time=0:00:06.288864, arrival_time=2021-04-10 01:47:11.308019, cost_time=0:00:06.550883 2021-04-10 01:47:05,650 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=2.14ms, fps=4056 images/s, loss=0.5273, top1-acc=85.18%, top5-acc=97.70%, remaining_time=0:00:05.615542, arrival_time=2021-04-10 01:47:11.266441, cost_time=0:00:07.182698 2021-04-10 01:47:06,295 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=1.42ms, fps=3977 images/s, loss=0.5284, top1-acc=85.15%, top5-acc=97.71%, remaining_time=0:00:04.956948, arrival_time=2021-04-10 01:47:11.252065, cost_time=0:00:07.826803 2021-04-10 01:47:06,919 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=2.31ms, fps=4106 images/s, loss=0.5286, top1-acc=85.15%, top5-acc=97.73%, remaining_time=0:00:04.290528, arrival_time=2021-04-10 01:47:11.209794, cost_time=0:00:08.451020 2021-04-10 01:47:07,541 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.60ms, fps=4120 images/s, loss=0.5344, top1-acc=84.97%, top5-acc=97.71%, remaining_time=0:00:03.629136, arrival_time=2021-04-10 01:47:11.170291, cost_time=0:00:09.072853 2021-04-10 01:47:08,164 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=2.09ms, fps=4112 images/s, loss=0.5432, top1-acc=84.74%, top5-acc=97.60%, remaining_time=0:00:02.973440, arrival_time=2021-04-10 01:47:11.137739, cost_time=0:00:09.696039 2021-04-10 01:47:08,792 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=2.02ms, fps=4077 images/s, loss=0.5478, top1-acc=84.61%, top5-acc=97.56%, remaining_time=0:00:02.323008, arrival_time=2021-04-10 01:47:11.115808, cost_time=0:00:10.324507 2021-04-10 01:47:09,419 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=1.58ms, fps=4091 images/s, loss=0.5547, top1-acc=84.46%, top5-acc=97.49%, remaining_time=0:00:01.674816, arrival_time=2021-04-10 01:47:11.094134, cost_time=0:00:10.950800 2021-04-10 01:47:10,044 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.61ms, fps=4103 images/s, loss=0.5566, top1-acc=84.41%, top5-acc=97.47%, remaining_time=0:00:01.028976, arrival_time=2021-04-10 01:47:11.073130, cost_time=0:00:11.575927 2021-04-10 01:47:10,675 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.78ms, fps=4060 images/s, loss=0.5581, top1-acc=84.34%, top5-acc=97.45%, remaining_time=0:00:00.385482, arrival_time=2021-04-10 01:47:11.060602, cost_time=0:00:12.206919 2021-04-10 01:47:11,018 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=0.10ms, fps=3968 images/s, loss=0.5581, top1-acc=84.35%, top5-acc=97.44%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:11.018460, cost_time=0:00:12.550093 2021-04-10 01:47:11,362 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=4.74ms, fps=7486 images/s, loss=1.6916, top1-acc=61.87%, top5-acc=84.96%, remaining_time=0:00:01.025910, arrival_time=2021-04-10 01:47:12.387866, cost_time=0:00:00.341969 2021-04-10 01:47:11,605 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=0.41ms, fps=10547 images/s, loss=1.7439, top1-acc=60.98%, top5-acc=84.14%, remaining_time=0:00:00.585060, arrival_time=2021-04-10 01:47:12.190149, cost_time=0:00:00.585054 2021-04-10 01:47:11,871 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=5.63ms, fps=9632 images/s, loss=1.7280, top1-acc=61.51%, top5-acc=84.49%, remaining_time=0:00:00.283780, arrival_time=2021-04-10 01:47:12.155206, cost_time=0:00:00.851341 2021-04-10 01:47:12,087 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.06ms, fps=10774 images/s, loss=1.7191, top1-acc=61.90%, top5-acc=84.65%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:12.087263, cost_time=0:00:01.067297 2021-04-10 01:47:12,626 INFO : Epoch=0105 complete, best val top1-acc=61.99%, top5-acc=84.84% (epoch=90), remaining_time=0:22:34.161445, arrival_time=2021-04-10 02:09:46.787834, cost_time=0:24:56.704722 2021-04-10 01:47:12,627 INFO : Train start, epoch=0106, lr=0.046077 2021-04-10 01:47:13,540 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=6.18ms, fps=2803 images/s, loss=0.4571, top1-acc=86.99%, top5-acc=98.12%, remaining_time=0:00:16.985148, arrival_time=2021-04-10 01:47:30.525756, cost_time=0:00:00.913177 2021-04-10 01:47:14,177 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=1.84ms, fps=4028 images/s, loss=0.4573, top1-acc=87.17%, top5-acc=98.09%, remaining_time=0:00:13.635600, arrival_time=2021-04-10 01:47:27.812562, cost_time=0:00:01.549501 2021-04-10 01:47:14,799 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=1.70ms, fps=4120 images/s, loss=0.4757, top1-acc=86.68%, top5-acc=97.98%, remaining_time=0:00:12.015910, arrival_time=2021-04-10 01:47:26.814840, cost_time=0:00:02.171545 2021-04-10 01:47:15,431 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=2.31ms, fps=4051 images/s, loss=0.4817, top1-acc=86.47%, top5-acc=97.90%, remaining_time=0:00:10.936224, arrival_time=2021-04-10 01:47:26.367850, cost_time=0:00:02.804143 2021-04-10 01:47:16,059 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=2.02ms, fps=4084 images/s, loss=0.4855, top1-acc=86.27%, top5-acc=97.91%, remaining_time=0:00:10.021002, arrival_time=2021-04-10 01:47:26.080232, cost_time=0:00:03.431831 2021-04-10 01:47:16,689 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=2.05ms, fps=4068 images/s, loss=0.4953, top1-acc=85.96%, top5-acc=97.86%, remaining_time=0:00:09.206656, arrival_time=2021-04-10 01:47:25.895725, cost_time=0:00:04.061735 2021-04-10 01:47:17,323 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=2.02ms, fps=4040 images/s, loss=0.4898, top1-acc=86.07%, top5-acc=97.95%, remaining_time=0:00:08.452332, arrival_time=2021-04-10 01:47:25.775524, cost_time=0:00:04.695746 2021-04-10 01:47:17,946 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=1.67ms, fps=4114 images/s, loss=0.4905, top1-acc=86.03%, top5-acc=97.94%, remaining_time=0:00:07.712144, arrival_time=2021-04-10 01:47:25.658253, cost_time=0:00:05.318709 2021-04-10 01:47:18,576 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.66ms, fps=4069 images/s, loss=0.4929, top1-acc=85.89%, top5-acc=97.88%, remaining_time=0:00:07.005964, arrival_time=2021-04-10 01:47:25.581893, cost_time=0:00:05.948425 2021-04-10 01:47:19,203 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=1.47ms, fps=4084 images/s, loss=0.4986, top1-acc=85.79%, top5-acc=97.80%, remaining_time=0:00:06.313152, arrival_time=2021-04-10 01:47:25.516763, cost_time=0:00:06.576237 2021-04-10 01:47:19,828 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=2.03ms, fps=4101 images/s, loss=0.5050, top1-acc=85.70%, top5-acc=97.73%, remaining_time=0:00:05.629904, arrival_time=2021-04-10 01:47:25.458421, cost_time=0:00:07.201023 2021-04-10 01:47:20,456 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.57ms, fps=4083 images/s, loss=0.5077, top1-acc=85.61%, top5-acc=97.71%, remaining_time=0:00:04.958240, arrival_time=2021-04-10 01:47:25.414543, cost_time=0:00:07.828827 2021-04-10 01:47:21,092 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=2.29ms, fps=4058 images/s, loss=0.5090, top1-acc=85.51%, top5-acc=97.69%, remaining_time=0:00:04.297854, arrival_time=2021-04-10 01:47:25.390635, cost_time=0:00:08.465430 2021-04-10 01:47:21,722 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=1.55ms, fps=4071 images/s, loss=0.5120, top1-acc=85.44%, top5-acc=97.70%, remaining_time=0:00:03.637872, arrival_time=2021-04-10 01:47:25.360041, cost_time=0:00:09.094720 2021-04-10 01:47:22,349 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=2.25ms, fps=4086 images/s, loss=0.5176, top1-acc=85.29%, top5-acc=97.67%, remaining_time=0:00:02.981398, arrival_time=2021-04-10 01:47:25.330711, cost_time=0:00:09.721944 2021-04-10 01:47:22,981 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=2.17ms, fps=4054 images/s, loss=0.5178, top1-acc=85.29%, top5-acc=97.68%, remaining_time=0:00:02.329596, arrival_time=2021-04-10 01:47:25.310898, cost_time=0:00:10.353818 2021-04-10 01:47:23,625 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=1.64ms, fps=3981 images/s, loss=0.5211, top1-acc=85.20%, top5-acc=97.67%, remaining_time=0:00:01.681992, arrival_time=2021-04-10 01:47:25.307094, cost_time=0:00:10.997688 2021-04-10 01:47:24,267 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=1.46ms, fps=3991 images/s, loss=0.5270, top1-acc=85.02%, top5-acc=97.61%, remaining_time=0:00:01.034640, arrival_time=2021-04-10 01:47:25.301749, cost_time=0:00:11.639729 2021-04-10 01:47:24,905 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.23ms, fps=4015 images/s, loss=0.5323, top1-acc=84.89%, top5-acc=97.56%, remaining_time=0:00:00.387726, arrival_time=2021-04-10 01:47:25.293070, cost_time=0:00:12.277935 2021-04-10 01:47:25,248 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=0.11ms, fps=3974 images/s, loss=0.5352, top1-acc=84.88%, top5-acc=97.54%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:25.248181, cost_time=0:00:12.620810 2021-04-10 01:47:25,587 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=6.58ms, fps=7567 images/s, loss=1.8396, top1-acc=59.37%, top5-acc=83.01%, remaining_time=0:00:01.014900, arrival_time=2021-04-10 01:47:26.602791, cost_time=0:00:00.338305 2021-04-10 01:47:25,838 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=0.22ms, fps=10252 images/s, loss=1.8347, top1-acc=59.94%, top5-acc=82.40%, remaining_time=0:00:00.588540, arrival_time=2021-04-10 01:47:26.426700, cost_time=0:00:00.588535 2021-04-10 01:47:26,089 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=8.24ms, fps=10199 images/s, loss=1.8222, top1-acc=59.95%, top5-acc=82.45%, remaining_time=0:00:00.280050, arrival_time=2021-04-10 01:47:26.369782, cost_time=0:00:00.840138 2021-04-10 01:47:26,305 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=0.06ms, fps=10757 images/s, loss=1.8386, top1-acc=59.93%, top5-acc=82.50%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:26.305889, cost_time=0:00:01.056395 2021-04-10 01:47:26,787 INFO : Epoch=0106 complete, best val top1-acc=61.99%, top5-acc=84.84% (epoch=90), remaining_time=0:22:19.824018, arrival_time=2021-04-10 02:09:46.611055, cost_time=0:25:10.865412 2021-04-10 01:47:26,787 INFO : Train start, epoch=0107, lr=0.045295 2021-04-10 01:47:27,618 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=0.36ms, fps=3082 images/s, loss=0.4836, top1-acc=86.37%, top5-acc=98.20%, remaining_time=0:00:15.450276, arrival_time=2021-04-10 01:47:43.068685, cost_time=0:00:00.830655 2021-04-10 01:47:28,246 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=1.97ms, fps=4082 images/s, loss=0.4664, top1-acc=86.84%, top5-acc=98.46%, remaining_time=0:00:12.833216, arrival_time=2021-04-10 01:47:41.079405, cost_time=0:00:01.458329 2021-04-10 01:47:28,912 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=3.10ms, fps=3850 images/s, loss=0.4703, top1-acc=86.87%, top5-acc=98.18%, remaining_time=0:00:11.753796, arrival_time=2021-04-10 01:47:40.665746, cost_time=0:00:02.124176 2021-04-10 01:47:29,546 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=1.77ms, fps=4044 images/s, loss=0.4735, top1-acc=86.87%, top5-acc=98.14%, remaining_time=0:00:10.757448, arrival_time=2021-04-10 01:47:40.303582, cost_time=0:00:02.758316 2021-04-10 01:47:30,168 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=1.64ms, fps=4119 images/s, loss=0.4758, top1-acc=86.79%, top5-acc=98.08%, remaining_time=0:00:09.870914, arrival_time=2021-04-10 01:47:40.039070, cost_time=0:00:03.380471 2021-04-10 01:47:30,794 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=1.93ms, fps=4090 images/s, loss=0.4775, top1-acc=86.71%, top5-acc=98.11%, remaining_time=0:00:09.082080, arrival_time=2021-04-10 01:47:39.876696, cost_time=0:00:04.006810 2021-04-10 01:47:31,414 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=2.21ms, fps=4135 images/s, loss=0.4819, top1-acc=86.55%, top5-acc=98.12%, remaining_time=0:00:08.327718, arrival_time=2021-04-10 01:47:39.741948, cost_time=0:00:04.626527 2021-04-10 01:47:32,039 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=2.89ms, fps=4100 images/s, loss=0.4890, top1-acc=86.37%, top5-acc=98.02%, remaining_time=0:00:07.614240, arrival_time=2021-04-10 01:47:39.653241, cost_time=0:00:05.251238 2021-04-10 01:47:32,678 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.52ms, fps=4008 images/s, loss=0.4930, top1-acc=86.21%, top5-acc=98.02%, remaining_time=0:00:06.937806, arrival_time=2021-04-10 01:47:39.616189, cost_time=0:00:05.890580 2021-04-10 01:47:33,308 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=4.27ms, fps=4065 images/s, loss=0.4973, top1-acc=86.04%, top5-acc=98.00%, remaining_time=0:00:06.260160, arrival_time=2021-04-10 01:47:39.568872, cost_time=0:00:06.520970 2021-04-10 01:47:33,947 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=5.97ms, fps=4010 images/s, loss=0.4980, top1-acc=86.03%, top5-acc=98.03%, remaining_time=0:00:05.597654, arrival_time=2021-04-10 01:47:39.545302, cost_time=0:00:07.159835 2021-04-10 01:47:34,575 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=2.70ms, fps=4080 images/s, loss=0.5002, top1-acc=85.93%, top5-acc=98.00%, remaining_time=0:00:04.932324, arrival_time=2021-04-10 01:47:39.508103, cost_time=0:00:07.787932 2021-04-10 01:47:35,201 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=2.06ms, fps=4099 images/s, loss=0.5051, top1-acc=85.84%, top5-acc=97.94%, remaining_time=0:00:04.271388, arrival_time=2021-04-10 01:47:39.472492, cost_time=0:00:08.413349 2021-04-10 01:47:35,830 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=2.35ms, fps=4071 images/s, loss=0.5057, top1-acc=85.80%, top5-acc=97.95%, remaining_time=0:00:03.617152, arrival_time=2021-04-10 01:47:39.447773, cost_time=0:00:09.042822 2021-04-10 01:47:36,456 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=2.11ms, fps=4092 images/s, loss=0.5113, top1-acc=85.60%, top5-acc=97.92%, remaining_time=0:00:02.965206, arrival_time=2021-04-10 01:47:39.422077, cost_time=0:00:09.669107 2021-04-10 01:47:37,091 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=2.47ms, fps=4039 images/s, loss=0.5177, top1-acc=85.49%, top5-acc=97.85%, remaining_time=0:00:02.318328, arrival_time=2021-04-10 01:47:39.409859, cost_time=0:00:10.303617 2021-04-10 01:47:37,721 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=1.87ms, fps=4072 images/s, loss=0.5195, top1-acc=85.45%, top5-acc=97.83%, remaining_time=0:00:01.672164, arrival_time=2021-04-10 01:47:39.393286, cost_time=0:00:10.933367 2021-04-10 01:47:38,367 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=1.67ms, fps=3963 images/s, loss=0.5208, top1-acc=85.39%, top5-acc=97.81%, remaining_time=0:00:01.029328, arrival_time=2021-04-10 01:47:39.397063, cost_time=0:00:11.579926 2021-04-10 01:47:38,995 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.38ms, fps=4082 images/s, loss=0.5232, top1-acc=85.31%, top5-acc=97.78%, remaining_time=0:00:00.385512, arrival_time=2021-04-10 01:47:39.381042, cost_time=0:00:12.207818 2021-04-10 01:47:39,343 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=0.17ms, fps=3921 images/s, loss=0.5247, top1-acc=85.26%, top5-acc=97.77%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:39.342916, cost_time=0:00:12.555123 2021-04-10 01:47:39,718 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=1.95ms, fps=6841 images/s, loss=1.7895, top1-acc=60.43%, top5-acc=84.26%, remaining_time=0:00:01.122510, arrival_time=2021-04-10 01:47:40.840774, cost_time=0:00:00.374172 2021-04-10 01:47:39,958 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=0.33ms, fps=10663 images/s, loss=1.8466, top1-acc=59.32%, top5-acc=83.55%, remaining_time=0:00:00.614620, arrival_time=2021-04-10 01:47:40.573408, cost_time=0:00:00.614628 2021-04-10 01:47:40,209 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=2.77ms, fps=10251 images/s, loss=1.8141, top1-acc=60.13%, top5-acc=83.85%, remaining_time=0:00:00.288320, arrival_time=2021-04-10 01:47:40.497415, cost_time=0:00:00.864947 2021-04-10 01:47:40,425 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=0.11ms, fps=10733 images/s, loss=1.8016, top1-acc=60.36%, top5-acc=83.69%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:40.425815, cost_time=0:00:01.081706 2021-04-10 01:47:41,013 INFO : Epoch=0107 complete, best val top1-acc=61.99%, top5-acc=84.84% (epoch=90), remaining_time=0:22:05.547042, arrival_time=2021-04-10 02:09:46.560416, cost_time=0:25:25.091745 2021-04-10 01:47:41,013 INFO : Train start, epoch=0108, lr=0.044513 2021-04-10 01:47:41,834 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=2.85ms, fps=3122 images/s, loss=0.4770, top1-acc=86.68%, top5-acc=98.12%, remaining_time=0:00:15.252744, arrival_time=2021-04-10 01:47:57.086875, cost_time=0:00:00.820044 2021-04-10 01:47:42,465 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=1.61ms, fps=4062 images/s, loss=0.4730, top1-acc=86.80%, top5-acc=97.99%, remaining_time=0:00:12.766688, arrival_time=2021-04-10 01:47:55.231629, cost_time=0:00:01.450757 2021-04-10 01:47:43,095 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=0.55ms, fps=4066 images/s, loss=0.4888, top1-acc=86.47%, top5-acc=97.79%, remaining_time=0:00:11.515420, arrival_time=2021-04-10 01:47:54.610654, cost_time=0:00:02.081108 2021-04-10 01:47:43,776 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=4.33ms, fps=3764 images/s, loss=0.4989, top1-acc=86.29%, top5-acc=97.80%, remaining_time=0:00:10.771176, arrival_time=2021-04-10 01:47:54.547264, cost_time=0:00:02.761836 2021-04-10 01:47:44,410 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=1.73ms, fps=4044 images/s, loss=0.4992, top1-acc=86.27%, top5-acc=97.79%, remaining_time=0:00:09.915444, arrival_time=2021-04-10 01:47:54.325415, cost_time=0:00:03.395718 2021-04-10 01:47:45,039 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=1.96ms, fps=4074 images/s, loss=0.4958, top1-acc=86.32%, top5-acc=97.79%, remaining_time=0:00:09.123016, arrival_time=2021-04-10 01:47:54.161966, cost_time=0:00:04.024881 2021-04-10 01:47:45,664 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=2.20ms, fps=4096 images/s, loss=0.4949, top1-acc=86.28%, top5-acc=97.80%, remaining_time=0:00:08.370558, arrival_time=2021-04-10 01:47:54.035145, cost_time=0:00:04.650338 2021-04-10 01:47:46,291 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=1.74ms, fps=4089 images/s, loss=0.4926, top1-acc=86.19%, top5-acc=97.84%, remaining_time=0:00:07.652056, arrival_time=2021-04-10 01:47:53.943502, cost_time=0:00:05.277305 2021-04-10 01:47:46,931 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=1.84ms, fps=4004 images/s, loss=0.4958, top1-acc=86.06%, top5-acc=97.84%, remaining_time=0:00:06.969182, arrival_time=2021-04-10 01:47:53.900692, cost_time=0:00:05.917268 2021-04-10 01:47:47,564 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=1.85ms, fps=4052 images/s, loss=0.4958, top1-acc=86.04%, top5-acc=97.84%, remaining_time=0:00:06.288000, arrival_time=2021-04-10 01:47:53.852027, cost_time=0:00:06.549968 2021-04-10 01:47:48,206 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=2.59ms, fps=3990 images/s, loss=0.4942, top1-acc=86.10%, top5-acc=97.85%, remaining_time=0:00:05.622766, arrival_time=2021-04-10 01:47:53.828856, cost_time=0:00:07.191918 2021-04-10 01:47:48,833 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=2.02ms, fps=4086 images/s, loss=0.4979, top1-acc=86.03%, top5-acc=97.84%, remaining_time=0:00:04.952084, arrival_time=2021-04-10 01:47:53.785374, cost_time=0:00:07.819115 2021-04-10 01:47:49,464 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=1.98ms, fps=4059 images/s, loss=0.5002, top1-acc=85.92%, top5-acc=97.82%, remaining_time=0:00:04.290198, arrival_time=2021-04-10 01:47:53.754747, cost_time=0:00:08.450431 2021-04-10 01:47:50,088 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=2.07ms, fps=4107 images/s, loss=0.5013, top1-acc=85.87%, top5-acc=97.82%, remaining_time=0:00:03.629752, arrival_time=2021-04-10 01:47:53.718285, cost_time=0:00:09.074346 2021-04-10 01:47:50,708 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=1.64ms, fps=4134 images/s, loss=0.5028, top1-acc=85.78%, top5-acc=97.83%, remaining_time=0:00:02.972888, arrival_time=2021-04-10 01:47:53.681201, cost_time=0:00:09.694248 2021-04-10 01:47:51,341 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=1.89ms, fps=4048 images/s, loss=0.5047, top1-acc=85.64%, top5-acc=97.82%, remaining_time=0:00:02.323620, arrival_time=2021-04-10 01:47:53.664977, cost_time=0:00:10.327128 2021-04-10 01:47:51,975 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=2.27ms, fps=4040 images/s, loss=0.5075, top1-acc=85.56%, top5-acc=97.79%, remaining_time=0:00:01.676480, arrival_time=2021-04-10 01:47:53.652279, cost_time=0:00:10.961648 2021-04-10 01:47:52,616 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=1.48ms, fps=4003 images/s, loss=0.5112, top1-acc=85.48%, top5-acc=97.76%, remaining_time=0:00:01.031264, arrival_time=2021-04-10 01:47:53.647206, cost_time=0:00:11.601698 2021-04-10 01:47:53,248 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=1.79ms, fps=4049 images/s, loss=0.5133, top1-acc=85.40%, top5-acc=97.74%, remaining_time=0:00:00.386364, arrival_time=2021-04-10 01:47:53.635267, cost_time=0:00:12.234830 2021-04-10 01:47:53,588 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=0.09ms, fps=4019 images/s, loss=0.5137, top1-acc=85.41%, top5-acc=97.74%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:53.587965, cost_time=0:00:12.573620 2021-04-10 01:47:53,933 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=4.57ms, fps=7447 images/s, loss=1.7753, top1-acc=60.86%, top5-acc=83.71%, remaining_time=0:00:01.031190, arrival_time=2021-04-10 01:47:54.964816, cost_time=0:00:00.343729 2021-04-10 01:47:54,182 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=2.00ms, fps=10294 images/s, loss=1.7642, top1-acc=60.33%, top5-acc=83.85%, remaining_time=0:00:00.592920, arrival_time=2021-04-10 01:47:54.775737, cost_time=0:00:00.592915 2021-04-10 01:47:54,466 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=0.39ms, fps=9054 images/s, loss=1.7658, top1-acc=60.76%, top5-acc=83.82%, remaining_time=0:00:00.292050, arrival_time=2021-04-10 01:47:54.758122, cost_time=0:00:00.876160 2021-04-10 01:47:54,687 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=1.31ms, fps=10481 images/s, loss=1.7430, top1-acc=61.33%, top5-acc=84.23%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:54.687880, cost_time=0:00:01.098062 2021-04-10 01:47:55,199 INFO : Epoch=0108 complete, best val top1-acc=61.99%, top5-acc=84.84% (epoch=90), remaining_time=0:21:51.236808, arrival_time=2021-04-10 02:09:46.436452, cost_time=0:25:39.278025 2021-04-10 01:47:55,200 INFO : Train start, epoch=0109, lr=0.043733 2021-04-10 01:47:56,007 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=1.52ms, fps=3174 images/s, loss=0.4572, top1-acc=87.97%, top5-acc=98.16%, remaining_time=0:00:15.002388, arrival_time=2021-04-10 01:48:11.009339, cost_time=0:00:00.806575 2021-04-10 01:47:56,632 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=1.63ms, fps=4097 images/s, loss=0.4453, top1-acc=87.87%, top5-acc=98.40%, remaining_time=0:00:12.601776, arrival_time=2021-04-10 01:48:09.234167, cost_time=0:00:01.432013 2021-04-10 01:47:57,257 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=1.44ms, fps=4099 images/s, loss=0.4444, top1-acc=87.98%, top5-acc=98.24%, remaining_time=0:00:11.383284, arrival_time=2021-04-10 01:48:08.640989, cost_time=0:00:02.057213 2021-04-10 01:47:57,883 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=2.12ms, fps=4094 images/s, loss=0.4473, top1-acc=87.85%, top5-acc=98.15%, remaining_time=0:00:10.465104, arrival_time=2021-04-10 01:48:08.348813, cost_time=0:00:02.683347 2021-04-10 01:47:58,518 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=2.78ms, fps=4041 images/s, loss=0.4457, top1-acc=87.70%, top5-acc=98.20%, remaining_time=0:00:09.686808, arrival_time=2021-04-10 01:48:08.204704, cost_time=0:00:03.317409 2021-04-10 01:47:59,150 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=2.16ms, fps=4050 images/s, loss=0.4451, top1-acc=87.64%, top5-acc=98.13%, remaining_time=0:00:08.954240, arrival_time=2021-04-10 01:48:08.105024, cost_time=0:00:03.950423 2021-04-10 01:47:59,792 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=3.92ms, fps=3997 images/s, loss=0.4498, top1-acc=87.52%, top5-acc=98.07%, remaining_time=0:00:08.264844, arrival_time=2021-04-10 01:48:08.056771, cost_time=0:00:04.591561 2021-04-10 01:48:00,424 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=2.01ms, fps=4050 images/s, loss=0.4531, top1-acc=87.40%, top5-acc=98.06%, remaining_time=0:00:07.575148, arrival_time=2021-04-10 01:48:07.999716, cost_time=0:00:05.224251 2021-04-10 01:48:01,053 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=2.08ms, fps=4075 images/s, loss=0.4549, top1-acc=87.33%, top5-acc=98.04%, remaining_time=0:00:06.893286, arrival_time=2021-04-10 01:48:07.946609, cost_time=0:00:05.852821 2021-04-10 01:48:01,697 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=1.70ms, fps=3982 images/s, loss=0.4587, top1-acc=87.14%, top5-acc=98.05%, remaining_time=0:00:06.236736, arrival_time=2021-04-10 01:48:07.933762, cost_time=0:00:06.496641 2021-04-10 01:48:02,337 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=2.40ms, fps=4002 images/s, loss=0.4693, top1-acc=86.87%, top5-acc=97.99%, remaining_time=0:00:05.579852, arrival_time=2021-04-10 01:48:07.917207, cost_time=0:00:07.137001 2021-04-10 01:48:02,985 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=2.10ms, fps=3954 images/s, loss=0.4740, top1-acc=86.71%, top5-acc=97.97%, remaining_time=0:00:04.930424, arrival_time=2021-04-10 01:48:07.915752, cost_time=0:00:07.784936 2021-04-10 01:48:03,615 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=2.34ms, fps=4064 images/s, loss=0.4765, top1-acc=86.55%, top5-acc=97.97%, remaining_time=0:00:04.272510, arrival_time=2021-04-10 01:48:07.888355, cost_time=0:00:08.415531 2021-04-10 01:48:04,249 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=2.50ms, fps=4045 images/s, loss=0.4818, top1-acc=86.43%, top5-acc=97.93%, remaining_time=0:00:03.619504, arrival_time=2021-04-10 01:48:07.868698, cost_time=0:00:09.048796 2021-04-10 01:48:04,880 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=1.95ms, fps=4060 images/s, loss=0.4844, top1-acc=86.37%, top5-acc=97.92%, remaining_time=0:00:02.968518, arrival_time=2021-04-10 01:48:07.848798, cost_time=0:00:09.679941 2021-04-10 01:48:05,511 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=2.32ms, fps=4058 images/s, loss=0.4874, top1-acc=86.30%, top5-acc=97.91%, remaining_time=0:00:02.320056, arrival_time=2021-04-10 01:48:07.831746, cost_time=0:00:10.311309 2021-04-10 01:48:06,137 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=3.43ms, fps=4096 images/s, loss=0.4906, top1-acc=86.22%, top5-acc=97.90%, remaining_time=0:00:01.672710, arrival_time=2021-04-10 01:48:07.810194, cost_time=0:00:10.936971 2021-04-10 01:48:06,781 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=3.80ms, fps=3978 images/s, loss=0.4940, top1-acc=86.12%, top5-acc=97.86%, remaining_time=0:00:01.029472, arrival_time=2021-04-10 01:48:07.811303, cost_time=0:00:11.581481 2021-04-10 01:48:07,408 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.54ms, fps=4090 images/s, loss=0.4983, top1-acc=86.02%, top5-acc=97.83%, remaining_time=0:00:00.385512, arrival_time=2021-04-10 01:48:07.793730, cost_time=0:00:12.207821 2021-04-10 01:48:07,748 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=0.08ms, fps=4010 images/s, loss=0.5027, top1-acc=85.94%, top5-acc=97.83%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:07.747964, cost_time=0:00:12.547669 2021-04-10 01:48:08,061 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=2.67ms, fps=8197 images/s, loss=1.9188, top1-acc=59.26%, top5-acc=82.38%, remaining_time=0:00:00.936780, arrival_time=2021-04-10 01:48:08.998122, cost_time=0:00:00.312263 2021-04-10 01:48:08,336 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=23.59ms, fps=9313 images/s, loss=1.8929, top1-acc=60.18%, top5-acc=82.44%, remaining_time=0:00:00.587700, arrival_time=2021-04-10 01:48:08.924477, cost_time=0:00:00.587692 2021-04-10 01:48:08,615 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=0.40ms, fps=9204 images/s, loss=1.8759, top1-acc=60.36%, top5-acc=82.81%, remaining_time=0:00:00.288790, arrival_time=2021-04-10 01:48:08.904258, cost_time=0:00:00.866375 2021-04-10 01:48:08,854 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=1.33ms, fps=9745 images/s, loss=1.8815, top1-acc=60.34%, top5-acc=83.14%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:08.854040, cost_time=0:00:01.105063 2021-04-10 01:48:09,337 INFO : Epoch=0109 complete, best val top1-acc=61.99%, top5-acc=84.84% (epoch=90), remaining_time=0:21:36.888047, arrival_time=2021-04-10 02:09:46.225015, cost_time=0:25:53.415347 2021-04-10 01:48:09,337 INFO : Train start, epoch=0110, lr=0.042955 2021-04-10 01:48:10,161 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=1.73ms, fps=3109 images/s, loss=0.4888, top1-acc=86.91%, top5-acc=98.20%, remaining_time=0:00:15.315240, arrival_time=2021-04-10 01:48:25.476593, cost_time=0:00:00.823397 2021-04-10 01:48:10,789 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=2.12ms, fps=4083 images/s, loss=0.5014, top1-acc=86.33%, top5-acc=97.99%, remaining_time=0:00:12.774256, arrival_time=2021-04-10 01:48:23.563574, cost_time=0:00:01.451629 2021-04-10 01:48:11,427 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=2.81ms, fps=4020 images/s, loss=0.4853, top1-acc=86.43%, top5-acc=98.01%, remaining_time=0:00:11.559742, arrival_time=2021-04-10 01:48:22.986629, cost_time=0:00:02.089122 2021-04-10 01:48:12,055 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=2.14ms, fps=4076 images/s, loss=0.4844, top1-acc=86.36%, top5-acc=98.00%, remaining_time=0:00:10.600200, arrival_time=2021-04-10 01:48:22.655879, cost_time=0:00:02.717997 2021-04-10 01:48:12,678 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=1.37ms, fps=4114 images/s, loss=0.4771, top1-acc=86.59%, top5-acc=98.02%, remaining_time=0:00:09.755282, arrival_time=2021-04-10 01:48:22.433848, cost_time=0:00:03.340868 2021-04-10 01:48:13,297 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=1.55ms, fps=4140 images/s, loss=0.4713, top1-acc=86.74%, top5-acc=98.07%, remaining_time=0:00:08.975456, arrival_time=2021-04-10 01:48:22.272859, cost_time=0:00:03.959780 2021-04-10 01:48:13,937 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=4.60ms, fps=4001 images/s, loss=0.4708, top1-acc=86.70%, top5-acc=98.12%, remaining_time=0:00:08.279964, arrival_time=2021-04-10 01:48:22.217606, cost_time=0:00:04.599951 2021-04-10 01:48:14,573 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.94ms, fps=4033 images/s, loss=0.4743, top1-acc=86.56%, top5-acc=98.10%, remaining_time=0:00:07.591272, arrival_time=2021-04-10 01:48:22.164432, cost_time=0:00:05.235384 2021-04-10 01:48:15,211 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=2.46ms, fps=4013 images/s, loss=0.4745, top1-acc=86.61%, top5-acc=98.09%, remaining_time=0:00:06.918408, arrival_time=2021-04-10 01:48:22.130189, cost_time=0:00:05.874150 2021-04-10 01:48:15,844 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.48ms, fps=4052 images/s, loss=0.4752, top1-acc=86.58%, top5-acc=98.08%, remaining_time=0:00:06.246048, arrival_time=2021-04-10 01:48:22.090078, cost_time=0:00:06.506304 2021-04-10 01:48:16,471 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=2.14ms, fps=4082 images/s, loss=0.4778, top1-acc=86.47%, top5-acc=98.05%, remaining_time=0:00:05.577616, arrival_time=2021-04-10 01:48:22.049442, cost_time=0:00:07.134199 2021-04-10 01:48:17,090 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=2.22ms, fps=4142 images/s, loss=0.4791, top1-acc=86.44%, top5-acc=98.05%, remaining_time=0:00:04.909980, arrival_time=2021-04-10 01:48:22.000265, cost_time=0:00:07.752623 2021-04-10 01:48:17,720 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=1.80ms, fps=4067 images/s, loss=0.4834, top1-acc=86.36%, top5-acc=98.00%, remaining_time=0:00:04.255812, arrival_time=2021-04-10 01:48:21.976182, cost_time=0:00:08.382595 2021-04-10 01:48:18,352 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=2.20ms, fps=4053 images/s, loss=0.4864, top1-acc=86.30%, top5-acc=97.98%, remaining_time=0:00:03.606008, arrival_time=2021-04-10 01:48:21.958741, cost_time=0:00:09.015039 2021-04-10 01:48:18,982 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=2.31ms, fps=4069 images/s, loss=0.4884, top1-acc=86.32%, top5-acc=97.94%, remaining_time=0:00:02.957754, arrival_time=2021-04-10 01:48:21.940350, cost_time=0:00:09.644804 2021-04-10 01:48:19,615 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.88ms, fps=4050 images/s, loss=0.4924, top1-acc=86.21%, top5-acc=97.92%, remaining_time=0:00:02.312460, arrival_time=2021-04-10 01:48:21.927703, cost_time=0:00:10.277605 2021-04-10 01:48:20,246 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=2.05ms, fps=4062 images/s, loss=0.4935, top1-acc=86.16%, top5-acc=97.92%, remaining_time=0:00:01.668316, arrival_time=2021-04-10 01:48:21.914266, cost_time=0:00:10.908286 2021-04-10 01:48:20,867 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=1.42ms, fps=4125 images/s, loss=0.4951, top1-acc=86.12%, top5-acc=97.90%, remaining_time=0:00:01.024832, arrival_time=2021-04-10 01:48:21.891912, cost_time=0:00:11.529406 2021-04-10 01:48:21,490 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.43ms, fps=4110 images/s, loss=0.4955, top1-acc=86.09%, top5-acc=97.90%, remaining_time=0:00:00.383772, arrival_time=2021-04-10 01:48:21.874286, cost_time=0:00:12.152855 2021-04-10 01:48:21,830 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=0.09ms, fps=4003 images/s, loss=0.4966, top1-acc=86.06%, top5-acc=97.87%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:21.830820, cost_time=0:00:12.493140 2021-04-10 01:48:22,217 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=0.43ms, fps=6648 images/s, loss=1.8599, top1-acc=59.37%, top5-acc=83.48%, remaining_time=0:00:01.155210, arrival_time=2021-04-10 01:48:23.372187, cost_time=0:00:00.385069 2021-04-10 01:48:22,480 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=2.22ms, fps=9752 images/s, loss=1.8042, top1-acc=60.64%, top5-acc=84.18%, remaining_time=0:00:00.648120, arrival_time=2021-04-10 01:48:23.128109, cost_time=0:00:00.648126 2021-04-10 01:48:22,755 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=0.21ms, fps=9296 images/s, loss=1.8324, top1-acc=60.17%, top5-acc=84.10%, remaining_time=0:00:00.307990, arrival_time=2021-04-10 01:48:23.063806, cost_time=0:00:00.923977 2021-04-10 01:48:22,989 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=0.08ms, fps=9957 images/s, loss=1.8375, top1-acc=60.22%, top5-acc=83.77%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:22.989154, cost_time=0:00:01.157351 2021-04-10 01:48:23,535 INFO : Epoch=0110 complete, best val top1-acc=61.99%, top5-acc=84.84% (epoch=90), remaining_time=0:21:22.592970, arrival_time=2021-04-10 02:09:46.128273, cost_time=0:26:07.613683 2021-04-10 01:48:23,535 INFO : Train start, epoch=0111, lr=0.042178 2021-04-10 01:48:24,387 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=0.36ms, fps=3007 images/s, loss=0.5284, top1-acc=85.94%, top5-acc=97.70%, remaining_time=0:00:15.836598, arrival_time=2021-04-10 01:48:40.223993, cost_time=0:00:00.851430 2021-04-10 01:48:25,016 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=1.95ms, fps=4074 images/s, loss=0.4922, top1-acc=86.66%, top5-acc=97.87%, remaining_time=0:00:13.026288, arrival_time=2021-04-10 01:48:38.042562, cost_time=0:00:01.480262 2021-04-10 01:48:25,643 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=1.66ms, fps=4087 images/s, loss=0.4832, top1-acc=86.74%, top5-acc=97.84%, remaining_time=0:00:11.660172, arrival_time=2021-04-10 01:48:37.303493, cost_time=0:00:02.107253 2021-04-10 01:48:26,267 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=2.13ms, fps=4104 images/s, loss=0.4646, top1-acc=87.20%, top5-acc=98.03%, remaining_time=0:00:10.653864, arrival_time=2021-04-10 01:48:36.921645, cost_time=0:00:02.731775 2021-04-10 01:48:26,894 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=1.99ms, fps=4088 images/s, loss=0.4637, top1-acc=87.24%, top5-acc=98.05%, remaining_time=0:00:09.806820, arrival_time=2021-04-10 01:48:36.701345, cost_time=0:00:03.358486 2021-04-10 01:48:27,520 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=1.53ms, fps=4096 images/s, loss=0.4655, top1-acc=87.13%, top5-acc=98.10%, remaining_time=0:00:09.030400, arrival_time=2021-04-10 01:48:36.550443, cost_time=0:00:03.984030 2021-04-10 01:48:28,136 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=1.48ms, fps=4159 images/s, loss=0.4660, top1-acc=87.13%, top5-acc=98.06%, remaining_time=0:00:08.280342, arrival_time=2021-04-10 01:48:36.416476, cost_time=0:00:04.600173 2021-04-10 01:48:28,783 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=23.50ms, fps=3961 images/s, loss=0.4676, top1-acc=86.97%, top5-acc=98.04%, remaining_time=0:00:07.608092, arrival_time=2021-04-10 01:48:36.391165, cost_time=0:00:05.246927 2021-04-10 01:48:29,424 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=2.71ms, fps=3996 images/s, loss=0.4660, top1-acc=86.91%, top5-acc=98.10%, remaining_time=0:00:06.935262, arrival_time=2021-04-10 01:48:36.359722, cost_time=0:00:05.888449 2021-04-10 01:48:30,087 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=1.50ms, fps=3866 images/s, loss=0.4678, top1-acc=86.81%, top5-acc=98.06%, remaining_time=0:00:06.289344, arrival_time=2021-04-10 01:48:36.376773, cost_time=0:00:06.551371 2021-04-10 01:48:30,716 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=2.72ms, fps=4074 images/s, loss=0.4677, top1-acc=86.80%, top5-acc=98.04%, remaining_time=0:00:05.613736, arrival_time=2021-04-10 01:48:36.330198, cost_time=0:00:07.180409 2021-04-10 01:48:31,345 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=2.34ms, fps=4074 images/s, loss=0.4654, top1-acc=86.80%, top5-acc=98.08%, remaining_time=0:00:04.946004, arrival_time=2021-04-10 01:48:36.291418, cost_time=0:00:07.809441 2021-04-10 01:48:31,977 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=1.68ms, fps=4055 images/s, loss=0.4668, top1-acc=86.76%, top5-acc=98.09%, remaining_time=0:00:04.285512, arrival_time=2021-04-10 01:48:36.262737, cost_time=0:00:08.441221 2021-04-10 01:48:32,613 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=1.71ms, fps=4028 images/s, loss=0.4708, top1-acc=86.65%, top5-acc=98.05%, remaining_time=0:00:03.630928, arrival_time=2021-04-10 01:48:36.244281, cost_time=0:00:09.077267 2021-04-10 01:48:33,239 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=2.22ms, fps=4091 images/s, loss=0.4727, top1-acc=86.58%, top5-acc=98.04%, remaining_time=0:00:02.975832, arrival_time=2021-04-10 01:48:36.215563, cost_time=0:00:09.703762 2021-04-10 01:48:33,861 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=1.57ms, fps=4124 images/s, loss=0.4741, top1-acc=86.57%, top5-acc=98.05%, remaining_time=0:00:02.323116, arrival_time=2021-04-10 01:48:36.184104, cost_time=0:00:10.325022 2021-04-10 01:48:34,491 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=1.72ms, fps=4062 images/s, loss=0.4762, top1-acc=86.49%, top5-acc=98.02%, remaining_time=0:00:01.675570, arrival_time=2021-04-10 01:48:36.167298, cost_time=0:00:10.955682 2021-04-10 01:48:35,125 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=1.56ms, fps=4041 images/s, loss=0.4775, top1-acc=86.50%, top5-acc=98.01%, remaining_time=0:00:01.030208, arrival_time=2021-04-10 01:48:36.155998, cost_time=0:00:11.589760 2021-04-10 01:48:35,755 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.82ms, fps=4072 images/s, loss=0.4812, top1-acc=86.39%, top5-acc=97.99%, remaining_time=0:00:00.385866, arrival_time=2021-04-10 01:48:36.141035, cost_time=0:00:12.219052 2021-04-10 01:48:36,093 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=0.10ms, fps=4023 images/s, loss=0.4819, top1-acc=86.39%, top5-acc=97.98%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:36.093921, cost_time=0:00:12.557971 2021-04-10 01:48:36,431 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=10.35ms, fps=7600 images/s, loss=1.6579, top1-acc=63.28%, top5-acc=85.00%, remaining_time=0:00:01.010460, arrival_time=2021-04-10 01:48:37.442142, cost_time=0:00:00.336825 2021-04-10 01:48:36,683 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=0.53ms, fps=10207 images/s, loss=1.7254, top1-acc=62.30%, top5-acc=84.43%, remaining_time=0:00:00.588120, arrival_time=2021-04-10 01:48:37.271108, cost_time=0:00:00.588119 2021-04-10 01:48:36,931 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=3.53ms, fps=10344 images/s, loss=1.7082, top1-acc=62.51%, top5-acc=84.56%, remaining_time=0:00:00.278720, arrival_time=2021-04-10 01:48:37.209705, cost_time=0:00:00.836172 2021-04-10 01:48:37,161 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=0.12ms, fps=10094 images/s, loss=1.6812, top1-acc=62.77%, top5-acc=84.75%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:37.161209, cost_time=0:00:01.066385 2021-04-10 01:48:38,521 INFO : Epoch=0111 complete, best val top1-acc=62.77%, top5-acc=84.75% (epoch=111), remaining_time=0:21:08.931206, arrival_time=2021-04-10 02:09:47.452483, cost_time=0:26:22.599634 2021-04-10 01:48:38,522 INFO : Train start, epoch=0112, lr=0.041404 2021-04-10 01:48:39,363 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=0.53ms, fps=3044 images/s, loss=0.4040, top1-acc=88.01%, top5-acc=98.59%, remaining_time=0:00:15.643344, arrival_time=2021-04-10 01:48:55.006717, cost_time=0:00:00.841035 2021-04-10 01:48:40,003 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=2.20ms, fps=4004 images/s, loss=0.4258, top1-acc=87.79%, top5-acc=98.44%, remaining_time=0:00:13.032800, arrival_time=2021-04-10 01:48:53.036232, cost_time=0:00:01.480995 2021-04-10 01:48:40,641 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=1.73ms, fps=4019 images/s, loss=0.4356, top1-acc=87.68%, top5-acc=98.33%, remaining_time=0:00:11.725078, arrival_time=2021-04-10 01:48:52.366343, cost_time=0:00:02.118998 2021-04-10 01:48:41,293 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=0.37ms, fps=3927 images/s, loss=0.4433, top1-acc=87.44%, top5-acc=98.40%, remaining_time=0:00:10.808148, arrival_time=2021-04-10 01:48:52.101813, cost_time=0:00:02.771321 2021-04-10 01:48:41,929 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=2.57ms, fps=4034 images/s, loss=0.4431, top1-acc=87.49%, top5-acc=98.32%, remaining_time=0:00:09.947126, arrival_time=2021-04-10 01:48:51.876036, cost_time=0:00:03.406567 2021-04-10 01:48:42,561 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=1.95ms, fps=4055 images/s, loss=0.4436, top1-acc=87.51%, top5-acc=98.32%, remaining_time=0:00:09.154160, arrival_time=2021-04-10 01:48:51.715162, cost_time=0:00:04.038611 2021-04-10 01:48:43,176 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=0.38ms, fps=4163 images/s, loss=0.4427, top1-acc=87.48%, top5-acc=98.38%, remaining_time=0:00:08.377740, arrival_time=2021-04-10 01:48:51.554363, cost_time=0:00:04.654318 2021-04-10 01:48:43,809 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=4.14ms, fps=4049 images/s, loss=0.4418, top1-acc=87.48%, top5-acc=98.35%, remaining_time=0:00:07.666208, arrival_time=2021-04-10 01:48:51.475550, cost_time=0:00:05.287068 2021-04-10 01:48:44,438 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=1.82ms, fps=4075 images/s, loss=0.4394, top1-acc=87.60%, top5-acc=98.34%, remaining_time=0:00:06.967486, arrival_time=2021-04-10 01:48:51.405558, cost_time=0:00:05.915751 2021-04-10 01:48:45,065 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=1.80ms, fps=4082 images/s, loss=0.4400, top1-acc=87.66%, top5-acc=98.32%, remaining_time=0:00:06.281664, arrival_time=2021-04-10 01:48:51.347433, cost_time=0:00:06.543427 2021-04-10 01:48:45,694 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=3.47ms, fps=4076 images/s, loss=0.4472, top1-acc=87.44%, top5-acc=98.25%, remaining_time=0:00:05.607286, arrival_time=2021-04-10 01:48:51.301842, cost_time=0:00:07.172157 2021-04-10 01:48:46,317 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=2.00ms, fps=4116 images/s, loss=0.4504, top1-acc=87.32%, top5-acc=98.22%, remaining_time=0:00:04.936808, arrival_time=2021-04-10 01:48:51.254089, cost_time=0:00:07.794964 2021-04-10 01:48:46,953 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=2.34ms, fps=4029 images/s, loss=0.4520, top1-acc=87.27%, top5-acc=98.21%, remaining_time=0:00:04.280364, arrival_time=2021-04-10 01:48:51.233775, cost_time=0:00:08.430997 2021-04-10 01:48:47,583 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=2.48ms, fps=4066 images/s, loss=0.4516, top1-acc=87.34%, top5-acc=98.20%, remaining_time=0:00:03.624600, arrival_time=2021-04-10 01:48:51.208375, cost_time=0:00:09.061475 2021-04-10 01:48:48,222 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=2.01ms, fps=4011 images/s, loss=0.4544, top1-acc=87.22%, top5-acc=98.15%, remaining_time=0:00:02.974774, arrival_time=2021-04-10 01:48:51.197475, cost_time=0:00:09.700307 2021-04-10 01:48:48,863 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=2.41ms, fps=3999 images/s, loss=0.4583, top1-acc=87.12%, top5-acc=98.12%, remaining_time=0:00:02.326788, arrival_time=2021-04-10 01:48:51.190381, cost_time=0:00:10.341248 2021-04-10 01:48:49,497 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=2.94ms, fps=4047 images/s, loss=0.4611, top1-acc=87.01%, top5-acc=98.11%, remaining_time=0:00:01.678482, arrival_time=2021-04-10 01:48:51.175426, cost_time=0:00:10.974615 2021-04-10 01:48:50,124 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=1.54ms, fps=4080 images/s, loss=0.4634, top1-acc=86.92%, top5-acc=98.10%, remaining_time=0:00:01.031344, arrival_time=2021-04-10 01:48:51.156247, cost_time=0:00:11.602578 2021-04-10 01:48:50,757 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=1.94ms, fps=4050 images/s, loss=0.4647, top1-acc=86.89%, top5-acc=98.09%, remaining_time=0:00:00.386382, arrival_time=2021-04-10 01:48:51.144049, cost_time=0:00:12.235366 2021-04-10 01:48:51,103 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=0.09ms, fps=3945 images/s, loss=0.4648, top1-acc=86.89%, top5-acc=98.10%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:51.103029, cost_time=0:00:12.580698 2021-04-10 01:48:51,433 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=4.71ms, fps=7767 images/s, loss=1.6902, top1-acc=63.91%, top5-acc=85.00%, remaining_time=0:00:00.988680, arrival_time=2021-04-10 01:48:52.422464, cost_time=0:00:00.329561 2021-04-10 01:48:51,678 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=2.38ms, fps=10477 images/s, loss=1.7216, top1-acc=63.38%, top5-acc=84.84%, remaining_time=0:00:00.574440, arrival_time=2021-04-10 01:48:52.253104, cost_time=0:00:00.574449 2021-04-10 01:48:51,929 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=0.21ms, fps=10220 images/s, loss=1.7228, top1-acc=63.57%, top5-acc=84.75%, remaining_time=0:00:00.275160, arrival_time=2021-04-10 01:48:52.204775, cost_time=0:00:00.825472 2021-04-10 01:48:52,145 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=0.15ms, fps=10773 images/s, loss=1.7208, top1-acc=63.60%, top5-acc=84.86%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:52.145397, cost_time=0:00:01.041200 2021-04-10 01:48:53,218 INFO : Epoch=0112 complete, best val top1-acc=63.60%, top5-acc=84.86% (epoch=112), remaining_time=0:20:55.018864, arrival_time=2021-04-10 02:09:48.237281, cost_time=0:26:37.296768 2021-04-10 01:48:53,219 INFO : Train start, epoch=0113, lr=0.040631 2021-04-10 01:48:54,045 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=1.39ms, fps=3098 images/s, loss=0.4571, top1-acc=87.73%, top5-acc=98.24%, remaining_time=0:00:15.370668, arrival_time=2021-04-10 01:49:09.416201, cost_time=0:00:00.826385 2021-04-10 01:48:54,674 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=2.67ms, fps=4074 images/s, loss=0.4510, top1-acc=87.64%, top5-acc=98.32%, remaining_time=0:00:12.805408, arrival_time=2021-04-10 01:49:07.479882, cost_time=0:00:01.455154 2021-04-10 01:48:55,307 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=1.62ms, fps=4052 images/s, loss=0.4419, top1-acc=87.85%, top5-acc=98.40%, remaining_time=0:00:11.553268, arrival_time=2021-04-10 01:49:06.860351, cost_time=0:00:02.087934 2021-04-10 01:48:55,932 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=1.51ms, fps=4098 images/s, loss=0.4320, top1-acc=87.94%, top5-acc=98.48%, remaining_time=0:00:10.580856, arrival_time=2021-04-10 01:49:06.513128, cost_time=0:00:02.713029 2021-04-10 01:48:56,570 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=1.98ms, fps=4029 images/s, loss=0.4417, top1-acc=87.63%, top5-acc=98.44%, remaining_time=0:00:09.786818, arrival_time=2021-04-10 01:49:06.357603, cost_time=0:00:03.351632 2021-04-10 01:48:57,200 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=2.46ms, fps=4070 images/s, loss=0.4437, top1-acc=87.46%, top5-acc=98.38%, remaining_time=0:00:09.023872, arrival_time=2021-04-10 01:49:06.224315, cost_time=0:00:03.981123 2021-04-10 01:48:57,834 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=2.17ms, fps=4045 images/s, loss=0.4465, top1-acc=87.33%, top5-acc=98.33%, remaining_time=0:00:08.306676, arrival_time=2021-04-10 01:49:06.140656, cost_time=0:00:04.614804 2021-04-10 01:48:58,452 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=2.39ms, fps=4141 images/s, loss=0.4437, top1-acc=87.40%, top5-acc=98.31%, remaining_time=0:00:07.588720, arrival_time=2021-04-10 01:49:06.041541, cost_time=0:00:05.233577 2021-04-10 01:48:59,096 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.76ms, fps=3984 images/s, loss=0.4421, top1-acc=87.50%, top5-acc=98.27%, remaining_time=0:00:06.921694, arrival_time=2021-04-10 01:49:06.017739, cost_time=0:00:05.876884 2021-04-10 01:48:59,737 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=2.43ms, fps=3995 images/s, loss=0.4394, top1-acc=87.53%, top5-acc=98.33%, remaining_time=0:00:06.257376, arrival_time=2021-04-10 01:49:05.994794, cost_time=0:00:06.518113 2021-04-10 01:49:00,367 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=2.01ms, fps=4067 images/s, loss=0.4395, top1-acc=87.55%, top5-acc=98.32%, remaining_time=0:00:05.588796, arrival_time=2021-04-10 01:49:05.956489, cost_time=0:00:07.148490 2021-04-10 01:49:01,032 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=1.44ms, fps=3855 images/s, loss=0.4423, top1-acc=87.41%, top5-acc=98.33%, remaining_time=0:00:04.948360, arrival_time=2021-04-10 01:49:05.980823, cost_time=0:00:07.813188 2021-04-10 01:49:01,659 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=2.10ms, fps=4085 images/s, loss=0.4460, top1-acc=87.31%, top5-acc=98.30%, remaining_time=0:00:04.285182, arrival_time=2021-04-10 01:49:05.944919, cost_time=0:00:08.440529 2021-04-10 01:49:02,284 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=1.95ms, fps=4103 images/s, loss=0.4459, top1-acc=87.31%, top5-acc=98.30%, remaining_time=0:00:03.626056, arrival_time=2021-04-10 01:49:05.910442, cost_time=0:00:09.065079 2021-04-10 01:49:02,919 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=2.11ms, fps=4033 images/s, loss=0.4476, top1-acc=87.24%, top5-acc=98.30%, remaining_time=0:00:02.974866, arrival_time=2021-04-10 01:49:05.894729, cost_time=0:00:09.700651 2021-04-10 01:49:03,549 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=2.20ms, fps=4072 images/s, loss=0.4495, top1-acc=87.23%, top5-acc=98.27%, remaining_time=0:00:02.324232, arrival_time=2021-04-10 01:49:05.873391, cost_time=0:00:10.329960 2021-04-10 01:49:04,182 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=1.94ms, fps=4047 images/s, loss=0.4541, top1-acc=87.12%, top5-acc=98.26%, remaining_time=0:00:01.676714, arrival_time=2021-04-10 01:49:05.859127, cost_time=0:00:10.963188 2021-04-10 01:49:04,804 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=1.73ms, fps=4119 images/s, loss=0.4569, top1-acc=87.00%, top5-acc=98.24%, remaining_time=0:00:01.029808, arrival_time=2021-04-10 01:49:05.834219, cost_time=0:00:11.585257 2021-04-10 01:49:05,435 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.70ms, fps=4060 images/s, loss=0.4607, top1-acc=86.93%, top5-acc=98.20%, remaining_time=0:00:00.385776, arrival_time=2021-04-10 01:49:05.821180, cost_time=0:00:12.216265 2021-04-10 01:49:05,773 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=0.08ms, fps=4025 images/s, loss=0.4618, top1-acc=86.87%, top5-acc=98.20%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:05.773627, cost_time=0:00:12.554516 2021-04-10 01:49:06,098 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=0.47ms, fps=7909 images/s, loss=1.8606, top1-acc=60.43%, top5-acc=83.32%, remaining_time=0:00:00.970950, arrival_time=2021-04-10 01:49:07.069249, cost_time=0:00:00.323653 2021-04-10 01:49:06,349 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=0.48ms, fps=10207 images/s, loss=1.8564, top1-acc=60.51%, top5-acc=83.57%, remaining_time=0:00:00.575240, arrival_time=2021-04-10 01:49:06.925011, cost_time=0:00:00.575234 2021-04-10 01:49:06,631 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=2.05ms, fps=9120 images/s, loss=1.8583, top1-acc=60.42%, top5-acc=83.52%, remaining_time=0:00:00.285460, arrival_time=2021-04-10 01:49:06.916402, cost_time=0:00:00.856390 2021-04-10 01:49:06,920 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.10ms, fps=8029 images/s, loss=1.8329, top1-acc=60.58%, top5-acc=83.32%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:06.920349, cost_time=0:00:01.145856 2021-04-10 01:49:07,493 INFO : Epoch=0113 complete, best val top1-acc=63.60%, top5-acc=84.86% (epoch=112), remaining_time=0:20:40.768074, arrival_time=2021-04-10 02:09:48.262007, cost_time=0:26:51.572305 2021-04-10 01:49:07,494 INFO : Train start, epoch=0114, lr=0.039861 2021-04-10 01:49:08,350 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=1.48ms, fps=2993 images/s, loss=0.3938, top1-acc=88.63%, top5-acc=98.71%, remaining_time=0:00:15.907836, arrival_time=2021-04-10 01:49:24.257846, cost_time=0:00:00.855258 2021-04-10 01:49:08,978 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=1.76ms, fps=4076 images/s, loss=0.3971, top1-acc=88.67%, top5-acc=98.46%, remaining_time=0:00:13.059904, arrival_time=2021-04-10 01:49:22.038629, cost_time=0:00:01.484079 2021-04-10 01:49:09,607 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=2.05ms, fps=4078 images/s, loss=0.3920, top1-acc=88.67%, top5-acc=98.46%, remaining_time=0:00:11.688724, arrival_time=2021-04-10 01:49:21.295792, cost_time=0:00:02.112407 2021-04-10 01:49:10,244 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=2.49ms, fps=4022 images/s, loss=0.4038, top1-acc=88.41%, top5-acc=98.43%, remaining_time=0:00:10.723596, arrival_time=2021-04-10 01:49:20.968007, cost_time=0:00:02.749635 2021-04-10 01:49:10,878 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=2.11ms, fps=4043 images/s, loss=0.4073, top1-acc=88.49%, top5-acc=98.42%, remaining_time=0:00:09.880550, arrival_time=2021-04-10 01:49:20.758932, cost_time=0:00:03.383762 2021-04-10 01:49:11,502 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=2.02ms, fps=4106 images/s, loss=0.4103, top1-acc=88.29%, top5-acc=98.49%, remaining_time=0:00:09.084528, arrival_time=2021-04-10 01:49:20.587057, cost_time=0:00:04.007874 2021-04-10 01:49:12,127 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=1.65ms, fps=4098 images/s, loss=0.4123, top1-acc=88.25%, top5-acc=98.49%, remaining_time=0:00:08.339814, arrival_time=2021-04-10 01:49:20.467691, cost_time=0:00:04.633245 2021-04-10 01:49:12,765 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=1.48ms, fps=4020 images/s, loss=0.4132, top1-acc=88.20%, top5-acc=98.49%, remaining_time=0:00:07.642312, arrival_time=2021-04-10 01:49:20.407692, cost_time=0:00:05.270577 2021-04-10 01:49:13,386 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=3.68ms, fps=4128 images/s, loss=0.4170, top1-acc=88.02%, top5-acc=98.50%, remaining_time=0:00:06.939078, arrival_time=2021-04-10 01:49:20.325347, cost_time=0:00:05.891687 2021-04-10 01:49:14,025 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=1.90ms, fps=4010 images/s, loss=0.4193, top1-acc=87.93%, top5-acc=98.50%, remaining_time=0:00:06.269280, arrival_time=2021-04-10 01:49:20.294512, cost_time=0:00:06.530536 2021-04-10 01:49:14,654 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=2.63ms, fps=4074 images/s, loss=0.4234, top1-acc=87.80%, top5-acc=98.46%, remaining_time=0:00:05.597568, arrival_time=2021-04-10 01:49:20.251808, cost_time=0:00:07.159633 2021-04-10 01:49:15,286 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=2.49ms, fps=4054 images/s, loss=0.4247, top1-acc=87.78%, top5-acc=98.44%, remaining_time=0:00:04.934680, arrival_time=2021-04-10 01:49:20.221056, cost_time=0:00:07.791648 2021-04-10 01:49:15,913 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.65ms, fps=4087 images/s, loss=0.4265, top1-acc=87.73%, top5-acc=98.40%, remaining_time=0:00:04.274226, arrival_time=2021-04-10 01:49:20.187773, cost_time=0:00:08.418952 2021-04-10 01:49:16,538 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=1.51ms, fps=4096 images/s, loss=0.4267, top1-acc=87.73%, top5-acc=98.38%, remaining_time=0:00:03.617768, arrival_time=2021-04-10 01:49:20.156719, cost_time=0:00:09.044380 2021-04-10 01:49:17,172 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=2.49ms, fps=4042 images/s, loss=0.4274, top1-acc=87.73%, top5-acc=98.36%, remaining_time=0:00:02.967920, arrival_time=2021-04-10 01:49:20.140722, cost_time=0:00:09.678075 2021-04-10 01:49:17,804 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=1.36ms, fps=4057 images/s, loss=0.4295, top1-acc=87.66%, top5-acc=98.35%, remaining_time=0:00:02.319732, arrival_time=2021-04-10 01:49:20.124370, cost_time=0:00:10.309899 2021-04-10 01:49:18,440 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=1.59ms, fps=4029 images/s, loss=0.4306, top1-acc=87.63%, top5-acc=98.35%, remaining_time=0:00:01.674114, arrival_time=2021-04-10 01:49:20.114892, cost_time=0:00:10.946189 2021-04-10 01:49:19,066 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=1.72ms, fps=4093 images/s, loss=0.4342, top1-acc=87.60%, top5-acc=98.30%, remaining_time=0:00:01.028640, arrival_time=2021-04-10 01:49:20.095333, cost_time=0:00:11.572111 2021-04-10 01:49:19,690 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=2.01ms, fps=4109 images/s, loss=0.4367, top1-acc=87.53%, top5-acc=98.30%, remaining_time=0:00:00.385122, arrival_time=2021-04-10 01:49:20.075390, cost_time=0:00:12.195562 2021-04-10 01:49:20,036 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=0.13ms, fps=3936 images/s, loss=0.4394, top1-acc=87.46%, top5-acc=98.28%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:20.036447, cost_time=0:00:12.541878 2021-04-10 01:49:20,361 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=0.41ms, fps=7902 images/s, loss=1.7694, top1-acc=61.87%, top5-acc=84.22%, remaining_time=0:00:00.971850, arrival_time=2021-04-10 01:49:21.333223, cost_time=0:00:00.323952 2021-04-10 01:49:20,630 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=0.19ms, fps=9524 images/s, loss=1.7822, top1-acc=61.19%, top5-acc=84.00%, remaining_time=0:00:00.593140, arrival_time=2021-04-10 01:49:21.223679, cost_time=0:00:00.593133 2021-04-10 01:49:20,897 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=0.29ms, fps=9611 images/s, loss=1.7717, top1-acc=61.72%, top5-acc=84.15%, remaining_time=0:00:00.286620, arrival_time=2021-04-10 01:49:21.183926, cost_time=0:00:00.859863 2021-04-10 01:49:21,120 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=0.07ms, fps=10399 images/s, loss=1.7563, top1-acc=62.19%, top5-acc=84.60%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:21.120895, cost_time=0:00:01.083481 2021-04-10 01:49:21,590 INFO : Epoch=0114 complete, best val top1-acc=63.60%, top5-acc=84.86% (epoch=112), remaining_time=0:20:26.381844, arrival_time=2021-04-10 02:09:47.972422, cost_time=0:27:05.668924 2021-04-10 01:49:21,591 INFO : Train start, epoch=0115, lr=0.039093 2021-04-10 01:49:22,421 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=0.49ms, fps=3083 images/s, loss=0.4347, top1-acc=88.16%, top5-acc=98.12%, remaining_time=0:00:15.441906, arrival_time=2021-04-10 01:49:37.863694, cost_time=0:00:00.830208 2021-04-10 01:49:23,062 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=1.92ms, fps=3998 images/s, loss=0.4520, top1-acc=86.95%, top5-acc=98.24%, remaining_time=0:00:12.947616, arrival_time=2021-04-10 01:49:36.010424, cost_time=0:00:01.471314 2021-04-10 01:49:23,694 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=3.01ms, fps=4057 images/s, loss=0.4573, top1-acc=87.04%, top5-acc=98.24%, remaining_time=0:00:11.636434, arrival_time=2021-04-10 01:49:35.330918, cost_time=0:00:02.102956 2021-04-10 01:49:24,342 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=2.19ms, fps=3956 images/s, loss=0.4450, top1-acc=87.42%, top5-acc=98.30%, remaining_time=0:00:10.728120, arrival_time=2021-04-10 01:49:35.070535, cost_time=0:00:02.750807 2021-04-10 01:49:24,972 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=1.99ms, fps=4066 images/s, loss=0.4326, top1-acc=87.77%, top5-acc=98.37%, remaining_time=0:00:09.873396, arrival_time=2021-04-10 01:49:34.846226, cost_time=0:00:03.381313 2021-04-10 01:49:25,594 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=1.92ms, fps=4120 images/s, loss=0.4261, top1-acc=87.96%, top5-acc=98.44%, remaining_time=0:00:09.074056, arrival_time=2021-04-10 01:49:34.668797, cost_time=0:00:04.003240 2021-04-10 01:49:26,223 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=2.17ms, fps=4074 images/s, loss=0.4185, top1-acc=88.20%, top5-acc=98.49%, remaining_time=0:00:08.338050, arrival_time=2021-04-10 01:49:34.561798, cost_time=0:00:04.632255 2021-04-10 01:49:26,861 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=2.05ms, fps=4019 images/s, loss=0.4123, top1-acc=88.33%, top5-acc=98.53%, remaining_time=0:00:07.641384, arrival_time=2021-04-10 01:49:34.502796, cost_time=0:00:05.269889 2021-04-10 01:49:27,487 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.94ms, fps=4091 images/s, loss=0.4149, top1-acc=88.24%, top5-acc=98.52%, remaining_time=0:00:06.944484, arrival_time=2021-04-10 01:49:34.432225, cost_time=0:00:05.896241 2021-04-10 01:49:28,113 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=1.84ms, fps=4094 images/s, loss=0.4175, top1-acc=88.16%, top5-acc=98.49%, remaining_time=0:00:06.261312, arrival_time=2021-04-10 01:49:34.374991, cost_time=0:00:06.522156 2021-04-10 01:49:28,744 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=2.68ms, fps=4062 images/s, loss=0.4175, top1-acc=88.10%, top5-acc=98.50%, remaining_time=0:00:05.592408, arrival_time=2021-04-10 01:49:34.336975, cost_time=0:00:07.153040 2021-04-10 01:49:29,379 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=1.45ms, fps=4035 images/s, loss=0.4150, top1-acc=88.16%, top5-acc=98.49%, remaining_time=0:00:04.932476, arrival_time=2021-04-10 01:49:34.312140, cost_time=0:00:07.788130 2021-04-10 01:49:30,023 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=1.79ms, fps=3983 images/s, loss=0.4158, top1-acc=88.14%, top5-acc=98.48%, remaining_time=0:00:04.280628, arrival_time=2021-04-10 01:49:34.303720, cost_time=0:00:08.431575 2021-04-10 01:49:30,661 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=2.39ms, fps=4016 images/s, loss=0.4174, top1-acc=88.08%, top5-acc=98.46%, remaining_time=0:00:03.627848, arrival_time=2021-04-10 01:49:34.289114, cost_time=0:00:09.069671 2021-04-10 01:49:31,292 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=1.62ms, fps=4086 images/s, loss=0.4197, top1-acc=88.04%, top5-acc=98.44%, remaining_time=0:00:02.973762, arrival_time=2021-04-10 01:49:34.266069, cost_time=0:00:09.697053 2021-04-10 01:49:31,917 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=2.17ms, fps=4102 images/s, loss=0.4233, top1-acc=87.91%, top5-acc=98.41%, remaining_time=0:00:02.323260, arrival_time=2021-04-10 01:49:34.240439, cost_time=0:00:10.325530 2021-04-10 01:49:32,544 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=2.10ms, fps=4083 images/s, loss=0.4249, top1-acc=87.90%, top5-acc=98.41%, remaining_time=0:00:01.675232, arrival_time=2021-04-10 01:49:34.220143, cost_time=0:00:10.953476 2021-04-10 01:49:33,170 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=1.94ms, fps=4096 images/s, loss=0.4266, top1-acc=87.82%, top5-acc=98.40%, remaining_time=0:00:01.029232, arrival_time=2021-04-10 01:49:34.199630, cost_time=0:00:11.578874 2021-04-10 01:49:33,797 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=1.54ms, fps=4083 images/s, loss=0.4315, top1-acc=87.69%, top5-acc=98.35%, remaining_time=0:00:00.385464, arrival_time=2021-04-10 01:49:34.183339, cost_time=0:00:12.206411 2021-04-10 01:49:34,139 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=0.08ms, fps=3989 images/s, loss=0.4338, top1-acc=87.62%, top5-acc=98.33%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:34.139216, cost_time=0:00:12.547784 2021-04-10 01:49:34,545 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=0.31ms, fps=6318 images/s, loss=1.8796, top1-acc=61.60%, top5-acc=83.44%, remaining_time=0:00:01.215450, arrival_time=2021-04-10 01:49:35.761053, cost_time=0:00:00.405154 2021-04-10 01:49:34,805 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=0.60ms, fps=9896 images/s, loss=1.8418, top1-acc=61.74%, top5-acc=83.42%, remaining_time=0:00:00.664760, arrival_time=2021-04-10 01:49:35.469762, cost_time=0:00:00.664760 2021-04-10 01:49:35,102 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=0.38ms, fps=8627 images/s, loss=1.7977, top1-acc=62.16%, top5-acc=83.92%, remaining_time=0:00:00.320670, arrival_time=2021-04-10 01:49:35.422931, cost_time=0:00:00.962010 2021-04-10 01:49:35,340 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.08ms, fps=9773 images/s, loss=1.7910, top1-acc=62.06%, top5-acc=84.26%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:35.340088, cost_time=0:00:01.199927 2021-04-10 01:49:35,821 INFO : Epoch=0115 complete, best val top1-acc=63.60%, top5-acc=84.86% (epoch=112), remaining_time=0:20:12.099745, arrival_time=2021-04-10 02:09:47.921086, cost_time=0:27:19.899709 2021-04-10 01:49:35,821 INFO : Train start, epoch=0116, lr=0.038328 2021-04-10 01:49:36,649 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=0.26ms, fps=3093 images/s, loss=0.4463, top1-acc=87.42%, top5-acc=98.20%, remaining_time=0:00:15.392616, arrival_time=2021-04-10 01:49:52.042306, cost_time=0:00:00.827561 2021-04-10 01:49:37,273 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=1.56ms, fps=4107 images/s, loss=0.4251, top1-acc=88.11%, top5-acc=98.28%, remaining_time=0:00:12.774784, arrival_time=2021-04-10 01:49:50.048483, cost_time=0:00:01.451673 2021-04-10 01:49:37,903 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=1.60ms, fps=4066 images/s, loss=0.4145, top1-acc=88.37%, top5-acc=98.29%, remaining_time=0:00:11.518906, arrival_time=2021-04-10 01:49:49.422768, cost_time=0:00:02.081743 2021-04-10 01:49:38,529 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=1.45ms, fps=4094 images/s, loss=0.3992, top1-acc=88.62%, top5-acc=98.44%, remaining_time=0:00:10.560420, arrival_time=2021-04-10 01:49:49.090218, cost_time=0:00:02.707781 2021-04-10 01:49:39,161 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=2.19ms, fps=4056 images/s, loss=0.3917, top1-acc=88.79%, top5-acc=98.53%, remaining_time=0:00:09.751194, arrival_time=2021-04-10 01:49:48.912699, cost_time=0:00:03.339460 2021-04-10 01:49:39,821 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=2.32ms, fps=3884 images/s, loss=0.3924, top1-acc=88.80%, top5-acc=98.49%, remaining_time=0:00:09.064536, arrival_time=2021-04-10 01:49:48.885789, cost_time=0:00:03.999059 2021-04-10 01:49:40,453 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=1.79ms, fps=4053 images/s, loss=0.3917, top1-acc=88.80%, top5-acc=98.52%, remaining_time=0:00:08.337042, arrival_time=2021-04-10 01:49:48.790839, cost_time=0:00:04.631712 2021-04-10 01:49:41,086 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=2.11ms, fps=4053 images/s, loss=0.3878, top1-acc=88.94%, top5-acc=98.53%, remaining_time=0:00:07.632684, arrival_time=2021-04-10 01:49:48.718646, cost_time=0:00:05.263936 2021-04-10 01:49:41,712 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=1.63ms, fps=4090 images/s, loss=0.3875, top1-acc=88.95%, top5-acc=98.51%, remaining_time=0:00:06.937488, arrival_time=2021-04-10 01:49:48.649771, cost_time=0:00:05.890282 2021-04-10 01:49:42,347 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=2.34ms, fps=4037 images/s, loss=0.3922, top1-acc=88.80%, top5-acc=98.52%, remaining_time=0:00:06.263808, arrival_time=2021-04-10 01:49:48.610820, cost_time=0:00:06.524842 2021-04-10 01:49:42,969 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=2.23ms, fps=4120 images/s, loss=0.3921, top1-acc=88.85%, top5-acc=98.51%, remaining_time=0:00:05.587678, arrival_time=2021-04-10 01:49:48.556782, cost_time=0:00:07.147050 2021-04-10 01:49:43,601 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=2.75ms, fps=4055 images/s, loss=0.3939, top1-acc=88.82%, top5-acc=98.48%, remaining_time=0:00:04.926700, arrival_time=2021-04-10 01:49:48.527800, cost_time=0:00:07.779022 2021-04-10 01:49:44,227 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=2.65ms, fps=4093 images/s, loss=0.3934, top1-acc=88.83%, top5-acc=98.48%, remaining_time=0:00:04.267230, arrival_time=2021-04-10 01:49:48.494484, cost_time=0:00:08.405175 2021-04-10 01:49:44,874 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=2.57ms, fps=3960 images/s, loss=0.3930, top1-acc=88.79%, top5-acc=98.50%, remaining_time=0:00:03.620960, arrival_time=2021-04-10 01:49:48.495350, cost_time=0:00:09.052356 2021-04-10 01:49:45,537 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=2.18ms, fps=3864 images/s, loss=0.3953, top1-acc=88.71%, top5-acc=98.49%, remaining_time=0:00:02.979420, arrival_time=2021-04-10 01:49:48.517061, cost_time=0:00:09.715438 2021-04-10 01:49:46,183 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=1.78ms, fps=3968 images/s, loss=0.3966, top1-acc=88.66%, top5-acc=98.51%, remaining_time=0:00:02.331324, arrival_time=2021-04-10 01:49:48.514980, cost_time=0:00:10.361500 2021-04-10 01:49:46,832 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=2.32ms, fps=3953 images/s, loss=0.3980, top1-acc=88.60%, top5-acc=98.52%, remaining_time=0:00:01.683864, arrival_time=2021-04-10 01:49:48.515884, cost_time=0:00:11.009902 2021-04-10 01:49:47,470 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=2.31ms, fps=4015 images/s, loss=0.4016, top1-acc=88.51%, top5-acc=98.50%, remaining_time=0:00:01.035408, arrival_time=2021-04-10 01:49:48.505798, cost_time=0:00:11.648399 2021-04-10 01:49:48,109 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=2.22ms, fps=4010 images/s, loss=0.4051, top1-acc=88.44%, top5-acc=98.50%, remaining_time=0:00:00.388014, arrival_time=2021-04-10 01:49:48.497258, cost_time=0:00:12.287181 2021-04-10 01:49:48,456 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=1.72ms, fps=3923 images/s, loss=0.4047, top1-acc=88.44%, top5-acc=98.52%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:48.456491, cost_time=0:00:12.634452 2021-04-10 01:49:48,853 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=0.49ms, fps=6477 images/s, loss=1.8100, top1-acc=61.41%, top5-acc=84.34%, remaining_time=0:00:01.185720, arrival_time=2021-04-10 01:49:50.038788, cost_time=0:00:00.395237 2021-04-10 01:49:49,112 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=2.85ms, fps=9890 images/s, loss=1.8075, top1-acc=61.58%, top5-acc=84.02%, remaining_time=0:00:00.654620, arrival_time=2021-04-10 01:49:49.767217, cost_time=0:00:00.654611 2021-04-10 01:49:49,363 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=0.44ms, fps=10233 images/s, loss=1.7960, top1-acc=61.51%, top5-acc=84.21%, remaining_time=0:00:00.301880, arrival_time=2021-04-10 01:49:49.665399, cost_time=0:00:00.905651 2021-04-10 01:49:49,612 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=0.12ms, fps=9341 images/s, loss=1.8131, top1-acc=61.41%, top5-acc=84.07%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:49.612417, cost_time=0:00:01.154628 2021-04-10 01:49:50,142 INFO : Epoch=0116 complete, best val top1-acc=63.60%, top5-acc=84.86% (epoch=112), remaining_time=0:19:57.884016, arrival_time=2021-04-10 02:09:48.026440, cost_time=0:27:34.220796 2021-04-10 01:49:50,143 INFO : Train start, epoch=0117, lr=0.037566 2021-04-10 01:49:50,947 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=0.60ms, fps=3182 images/s, loss=0.3734, top1-acc=89.41%, top5-acc=98.67%, remaining_time=0:00:14.963142, arrival_time=2021-04-10 01:50:05.910961, cost_time=0:00:00.804473 2021-04-10 01:49:51,575 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=1.83ms, fps=4082 images/s, loss=0.3690, top1-acc=89.32%, top5-acc=98.75%, remaining_time=0:00:12.606528, arrival_time=2021-04-10 01:50:04.182327, cost_time=0:00:01.432561 2021-04-10 01:49:52,212 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=1.81ms, fps=4023 images/s, loss=0.3771, top1-acc=88.97%, top5-acc=98.79%, remaining_time=0:00:11.450680, arrival_time=2021-04-10 01:50:03.663448, cost_time=0:00:02.069391 2021-04-10 01:49:52,845 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=2.57ms, fps=4049 images/s, loss=0.3842, top1-acc=88.97%, top5-acc=98.68%, remaining_time=0:00:10.540140, arrival_time=2021-04-10 01:50:03.385918, cost_time=0:00:02.702581 2021-04-10 01:49:53,470 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=1.75ms, fps=4102 images/s, loss=0.3775, top1-acc=89.19%, top5-acc=98.78%, remaining_time=0:00:09.715424, arrival_time=2021-04-10 01:50:03.185950, cost_time=0:00:03.327177 2021-04-10 01:49:54,098 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=1.52ms, fps=4080 images/s, loss=0.3738, top1-acc=89.24%, top5-acc=98.74%, remaining_time=0:00:08.965936, arrival_time=2021-04-10 01:50:03.064765, cost_time=0:00:03.955577 2021-04-10 01:49:54,728 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.89ms, fps=4071 images/s, loss=0.3733, top1-acc=89.26%, top5-acc=98.74%, remaining_time=0:00:08.252874, arrival_time=2021-04-10 01:50:02.981155, cost_time=0:00:04.584929 2021-04-10 01:49:55,354 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.86ms, fps=4092 images/s, loss=0.3772, top1-acc=89.28%, top5-acc=98.70%, remaining_time=0:00:07.556588, arrival_time=2021-04-10 01:50:02.911260, cost_time=0:00:05.211412 2021-04-10 01:49:55,980 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=2.37ms, fps=4093 images/s, loss=0.3808, top1-acc=89.22%, top5-acc=98.68%, remaining_time=0:00:06.875160, arrival_time=2021-04-10 01:50:02.855801, cost_time=0:00:05.837431 2021-04-10 01:49:56,611 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=2.53ms, fps=4062 images/s, loss=0.3798, top1-acc=89.23%, top5-acc=98.72%, remaining_time=0:00:06.209376, arrival_time=2021-04-10 01:50:02.820884, cost_time=0:00:06.468129 2021-04-10 01:49:57,246 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.97ms, fps=4035 images/s, loss=0.3855, top1-acc=89.13%, top5-acc=98.66%, remaining_time=0:00:05.553708, arrival_time=2021-04-10 01:50:02.800517, cost_time=0:00:07.103550 2021-04-10 01:49:57,879 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=2.20ms, fps=4052 images/s, loss=0.3863, top1-acc=89.08%, top5-acc=98.68%, remaining_time=0:00:04.899492, arrival_time=2021-04-10 01:50:02.778774, cost_time=0:00:07.736009 2021-04-10 01:49:58,506 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=2.20ms, fps=4085 images/s, loss=0.3929, top1-acc=88.89%, top5-acc=98.63%, remaining_time=0:00:04.245978, arrival_time=2021-04-10 01:50:02.752514, cost_time=0:00:08.363347 2021-04-10 01:49:59,137 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=2.09ms, fps=4063 images/s, loss=0.3926, top1-acc=88.90%, top5-acc=98.63%, remaining_time=0:00:03.597552, arrival_time=2021-04-10 01:50:02.734643, cost_time=0:00:08.993903 2021-04-10 01:49:59,773 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=3.22ms, fps=4025 images/s, loss=0.3952, top1-acc=88.82%, top5-acc=98.62%, remaining_time=0:00:02.953292, arrival_time=2021-04-10 01:50:02.727025, cost_time=0:00:09.630348 2021-04-10 01:50:00,414 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=1.41ms, fps=4001 images/s, loss=0.3984, top1-acc=88.75%, top5-acc=98.60%, remaining_time=0:00:02.311020, arrival_time=2021-04-10 01:50:02.725358, cost_time=0:00:10.271155 2021-04-10 01:50:01,045 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=2.37ms, fps=4061 images/s, loss=0.4011, top1-acc=88.62%, top5-acc=98.60%, remaining_time=0:00:01.667354, arrival_time=2021-04-10 01:50:02.712570, cost_time=0:00:10.901917 2021-04-10 01:50:01,666 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=2.01ms, fps=4122 images/s, loss=0.4043, top1-acc=88.53%, top5-acc=98.58%, remaining_time=0:00:01.024320, arrival_time=2021-04-10 01:50:02.691211, cost_time=0:00:11.523665 2021-04-10 01:50:02,291 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=1.35ms, fps=4105 images/s, loss=0.4055, top1-acc=88.52%, top5-acc=98.58%, remaining_time=0:00:00.383616, arrival_time=2021-04-10 01:50:02.674714, cost_time=0:00:12.147787 2021-04-10 01:50:02,635 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=0.08ms, fps=3975 images/s, loss=0.4066, top1-acc=88.51%, top5-acc=98.58%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:02.634966, cost_time=0:00:12.491768 2021-04-10 01:50:02,981 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=0.41ms, fps=7412 images/s, loss=1.7721, top1-acc=62.66%, top5-acc=84.06%, remaining_time=0:00:01.036050, arrival_time=2021-04-10 01:50:04.017441, cost_time=0:00:00.345348 2021-04-10 01:50:03,226 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=2.79ms, fps=10457 images/s, loss=1.7608, top1-acc=62.30%, top5-acc=84.45%, remaining_time=0:00:00.590680, arrival_time=2021-04-10 01:50:03.817405, cost_time=0:00:00.590687 2021-04-10 01:50:03,467 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=3.68ms, fps=10637 images/s, loss=1.7593, top1-acc=62.40%, top5-acc=84.28%, remaining_time=0:00:00.277290, arrival_time=2021-04-10 01:50:03.745204, cost_time=0:00:00.831875 2021-04-10 01:50:03,685 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.11ms, fps=10669 images/s, loss=1.7476, top1-acc=62.61%, top5-acc=84.35%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:03.685812, cost_time=0:00:01.049863 2021-04-10 01:50:04,174 INFO : Epoch=0117 complete, best val top1-acc=63.60%, top5-acc=84.86% (epoch=112), remaining_time=0:19:43.461144, arrival_time=2021-04-10 02:09:47.635238, cost_time=0:27:48.252455 2021-04-10 01:50:04,174 INFO : Train start, epoch=0118, lr=0.036806 2021-04-10 01:50:04,990 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=0.27ms, fps=3138 images/s, loss=0.4084, top1-acc=88.55%, top5-acc=98.28%, remaining_time=0:00:15.171834, arrival_time=2021-04-10 01:50:20.162595, cost_time=0:00:00.815686 2021-04-10 01:50:05,619 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=1.96ms, fps=4075 images/s, loss=0.4004, top1-acc=88.85%, top5-acc=98.48%, remaining_time=0:00:12.711776, arrival_time=2021-04-10 01:50:18.331337, cost_time=0:00:01.444516 2021-04-10 01:50:06,252 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=1.85ms, fps=4050 images/s, loss=0.3915, top1-acc=88.98%, top5-acc=98.62%, remaining_time=0:00:11.493508, arrival_time=2021-04-10 01:50:17.745836, cost_time=0:00:02.077138 2021-04-10 01:50:06,883 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=2.31ms, fps=4060 images/s, loss=0.3833, top1-acc=89.29%, top5-acc=98.69%, remaining_time=0:00:10.563852, arrival_time=2021-04-10 01:50:17.447587, cost_time=0:00:02.708682 2021-04-10 01:50:07,513 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=1.63ms, fps=4067 images/s, loss=0.3828, top1-acc=89.34%, top5-acc=98.72%, remaining_time=0:00:09.749296, arrival_time=2021-04-10 01:50:17.263143, cost_time=0:00:03.338778 2021-04-10 01:50:08,146 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=1.52ms, fps=4080 images/s, loss=0.3789, top1-acc=89.44%, top5-acc=98.70%, remaining_time=0:00:09.001976, arrival_time=2021-04-10 01:50:17.148442, cost_time=0:00:03.971471 2021-04-10 01:50:08,782 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=2.19ms, fps=4028 images/s, loss=0.3773, top1-acc=89.41%, top5-acc=98.72%, remaining_time=0:00:08.293320, arrival_time=2021-04-10 01:50:17.075891, cost_time=0:00:04.607402 2021-04-10 01:50:09,420 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=1.34ms, fps=4022 images/s, loss=0.3755, top1-acc=89.51%, top5-acc=98.71%, remaining_time=0:00:07.604960, arrival_time=2021-04-10 01:50:17.024934, cost_time=0:00:05.244795 2021-04-10 01:50:10,063 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=2.11ms, fps=3986 images/s, loss=0.3796, top1-acc=89.43%, top5-acc=98.71%, remaining_time=0:00:06.934732, arrival_time=2021-04-10 01:50:16.997688, cost_time=0:00:05.887939 2021-04-10 01:50:10,688 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=2.21ms, fps=4093 images/s, loss=0.3810, top1-acc=89.34%, top5-acc=98.71%, remaining_time=0:00:06.253248, arrival_time=2021-04-10 01:50:16.942132, cost_time=0:00:06.513807 2021-04-10 01:50:11,316 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=1.61ms, fps=4086 images/s, loss=0.3834, top1-acc=89.25%, top5-acc=98.69%, remaining_time=0:00:05.582948, arrival_time=2021-04-10 01:50:16.899016, cost_time=0:00:07.140975 2021-04-10 01:50:11,943 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=2.04ms, fps=4085 images/s, loss=0.3858, top1-acc=89.22%, top5-acc=98.67%, remaining_time=0:00:04.919936, arrival_time=2021-04-10 01:50:16.863461, cost_time=0:00:07.768346 2021-04-10 01:50:12,574 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=3.06ms, fps=4063 images/s, loss=0.3894, top1-acc=89.09%, top5-acc=98.62%, remaining_time=0:00:04.264326, arrival_time=2021-04-10 01:50:16.838760, cost_time=0:00:08.399437 2021-04-10 01:50:13,199 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=1.74ms, fps=4098 images/s, loss=0.3908, top1-acc=89.03%, top5-acc=98.61%, remaining_time=0:00:03.609816, arrival_time=2021-04-10 01:50:16.809438, cost_time=0:00:09.024549 2021-04-10 01:50:13,826 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=1.45ms, fps=4088 images/s, loss=0.3921, top1-acc=89.00%, top5-acc=98.59%, remaining_time=0:00:02.959778, arrival_time=2021-04-10 01:50:16.786263, cost_time=0:00:09.651416 2021-04-10 01:50:14,455 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=0.36ms, fps=4073 images/s, loss=0.3940, top1-acc=88.94%, top5-acc=98.59%, remaining_time=0:00:02.313144, arrival_time=2021-04-10 01:50:16.768820, cost_time=0:00:10.280648 2021-04-10 01:50:15,090 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.93ms, fps=4036 images/s, loss=0.3974, top1-acc=88.82%, top5-acc=98.56%, remaining_time=0:00:01.669434, arrival_time=2021-04-10 01:50:16.760006, cost_time=0:00:10.915473 2021-04-10 01:50:15,727 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=1.87ms, fps=4022 images/s, loss=0.4010, top1-acc=88.68%, top5-acc=98.55%, remaining_time=0:00:01.026896, arrival_time=2021-04-10 01:50:16.754627, cost_time=0:00:11.552664 2021-04-10 01:50:16,350 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.34ms, fps=4117 images/s, loss=0.4033, top1-acc=88.60%, top5-acc=98.53%, remaining_time=0:00:00.384474, arrival_time=2021-04-10 01:50:16.734565, cost_time=0:00:12.175064 2021-04-10 01:50:16,698 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=0.09ms, fps=3906 images/s, loss=0.4055, top1-acc=88.54%, top5-acc=98.52%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:16.698843, cost_time=0:00:12.523764 2021-04-10 01:50:17,059 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=0.44ms, fps=7137 images/s, loss=1.8118, top1-acc=62.42%, top5-acc=84.45%, remaining_time=0:00:01.076040, arrival_time=2021-04-10 01:50:18.134977, cost_time=0:00:00.358685 2021-04-10 01:50:17,306 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=2.28ms, fps=10350 images/s, loss=1.8218, top1-acc=62.38%, top5-acc=84.14%, remaining_time=0:00:00.606540, arrival_time=2021-04-10 01:50:17.913328, cost_time=0:00:00.606542 2021-04-10 01:50:17,560 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=0.45ms, fps=10108 images/s, loss=1.8420, top1-acc=62.25%, top5-acc=84.11%, remaining_time=0:00:00.286770, arrival_time=2021-04-10 01:50:17.847344, cost_time=0:00:00.860305 2021-04-10 01:50:17,783 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=0.08ms, fps=10633 images/s, loss=1.8788, top1-acc=61.73%, top5-acc=84.42%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:17.783147, cost_time=0:00:01.082955 2021-04-10 01:50:18,297 INFO : Epoch=0118 complete, best val top1-acc=63.60%, top5-acc=84.86% (epoch=112), remaining_time=0:19:29.108604, arrival_time=2021-04-10 02:09:47.406025, cost_time=0:28:02.375806 2021-04-10 01:50:18,297 INFO : Train start, epoch=0119, lr=0.036050 2021-04-10 01:50:19,134 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=0.59ms, fps=3060 images/s, loss=0.3855, top1-acc=88.98%, top5-acc=98.71%, remaining_time=0:00:15.562062, arrival_time=2021-04-10 01:50:34.696903, cost_time=0:00:00.836668 2021-04-10 01:50:19,773 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=1.63ms, fps=4016 images/s, loss=0.3903, top1-acc=88.83%, top5-acc=98.57%, remaining_time=0:00:12.978064, arrival_time=2021-04-10 01:50:32.751006, cost_time=0:00:01.474781 2021-04-10 01:50:20,397 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=2.16ms, fps=4107 images/s, loss=0.3930, top1-acc=88.82%, top5-acc=98.49%, remaining_time=0:00:11.613526, arrival_time=2021-04-10 01:50:32.010472, cost_time=0:00:02.098835 2021-04-10 01:50:21,032 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=2.17ms, fps=4033 images/s, loss=0.3855, top1-acc=88.96%, top5-acc=98.58%, remaining_time=0:00:10.663380, arrival_time=2021-04-10 01:50:31.695771, cost_time=0:00:02.734185 2021-04-10 01:50:21,666 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=1.46ms, fps=4045 images/s, loss=0.3761, top1-acc=89.33%, top5-acc=98.62%, remaining_time=0:00:09.834122, arrival_time=2021-04-10 01:50:31.500110, cost_time=0:00:03.367870 2021-04-10 01:50:22,289 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=1.61ms, fps=4113 images/s, loss=0.3733, top1-acc=89.40%, top5-acc=98.65%, remaining_time=0:00:09.045904, arrival_time=2021-04-10 01:50:31.334899, cost_time=0:00:03.990829 2021-04-10 01:50:22,927 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=1.47ms, fps=4013 images/s, loss=0.3720, top1-acc=89.41%, top5-acc=98.66%, remaining_time=0:00:08.333010, arrival_time=2021-04-10 01:50:31.260665, cost_time=0:00:04.629465 2021-04-10 01:50:23,556 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=2.17ms, fps=4076 images/s, loss=0.3735, top1-acc=89.37%, top5-acc=98.65%, remaining_time=0:00:07.624332, arrival_time=2021-04-10 01:50:31.180557, cost_time=0:00:05.258147 2021-04-10 01:50:24,179 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=2.13ms, fps=4112 images/s, loss=0.3731, top1-acc=89.41%, top5-acc=98.67%, remaining_time=0:00:06.926782, arrival_time=2021-04-10 01:50:31.106164, cost_time=0:00:05.881191 2021-04-10 01:50:24,804 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=1.62ms, fps=4101 images/s, loss=0.3771, top1-acc=89.27%, top5-acc=98.63%, remaining_time=0:00:06.245952, arrival_time=2021-04-10 01:50:31.050312, cost_time=0:00:06.506246 2021-04-10 01:50:25,433 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=1.88ms, fps=4076 images/s, loss=0.3769, top1-acc=89.26%, top5-acc=98.64%, remaining_time=0:00:05.578218, arrival_time=2021-04-10 01:50:31.011380, cost_time=0:00:07.134924 2021-04-10 01:50:26,066 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=1.66ms, fps=4046 images/s, loss=0.3791, top1-acc=89.22%, top5-acc=98.64%, remaining_time=0:00:04.920088, arrival_time=2021-04-10 01:50:30.986734, cost_time=0:00:07.768566 2021-04-10 01:50:26,691 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=1.55ms, fps=4100 images/s, loss=0.3796, top1-acc=89.25%, top5-acc=98.61%, remaining_time=0:00:04.261290, arrival_time=2021-04-10 01:50:30.952883, cost_time=0:00:08.393438 2021-04-10 01:50:27,322 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=3.40ms, fps=4060 images/s, loss=0.3802, top1-acc=89.26%, top5-acc=98.63%, remaining_time=0:00:03.609816, arrival_time=2021-04-10 01:50:30.932597, cost_time=0:00:09.024574 2021-04-10 01:50:27,952 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=2.20ms, fps=4070 images/s, loss=0.3810, top1-acc=89.22%, top5-acc=98.62%, remaining_time=0:00:02.960652, arrival_time=2021-04-10 01:50:30.913118, cost_time=0:00:09.654328 2021-04-10 01:50:28,605 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=1.95ms, fps=3926 images/s, loss=0.3826, top1-acc=89.14%, top5-acc=98.63%, remaining_time=0:00:02.319084, arrival_time=2021-04-10 01:50:30.924336, cost_time=0:00:10.307030 2021-04-10 01:50:29,233 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=2.25ms, fps=4083 images/s, loss=0.3845, top1-acc=89.10%, top5-acc=98.62%, remaining_time=0:00:01.672372, arrival_time=2021-04-10 01:50:30.905316, cost_time=0:00:10.934780 2021-04-10 01:50:29,882 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=1.92ms, fps=3946 images/s, loss=0.3866, top1-acc=89.06%, top5-acc=98.60%, remaining_time=0:00:01.029696, arrival_time=2021-04-10 01:50:30.911971, cost_time=0:00:11.584118 2021-04-10 01:50:30,522 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=2.12ms, fps=4006 images/s, loss=0.3908, top1-acc=88.98%, top5-acc=98.59%, remaining_time=0:00:00.386028, arrival_time=2021-04-10 01:50:30.908416, cost_time=0:00:12.224232 2021-04-10 01:50:30,861 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=0.08ms, fps=4013 images/s, loss=0.3927, top1-acc=88.95%, top5-acc=98.58%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:30.861809, cost_time=0:00:12.563743 2021-04-10 01:50:31,218 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=17.18ms, fps=7194 images/s, loss=1.9313, top1-acc=59.26%, top5-acc=83.12%, remaining_time=0:00:01.067460, arrival_time=2021-04-10 01:50:32.286112, cost_time=0:00:00.355821 2021-04-10 01:50:31,471 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=0.46ms, fps=10140 images/s, loss=1.8794, top1-acc=60.41%, top5-acc=83.57%, remaining_time=0:00:00.608820, arrival_time=2021-04-10 01:50:32.080559, cost_time=0:00:00.608826 2021-04-10 01:50:31,718 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=0.47ms, fps=10405 images/s, loss=1.8954, top1-acc=59.88%, top5-acc=83.22%, remaining_time=0:00:00.285190, arrival_time=2021-04-10 01:50:32.003593, cost_time=0:00:00.855575 2021-04-10 01:50:31,965 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=0.08ms, fps=9398 images/s, loss=1.9208, top1-acc=59.86%, top5-acc=83.28%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:31.965722, cost_time=0:00:01.102954 2021-04-10 01:50:32,586 INFO : Epoch=0119 complete, best val top1-acc=63.60%, top5-acc=84.86% (epoch=112), remaining_time=0:19:14.872971, arrival_time=2021-04-10 02:09:47.459863, cost_time=0:28:16.665215 2021-04-10 01:50:32,587 INFO : Train start, epoch=0120, lr=0.035298 2021-04-10 01:50:33,395 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=4.02ms, fps=3170 images/s, loss=0.4029, top1-acc=88.44%, top5-acc=98.44%, remaining_time=0:00:15.021732, arrival_time=2021-04-10 01:50:48.417204, cost_time=0:00:00.807623 2021-04-10 01:50:34,020 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=1.53ms, fps=4102 images/s, loss=0.3893, top1-acc=89.02%, top5-acc=98.48%, remaining_time=0:00:12.603360, arrival_time=2021-04-10 01:50:46.623495, cost_time=0:00:01.432200 2021-04-10 01:50:34,640 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=1.35ms, fps=4130 images/s, loss=0.3709, top1-acc=89.45%, top5-acc=98.62%, remaining_time=0:00:11.358550, arrival_time=2021-04-10 01:50:45.999184, cost_time=0:00:02.052746 2021-04-10 01:50:35,267 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=3.31ms, fps=4088 images/s, loss=0.3641, top1-acc=89.83%, top5-acc=98.69%, remaining_time=0:00:10.450128, arrival_time=2021-04-10 01:50:45.717633, cost_time=0:00:02.679514 2021-04-10 01:50:35,919 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=2.56ms, fps=3928 images/s, loss=0.3612, top1-acc=89.87%, top5-acc=98.69%, remaining_time=0:00:09.729586, arrival_time=2021-04-10 01:50:45.649507, cost_time=0:00:03.332047 2021-04-10 01:50:36,573 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=2.18ms, fps=3922 images/s, loss=0.3599, top1-acc=89.94%, top5-acc=98.74%, remaining_time=0:00:09.033392, arrival_time=2021-04-10 01:50:45.606618, cost_time=0:00:03.985316 2021-04-10 01:50:37,211 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=2.88ms, fps=4015 images/s, loss=0.3573, top1-acc=90.09%, top5-acc=98.77%, remaining_time=0:00:08.322552, arrival_time=2021-04-10 01:50:45.534220, cost_time=0:00:04.623671 2021-04-10 01:50:37,844 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=1.54ms, fps=4050 images/s, loss=0.3613, top1-acc=89.98%, top5-acc=98.79%, remaining_time=0:00:07.622244, arrival_time=2021-04-10 01:50:45.466794, cost_time=0:00:05.256697 2021-04-10 01:50:38,481 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=1.47ms, fps=4022 images/s, loss=0.3643, top1-acc=89.87%, top5-acc=98.78%, remaining_time=0:00:06.941516, arrival_time=2021-04-10 01:50:45.423132, cost_time=0:00:05.893707 2021-04-10 01:50:39,111 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=1.53ms, fps=4069 images/s, loss=0.3685, top1-acc=89.80%, top5-acc=98.75%, remaining_time=0:00:06.262656, arrival_time=2021-04-10 01:50:45.374287, cost_time=0:00:06.523556 2021-04-10 01:50:39,734 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=1.67ms, fps=4113 images/s, loss=0.3692, top1-acc=89.79%, top5-acc=98.75%, remaining_time=0:00:05.587678, arrival_time=2021-04-10 01:50:45.322550, cost_time=0:00:07.146994 2021-04-10 01:50:40,361 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=1.99ms, fps=4087 images/s, loss=0.3683, top1-acc=89.82%, top5-acc=98.76%, remaining_time=0:00:04.923508, arrival_time=2021-04-10 01:50:45.285368, cost_time=0:00:07.773987 2021-04-10 01:50:40,993 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=2.35ms, fps=4058 images/s, loss=0.3698, top1-acc=89.78%, top5-acc=98.77%, remaining_time=0:00:04.267362, arrival_time=2021-04-10 01:50:45.260783, cost_time=0:00:08.405458 2021-04-10 01:50:41,628 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=2.85ms, fps=4034 images/s, loss=0.3713, top1-acc=89.68%, top5-acc=98.76%, remaining_time=0:00:03.616368, arrival_time=2021-04-10 01:50:45.245142, cost_time=0:00:09.040913 2021-04-10 01:50:42,253 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.65ms, fps=4101 images/s, loss=0.3724, top1-acc=89.63%, top5-acc=98.74%, remaining_time=0:00:02.964148, arrival_time=2021-04-10 01:50:45.217792, cost_time=0:00:09.665672 2021-04-10 01:50:42,895 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=2.77ms, fps=3997 images/s, loss=0.3740, top1-acc=89.59%, top5-acc=98.72%, remaining_time=0:00:02.319084, arrival_time=2021-04-10 01:50:45.214006, cost_time=0:00:10.307016 2021-04-10 01:50:43,531 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=2.13ms, fps=4026 images/s, loss=0.3752, top1-acc=89.56%, top5-acc=98.72%, remaining_time=0:00:01.673698, arrival_time=2021-04-10 01:50:45.205015, cost_time=0:00:10.943447 2021-04-10 01:50:44,167 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=2.19ms, fps=4030 images/s, loss=0.3783, top1-acc=89.47%, top5-acc=98.70%, remaining_time=0:00:01.029280, arrival_time=2021-04-10 01:50:45.196568, cost_time=0:00:11.579399 2021-04-10 01:50:44,804 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=2.03ms, fps=4023 images/s, loss=0.3791, top1-acc=89.45%, top5-acc=98.68%, remaining_time=0:00:00.385776, arrival_time=2021-04-10 01:50:45.190099, cost_time=0:00:12.216307 2021-04-10 01:50:45,170 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=0.15ms, fps=3720 images/s, loss=0.3794, top1-acc=89.43%, top5-acc=98.67%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:45.170878, cost_time=0:00:12.582977 2021-04-10 01:50:45,539 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=2.52ms, fps=6973 images/s, loss=1.8323, top1-acc=62.07%, top5-acc=84.92%, remaining_time=0:00:01.101270, arrival_time=2021-04-10 01:50:46.640952, cost_time=0:00:00.367091 2021-04-10 01:50:45,789 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=0.46ms, fps=10287 images/s, loss=1.8698, top1-acc=61.43%, top5-acc=84.49%, remaining_time=0:00:00.616300, arrival_time=2021-04-10 01:50:46.405263, cost_time=0:00:00.616306 2021-04-10 01:50:46,034 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=4.86ms, fps=10469 images/s, loss=1.8664, top1-acc=61.43%, top5-acc=84.43%, remaining_time=0:00:00.287140, arrival_time=2021-04-10 01:50:46.321298, cost_time=0:00:00.861423 2021-04-10 01:50:46,256 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=0.07ms, fps=10459 images/s, loss=1.8864, top1-acc=61.62%, top5-acc=84.28%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:46.256603, cost_time=0:00:01.084055 2021-04-10 01:50:46,764 INFO : Epoch=0120 complete, best val top1-acc=63.60%, top5-acc=84.86% (epoch=112), remaining_time=0:19:00.562160, arrival_time=2021-04-10 02:09:47.326980, cost_time=0:28:30.843193 2021-04-10 01:50:46,765 INFO : Train start, epoch=0121, lr=0.034549 2021-04-10 01:50:47,704 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=0.50ms, fps=2725 images/s, loss=0.3307, top1-acc=90.86%, top5-acc=98.91%, remaining_time=0:00:17.470608, arrival_time=2021-04-10 01:51:05.175397, cost_time=0:00:00.939284 2021-04-10 01:50:48,328 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=1.86ms, fps=4107 images/s, loss=0.3316, top1-acc=90.80%, top5-acc=98.98%, remaining_time=0:00:13.756160, arrival_time=2021-04-10 01:51:02.084928, cost_time=0:00:01.563208 2021-04-10 01:50:48,954 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=2.57ms, fps=4094 images/s, loss=0.3360, top1-acc=90.94%, top5-acc=98.85%, remaining_time=0:00:12.113186, arrival_time=2021-04-10 01:51:01.067800, cost_time=0:00:02.189138 2021-04-10 01:50:49,592 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=1.85ms, fps=4019 images/s, loss=0.3306, top1-acc=90.81%, top5-acc=98.95%, remaining_time=0:00:11.023740, arrival_time=2021-04-10 01:51:00.616088, cost_time=0:00:02.826601 2021-04-10 01:50:50,221 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=1.83ms, fps=4076 images/s, loss=0.3317, top1-acc=90.68%, top5-acc=98.94%, remaining_time=0:00:10.090936, arrival_time=2021-04-10 01:51:00.312269, cost_time=0:00:03.455810 2021-04-10 01:50:50,861 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=2.64ms, fps=4005 images/s, loss=0.3289, top1-acc=90.68%, top5-acc=99.00%, remaining_time=0:00:09.283496, arrival_time=2021-04-10 01:51:00.144723, cost_time=0:00:04.095675 2021-04-10 01:50:51,494 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=1.87ms, fps=4049 images/s, loss=0.3305, top1-acc=90.65%, top5-acc=98.98%, remaining_time=0:00:08.511804, arrival_time=2021-04-10 01:51:00.006188, cost_time=0:00:04.728782 2021-04-10 01:50:52,129 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=8.67ms, fps=4039 images/s, loss=0.3314, top1-acc=90.52%, top5-acc=99.00%, remaining_time=0:00:07.776988, arrival_time=2021-04-10 01:50:59.906099, cost_time=0:00:05.363452 2021-04-10 01:50:52,762 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=2.51ms, fps=4048 images/s, loss=0.3314, top1-acc=90.49%, top5-acc=99.00%, remaining_time=0:00:07.062992, arrival_time=2021-04-10 01:50:59.825334, cost_time=0:00:05.996863 2021-04-10 01:50:53,401 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=1.39ms, fps=4007 images/s, loss=0.3333, top1-acc=90.46%, top5-acc=99.00%, remaining_time=0:00:06.370752, arrival_time=2021-04-10 01:50:59.772466, cost_time=0:00:06.636161 2021-04-10 01:50:54,028 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=2.03ms, fps=4091 images/s, loss=0.3356, top1-acc=90.39%, top5-acc=98.97%, remaining_time=0:00:05.677978, arrival_time=2021-04-10 01:50:59.706070, cost_time=0:00:07.262575 2021-04-10 01:50:54,659 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=1.74ms, fps=4061 images/s, loss=0.3412, top1-acc=90.30%, top5-acc=98.93%, remaining_time=0:00:04.999204, arrival_time=2021-04-10 01:50:59.658232, cost_time=0:00:07.893500 2021-04-10 01:50:55,292 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=1.53ms, fps=4049 images/s, loss=0.3434, top1-acc=90.21%, top5-acc=98.93%, remaining_time=0:00:04.328742, arrival_time=2021-04-10 01:50:59.620690, cost_time=0:00:08.526350 2021-04-10 01:50:55,933 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=2.34ms, fps=3996 images/s, loss=0.3447, top1-acc=90.19%, top5-acc=98.92%, remaining_time=0:00:03.667104, arrival_time=2021-04-10 01:50:59.600306, cost_time=0:00:09.167730 2021-04-10 01:50:56,554 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=1.83ms, fps=4121 images/s, loss=0.3463, top1-acc=90.13%, top5-acc=98.91%, remaining_time=0:00:03.002052, arrival_time=2021-04-10 01:50:59.556851, cost_time=0:00:09.789365 2021-04-10 01:50:57,179 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=0.38ms, fps=4102 images/s, loss=0.3477, top1-acc=90.13%, top5-acc=98.89%, remaining_time=0:00:02.343096, arrival_time=2021-04-10 01:50:59.522416, cost_time=0:00:10.413813 2021-04-10 01:50:57,799 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=2.70ms, fps=4132 images/s, loss=0.3484, top1-acc=90.09%, top5-acc=98.90%, remaining_time=0:00:01.687556, arrival_time=2021-04-10 01:50:59.487083, cost_time=0:00:11.033996 2021-04-10 01:50:58,449 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=2.59ms, fps=3940 images/s, loss=0.3491, top1-acc=90.05%, top5-acc=98.91%, remaining_time=0:00:01.038608, arrival_time=2021-04-10 01:50:59.488450, cost_time=0:00:11.684332 2021-04-10 01:50:59,074 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=3.11ms, fps=4101 images/s, loss=0.3529, top1-acc=89.92%, top5-acc=98.89%, remaining_time=0:00:00.388710, arrival_time=2021-04-10 01:50:59.463392, cost_time=0:00:12.309241 2021-04-10 01:50:59,416 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=0.09ms, fps=3980 images/s, loss=0.3544, top1-acc=89.91%, top5-acc=98.87%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:59.416855, cost_time=0:00:12.651310 2021-04-10 01:50:59,789 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=2.66ms, fps=6884 images/s, loss=1.8386, top1-acc=62.70%, top5-acc=84.26%, remaining_time=0:00:01.115490, arrival_time=2021-04-10 01:51:00.905327, cost_time=0:00:00.371830 2021-04-10 01:51:00,040 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=1.26ms, fps=10216 images/s, loss=1.8730, top1-acc=61.80%, top5-acc=83.69%, remaining_time=0:00:00.622940, arrival_time=2021-04-10 01:51:00.663862, cost_time=0:00:00.622938 2021-04-10 01:51:00,310 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=0.38ms, fps=9531 images/s, loss=1.8710, top1-acc=61.52%, top5-acc=83.68%, remaining_time=0:00:00.297310, arrival_time=2021-04-10 01:51:00.607291, cost_time=0:00:00.891934 2021-04-10 01:51:00,562 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=0.11ms, fps=9225 images/s, loss=1.8687, top1-acc=61.52%, top5-acc=83.85%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:00.562073, cost_time=0:00:01.144110 2021-04-10 01:51:01,215 INFO : Epoch=0121 complete, best val top1-acc=63.60%, top5-acc=84.86% (epoch=112), remaining_time=0:18:46.431217, arrival_time=2021-04-10 02:09:47.646209, cost_time=0:28:45.293373 2021-04-10 01:51:01,215 INFO : Train start, epoch=0122, lr=0.033804 2021-04-10 01:51:02,043 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=0.37ms, fps=3093 images/s, loss=0.3093, top1-acc=91.41%, top5-acc=99.26%, remaining_time=0:00:15.393918, arrival_time=2021-04-10 01:51:17.437463, cost_time=0:00:00.827630 2021-04-10 01:51:02,678 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=1.55ms, fps=4039 images/s, loss=0.3042, top1-acc=91.50%, top5-acc=99.16%, remaining_time=0:00:12.866656, arrival_time=2021-04-10 01:51:15.544624, cost_time=0:00:01.462110 2021-04-10 01:51:03,307 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=2.34ms, fps=4068 images/s, loss=0.3111, top1-acc=91.28%, top5-acc=99.10%, remaining_time=0:00:11.575180, arrival_time=2021-04-10 01:51:14.882899, cost_time=0:00:02.091910 2021-04-10 01:51:03,936 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=1.97ms, fps=4078 images/s, loss=0.3160, top1-acc=90.98%, top5-acc=99.05%, remaining_time=0:00:10.608000, arrival_time=2021-04-10 01:51:14.543975, cost_time=0:00:02.720002 2021-04-10 01:51:04,565 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=1.43ms, fps=4069 images/s, loss=0.3160, top1-acc=91.04%, top5-acc=99.05%, remaining_time=0:00:09.781708, arrival_time=2021-04-10 01:51:14.347494, cost_time=0:00:03.349900 2021-04-10 01:51:05,203 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=2.04ms, fps=4020 images/s, loss=0.3266, top1-acc=90.81%, top5-acc=98.98%, remaining_time=0:00:09.037880, arrival_time=2021-04-10 01:51:14.241097, cost_time=0:00:03.987276 2021-04-10 01:51:05,834 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=1.87ms, fps=4061 images/s, loss=0.3287, top1-acc=90.80%, top5-acc=98.97%, remaining_time=0:00:08.312976, arrival_time=2021-04-10 01:51:14.147206, cost_time=0:00:04.618343 2021-04-10 01:51:06,466 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=1.83ms, fps=4052 images/s, loss=0.3286, top1-acc=90.78%, top5-acc=98.98%, remaining_time=0:00:07.613544, arrival_time=2021-04-10 01:51:14.080296, cost_time=0:00:05.250749 2021-04-10 01:51:07,095 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=1.90ms, fps=4075 images/s, loss=0.3285, top1-acc=90.78%, top5-acc=98.97%, remaining_time=0:00:06.925192, arrival_time=2021-04-10 01:51:14.020939, cost_time=0:00:05.879878 2021-04-10 01:51:07,727 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=2.39ms, fps=4055 images/s, loss=0.3317, top1-acc=90.62%, top5-acc=98.95%, remaining_time=0:00:06.251232, arrival_time=2021-04-10 01:51:13.978751, cost_time=0:00:06.511690 2021-04-10 01:51:08,356 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=3.86ms, fps=4076 images/s, loss=0.3326, top1-acc=90.58%, top5-acc=98.97%, remaining_time=0:00:05.582346, arrival_time=2021-04-10 01:51:13.938540, cost_time=0:00:07.140190 2021-04-10 01:51:08,989 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=2.06ms, fps=4048 images/s, loss=0.3339, top1-acc=90.54%, top5-acc=98.95%, remaining_time=0:00:04.923204, arrival_time=2021-04-10 01:51:13.912560, cost_time=0:00:07.773442 2021-04-10 01:51:09,608 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=1.78ms, fps=4141 images/s, loss=0.3365, top1-acc=90.38%, top5-acc=98.97%, remaining_time=0:00:04.260630, arrival_time=2021-04-10 01:51:13.868677, cost_time=0:00:08.392208 2021-04-10 01:51:10,237 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=1.77ms, fps=4074 images/s, loss=0.3368, top1-acc=90.34%, top5-acc=98.98%, remaining_time=0:00:03.608416, arrival_time=2021-04-10 01:51:13.845355, cost_time=0:00:09.021045 2021-04-10 01:51:10,866 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=1.46ms, fps=4072 images/s, loss=0.3376, top1-acc=90.34%, top5-acc=98.97%, remaining_time=0:00:02.959456, arrival_time=2021-04-10 01:51:13.825860, cost_time=0:00:09.650409 2021-04-10 01:51:11,494 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=2.02ms, fps=4083 images/s, loss=0.3364, top1-acc=90.39%, top5-acc=98.97%, remaining_time=0:00:02.312640, arrival_time=2021-04-10 01:51:13.807051, cost_time=0:00:10.278436 2021-04-10 01:51:12,119 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=1.89ms, fps=4103 images/s, loss=0.3370, top1-acc=90.34%, top5-acc=98.98%, remaining_time=0:00:01.667536, arrival_time=2021-04-10 01:51:13.786629, cost_time=0:00:10.903188 2021-04-10 01:51:12,740 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=1.69ms, fps=4123 images/s, loss=0.3395, top1-acc=90.25%, top5-acc=98.96%, remaining_time=0:00:01.024416, arrival_time=2021-04-10 01:51:13.764898, cost_time=0:00:11.524647 2021-04-10 01:51:13,368 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=2.63ms, fps=4081 images/s, loss=0.3418, top1-acc=90.18%, top5-acc=98.94%, remaining_time=0:00:00.383760, arrival_time=2021-04-10 01:51:13.752177, cost_time=0:00:12.152420 2021-04-10 01:51:13,714 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=0.15ms, fps=3937 images/s, loss=0.3440, top1-acc=90.14%, top5-acc=98.93%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:13.714634, cost_time=0:00:12.498782 2021-04-10 01:51:14,046 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=2.32ms, fps=7738 images/s, loss=1.8425, top1-acc=61.91%, top5-acc=83.67%, remaining_time=0:00:00.992400, arrival_time=2021-04-10 01:51:15.039072, cost_time=0:00:00.330795 2021-04-10 01:51:14,302 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=0.23ms, fps=10033 images/s, loss=1.8056, top1-acc=62.09%, top5-acc=84.37%, remaining_time=0:00:00.586520, arrival_time=2021-04-10 01:51:14.888942, cost_time=0:00:00.586519 2021-04-10 01:51:14,564 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=4.27ms, fps=9814 images/s, loss=1.8398, top1-acc=61.45%, top5-acc=84.10%, remaining_time=0:00:00.282660, arrival_time=2021-04-10 01:51:14.846579, cost_time=0:00:00.847972 2021-04-10 01:51:14,797 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=0.10ms, fps=9946 images/s, loss=1.8216, top1-acc=61.64%, top5-acc=83.99%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:14.797774, cost_time=0:00:01.081917 2021-04-10 01:51:15,401 INFO : Epoch=0122 complete, best val top1-acc=63.60%, top5-acc=84.86% (epoch=112), remaining_time=0:18:32.126574, arrival_time=2021-04-10 02:09:47.528211, cost_time=0:28:59.479979 2021-04-10 01:51:15,402 INFO : Train start, epoch=0123, lr=0.033063 2021-04-10 01:51:16,261 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=3.58ms, fps=2983 images/s, loss=0.3180, top1-acc=91.17%, top5-acc=98.71%, remaining_time=0:00:15.964380, arrival_time=2021-04-10 01:51:32.225642, cost_time=0:00:00.858305 2021-04-10 01:51:16,895 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=1.45ms, fps=4043 images/s, loss=0.3152, top1-acc=91.21%, top5-acc=98.73%, remaining_time=0:00:13.132768, arrival_time=2021-04-10 01:51:30.027921, cost_time=0:00:01.492366 2021-04-10 01:51:17,524 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=2.27ms, fps=4075 images/s, loss=0.3056, top1-acc=91.30%, top5-acc=98.93%, remaining_time=0:00:11.736034, arrival_time=2021-04-10 01:51:29.259952, cost_time=0:00:02.120962 2021-04-10 01:51:18,161 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=1.58ms, fps=4019 images/s, loss=0.3060, top1-acc=91.36%, top5-acc=98.98%, remaining_time=0:00:10.759632, arrival_time=2021-04-10 01:51:28.921300, cost_time=0:00:02.758866 2021-04-10 01:51:18,817 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=1.98ms, fps=3909 images/s, loss=0.3050, top1-acc=91.35%, top5-acc=98.99%, remaining_time=0:00:09.969318, arrival_time=2021-04-10 01:51:28.786430, cost_time=0:00:03.414165 2021-04-10 01:51:19,439 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=1.50ms, fps=4119 images/s, loss=0.3064, top1-acc=91.35%, top5-acc=99.04%, remaining_time=0:00:09.149536, arrival_time=2021-04-10 01:51:28.588929, cost_time=0:00:04.036553 2021-04-10 01:51:20,086 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=2.56ms, fps=3965 images/s, loss=0.3090, top1-acc=91.28%, top5-acc=99.03%, remaining_time=0:00:08.429022, arrival_time=2021-04-10 01:51:28.514962, cost_time=0:00:04.682813 2021-04-10 01:51:20,718 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.91ms, fps=4055 images/s, loss=0.3111, top1-acc=91.11%, top5-acc=99.00%, remaining_time=0:00:07.707272, arrival_time=2021-04-10 01:51:28.425456, cost_time=0:00:05.315339 2021-04-10 01:51:21,342 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=2.25ms, fps=4104 images/s, loss=0.3083, top1-acc=91.09%, top5-acc=99.03%, remaining_time=0:00:06.995682, arrival_time=2021-04-10 01:51:28.338327, cost_time=0:00:05.939695 2021-04-10 01:51:21,976 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=2.74ms, fps=4046 images/s, loss=0.3084, top1-acc=91.10%, top5-acc=99.05%, remaining_time=0:00:06.310272, arrival_time=2021-04-10 01:51:28.286529, cost_time=0:00:06.573220 2021-04-10 01:51:22,623 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=2.61ms, fps=3960 images/s, loss=0.3134, top1-acc=90.97%, top5-acc=99.04%, remaining_time=0:00:05.645212, arrival_time=2021-04-10 01:51:28.268756, cost_time=0:00:07.220654 2021-04-10 01:51:23,250 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.92ms, fps=4089 images/s, loss=0.3143, top1-acc=90.98%, top5-acc=99.04%, remaining_time=0:00:04.970096, arrival_time=2021-04-10 01:51:28.220418, cost_time=0:00:07.847502 2021-04-10 01:51:23,882 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=2.77ms, fps=4051 images/s, loss=0.3159, top1-acc=90.92%, top5-acc=99.04%, remaining_time=0:00:04.305180, arrival_time=2021-04-10 01:51:28.187931, cost_time=0:00:08.479864 2021-04-10 01:51:24,509 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=2.36ms, fps=4091 images/s, loss=0.3212, top1-acc=90.85%, top5-acc=99.00%, remaining_time=0:00:03.642520, arrival_time=2021-04-10 01:51:28.151676, cost_time=0:00:09.106299 2021-04-10 01:51:25,155 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.98ms, fps=3967 images/s, loss=0.3231, top1-acc=90.77%, top5-acc=98.99%, remaining_time=0:00:02.990690, arrival_time=2021-04-10 01:51:28.145833, cost_time=0:00:09.752189 2021-04-10 01:51:25,781 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=2.78ms, fps=4095 images/s, loss=0.3268, top1-acc=90.67%, top5-acc=98.96%, remaining_time=0:00:02.335068, arrival_time=2021-04-10 01:51:28.116047, cost_time=0:00:10.378110 2021-04-10 01:51:26,401 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=1.51ms, fps=4129 images/s, loss=0.3272, top1-acc=90.66%, top5-acc=98.96%, remaining_time=0:00:01.682174, arrival_time=2021-04-10 01:51:28.083803, cost_time=0:00:10.998765 2021-04-10 01:51:27,034 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=1.88ms, fps=4046 images/s, loss=0.3303, top1-acc=90.57%, top5-acc=98.93%, remaining_time=0:00:01.033968, arrival_time=2021-04-10 01:51:28.068865, cost_time=0:00:11.632070 2021-04-10 01:51:27,664 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.32ms, fps=4070 images/s, loss=0.3322, top1-acc=90.50%, top5-acc=98.92%, remaining_time=0:00:00.387210, arrival_time=2021-04-10 01:51:28.051684, cost_time=0:00:12.261579 2021-04-10 01:51:28,002 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=0.08ms, fps=4030 images/s, loss=0.3330, top1-acc=90.50%, top5-acc=98.92%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:28.002636, cost_time=0:00:12.599822 2021-04-10 01:51:28,426 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=0.44ms, fps=6053 images/s, loss=1.8657, top1-acc=62.19%, top5-acc=83.79%, remaining_time=0:00:01.268730, arrival_time=2021-04-10 01:51:29.695562, cost_time=0:00:00.422906 2021-04-10 01:51:28,675 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=2.57ms, fps=10302 images/s, loss=1.8622, top1-acc=62.19%, top5-acc=83.89%, remaining_time=0:00:00.671900, arrival_time=2021-04-10 01:51:29.347799, cost_time=0:00:00.671904 2021-04-10 01:51:28,952 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=0.45ms, fps=9286 images/s, loss=1.8402, top1-acc=62.49%, top5-acc=84.26%, remaining_time=0:00:00.316070, arrival_time=2021-04-10 01:51:29.268241, cost_time=0:00:00.948206 2021-04-10 01:51:29,160 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=0.06ms, fps=11156 images/s, loss=1.8420, top1-acc=62.25%, top5-acc=84.30%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:29.160619, cost_time=0:00:01.156767 2021-04-10 01:51:29,651 INFO : Epoch=0123 complete, best val top1-acc=63.60%, top5-acc=84.86% (epoch=112), remaining_time=0:18:17.863305, arrival_time=2021-04-10 02:09:47.514726, cost_time=0:29:13.729749 2021-04-10 01:51:29,652 INFO : Train start, epoch=0124, lr=0.032326 2021-04-10 01:51:30,456 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=5.52ms, fps=3184 images/s, loss=0.3257, top1-acc=90.43%, top5-acc=99.30%, remaining_time=0:00:14.952168, arrival_time=2021-04-10 01:51:45.408557, cost_time=0:00:00.803879 2021-04-10 01:51:31,092 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=1.81ms, fps=4032 images/s, loss=0.3263, top1-acc=90.64%, top5-acc=99.14%, remaining_time=0:00:12.668304, arrival_time=2021-04-10 01:51:43.760316, cost_time=0:00:01.439576 2021-04-10 01:51:31,722 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=2.43ms, fps=4065 images/s, loss=0.3416, top1-acc=90.14%, top5-acc=98.97%, remaining_time=0:00:11.453834, arrival_time=2021-04-10 01:51:43.176325, cost_time=0:00:02.069973 2021-04-10 01:51:32,346 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=1.51ms, fps=4110 images/s, loss=0.3330, top1-acc=90.35%, top5-acc=98.99%, remaining_time=0:00:10.505196, arrival_time=2021-04-10 01:51:42.851229, cost_time=0:00:02.693658 2021-04-10 01:51:32,973 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=2.20ms, fps=4084 images/s, loss=0.3274, top1-acc=90.50%, top5-acc=98.98%, remaining_time=0:00:09.697028, arrival_time=2021-04-10 01:51:42.670403, cost_time=0:00:03.320890 2021-04-10 01:51:33,605 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=1.63ms, fps=4058 images/s, loss=0.3249, top1-acc=90.79%, top5-acc=98.96%, remaining_time=0:00:08.959136, arrival_time=2021-04-10 01:51:42.564087, cost_time=0:00:03.952544 2021-04-10 01:51:34,234 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=1.96ms, fps=4071 images/s, loss=0.3257, top1-acc=90.67%, top5-acc=98.98%, remaining_time=0:00:08.247582, arrival_time=2021-04-10 01:51:42.482116, cost_time=0:00:04.581996 2021-04-10 01:51:34,871 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=2.07ms, fps=4025 images/s, loss=0.3206, top1-acc=90.82%, top5-acc=99.02%, remaining_time=0:00:07.567376, arrival_time=2021-04-10 01:51:42.438595, cost_time=0:00:05.218840 2021-04-10 01:51:35,504 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=2.21ms, fps=4049 images/s, loss=0.3186, top1-acc=90.93%, top5-acc=99.03%, remaining_time=0:00:06.891908, arrival_time=2021-04-10 01:51:42.396025, cost_time=0:00:05.851576 2021-04-10 01:51:36,142 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=3.10ms, fps=4014 images/s, loss=0.3171, top1-acc=90.99%, top5-acc=99.04%, remaining_time=0:00:06.230592, arrival_time=2021-04-10 01:51:42.373189, cost_time=0:00:06.490238 2021-04-10 01:51:36,761 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=2.21ms, fps=4143 images/s, loss=0.3182, top1-acc=90.98%, top5-acc=99.05%, remaining_time=0:00:05.557578, arrival_time=2021-04-10 01:51:42.318645, cost_time=0:00:07.108525 2021-04-10 01:51:37,389 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=1.63ms, fps=4081 images/s, loss=0.3174, top1-acc=91.00%, top5-acc=99.05%, remaining_time=0:00:04.899948, arrival_time=2021-04-10 01:51:42.289025, cost_time=0:00:07.736713 2021-04-10 01:51:38,013 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=2.00ms, fps=4106 images/s, loss=0.3205, top1-acc=90.93%, top5-acc=99.04%, remaining_time=0:00:04.244592, arrival_time=2021-04-10 01:51:42.257570, cost_time=0:00:08.360561 2021-04-10 01:51:38,648 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=2.19ms, fps=4034 images/s, loss=0.3209, top1-acc=90.89%, top5-acc=99.05%, remaining_time=0:00:03.598280, arrival_time=2021-04-10 01:51:42.246530, cost_time=0:00:08.995721 2021-04-10 01:51:39,279 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=2.65ms, fps=4061 images/s, loss=0.3216, top1-acc=90.83%, top5-acc=99.03%, remaining_time=0:00:02.952280, arrival_time=2021-04-10 01:51:42.231739, cost_time=0:00:09.627000 2021-04-10 01:51:39,902 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=1.62ms, fps=4115 images/s, loss=0.3255, top1-acc=90.73%, top5-acc=99.01%, remaining_time=0:00:02.306196, arrival_time=2021-04-10 01:51:42.208336, cost_time=0:00:10.249725 2021-04-10 01:51:40,535 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=1.96ms, fps=4045 images/s, loss=0.3251, top1-acc=90.76%, top5-acc=99.01%, remaining_time=0:00:01.664494, arrival_time=2021-04-10 01:51:42.200116, cost_time=0:00:10.883168 2021-04-10 01:51:41,173 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=2.28ms, fps=4015 images/s, loss=0.3259, top1-acc=90.74%, top5-acc=98.99%, remaining_time=0:00:01.024128, arrival_time=2021-04-10 01:51:42.197911, cost_time=0:00:11.521357 2021-04-10 01:51:41,834 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=1.63ms, fps=3882 images/s, loss=0.3261, top1-acc=90.75%, top5-acc=98.99%, remaining_time=0:00:00.384678, arrival_time=2021-04-10 01:51:42.218679, cost_time=0:00:12.181504 2021-04-10 01:51:42,177 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=0.09ms, fps=3965 images/s, loss=0.3267, top1-acc=90.73%, top5-acc=98.98%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:42.177729, cost_time=0:00:12.525310 2021-04-10 01:51:42,547 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=9.62ms, fps=6952 images/s, loss=1.9069, top1-acc=61.99%, top5-acc=84.02%, remaining_time=0:00:01.104660, arrival_time=2021-04-10 01:51:43.652071, cost_time=0:00:00.368216 2021-04-10 01:51:42,804 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=0.40ms, fps=9968 images/s, loss=1.9224, top1-acc=61.54%, top5-acc=83.75%, remaining_time=0:00:00.625480, arrival_time=2021-04-10 01:51:43.430225, cost_time=0:00:00.625487 2021-04-10 01:51:43,076 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=5.14ms, fps=9432 images/s, loss=1.9117, top1-acc=61.77%, top5-acc=83.79%, remaining_time=0:00:00.299160, arrival_time=2021-04-10 01:51:43.375847, cost_time=0:00:00.897491 2021-04-10 01:51:43,306 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=0.09ms, fps=10137 images/s, loss=1.8912, top1-acc=61.93%, top5-acc=84.00%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:43.306067, cost_time=0:00:01.126863 2021-04-10 01:51:43,869 INFO : Epoch=0124 complete, best val top1-acc=63.60%, top5-acc=84.86% (epoch=112), remaining_time=0:18:03.580716, arrival_time=2021-04-10 02:09:47.449877, cost_time=0:29:27.947523 2021-04-10 01:51:43,869 INFO : Train start, epoch=0125, lr=0.031594 2021-04-10 01:51:44,685 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=0.65ms, fps=3138 images/s, loss=0.3162, top1-acc=90.82%, top5-acc=99.14%, remaining_time=0:00:15.171462, arrival_time=2021-04-10 01:51:59.857169, cost_time=0:00:00.815673 2021-04-10 01:51:45,326 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=2.11ms, fps=4002 images/s, loss=0.3237, top1-acc=91.05%, top5-acc=99.04%, remaining_time=0:00:12.813152, arrival_time=2021-04-10 01:51:58.139306, cost_time=0:00:01.456042 2021-04-10 01:51:45,980 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=2.52ms, fps=3918 images/s, loss=0.3082, top1-acc=91.28%, top5-acc=99.10%, remaining_time=0:00:11.677436, arrival_time=2021-04-10 01:51:57.657772, cost_time=0:00:02.110391 2021-04-10 01:51:46,612 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=2.61ms, fps=4051 images/s, loss=0.3032, top1-acc=91.32%, top5-acc=99.18%, remaining_time=0:00:10.696608, arrival_time=2021-04-10 01:51:57.309369, cost_time=0:00:02.742729 2021-04-10 01:51:47,234 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=1.74ms, fps=4121 images/s, loss=0.2975, top1-acc=91.52%, top5-acc=99.18%, remaining_time=0:00:09.824632, arrival_time=2021-04-10 01:51:57.059196, cost_time=0:00:03.364579 2021-04-10 01:51:47,868 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=2.31ms, fps=4043 images/s, loss=0.2973, top1-acc=91.55%, top5-acc=99.19%, remaining_time=0:00:09.062768, arrival_time=2021-04-10 01:51:56.931124, cost_time=0:00:03.998254 2021-04-10 01:51:48,501 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=2.34ms, fps=4052 images/s, loss=0.3008, top1-acc=91.36%, top5-acc=99.18%, remaining_time=0:00:08.335782, arrival_time=2021-04-10 01:51:56.836758, cost_time=0:00:04.630980 2021-04-10 01:51:49,130 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=1.84ms, fps=4074 images/s, loss=0.2997, top1-acc=91.35%, top5-acc=99.14%, remaining_time=0:00:07.626884, arrival_time=2021-04-10 01:51:56.756935, cost_time=0:00:05.259913 2021-04-10 01:51:49,775 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=2.79ms, fps=3971 images/s, loss=0.3032, top1-acc=91.30%, top5-acc=99.11%, remaining_time=0:00:06.955614, arrival_time=2021-04-10 01:51:56.731350, cost_time=0:00:05.905683 2021-04-10 01:51:50,405 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.91ms, fps=4070 images/s, loss=0.3027, top1-acc=91.31%, top5-acc=99.12%, remaining_time=0:00:06.274080, arrival_time=2021-04-10 01:51:56.679485, cost_time=0:00:06.535466 2021-04-10 01:51:51,034 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=2.03ms, fps=4074 images/s, loss=0.3001, top1-acc=91.34%, top5-acc=99.13%, remaining_time=0:00:05.601094, arrival_time=2021-04-10 01:51:56.635332, cost_time=0:00:07.164199 2021-04-10 01:51:51,664 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=1.88ms, fps=4064 images/s, loss=0.3036, top1-acc=91.29%, top5-acc=99.10%, remaining_time=0:00:04.936656, arrival_time=2021-04-10 01:51:56.601387, cost_time=0:00:07.794768 2021-04-10 01:51:52,289 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=1.62ms, fps=4106 images/s, loss=0.3043, top1-acc=91.28%, top5-acc=99.10%, remaining_time=0:00:04.274160, arrival_time=2021-04-10 01:51:56.563205, cost_time=0:00:08.418794 2021-04-10 01:51:52,925 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=2.64ms, fps=4031 images/s, loss=0.3061, top1-acc=91.26%, top5-acc=99.10%, remaining_time=0:00:03.621968, arrival_time=2021-04-10 01:51:56.546942, cost_time=0:00:09.054964 2021-04-10 01:51:53,550 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=2.07ms, fps=4096 images/s, loss=0.3075, top1-acc=91.23%, top5-acc=99.11%, remaining_time=0:00:02.968748, arrival_time=2021-04-10 01:51:56.519399, cost_time=0:00:09.680672 2021-04-10 01:51:54,186 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.93ms, fps=4028 images/s, loss=0.3102, top1-acc=91.18%, top5-acc=99.11%, remaining_time=0:00:02.321280, arrival_time=2021-04-10 01:51:56.508123, cost_time=0:00:10.316770 2021-04-10 01:51:54,839 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=2.46ms, fps=3929 images/s, loss=0.3121, top1-acc=91.14%, top5-acc=99.08%, remaining_time=0:00:01.677650, arrival_time=2021-04-10 01:51:56.516843, cost_time=0:00:10.969179 2021-04-10 01:51:55,472 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=1.94ms, fps=4049 images/s, loss=0.3151, top1-acc=91.08%, top5-acc=99.06%, remaining_time=0:00:01.031296, arrival_time=2021-04-10 01:51:56.503269, cost_time=0:00:11.602041 2021-04-10 01:51:56,109 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.76ms, fps=4021 images/s, loss=0.3179, top1-acc=91.01%, top5-acc=99.04%, remaining_time=0:00:00.386502, arrival_time=2021-04-10 01:51:56.495849, cost_time=0:00:12.239171 2021-04-10 01:51:56,451 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=0.07ms, fps=3978 images/s, loss=0.3194, top1-acc=90.97%, top5-acc=99.03%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:56.451885, cost_time=0:00:12.581936 2021-04-10 01:51:56,830 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=0.51ms, fps=6774 images/s, loss=1.8809, top1-acc=62.15%, top5-acc=83.75%, remaining_time=0:00:01.133640, arrival_time=2021-04-10 01:51:57.964447, cost_time=0:00:00.377882 2021-04-10 01:51:57,085 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=0.47ms, fps=10070 images/s, loss=1.8208, top1-acc=63.05%, top5-acc=84.53%, remaining_time=0:00:00.632480, arrival_time=2021-04-10 01:51:57.717930, cost_time=0:00:00.632476 2021-04-10 01:51:57,357 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=0.29ms, fps=9446 images/s, loss=1.8254, top1-acc=62.58%, top5-acc=84.35%, remaining_time=0:00:00.301340, arrival_time=2021-04-10 01:51:57.658435, cost_time=0:00:00.904013 2021-04-10 01:51:57,591 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.11ms, fps=9930 images/s, loss=1.8029, top1-acc=62.81%, top5-acc=84.32%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:57.591394, cost_time=0:00:01.138473 2021-04-10 01:51:58,155 INFO : Epoch=0125 complete, best val top1-acc=63.60%, top5-acc=84.86% (epoch=112), remaining_time=0:17:49.340550, arrival_time=2021-04-10 02:09:47.496439, cost_time=0:29:42.234237 2021-04-10 01:51:58,157 INFO : Train start, epoch=0126, lr=0.030866 2021-04-10 01:51:59,048 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=1.67ms, fps=2872 images/s, loss=0.2961, top1-acc=91.87%, top5-acc=99.14%, remaining_time=0:00:16.579854, arrival_time=2021-04-10 01:52:15.628483, cost_time=0:00:00.891393 2021-04-10 01:51:59,669 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.77ms, fps=4129 images/s, loss=0.3000, top1-acc=91.82%, top5-acc=99.12%, remaining_time=0:00:13.303488, arrival_time=2021-04-10 01:52:12.972533, cost_time=0:00:01.511756 2021-04-10 01:52:00,301 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=2.39ms, fps=4055 images/s, loss=0.2845, top1-acc=92.02%, top5-acc=99.18%, remaining_time=0:00:11.861364, arrival_time=2021-04-10 01:52:12.162312, cost_time=0:00:02.143635 2021-04-10 01:52:00,932 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=2.50ms, fps=4056 images/s, loss=0.2753, top1-acc=92.29%, top5-acc=99.25%, remaining_time=0:00:10.823904, arrival_time=2021-04-10 01:52:11.756563, cost_time=0:00:02.775374 2021-04-10 01:52:01,567 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.78ms, fps=4038 images/s, loss=0.2743, top1-acc=92.40%, top5-acc=99.25%, remaining_time=0:00:09.956908, arrival_time=2021-04-10 01:52:11.524193, cost_time=0:00:03.409924 2021-04-10 01:52:02,198 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=1.72ms, fps=4063 images/s, loss=0.2666, top1-acc=92.60%, top5-acc=99.28%, remaining_time=0:00:09.159192, arrival_time=2021-04-10 01:52:11.357239, cost_time=0:00:04.040803 2021-04-10 01:52:02,831 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=1.42ms, fps=4048 images/s, loss=0.2691, top1-acc=92.45%, top5-acc=99.28%, remaining_time=0:00:08.412642, arrival_time=2021-04-10 01:52:11.243743, cost_time=0:00:04.673719 2021-04-10 01:52:03,461 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=2.75ms, fps=4069 images/s, loss=0.2711, top1-acc=92.33%, top5-acc=99.27%, remaining_time=0:00:07.690452, arrival_time=2021-04-10 01:52:11.151484, cost_time=0:00:05.303750 2021-04-10 01:52:04,095 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=4.77ms, fps=4041 images/s, loss=0.2735, top1-acc=92.29%, top5-acc=99.24%, remaining_time=0:00:06.993562, arrival_time=2021-04-10 01:52:11.088842, cost_time=0:00:05.937915 2021-04-10 01:52:04,731 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=2.08ms, fps=4027 images/s, loss=0.2801, top1-acc=92.11%, top5-acc=99.22%, remaining_time=0:00:06.311520, arrival_time=2021-04-10 01:52:11.043231, cost_time=0:00:06.574489 2021-04-10 01:52:05,369 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=2.35ms, fps=4020 images/s, loss=0.2824, top1-acc=92.07%, top5-acc=99.24%, remaining_time=0:00:05.638332, arrival_time=2021-04-10 01:52:11.007440, cost_time=0:00:07.211803 2021-04-10 01:52:06,001 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=1.99ms, fps=4055 images/s, loss=0.2847, top1-acc=91.97%, top5-acc=99.19%, remaining_time=0:00:04.967740, arrival_time=2021-04-10 01:52:10.968724, cost_time=0:00:07.843769 2021-04-10 01:52:06,640 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.51ms, fps=4007 images/s, loss=0.2878, top1-acc=91.88%, top5-acc=99.18%, remaining_time=0:00:04.306830, arrival_time=2021-04-10 01:52:10.947253, cost_time=0:00:08.483121 2021-04-10 01:52:07,272 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=2.39ms, fps=4055 images/s, loss=0.2897, top1-acc=91.84%, top5-acc=99.13%, remaining_time=0:00:03.646048, arrival_time=2021-04-10 01:52:10.918435, cost_time=0:00:09.115117 2021-04-10 01:52:07,906 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.83ms, fps=4042 images/s, loss=0.2911, top1-acc=91.83%, top5-acc=99.14%, remaining_time=0:00:02.989678, arrival_time=2021-04-10 01:52:10.895961, cost_time=0:00:09.748969 2021-04-10 01:52:08,526 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=1.99ms, fps=4130 images/s, loss=0.2935, top1-acc=91.76%, top5-acc=99.13%, remaining_time=0:00:02.333124, arrival_time=2021-04-10 01:52:10.859889, cost_time=0:00:10.369512 2021-04-10 01:52:09,155 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=1.96ms, fps=4079 images/s, loss=0.2946, top1-acc=91.70%, top5-acc=99.12%, remaining_time=0:00:01.681992, arrival_time=2021-04-10 01:52:10.837010, cost_time=0:00:10.997660 2021-04-10 01:52:09,785 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=1.76ms, fps=4064 images/s, loss=0.2931, top1-acc=91.74%, top5-acc=99.14%, remaining_time=0:00:01.033632, arrival_time=2021-04-10 01:52:10.819178, cost_time=0:00:11.628325 2021-04-10 01:52:10,417 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=0.08ms, fps=4053 images/s, loss=0.2939, top1-acc=91.68%, top5-acc=99.14%, remaining_time=0:00:00.387168, arrival_time=2021-04-10 01:52:10.804869, cost_time=0:00:12.260329 2021-04-10 01:52:10,755 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=0.08ms, fps=4032 images/s, loss=0.2947, top1-acc=91.67%, top5-acc=99.14%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:10.755701, cost_time=0:00:12.598495 2021-04-10 01:52:11,078 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=2.07ms, fps=7945 images/s, loss=1.8074, top1-acc=62.97%, top5-acc=85.47%, remaining_time=0:00:00.966570, arrival_time=2021-04-10 01:52:12.045429, cost_time=0:00:00.322193 2021-04-10 01:52:11,343 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=3.67ms, fps=9677 images/s, loss=1.7990, top1-acc=63.22%, top5-acc=85.18%, remaining_time=0:00:00.587220, arrival_time=2021-04-10 01:52:11.931060, cost_time=0:00:00.587224 2021-04-10 01:52:11,583 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=0.30ms, fps=10690 images/s, loss=1.8126, top1-acc=63.57%, top5-acc=84.91%, remaining_time=0:00:00.275680, arrival_time=2021-04-10 01:52:11.859380, cost_time=0:00:00.827049 2021-04-10 01:52:11,815 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.10ms, fps=10019 images/s, loss=1.8460, top1-acc=63.06%, top5-acc=84.93%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:11.815839, cost_time=0:00:01.059112 2021-04-10 01:52:12,292 INFO : Epoch=0126 complete, best val top1-acc=63.60%, top5-acc=84.86% (epoch=112), remaining_time=0:17:35.011562, arrival_time=2021-04-10 02:09:47.304255, cost_time=0:29:56.371021 2021-04-10 01:52:12,293 INFO : Train start, epoch=0127, lr=0.030143 2021-04-10 01:52:13,118 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=4.08ms, fps=3105 images/s, loss=0.2699, top1-acc=92.77%, top5-acc=99.26%, remaining_time=0:00:15.333468, arrival_time=2021-04-10 01:52:28.451520, cost_time=0:00:00.824383 2021-04-10 01:52:13,745 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=2.19ms, fps=4085 images/s, loss=0.2606, top1-acc=92.83%, top5-acc=99.30%, remaining_time=0:00:12.773376, arrival_time=2021-04-10 01:52:26.518643, cost_time=0:00:01.451519 2021-04-10 01:52:14,370 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=1.52ms, fps=4097 images/s, loss=0.2591, top1-acc=92.84%, top5-acc=99.18%, remaining_time=0:00:11.493176, arrival_time=2021-04-10 01:52:25.863922, cost_time=0:00:02.077083 2021-04-10 01:52:14,996 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=1.99ms, fps=4094 images/s, loss=0.2548, top1-acc=92.87%, top5-acc=99.24%, remaining_time=0:00:10.541544, arrival_time=2021-04-10 01:52:25.538149, cost_time=0:00:02.702966 2021-04-10 01:52:15,659 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=2.92ms, fps=3864 images/s, loss=0.2581, top1-acc=92.78%, top5-acc=99.21%, remaining_time=0:00:09.828428, arrival_time=2021-04-10 01:52:25.487998, cost_time=0:00:03.365888 2021-04-10 01:52:16,301 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=2.06ms, fps=3994 images/s, loss=0.2563, top1-acc=92.82%, top5-acc=99.24%, remaining_time=0:00:09.084664, arrival_time=2021-04-10 01:52:25.386291, cost_time=0:00:04.007933 2021-04-10 01:52:16,926 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=2.36ms, fps=4104 images/s, loss=0.2567, top1-acc=92.82%, top5-acc=99.22%, remaining_time=0:00:08.338176, arrival_time=2021-04-10 01:52:25.264138, cost_time=0:00:04.632290 2021-04-10 01:52:17,560 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=4.27ms, fps=4039 images/s, loss=0.2592, top1-acc=92.71%, top5-acc=99.20%, remaining_time=0:00:07.636744, arrival_time=2021-04-10 01:52:25.197343, cost_time=0:00:05.266713 2021-04-10 01:52:18,191 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=2.34ms, fps=4064 images/s, loss=0.2631, top1-acc=92.52%, top5-acc=99.21%, remaining_time=0:00:06.946286, arrival_time=2021-04-10 01:52:25.137676, cost_time=0:00:05.897760 2021-04-10 01:52:18,822 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=3.45ms, fps=4061 images/s, loss=0.2634, top1-acc=92.55%, top5-acc=99.21%, remaining_time=0:00:06.267360, arrival_time=2021-04-10 01:52:25.089600, cost_time=0:00:06.528501 2021-04-10 01:52:19,453 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.93ms, fps=4060 images/s, loss=0.2675, top1-acc=92.41%, top5-acc=99.18%, remaining_time=0:00:05.597568, arrival_time=2021-04-10 01:52:25.050896, cost_time=0:00:07.159644 2021-04-10 01:52:20,087 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=2.64ms, fps=4038 images/s, loss=0.2683, top1-acc=92.42%, top5-acc=99.18%, remaining_time=0:00:04.936276, arrival_time=2021-04-10 01:52:25.024182, cost_time=0:00:07.794159 2021-04-10 01:52:20,711 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=2.43ms, fps=4111 images/s, loss=0.2714, top1-acc=92.30%, top5-acc=99.16%, remaining_time=0:00:04.273500, arrival_time=2021-04-10 01:52:24.984644, cost_time=0:00:08.417501 2021-04-10 01:52:21,338 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=2.09ms, fps=4089 images/s, loss=0.2746, top1-acc=92.18%, top5-acc=99.14%, remaining_time=0:00:03.617600, arrival_time=2021-04-10 01:52:24.955480, cost_time=0:00:09.044068 2021-04-10 01:52:21,970 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=1.67ms, fps=4055 images/s, loss=0.2765, top1-acc=92.12%, top5-acc=99.13%, remaining_time=0:00:02.967414, arrival_time=2021-04-10 01:52:24.937403, cost_time=0:00:09.676325 2021-04-10 01:52:22,597 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=2.60ms, fps=4087 images/s, loss=0.2792, top1-acc=92.02%, top5-acc=99.13%, remaining_time=0:00:02.318220, arrival_time=2021-04-10 01:52:24.915247, cost_time=0:00:10.303230 2021-04-10 01:52:23,222 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=1.53ms, fps=4097 images/s, loss=0.2802, top1-acc=91.96%, top5-acc=99.14%, remaining_time=0:00:01.671488, arrival_time=2021-04-10 01:52:24.894047, cost_time=0:00:10.928894 2021-04-10 01:52:23,852 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=2.14ms, fps=4072 images/s, loss=0.2821, top1-acc=91.91%, top5-acc=99.13%, remaining_time=0:00:01.027392, arrival_time=2021-04-10 01:52:24.879558, cost_time=0:00:11.558236 2021-04-10 01:52:24,478 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=2.37ms, fps=4091 images/s, loss=0.2840, top1-acc=91.87%, top5-acc=99.12%, remaining_time=0:00:00.384798, arrival_time=2021-04-10 01:52:24.863649, cost_time=0:00:12.185213 2021-04-10 01:52:24,814 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=0.09ms, fps=4063 images/s, loss=0.2861, top1-acc=91.83%, top5-acc=99.12%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:24.814005, cost_time=0:00:12.520405 2021-04-10 01:52:25,161 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=9.45ms, fps=7397 images/s, loss=1.8597, top1-acc=62.81%, top5-acc=83.83%, remaining_time=0:00:01.038240, arrival_time=2021-04-10 01:52:26.199228, cost_time=0:00:00.346079 2021-04-10 01:52:25,405 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=0.47ms, fps=10496 images/s, loss=1.8513, top1-acc=62.38%, top5-acc=84.86%, remaining_time=0:00:00.590480, arrival_time=2021-04-10 01:52:25.995974, cost_time=0:00:00.590474 2021-04-10 01:52:25,651 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=0.26ms, fps=10427 images/s, loss=1.8290, top1-acc=62.51%, top5-acc=85.09%, remaining_time=0:00:00.278930, arrival_time=2021-04-10 01:52:25.930577, cost_time=0:00:00.836788 2021-04-10 01:52:25,872 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=0.10ms, fps=10522 images/s, loss=1.8169, top1-acc=62.36%, top5-acc=84.75%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:25.872551, cost_time=0:00:01.057679 2021-04-10 01:52:26,398 INFO : Epoch=0127 complete, best val top1-acc=63.60%, top5-acc=84.86% (epoch=112), remaining_time=0:17:20.667560, arrival_time=2021-04-10 02:09:47.065621, cost_time=0:30:10.476409 2021-04-10 01:52:26,398 INFO : Train start, epoch=0128, lr=0.029424 2021-04-10 01:52:27,239 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=0.28ms, fps=3045 images/s, loss=0.2677, top1-acc=92.93%, top5-acc=99.18%, remaining_time=0:00:15.635160, arrival_time=2021-04-10 01:52:42.874750, cost_time=0:00:00.840603 2021-04-10 01:52:27,862 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.57ms, fps=4112 images/s, loss=0.2685, top1-acc=92.68%, top5-acc=99.32%, remaining_time=0:00:12.879856, arrival_time=2021-04-10 01:52:40.742551, cost_time=0:00:01.463611 2021-04-10 01:52:28,506 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=1.93ms, fps=3980 images/s, loss=0.2674, top1-acc=92.68%, top5-acc=99.30%, remaining_time=0:00:11.661832, arrival_time=2021-04-10 01:52:40.168414, cost_time=0:00:02.107567 2021-04-10 01:52:29,140 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=1.48ms, fps=4044 images/s, loss=0.2583, top1-acc=92.83%, top5-acc=99.39%, remaining_time=0:00:10.690680, arrival_time=2021-04-10 01:52:39.830933, cost_time=0:00:02.741189 2021-04-10 01:52:29,771 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=2.04ms, fps=4061 images/s, loss=0.2648, top1-acc=92.73%, top5-acc=99.33%, remaining_time=0:00:09.846678, arrival_time=2021-04-10 01:52:39.617853, cost_time=0:00:03.372137 2021-04-10 01:52:30,423 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=2.62ms, fps=3928 images/s, loss=0.2623, top1-acc=92.77%, top5-acc=99.32%, remaining_time=0:00:09.121928, arrival_time=2021-04-10 01:52:39.545391, cost_time=0:00:04.024384 2021-04-10 01:52:31,064 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=2.62ms, fps=3997 images/s, loss=0.2603, top1-acc=92.78%, top5-acc=99.32%, remaining_time=0:00:08.398152, arrival_time=2021-04-10 01:52:39.462889, cost_time=0:00:04.665633 2021-04-10 01:52:31,696 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=2.13ms, fps=4058 images/s, loss=0.2603, top1-acc=92.73%, top5-acc=99.34%, remaining_time=0:00:07.680824, arrival_time=2021-04-10 01:52:39.376951, cost_time=0:00:05.297089 2021-04-10 01:52:32,342 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=2.03ms, fps=3965 images/s, loss=0.2603, top1-acc=92.71%, top5-acc=99.32%, remaining_time=0:00:07.000028, arrival_time=2021-04-10 01:52:39.342572, cost_time=0:00:05.943419 2021-04-10 01:52:32,971 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=2.17ms, fps=4077 images/s, loss=0.2624, top1-acc=92.61%, top5-acc=99.30%, remaining_time=0:00:06.309312, arrival_time=2021-04-10 01:52:39.280696, cost_time=0:00:06.572205 2021-04-10 01:52:33,623 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=1.93ms, fps=3932 images/s, loss=0.2651, top1-acc=92.55%, top5-acc=99.30%, remaining_time=0:00:05.647964, arrival_time=2021-04-10 01:52:39.271110, cost_time=0:00:07.224162 2021-04-10 01:52:34,250 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=1.52ms, fps=4086 images/s, loss=0.2669, top1-acc=92.53%, top5-acc=99.26%, remaining_time=0:00:04.972300, arrival_time=2021-04-10 01:52:39.222628, cost_time=0:00:07.851049 2021-04-10 01:52:34,892 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=2.37ms, fps=3995 images/s, loss=0.2667, top1-acc=92.54%, top5-acc=99.25%, remaining_time=0:00:04.311846, arrival_time=2021-04-10 01:52:39.203978, cost_time=0:00:08.493067 2021-04-10 01:52:35,519 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=2.15ms, fps=4088 images/s, loss=0.2698, top1-acc=92.37%, top5-acc=99.25%, remaining_time=0:00:03.647952, arrival_time=2021-04-10 01:52:39.167003, cost_time=0:00:09.119909 2021-04-10 01:52:36,147 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=1.91ms, fps=4079 images/s, loss=0.2727, top1-acc=92.28%, top5-acc=99.26%, remaining_time=0:00:02.989540, arrival_time=2021-04-10 01:52:39.137051, cost_time=0:00:09.748457 2021-04-10 01:52:36,783 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.93ms, fps=4032 images/s, loss=0.2740, top1-acc=92.23%, top5-acc=99.27%, remaining_time=0:00:02.336364, arrival_time=2021-04-10 01:52:39.119483, cost_time=0:00:10.383909 2021-04-10 01:52:37,412 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.57ms, fps=4070 images/s, loss=0.2751, top1-acc=92.22%, top5-acc=99.25%, remaining_time=0:00:01.684462, arrival_time=2021-04-10 01:52:39.097337, cost_time=0:00:11.013828 2021-04-10 01:52:38,050 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=1.74ms, fps=4018 images/s, loss=0.2766, top1-acc=92.15%, top5-acc=99.25%, remaining_time=0:00:01.035696, arrival_time=2021-04-10 01:52:39.086365, cost_time=0:00:11.651557 2021-04-10 01:52:38,681 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=2.13ms, fps=4066 images/s, loss=0.2791, top1-acc=92.08%, top5-acc=99.25%, remaining_time=0:00:00.387852, arrival_time=2021-04-10 01:52:39.068810, cost_time=0:00:12.281996 2021-04-10 01:52:39,021 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=0.09ms, fps=4005 images/s, loss=0.2809, top1-acc=92.06%, top5-acc=99.25%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:39.021046, cost_time=0:00:12.621985 2021-04-10 01:52:39,362 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=0.22ms, fps=7515 images/s, loss=1.8061, top1-acc=62.85%, top5-acc=84.14%, remaining_time=0:00:01.021920, arrival_time=2021-04-10 01:52:40.384786, cost_time=0:00:00.340641 2021-04-10 01:52:39,606 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=0.34ms, fps=10542 images/s, loss=1.8154, top1-acc=62.97%, top5-acc=84.06%, remaining_time=0:00:00.583920, arrival_time=2021-04-10 01:52:40.190039, cost_time=0:00:00.583929 2021-04-10 01:52:39,859 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=0.32ms, fps=10104 images/s, loss=1.8239, top1-acc=62.51%, top5-acc=84.30%, remaining_time=0:00:00.279220, arrival_time=2021-04-10 01:52:40.139130, cost_time=0:00:00.837656 2021-04-10 01:52:40,081 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=0.09ms, fps=10516 images/s, loss=1.8403, top1-acc=62.06%, top5-acc=84.01%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:40.080999, cost_time=0:00:01.058837 2021-04-10 01:52:40,615 INFO : Epoch=0128 complete, best val top1-acc=63.60%, top5-acc=84.86% (epoch=112), remaining_time=0:17:06.390384, arrival_time=2021-04-10 02:09:47.006073, cost_time=0:30:24.694063 2021-04-10 01:52:40,616 INFO : Train start, epoch=0129, lr=0.028711 2021-04-10 01:52:41,468 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=0.62ms, fps=3005 images/s, loss=0.2930, top1-acc=92.30%, top5-acc=99.02%, remaining_time=0:00:15.843666, arrival_time=2021-04-10 01:52:57.312110, cost_time=0:00:00.851811 2021-04-10 01:52:42,092 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=2.03ms, fps=4106 images/s, loss=0.2841, top1-acc=92.30%, top5-acc=99.18%, remaining_time=0:00:12.989504, arrival_time=2021-04-10 01:52:55.082042, cost_time=0:00:01.476082 2021-04-10 01:52:42,728 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=2.11ms, fps=4031 images/s, loss=0.2763, top1-acc=92.37%, top5-acc=99.22%, remaining_time=0:00:11.684408, arrival_time=2021-04-10 01:52:54.412641, cost_time=0:00:02.111629 2021-04-10 01:52:43,353 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.60ms, fps=4097 images/s, loss=0.2742, top1-acc=92.42%, top5-acc=99.22%, remaining_time=0:00:10.675704, arrival_time=2021-04-10 01:52:54.029520, cost_time=0:00:02.737352 2021-04-10 01:52:43,981 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=1.53ms, fps=4082 images/s, loss=0.2665, top1-acc=92.54%, top5-acc=99.25%, remaining_time=0:00:09.825946, arrival_time=2021-04-10 01:52:53.807451, cost_time=0:00:03.365060 2021-04-10 01:52:44,615 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=1.46ms, fps=4043 images/s, loss=0.2654, top1-acc=92.57%, top5-acc=99.26%, remaining_time=0:00:09.063720, arrival_time=2021-04-10 01:52:53.678963, cost_time=0:00:03.998714 2021-04-10 01:52:45,249 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=2.34ms, fps=4038 images/s, loss=0.2631, top1-acc=92.58%, top5-acc=99.29%, remaining_time=0:00:08.339940, arrival_time=2021-04-10 01:52:53.589748, cost_time=0:00:04.633310 2021-04-10 01:52:45,882 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=3.21ms, fps=4049 images/s, loss=0.2621, top1-acc=92.59%, top5-acc=99.29%, remaining_time=0:00:07.635932, arrival_time=2021-04-10 01:52:53.518573, cost_time=0:00:05.266163 2021-04-10 01:52:46,543 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=2.04ms, fps=3879 images/s, loss=0.2629, top1-acc=92.57%, top5-acc=99.29%, remaining_time=0:00:06.980312, arrival_time=2021-04-10 01:52:53.523521, cost_time=0:00:05.926678 2021-04-10 01:52:47,170 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=1.54ms, fps=4086 images/s, loss=0.2644, top1-acc=92.53%, top5-acc=99.27%, remaining_time=0:00:06.291744, arrival_time=2021-04-10 01:52:53.462166, cost_time=0:00:06.553933 2021-04-10 01:52:47,797 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.96ms, fps=4089 images/s, loss=0.2651, top1-acc=92.50%, top5-acc=99.27%, remaining_time=0:00:05.613994, arrival_time=2021-04-10 01:52:53.411154, cost_time=0:00:07.180641 2021-04-10 01:52:48,427 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.42ms, fps=4066 images/s, loss=0.2678, top1-acc=92.43%, top5-acc=99.23%, remaining_time=0:00:04.946840, arrival_time=2021-04-10 01:52:53.374107, cost_time=0:00:07.810820 2021-04-10 01:52:49,054 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=2.31ms, fps=4087 images/s, loss=0.2683, top1-acc=92.39%, top5-acc=99.23%, remaining_time=0:00:04.283730, arrival_time=2021-04-10 01:52:53.337802, cost_time=0:00:08.437645 2021-04-10 01:52:49,701 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=1.98ms, fps=3960 images/s, loss=0.2712, top1-acc=92.26%, top5-acc=99.22%, remaining_time=0:00:03.633840, arrival_time=2021-04-10 01:52:53.335034, cost_time=0:00:09.084610 2021-04-10 01:52:50,344 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=2.69ms, fps=3983 images/s, loss=0.2725, top1-acc=92.18%, top5-acc=99.23%, remaining_time=0:00:02.983330, arrival_time=2021-04-10 01:52:53.328050, cost_time=0:00:09.728269 2021-04-10 01:52:50,973 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=3.11ms, fps=4074 images/s, loss=0.2741, top1-acc=92.13%, top5-acc=99.22%, remaining_time=0:00:02.330352, arrival_time=2021-04-10 01:52:53.304054, cost_time=0:00:10.357118 2021-04-10 01:52:51,600 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=1.92ms, fps=4089 images/s, loss=0.2769, top1-acc=92.07%, top5-acc=99.22%, remaining_time=0:00:01.679912, arrival_time=2021-04-10 01:52:53.280394, cost_time=0:00:10.984033 2021-04-10 01:52:52,233 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=3.11ms, fps=4050 images/s, loss=0.2794, top1-acc=92.02%, top5-acc=99.20%, remaining_time=0:00:01.032576, arrival_time=2021-04-10 01:52:53.265683, cost_time=0:00:11.616533 2021-04-10 01:52:52,864 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.34ms, fps=4059 images/s, loss=0.2780, top1-acc=92.05%, top5-acc=99.21%, remaining_time=0:00:00.386784, arrival_time=2021-04-10 01:52:53.251367, cost_time=0:00:12.248092 2021-04-10 01:52:53,202 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=0.09ms, fps=4026 images/s, loss=0.2787, top1-acc=92.03%, top5-acc=99.21%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:53.202858, cost_time=0:00:12.586450 2021-04-10 01:52:53,568 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=4.45ms, fps=7018 images/s, loss=1.8403, top1-acc=62.19%, top5-acc=84.88%, remaining_time=0:00:01.094220, arrival_time=2021-04-10 01:52:54.662946, cost_time=0:00:00.364743 2021-04-10 01:52:53,846 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=0.30ms, fps=9244 images/s, loss=1.8161, top1-acc=63.07%, top5-acc=85.33%, remaining_time=0:00:00.642200, arrival_time=2021-04-10 01:52:54.488404, cost_time=0:00:00.642205 2021-04-10 01:52:54,124 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=0.28ms, fps=9233 images/s, loss=1.7819, top1-acc=63.24%, top5-acc=85.34%, remaining_time=0:00:00.306680, arrival_time=2021-04-10 01:52:54.430687, cost_time=0:00:00.920029 2021-04-10 01:52:54,345 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=0.15ms, fps=10479 images/s, loss=1.7792, top1-acc=63.43%, top5-acc=85.32%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:54.345885, cost_time=0:00:01.141929 2021-04-10 01:52:54,885 INFO : Epoch=0129 complete, best val top1-acc=63.60%, top5-acc=84.86% (epoch=112), remaining_time=0:16:52.142985, arrival_time=2021-04-10 02:09:47.028556, cost_time=0:30:38.963952 2021-04-10 01:52:54,886 INFO : Train start, epoch=0130, lr=0.028003 2021-04-10 01:52:55,685 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=2.42ms, fps=3205 images/s, loss=0.2358, top1-acc=93.44%, top5-acc=99.53%, remaining_time=0:00:14.858424, arrival_time=2021-04-10 01:53:10.543677, cost_time=0:00:00.798841 2021-04-10 01:52:56,324 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=2.43ms, fps=4013 images/s, loss=0.2389, top1-acc=93.07%, top5-acc=99.61%, remaining_time=0:00:12.651936, arrival_time=2021-04-10 01:53:08.975925, cost_time=0:00:01.437722 2021-04-10 01:52:56,957 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=1.63ms, fps=4043 images/s, loss=0.2373, top1-acc=93.07%, top5-acc=99.58%, remaining_time=0:00:11.461636, arrival_time=2021-04-10 01:53:08.419468, cost_time=0:00:02.071381 2021-04-10 01:52:57,591 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=2.15ms, fps=4046 images/s, loss=0.2344, top1-acc=93.22%, top5-acc=99.49%, remaining_time=0:00:10.550124, arrival_time=2021-04-10 01:53:08.141553, cost_time=0:00:02.705148 2021-04-10 01:52:58,221 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=2.49ms, fps=4068 images/s, loss=0.2331, top1-acc=93.25%, top5-acc=99.48%, remaining_time=0:00:09.738200, arrival_time=2021-04-10 01:53:07.959539, cost_time=0:00:03.334995 2021-04-10 01:52:58,846 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=1.80ms, fps=4101 images/s, loss=0.2371, top1-acc=93.19%, top5-acc=99.49%, remaining_time=0:00:08.975728, arrival_time=2021-04-10 01:53:07.821906, cost_time=0:00:03.959905 2021-04-10 01:52:59,477 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.66ms, fps=4060 images/s, loss=0.2367, top1-acc=93.24%, top5-acc=99.50%, remaining_time=0:00:08.263836, arrival_time=2021-04-10 01:53:07.741203, cost_time=0:00:04.591030 2021-04-10 01:53:00,104 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=2.59ms, fps=4086 images/s, loss=0.2379, top1-acc=93.18%, top5-acc=99.50%, remaining_time=0:00:07.566564, arrival_time=2021-04-10 01:53:07.671265, cost_time=0:00:05.218288 2021-04-10 01:53:00,735 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=1.74ms, fps=4062 images/s, loss=0.2388, top1-acc=93.19%, top5-acc=99.50%, remaining_time=0:00:06.889258, arrival_time=2021-04-10 01:53:07.624910, cost_time=0:00:05.849377 2021-04-10 01:53:01,379 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=2.18ms, fps=3979 images/s, loss=0.2390, top1-acc=93.18%, top5-acc=99.50%, remaining_time=0:00:06.233568, arrival_time=2021-04-10 01:53:07.613283, cost_time=0:00:06.493259 2021-04-10 01:53:02,013 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=1.96ms, fps=4046 images/s, loss=0.2416, top1-acc=93.15%, top5-acc=99.46%, remaining_time=0:00:05.571940, arrival_time=2021-04-10 01:53:07.585074, cost_time=0:00:07.126847 2021-04-10 01:53:02,644 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.84ms, fps=4058 images/s, loss=0.2460, top1-acc=93.03%, top5-acc=99.40%, remaining_time=0:00:04.913552, arrival_time=2021-04-10 01:53:07.558017, cost_time=0:00:07.758219 2021-04-10 01:53:03,269 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=2.14ms, fps=4098 images/s, loss=0.2501, top1-acc=92.91%, top5-acc=99.39%, remaining_time=0:00:04.256142, arrival_time=2021-04-10 01:53:07.525814, cost_time=0:00:08.383327 2021-04-10 01:53:03,890 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=1.98ms, fps=4128 images/s, loss=0.2539, top1-acc=92.82%, top5-acc=99.35%, remaining_time=0:00:03.601640, arrival_time=2021-04-10 01:53:07.492072, cost_time=0:00:09.004157 2021-04-10 01:53:04,515 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=2.62ms, fps=4098 images/s, loss=0.2526, top1-acc=92.85%, top5-acc=99.36%, remaining_time=0:00:02.953016, arrival_time=2021-04-10 01:53:07.468763, cost_time=0:00:09.629416 2021-04-10 01:53:05,135 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=1.38ms, fps=4137 images/s, loss=0.2540, top1-acc=92.79%, top5-acc=99.35%, remaining_time=0:00:02.306016, arrival_time=2021-04-10 01:53:07.441214, cost_time=0:00:10.248896 2021-04-10 01:53:05,764 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=2.02ms, fps=4077 images/s, loss=0.2547, top1-acc=92.72%, top5-acc=99.35%, remaining_time=0:00:01.663610, arrival_time=2021-04-10 01:53:07.427490, cost_time=0:00:10.877439 2021-04-10 01:53:06,386 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=1.40ms, fps=4118 images/s, loss=0.2550, top1-acc=92.70%, top5-acc=99.34%, remaining_time=0:00:01.022240, arrival_time=2021-04-10 01:53:07.408663, cost_time=0:00:11.500117 2021-04-10 01:53:07,011 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.54ms, fps=4103 images/s, loss=0.2573, top1-acc=92.64%, top5-acc=99.33%, remaining_time=0:00:00.382884, arrival_time=2021-04-10 01:53:07.393872, cost_time=0:00:12.124657 2021-04-10 01:53:07,350 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=0.10ms, fps=4013 images/s, loss=0.2589, top1-acc=92.61%, top5-acc=99.32%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:07.350413, cost_time=0:00:12.464185 2021-04-10 01:53:07,716 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=15.09ms, fps=7090 images/s, loss=1.8432, top1-acc=62.42%, top5-acc=84.80%, remaining_time=0:00:01.083090, arrival_time=2021-04-10 01:53:08.795539, cost_time=0:00:00.361029 2021-04-10 01:53:07,961 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=0.25ms, fps=10497 images/s, loss=1.8051, top1-acc=63.65%, top5-acc=85.02%, remaining_time=0:00:00.610040, arrival_time=2021-04-10 01:53:08.571545, cost_time=0:00:00.610046 2021-04-10 01:53:08,241 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=19.17ms, fps=9155 images/s, loss=1.8141, top1-acc=63.20%, top5-acc=84.73%, remaining_time=0:00:00.296720, arrival_time=2021-04-10 01:53:08.538294, cost_time=0:00:00.890146 2021-04-10 01:53:08,463 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.08ms, fps=10467 images/s, loss=1.8271, top1-acc=63.40%, top5-acc=84.57%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:08.463701, cost_time=0:00:01.112367 2021-04-10 01:53:09,008 INFO : Epoch=0130 complete, best val top1-acc=63.60%, top5-acc=84.86% (epoch=112), remaining_time=0:16:37.816190, arrival_time=2021-04-10 02:09:46.825003, cost_time=0:30:53.087191 2021-04-10 01:53:09,009 INFO : Train start, epoch=0131, lr=0.027300 2021-04-10 01:53:09,817 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=0.25ms, fps=3167 images/s, loss=0.2440, top1-acc=93.28%, top5-acc=99.57%, remaining_time=0:00:15.032334, arrival_time=2021-04-10 01:53:24.850001, cost_time=0:00:00.808186 2021-04-10 01:53:10,451 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=2.29ms, fps=4043 images/s, loss=0.2360, top1-acc=93.42%, top5-acc=99.55%, remaining_time=0:00:12.688544, arrival_time=2021-04-10 01:53:23.140056, cost_time=0:00:01.441873 2021-04-10 01:53:11,076 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=1.36ms, fps=4102 images/s, loss=0.2272, top1-acc=93.62%, top5-acc=99.58%, remaining_time=0:00:11.436404, arrival_time=2021-04-10 01:53:22.512686, cost_time=0:00:02.066831 2021-04-10 01:53:11,701 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=2.26ms, fps=4099 images/s, loss=0.2314, top1-acc=93.36%, top5-acc=99.52%, remaining_time=0:00:10.498176, arrival_time=2021-04-10 01:53:22.199502, cost_time=0:00:02.691822 2021-04-10 01:53:12,348 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=2.12ms, fps=3958 images/s, loss=0.2334, top1-acc=93.30%, top5-acc=99.57%, remaining_time=0:00:09.750172, arrival_time=2021-04-10 01:53:22.098870, cost_time=0:00:03.339112 2021-04-10 01:53:12,985 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=2.87ms, fps=4025 images/s, loss=0.2368, top1-acc=93.20%, top5-acc=99.49%, remaining_time=0:00:09.011768, arrival_time=2021-04-10 01:53:21.997147, cost_time=0:00:03.975767 2021-04-10 01:53:13,641 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=2.12ms, fps=3904 images/s, loss=0.2364, top1-acc=93.20%, top5-acc=99.51%, remaining_time=0:00:08.338176, arrival_time=2021-04-10 01:53:21.980022, cost_time=0:00:04.632324 2021-04-10 01:53:14,270 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=1.78ms, fps=4077 images/s, loss=0.2343, top1-acc=93.26%, top5-acc=99.50%, remaining_time=0:00:07.628392, arrival_time=2021-04-10 01:53:21.898940, cost_time=0:00:05.260928 2021-04-10 01:53:14,895 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=1.46ms, fps=4104 images/s, loss=0.2376, top1-acc=93.18%, top5-acc=99.48%, remaining_time=0:00:06.931870, arrival_time=2021-04-10 01:53:21.826911, cost_time=0:00:05.885568 2021-04-10 01:53:15,521 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=3.10ms, fps=4089 images/s, loss=0.2394, top1-acc=93.15%, top5-acc=99.46%, remaining_time=0:00:06.251712, arrival_time=2021-04-10 01:53:21.773338, cost_time=0:00:06.512150 2021-04-10 01:53:16,161 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=2.27ms, fps=4008 images/s, loss=0.2437, top1-acc=93.03%, top5-acc=99.46%, remaining_time=0:00:05.591118, arrival_time=2021-04-10 01:53:21.752150, cost_time=0:00:07.151408 2021-04-10 01:53:16,820 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=1.65ms, fps=3889 images/s, loss=0.2473, top1-acc=92.93%, top5-acc=99.44%, remaining_time=0:00:04.946688, arrival_time=2021-04-10 01:53:21.766679, cost_time=0:00:07.810533 2021-04-10 01:53:17,451 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=1.71ms, fps=4055 images/s, loss=0.2481, top1-acc=92.91%, top5-acc=99.44%, remaining_time=0:00:04.286106, arrival_time=2021-04-10 01:53:21.737966, cost_time=0:00:08.442312 2021-04-10 01:53:18,082 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=1.67ms, fps=4065 images/s, loss=0.2480, top1-acc=92.92%, top5-acc=99.44%, remaining_time=0:00:03.629136, arrival_time=2021-04-10 01:53:21.711475, cost_time=0:00:09.072802 2021-04-10 01:53:18,708 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=1.47ms, fps=4092 images/s, loss=0.2496, top1-acc=92.87%, top5-acc=99.43%, remaining_time=0:00:02.974360, arrival_time=2021-04-10 01:53:21.682934, cost_time=0:00:09.699033 2021-04-10 01:53:19,342 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=2.67ms, fps=4071 images/s, loss=0.2508, top1-acc=92.84%, top5-acc=99.41%, remaining_time=0:00:02.324808, arrival_time=2021-04-10 01:53:21.666953, cost_time=0:00:10.332525 2021-04-10 01:53:19,966 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=2.03ms, fps=4106 images/s, loss=0.2519, top1-acc=92.80%, top5-acc=99.41%, remaining_time=0:00:01.675778, arrival_time=2021-04-10 01:53:21.642214, cost_time=0:00:10.956932 2021-04-10 01:53:20,602 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=3.23ms, fps=4028 images/s, loss=0.2510, top1-acc=92.81%, top5-acc=99.42%, remaining_time=0:00:01.030496, arrival_time=2021-04-10 01:53:21.633206, cost_time=0:00:11.593115 2021-04-10 01:53:21,248 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=2.36ms, fps=3966 images/s, loss=0.2530, top1-acc=92.77%, top5-acc=99.40%, remaining_time=0:00:00.386508, arrival_time=2021-04-10 01:53:21.635327, cost_time=0:00:12.239353 2021-04-10 01:53:21,591 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=0.10ms, fps=3971 images/s, loss=0.2531, top1-acc=92.75%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:21.591784, cost_time=0:00:12.582303 2021-04-10 01:53:21,949 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=0.44ms, fps=7188 images/s, loss=1.9140, top1-acc=61.21%, top5-acc=85.16%, remaining_time=0:00:01.068420, arrival_time=2021-04-10 01:53:23.017852, cost_time=0:00:00.356140 2021-04-10 01:53:22,197 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=0.33ms, fps=10357 images/s, loss=1.9701, top1-acc=60.70%, top5-acc=84.00%, remaining_time=0:00:00.604100, arrival_time=2021-04-10 01:53:22.801401, cost_time=0:00:00.604092 2021-04-10 01:53:22,443 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=0.29ms, fps=10412 images/s, loss=1.9843, top1-acc=61.00%, top5-acc=83.48%, remaining_time=0:00:00.283500, arrival_time=2021-04-10 01:53:22.727182, cost_time=0:00:00.850504 2021-04-10 01:53:22,666 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=0.10ms, fps=10459 images/s, loss=1.9908, top1-acc=60.85%, top5-acc=83.44%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:22.665979, cost_time=0:00:01.072840 2021-04-10 01:53:23,243 INFO : Epoch=0131 complete, best val top1-acc=63.60%, top5-acc=84.86% (epoch=112), remaining_time=0:16:23.551185, arrival_time=2021-04-10 02:09:46.794603, cost_time=0:31:07.321761 2021-04-10 01:53:23,244 INFO : Train start, epoch=0132, lr=0.026604 2021-04-10 01:53:24,061 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=1.74ms, fps=3132 images/s, loss=0.2666, top1-acc=92.46%, top5-acc=99.18%, remaining_time=0:00:15.202896, arrival_time=2021-04-10 01:53:39.264747, cost_time=0:00:00.817359 2021-04-10 01:53:24,696 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=2.46ms, fps=4041 images/s, loss=0.2520, top1-acc=92.75%, top5-acc=99.32%, remaining_time=0:00:12.775136, arrival_time=2021-04-10 01:53:37.471265, cost_time=0:00:01.451711 2021-04-10 01:53:25,328 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=2.07ms, fps=4052 images/s, loss=0.2413, top1-acc=92.88%, top5-acc=99.35%, remaining_time=0:00:11.532518, arrival_time=2021-04-10 01:53:36.861101, cost_time=0:00:02.084176 2021-04-10 01:53:25,967 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=1.93ms, fps=4010 images/s, loss=0.2382, top1-acc=93.13%, top5-acc=99.40%, remaining_time=0:00:10.620480, arrival_time=2021-04-10 01:53:36.588194, cost_time=0:00:02.723220 2021-04-10 01:53:26,601 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=2.29ms, fps=4045 images/s, loss=0.2429, top1-acc=92.96%, top5-acc=99.38%, remaining_time=0:00:09.802440, arrival_time=2021-04-10 01:53:36.403791, cost_time=0:00:03.356982 2021-04-10 01:53:27,236 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=1.58ms, fps=4034 images/s, loss=0.2389, top1-acc=93.16%, top5-acc=99.39%, remaining_time=0:00:09.048896, arrival_time=2021-04-10 01:53:36.285627, cost_time=0:00:03.992184 2021-04-10 01:53:27,866 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=1.38ms, fps=4069 images/s, loss=0.2353, top1-acc=93.29%, top5-acc=99.44%, remaining_time=0:00:08.320032, arrival_time=2021-04-10 01:53:36.186686, cost_time=0:00:04.622252 2021-04-10 01:53:28,497 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=2.03ms, fps=4062 images/s, loss=0.2328, top1-acc=93.34%, top5-acc=99.43%, remaining_time=0:00:07.616908, arrival_time=2021-04-10 01:53:36.114406, cost_time=0:00:05.253061 2021-04-10 01:53:29,119 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=1.42ms, fps=4122 images/s, loss=0.2295, top1-acc=93.50%, top5-acc=99.45%, remaining_time=0:00:06.919256, arrival_time=2021-04-10 01:53:36.038450, cost_time=0:00:05.874803 2021-04-10 01:53:29,747 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=2.67ms, fps=4078 images/s, loss=0.2310, top1-acc=93.48%, top5-acc=99.42%, remaining_time=0:00:06.242976, arrival_time=2021-04-10 01:53:35.990493, cost_time=0:00:06.503092 2021-04-10 01:53:30,380 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=2.05ms, fps=4051 images/s, loss=0.2324, top1-acc=93.46%, top5-acc=99.42%, remaining_time=0:00:05.578820, arrival_time=2021-04-10 01:53:35.959067, cost_time=0:00:07.135746 2021-04-10 01:53:31,014 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=1.74ms, fps=4038 images/s, loss=0.2364, top1-acc=93.31%, top5-acc=99.40%, remaining_time=0:00:04.921380, arrival_time=2021-04-10 01:53:35.936301, cost_time=0:00:07.770569 2021-04-10 01:53:31,654 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=2.33ms, fps=4010 images/s, loss=0.2373, top1-acc=93.28%, top5-acc=99.41%, remaining_time=0:00:04.269408, arrival_time=2021-04-10 01:53:35.923395, cost_time=0:00:08.409476 2021-04-10 01:53:32,284 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=2.25ms, fps=4065 images/s, loss=0.2376, top1-acc=93.30%, top5-acc=99.39%, remaining_time=0:00:03.616088, arrival_time=2021-04-10 01:53:35.900711, cost_time=0:00:09.040221 2021-04-10 01:53:32,914 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=1.93ms, fps=4068 images/s, loss=0.2381, top1-acc=93.24%, top5-acc=99.39%, remaining_time=0:00:02.965482, arrival_time=2021-04-10 01:53:35.880070, cost_time=0:00:09.670073 2021-04-10 01:53:33,543 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=1.95ms, fps=4077 images/s, loss=0.2372, top1-acc=93.27%, top5-acc=99.41%, remaining_time=0:00:02.317248, arrival_time=2021-04-10 01:53:35.860500, cost_time=0:00:10.298860 2021-04-10 01:53:34,177 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=1.98ms, fps=4042 images/s, loss=0.2391, top1-acc=93.24%, top5-acc=99.40%, remaining_time=0:00:01.672086, arrival_time=2021-04-10 01:53:35.849299, cost_time=0:00:10.932789 2021-04-10 01:53:34,809 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=1.73ms, fps=4053 images/s, loss=0.2408, top1-acc=93.22%, top5-acc=99.38%, remaining_time=0:00:01.028000, arrival_time=2021-04-10 01:53:35.837531, cost_time=0:00:11.565029 2021-04-10 01:53:35,445 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.38ms, fps=4033 images/s, loss=0.2418, top1-acc=93.17%, top5-acc=99.38%, remaining_time=0:00:00.385284, arrival_time=2021-04-10 01:53:35.830285, cost_time=0:00:12.200565 2021-04-10 01:53:35,789 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=0.09ms, fps=3956 images/s, loss=0.2430, top1-acc=93.15%, top5-acc=99.38%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:35.789375, cost_time=0:00:12.544988 2021-04-10 01:53:36,191 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=0.46ms, fps=6386 images/s, loss=1.8972, top1-acc=63.91%, top5-acc=83.91%, remaining_time=0:00:01.202580, arrival_time=2021-04-10 01:53:37.394359, cost_time=0:00:00.400864 2021-04-10 01:53:36,456 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=0.21ms, fps=9686 images/s, loss=1.8651, top1-acc=63.48%, top5-acc=84.28%, remaining_time=0:00:00.665660, arrival_time=2021-04-10 01:53:37.122200, cost_time=0:00:00.665662 2021-04-10 01:53:36,733 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=0.41ms, fps=9275 images/s, loss=1.8669, top1-acc=63.78%, top5-acc=84.48%, remaining_time=0:00:00.314010, arrival_time=2021-04-10 01:53:37.046961, cost_time=0:00:00.942022 2021-04-10 01:53:36,943 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=0.07ms, fps=11039 images/s, loss=1.8876, top1-acc=63.09%, top5-acc=84.33%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:36.943569, cost_time=0:00:01.152725 2021-04-10 01:53:37,407 INFO : Epoch=0132 complete, best val top1-acc=63.60%, top5-acc=84.86% (epoch=112), remaining_time=0:16:09.250036, arrival_time=2021-04-10 02:09:46.657061, cost_time=0:31:21.485382 2021-04-10 01:53:37,407 INFO : Train start, epoch=0133, lr=0.025912 2021-04-10 01:53:38,257 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=0.53ms, fps=3016 images/s, loss=0.2255, top1-acc=93.71%, top5-acc=99.49%, remaining_time=0:00:15.790284, arrival_time=2021-04-10 01:53:54.047284, cost_time=0:00:00.848936 2021-04-10 01:53:38,891 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=4.69ms, fps=4039 images/s, loss=0.2242, top1-acc=93.69%, top5-acc=99.51%, remaining_time=0:00:13.054976, arrival_time=2021-04-10 01:53:51.946490, cost_time=0:00:01.483517 2021-04-10 01:53:39,520 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=2.57ms, fps=4072 images/s, loss=0.2211, top1-acc=93.79%, top5-acc=99.49%, remaining_time=0:00:11.690716, arrival_time=2021-04-10 01:53:51.211570, cost_time=0:00:02.112790 2021-04-10 01:53:40,151 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=2.53ms, fps=4064 images/s, loss=0.2142, top1-acc=93.90%, top5-acc=99.51%, remaining_time=0:00:10.699884, arrival_time=2021-04-10 01:53:50.851574, cost_time=0:00:02.743571 2021-04-10 01:53:40,785 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=1.45ms, fps=4043 images/s, loss=0.2126, top1-acc=93.92%, top5-acc=99.52%, remaining_time=0:00:09.862884, arrival_time=2021-04-10 01:53:50.648585, cost_time=0:00:03.377718 2021-04-10 01:53:41,423 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=2.25ms, fps=4021 images/s, loss=0.2116, top1-acc=93.98%, top5-acc=99.51%, remaining_time=0:00:09.100712, arrival_time=2021-04-10 01:53:50.523816, cost_time=0:00:04.015046 2021-04-10 01:53:42,052 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=1.93ms, fps=4071 images/s, loss=0.2136, top1-acc=93.97%, top5-acc=99.52%, remaining_time=0:00:08.360478, arrival_time=2021-04-10 01:53:50.413170, cost_time=0:00:04.644707 2021-04-10 01:53:42,694 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=3.41ms, fps=3992 images/s, loss=0.2189, top1-acc=93.80%, top5-acc=99.49%, remaining_time=0:00:07.665512, arrival_time=2021-04-10 01:53:50.360058, cost_time=0:00:05.286552 2021-04-10 01:53:43,328 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=2.22ms, fps=4045 images/s, loss=0.2202, top1-acc=93.75%, top5-acc=99.50%, remaining_time=0:00:06.972574, arrival_time=2021-04-10 01:53:50.300624, cost_time=0:00:05.920106 2021-04-10 01:53:43,956 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.73ms, fps=4077 images/s, loss=0.2225, top1-acc=93.72%, top5-acc=99.50%, remaining_time=0:00:06.286560, arrival_time=2021-04-10 01:53:50.243057, cost_time=0:00:06.548472 2021-04-10 01:53:44,578 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=2.02ms, fps=4124 images/s, loss=0.2242, top1-acc=93.66%, top5-acc=99.49%, remaining_time=0:00:05.605652, arrival_time=2021-04-10 01:53:50.183597, cost_time=0:00:07.169985 2021-04-10 01:53:45,204 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=2.04ms, fps=4091 images/s, loss=0.2241, top1-acc=93.68%, top5-acc=99.51%, remaining_time=0:00:04.937644, arrival_time=2021-04-10 01:53:50.142105, cost_time=0:00:07.796221 2021-04-10 01:53:45,831 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=1.89ms, fps=4087 images/s, loss=0.2263, top1-acc=93.67%, top5-acc=99.50%, remaining_time=0:00:04.276668, arrival_time=2021-04-10 01:53:50.108413, cost_time=0:00:08.423773 2021-04-10 01:53:46,494 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=2.66ms, fps=3864 images/s, loss=0.2242, top1-acc=93.71%, top5-acc=99.50%, remaining_time=0:00:03.634736, arrival_time=2021-04-10 01:53:50.129583, cost_time=0:00:09.086826 2021-04-10 01:53:47,131 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=3.16ms, fps=4025 images/s, loss=0.2254, top1-acc=93.66%, top5-acc=99.49%, remaining_time=0:00:02.981904, arrival_time=2021-04-10 01:53:50.113547, cost_time=0:00:09.723646 2021-04-10 01:53:47,749 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=1.59ms, fps=4147 images/s, loss=0.2269, top1-acc=93.59%, top5-acc=99.48%, remaining_time=0:00:02.326824, arrival_time=2021-04-10 01:53:50.076294, cost_time=0:00:10.341480 2021-04-10 01:53:48,385 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.98ms, fps=4028 images/s, loss=0.2291, top1-acc=93.54%, top5-acc=99.47%, remaining_time=0:00:01.678924, arrival_time=2021-04-10 01:53:50.064641, cost_time=0:00:10.977633 2021-04-10 01:53:49,036 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=2.35ms, fps=3938 images/s, loss=0.2299, top1-acc=93.51%, top5-acc=99.47%, remaining_time=0:00:01.033648, arrival_time=2021-04-10 01:53:50.070242, cost_time=0:00:11.628604 2021-04-10 01:53:49,674 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=1.67ms, fps=4020 images/s, loss=0.2309, top1-acc=93.50%, top5-acc=99.47%, remaining_time=0:00:00.387354, arrival_time=2021-04-10 01:53:50.061462, cost_time=0:00:12.266121 2021-04-10 01:53:50,021 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=0.09ms, fps=3926 images/s, loss=0.2319, top1-acc=93.45%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:50.021261, cost_time=0:00:12.613231 2021-04-10 01:53:50,470 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=19.86ms, fps=5722 images/s, loss=1.7341, top1-acc=64.45%, top5-acc=86.02%, remaining_time=0:00:01.342080, arrival_time=2021-04-10 01:53:51.812164, cost_time=0:00:00.447358 2021-04-10 01:53:50,721 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=5.67ms, fps=10191 images/s, loss=1.7522, top1-acc=63.77%, top5-acc=85.43%, remaining_time=0:00:00.699140, arrival_time=2021-04-10 01:53:51.420920, cost_time=0:00:00.699144 2021-04-10 01:53:50,972 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=6.84ms, fps=10222 images/s, loss=1.7479, top1-acc=64.08%, top5-acc=85.31%, remaining_time=0:00:00.316640, arrival_time=2021-04-10 01:53:51.289285, cost_time=0:00:00.949925 2021-04-10 01:53:51,193 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=0.12ms, fps=10543 images/s, loss=1.7287, top1-acc=64.13%, top5-acc=85.27%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:51.193281, cost_time=0:00:01.170520 2021-04-10 01:53:52,157 INFO : Epoch=0133 complete, best val top1-acc=64.13%, top5-acc=85.27% (epoch=133), remaining_time=0:15:55.246604, arrival_time=2021-04-10 02:09:47.404068, cost_time=0:31:36.235790 2021-04-10 01:53:52,158 INFO : Train start, epoch=0134, lr=0.025227 2021-04-10 01:53:53,014 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=0.40ms, fps=2989 images/s, loss=0.2358, top1-acc=93.48%, top5-acc=99.37%, remaining_time=0:00:15.928296, arrival_time=2021-04-10 01:54:08.943164, cost_time=0:00:00.856359 2021-04-10 01:53:53,643 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=2.32ms, fps=4078 images/s, loss=0.2217, top1-acc=93.65%, top5-acc=99.51%, remaining_time=0:00:13.064832, arrival_time=2021-04-10 01:54:06.708131, cost_time=0:00:01.484630 2021-04-10 01:53:54,269 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=2.57ms, fps=4094 images/s, loss=0.2187, top1-acc=93.67%, top5-acc=99.53%, remaining_time=0:00:11.680424, arrival_time=2021-04-10 01:54:05.949822, cost_time=0:00:02.110928 2021-04-10 01:53:54,900 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=2.59ms, fps=4058 images/s, loss=0.2117, top1-acc=93.84%, top5-acc=99.58%, remaining_time=0:00:10.694268, arrival_time=2021-04-10 01:54:05.595067, cost_time=0:00:02.742138 2021-04-10 01:53:55,529 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=1.95ms, fps=4076 images/s, loss=0.2101, top1-acc=93.82%, top5-acc=99.58%, remaining_time=0:00:09.843904, arrival_time=2021-04-10 01:54:05.373600, cost_time=0:00:03.371181 2021-04-10 01:53:56,157 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.80ms, fps=4080 images/s, loss=0.2033, top1-acc=94.00%, top5-acc=99.62%, remaining_time=0:00:09.064672, arrival_time=2021-04-10 01:54:05.222390, cost_time=0:00:03.999148 2021-04-10 01:53:56,778 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=1.62ms, fps=4127 images/s, loss=0.2021, top1-acc=94.07%, top5-acc=99.61%, remaining_time=0:00:08.316126, arrival_time=2021-04-10 01:54:05.094686, cost_time=0:00:04.620098 2021-04-10 01:53:57,406 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=1.55ms, fps=4083 images/s, loss=0.2019, top1-acc=94.09%, top5-acc=99.61%, remaining_time=0:00:07.608904, arrival_time=2021-04-10 01:54:05.014939, cost_time=0:00:05.247485 2021-04-10 01:53:58,039 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=2.02ms, fps=4049 images/s, loss=0.2043, top1-acc=93.95%, top5-acc=99.62%, remaining_time=0:00:06.925828, arrival_time=2021-04-10 01:54:04.964801, cost_time=0:00:05.880415 2021-04-10 01:53:58,681 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=1.61ms, fps=3987 images/s, loss=0.2054, top1-acc=93.93%, top5-acc=99.61%, remaining_time=0:00:06.262176, arrival_time=2021-04-10 01:54:04.943826, cost_time=0:00:06.523091 2021-04-10 01:53:59,314 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=0.27ms, fps=4046 images/s, loss=0.2075, top1-acc=93.86%, top5-acc=99.58%, remaining_time=0:00:05.595074, arrival_time=2021-04-10 01:54:04.910001, cost_time=0:00:07.156454 2021-04-10 01:53:59,942 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=2.90ms, fps=4087 images/s, loss=0.2095, top1-acc=93.82%, top5-acc=99.56%, remaining_time=0:00:04.929436, arrival_time=2021-04-10 01:54:04.871338, cost_time=0:00:07.783295 2021-04-10 01:54:00,581 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=1.49ms, fps=4010 images/s, loss=0.2107, top1-acc=93.80%, top5-acc=99.54%, remaining_time=0:00:04.276074, arrival_time=2021-04-10 01:54:04.857110, cost_time=0:00:08.422559 2021-04-10 01:54:01,213 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=0.49ms, fps=4051 images/s, loss=0.2132, top1-acc=93.76%, top5-acc=99.54%, remaining_time=0:00:03.621968, arrival_time=2021-04-10 01:54:04.835505, cost_time=0:00:09.054894 2021-04-10 01:54:01,862 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=2.46ms, fps=3951 images/s, loss=0.2146, top1-acc=93.70%, top5-acc=99.53%, remaining_time=0:00:02.975832, arrival_time=2021-04-10 01:54:04.838085, cost_time=0:00:09.703754 2021-04-10 01:54:02,507 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=2.48ms, fps=3975 images/s, loss=0.2154, top1-acc=93.71%, top5-acc=99.52%, remaining_time=0:00:02.328444, arrival_time=2021-04-10 01:54:04.835763, cost_time=0:00:10.348685 2021-04-10 01:54:03,138 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=2.54ms, fps=4060 images/s, loss=0.2143, top1-acc=93.75%, top5-acc=99.52%, remaining_time=0:00:01.679314, arrival_time=2021-04-10 01:54:04.817923, cost_time=0:00:10.980140 2021-04-10 01:54:03,773 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=1.92ms, fps=4039 images/s, loss=0.2159, top1-acc=93.72%, top5-acc=99.52%, remaining_time=0:00:01.032400, arrival_time=2021-04-10 01:54:04.805482, cost_time=0:00:11.614442 2021-04-10 01:54:04,398 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=1.38ms, fps=4098 images/s, loss=0.2166, top1-acc=93.71%, top5-acc=99.52%, remaining_time=0:00:00.386526, arrival_time=2021-04-10 01:54:04.784950, cost_time=0:00:12.239977 2021-04-10 01:54:04,737 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=0.08ms, fps=4021 images/s, loss=0.2175, top1-acc=93.70%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:04.737096, cost_time=0:00:12.578540 2021-04-10 01:54:05,091 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=0.31ms, fps=7254 images/s, loss=1.7540, top1-acc=65.04%, top5-acc=86.13%, remaining_time=0:00:01.058610, arrival_time=2021-04-10 01:54:06.149801, cost_time=0:00:00.352866 2021-04-10 01:54:05,340 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=0.44ms, fps=10285 images/s, loss=1.7888, top1-acc=64.39%, top5-acc=85.33%, remaining_time=0:00:00.602360, arrival_time=2021-04-10 01:54:05.943009, cost_time=0:00:00.602356 2021-04-10 01:54:05,588 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=0.44ms, fps=10356 images/s, loss=1.8384, top1-acc=64.14%, top5-acc=84.77%, remaining_time=0:00:00.283350, arrival_time=2021-04-10 01:54:05.871696, cost_time=0:00:00.850038 2021-04-10 01:54:05,803 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=0.07ms, fps=10802 images/s, loss=1.8869, top1-acc=63.80%, top5-acc=84.45%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:05.803593, cost_time=0:00:01.065378 2021-04-10 01:54:06,306 INFO : Epoch=0134 complete, best val top1-acc=64.13%, top5-acc=85.27% (epoch=133), remaining_time=0:15:40.935930, arrival_time=2021-04-10 02:09:47.242622, cost_time=0:31:50.385034 2021-04-10 01:54:06,307 INFO : Train start, epoch=0135, lr=0.024548 2021-04-10 01:54:07,178 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=0.34ms, fps=2942 images/s, loss=0.2361, top1-acc=93.87%, top5-acc=99.45%, remaining_time=0:00:16.185162, arrival_time=2021-04-10 01:54:23.363125, cost_time=0:00:00.870169 2021-04-10 01:54:07,807 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=1.73ms, fps=4070 images/s, loss=0.2201, top1-acc=94.06%, top5-acc=99.57%, remaining_time=0:00:13.200704, arrival_time=2021-04-10 01:54:21.008453, cost_time=0:00:01.500073 2021-04-10 01:54:08,438 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=1.83ms, fps=4065 images/s, loss=0.2221, top1-acc=93.91%, top5-acc=99.53%, remaining_time=0:00:11.788490, arrival_time=2021-04-10 01:54:20.226724, cost_time=0:00:02.130437 2021-04-10 01:54:09,074 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=1.97ms, fps=4032 images/s, loss=0.2183, top1-acc=94.05%, top5-acc=99.56%, remaining_time=0:00:10.788336, arrival_time=2021-04-10 01:54:19.862288, cost_time=0:00:02.766255 2021-04-10 01:54:09,705 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=2.43ms, fps=4059 images/s, loss=0.2119, top1-acc=94.23%, top5-acc=99.53%, remaining_time=0:00:09.921138, arrival_time=2021-04-10 01:54:19.626583, cost_time=0:00:03.397656 2021-04-10 01:54:10,331 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=0.27ms, fps=4099 images/s, loss=0.2120, top1-acc=94.17%, top5-acc=99.55%, remaining_time=0:00:09.119072, arrival_time=2021-04-10 01:54:19.449976, cost_time=0:00:04.023131 2021-04-10 01:54:10,965 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=2.22ms, fps=4040 images/s, loss=0.2075, top1-acc=94.25%, top5-acc=99.56%, remaining_time=0:00:08.383788, arrival_time=2021-04-10 01:54:19.349148, cost_time=0:00:04.657662 2021-04-10 01:54:11,587 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.38ms, fps=4116 images/s, loss=0.2104, top1-acc=94.15%, top5-acc=99.57%, remaining_time=0:00:07.656232, arrival_time=2021-04-10 01:54:19.244089, cost_time=0:00:05.280147 2021-04-10 01:54:12,210 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=1.72ms, fps=4117 images/s, loss=0.2127, top1-acc=94.06%, top5-acc=99.56%, remaining_time=0:00:06.952010, arrival_time=2021-04-10 01:54:19.162346, cost_time=0:00:05.902646 2021-04-10 01:54:12,836 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=1.92ms, fps=4095 images/s, loss=0.2131, top1-acc=94.09%, top5-acc=99.55%, remaining_time=0:00:06.267264, arrival_time=2021-04-10 01:54:19.103258, cost_time=0:00:06.528373 2021-04-10 01:54:13,479 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=2.34ms, fps=3983 images/s, loss=0.2114, top1-acc=94.11%, top5-acc=99.56%, remaining_time=0:00:05.606856, arrival_time=2021-04-10 01:54:19.086210, cost_time=0:00:07.171575 2021-04-10 01:54:14,101 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=2.15ms, fps=4119 images/s, loss=0.2120, top1-acc=94.07%, top5-acc=99.55%, remaining_time=0:00:04.936200, arrival_time=2021-04-10 01:54:19.037908, cost_time=0:00:07.793995 2021-04-10 01:54:14,736 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=1.77ms, fps=4039 images/s, loss=0.2128, top1-acc=94.09%, top5-acc=99.55%, remaining_time=0:00:04.279110, arrival_time=2021-04-10 01:54:19.015328, cost_time=0:00:08.428516 2021-04-10 01:54:15,366 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=1.92ms, fps=4068 images/s, loss=0.2134, top1-acc=94.04%, top5-acc=99.54%, remaining_time=0:00:03.623368, arrival_time=2021-04-10 01:54:18.989552, cost_time=0:00:09.058477 2021-04-10 01:54:15,994 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=1.91ms, fps=4082 images/s, loss=0.2159, top1-acc=93.95%, top5-acc=99.52%, remaining_time=0:00:02.970450, arrival_time=2021-04-10 01:54:18.964365, cost_time=0:00:09.686191 2021-04-10 01:54:16,627 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=1.69ms, fps=4047 images/s, loss=0.2155, top1-acc=93.93%, top5-acc=99.52%, remaining_time=0:00:02.321856, arrival_time=2021-04-10 01:54:18.948863, cost_time=0:00:10.319371 2021-04-10 01:54:17,262 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=1.50ms, fps=4030 images/s, loss=0.2162, top1-acc=93.91%, top5-acc=99.53%, remaining_time=0:00:01.675492, arrival_time=2021-04-10 01:54:18.938297, cost_time=0:00:10.955065 2021-04-10 01:54:17,892 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=2.06ms, fps=4069 images/s, loss=0.2153, top1-acc=93.95%, top5-acc=99.52%, remaining_time=0:00:01.029776, arrival_time=2021-04-10 01:54:18.922483, cost_time=0:00:11.584951 2021-04-10 01:54:18,525 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=2.00ms, fps=4051 images/s, loss=0.2153, top1-acc=93.93%, top5-acc=99.52%, remaining_time=0:00:00.385824, arrival_time=2021-04-10 01:54:18.911318, cost_time=0:00:12.217711 2021-04-10 01:54:18,868 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=1.64ms, fps=3971 images/s, loss=0.2160, top1-acc=93.93%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:18.868668, cost_time=0:00:12.561057 2021-04-10 01:54:19,208 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=0.20ms, fps=7550 images/s, loss=1.9325, top1-acc=60.94%, top5-acc=83.09%, remaining_time=0:00:01.017240, arrival_time=2021-04-10 01:54:20.225864, cost_time=0:00:00.339076 2021-04-10 01:54:19,457 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=2.68ms, fps=10299 images/s, loss=1.8907, top1-acc=62.07%, top5-acc=84.32%, remaining_time=0:00:00.588000, arrival_time=2021-04-10 01:54:20.045718, cost_time=0:00:00.587991 2021-04-10 01:54:19,705 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=0.32ms, fps=10378 images/s, loss=1.8712, top1-acc=62.72%, top5-acc=84.35%, remaining_time=0:00:00.278490, arrival_time=2021-04-10 01:54:19.983576, cost_time=0:00:00.835466 2021-04-10 01:54:19,928 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=0.09ms, fps=10417 images/s, loss=1.8462, top1-acc=63.04%, top5-acc=84.53%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:19.928324, cost_time=0:00:01.058770 2021-04-10 01:54:20,486 INFO : Epoch=0135 complete, best val top1-acc=64.13%, top5-acc=85.27% (epoch=133), remaining_time=0:15:26.642405, arrival_time=2021-04-10 02:09:47.129130, cost_time=0:32:04.565053 2021-04-10 01:54:20,487 INFO : Train start, epoch=0136, lr=0.023875 2021-04-10 01:54:21,331 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=0.27ms, fps=3033 images/s, loss=0.1833, top1-acc=94.61%, top5-acc=99.65%, remaining_time=0:00:15.700074, arrival_time=2021-04-10 01:54:37.031897, cost_time=0:00:00.844092 2021-04-10 01:54:21,977 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=2.26ms, fps=3969 images/s, loss=0.1777, top1-acc=94.98%, top5-acc=99.65%, remaining_time=0:00:13.108656, arrival_time=2021-04-10 01:54:35.086094, cost_time=0:00:01.489620 2021-04-10 01:54:22,612 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=2.43ms, fps=4040 images/s, loss=0.1834, top1-acc=94.69%, top5-acc=99.61%, remaining_time=0:00:11.753796, arrival_time=2021-04-10 01:54:34.365736, cost_time=0:00:02.124188 2021-04-10 01:54:23,239 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=2.05ms, fps=4084 images/s, loss=0.1840, top1-acc=94.66%, top5-acc=99.56%, remaining_time=0:00:10.731552, arrival_time=2021-04-10 01:54:33.971047, cost_time=0:00:02.751667 2021-04-10 01:54:23,861 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=2.21ms, fps=4124 images/s, loss=0.1844, top1-acc=94.65%, top5-acc=99.58%, remaining_time=0:00:09.849744, arrival_time=2021-04-10 01:54:33.710688, cost_time=0:00:03.373186 2021-04-10 01:54:24,491 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=2.08ms, fps=4063 images/s, loss=0.1861, top1-acc=94.69%, top5-acc=99.56%, remaining_time=0:00:09.075552, arrival_time=2021-04-10 01:54:33.567191, cost_time=0:00:04.003921 2021-04-10 01:54:25,128 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=2.29ms, fps=4025 images/s, loss=0.1889, top1-acc=94.56%, top5-acc=99.56%, remaining_time=0:00:08.353044, arrival_time=2021-04-10 01:54:33.481362, cost_time=0:00:04.640554 2021-04-10 01:54:25,752 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=1.60ms, fps=4103 images/s, loss=0.1914, top1-acc=94.47%, top5-acc=99.54%, remaining_time=0:00:07.634540, arrival_time=2021-04-10 01:54:33.387411, cost_time=0:00:05.265192 2021-04-10 01:54:26,378 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=1.53ms, fps=4094 images/s, loss=0.1904, top1-acc=94.47%, top5-acc=99.56%, remaining_time=0:00:06.938230, arrival_time=2021-04-10 01:54:33.316934, cost_time=0:00:05.890927 2021-04-10 01:54:27,008 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=2.45ms, fps=4067 images/s, loss=0.1898, top1-acc=94.47%, top5-acc=99.57%, remaining_time=0:00:06.260160, arrival_time=2021-04-10 01:54:33.268921, cost_time=0:00:06.520989 2021-04-10 01:54:27,652 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=1.95ms, fps=3984 images/s, loss=0.1904, top1-acc=94.50%, top5-acc=99.56%, remaining_time=0:00:05.601266, arrival_time=2021-04-10 01:54:33.253528, cost_time=0:00:07.164405 2021-04-10 01:54:28,289 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=2.56ms, fps=4026 images/s, loss=0.1921, top1-acc=94.45%, top5-acc=99.57%, remaining_time=0:00:04.940760, arrival_time=2021-04-10 01:54:33.229706, cost_time=0:00:07.801239 2021-04-10 01:54:28,935 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=1.70ms, fps=3967 images/s, loss=0.1932, top1-acc=94.39%, top5-acc=99.56%, remaining_time=0:00:04.288548, arrival_time=2021-04-10 01:54:33.223452, cost_time=0:00:08.447082 2021-04-10 01:54:29,567 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=1.81ms, fps=4049 images/s, loss=0.1950, top1-acc=94.32%, top5-acc=99.55%, remaining_time=0:00:03.632048, arrival_time=2021-04-10 01:54:33.199819, cost_time=0:00:09.080088 2021-04-10 01:54:30,196 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=2.45ms, fps=4075 images/s, loss=0.1947, top1-acc=94.33%, top5-acc=99.55%, remaining_time=0:00:02.977350, arrival_time=2021-04-10 01:54:33.173870, cost_time=0:00:09.708747 2021-04-10 01:54:30,815 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=1.80ms, fps=4138 images/s, loss=0.1960, top1-acc=94.30%, top5-acc=99.55%, remaining_time=0:00:02.323800, arrival_time=2021-04-10 01:54:33.139557, cost_time=0:00:10.328031 2021-04-10 01:54:31,453 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=1.96ms, fps=4019 images/s, loss=0.1963, top1-acc=94.27%, top5-acc=99.56%, remaining_time=0:00:01.677078, arrival_time=2021-04-10 01:54:33.130450, cost_time=0:00:10.965532 2021-04-10 01:54:32,088 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=1.44ms, fps=4035 images/s, loss=0.1966, top1-acc=94.25%, top5-acc=99.57%, remaining_time=0:00:01.031184, arrival_time=2021-04-10 01:54:33.119727, cost_time=0:00:11.600855 2021-04-10 01:54:32,722 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.82ms, fps=4045 images/s, loss=0.1983, top1-acc=94.22%, top5-acc=99.57%, remaining_time=0:00:00.386340, arrival_time=2021-04-10 01:54:33.108311, cost_time=0:00:12.234150 2021-04-10 01:54:33,066 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=0.08ms, fps=3962 images/s, loss=0.1978, top1-acc=94.23%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:33.065976, cost_time=0:00:12.578258 2021-04-10 01:54:33,403 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=0.42ms, fps=7624 images/s, loss=1.7552, top1-acc=65.00%, top5-acc=85.20%, remaining_time=0:00:01.007220, arrival_time=2021-04-10 01:54:34.410240, cost_time=0:00:00.335740 2021-04-10 01:54:33,666 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=2.61ms, fps=9750 images/s, loss=1.7888, top1-acc=64.67%, top5-acc=85.37%, remaining_time=0:00:00.598800, arrival_time=2021-04-10 01:54:34.264895, cost_time=0:00:00.598806 2021-04-10 01:54:33,915 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=4.62ms, fps=10291 images/s, loss=1.7788, top1-acc=65.13%, top5-acc=85.22%, remaining_time=0:00:00.282730, arrival_time=2021-04-10 01:54:34.198214, cost_time=0:00:00.848195 2021-04-10 01:54:34,134 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=0.10ms, fps=10603 images/s, loss=1.8159, top1-acc=64.89%, top5-acc=85.37%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:34.134733, cost_time=0:00:01.067549 2021-04-10 01:54:35,148 INFO : Epoch=0136 complete, best val top1-acc=64.89%, top5-acc=85.37% (epoch=136), remaining_time=0:15:12.577536, arrival_time=2021-04-10 02:09:47.726426, cost_time=0:32:19.227235 2021-04-10 01:54:35,149 INFO : Train start, epoch=0137, lr=0.023209 2021-04-10 01:54:35,972 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=0.27ms, fps=3113 images/s, loss=0.1490, top1-acc=95.74%, top5-acc=99.84%, remaining_time=0:00:15.294594, arrival_time=2021-04-10 01:54:51.266911, cost_time=0:00:00.822287 2021-04-10 01:54:36,693 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=2.16ms, fps=4055 images/s, loss=0.1628, top1-acc=95.29%, top5-acc=99.80%, remaining_time=0:00:13.581392, arrival_time=2021-04-10 01:54:50.274773, cost_time=0:00:01.543335 2021-04-10 01:54:37,320 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=1.42ms, fps=4085 images/s, loss=0.1678, top1-acc=95.07%, top5-acc=99.73%, remaining_time=0:00:12.010598, arrival_time=2021-04-10 01:54:49.331199, cost_time=0:00:02.170586 2021-04-10 01:54:37,951 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=2.48ms, fps=4063 images/s, loss=0.1732, top1-acc=94.92%, top5-acc=99.75%, remaining_time=0:00:10.924680, arrival_time=2021-04-10 01:54:48.875934, cost_time=0:00:02.801216 2021-04-10 01:54:38,589 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=2.52ms, fps=4046 images/s, loss=0.1755, top1-acc=94.88%, top5-acc=99.75%, remaining_time=0:00:10.029032, arrival_time=2021-04-10 01:54:48.618364, cost_time=0:00:03.434614 2021-04-10 01:54:39,219 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=1.65ms, fps=4068 images/s, loss=0.1772, top1-acc=94.92%, top5-acc=99.69%, remaining_time=0:00:09.224064, arrival_time=2021-04-10 01:54:48.443627, cost_time=0:00:04.069448 2021-04-10 01:54:39,848 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=1.89ms, fps=4078 images/s, loss=0.1760, top1-acc=94.87%, top5-acc=99.72%, remaining_time=0:00:08.456490, arrival_time=2021-04-10 01:54:48.304564, cost_time=0:00:04.698036 2021-04-10 01:54:40,483 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=1.71ms, fps=4037 images/s, loss=0.1759, top1-acc=94.90%, top5-acc=99.71%, remaining_time=0:00:07.732560, arrival_time=2021-04-10 01:54:48.215488, cost_time=0:00:05.332816 2021-04-10 01:54:41,112 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=1.64ms, fps=4072 images/s, loss=0.1736, top1-acc=94.97%, top5-acc=99.71%, remaining_time=0:00:07.022288, arrival_time=2021-04-10 01:54:48.134834, cost_time=0:00:05.962348 2021-04-10 01:54:41,752 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=5.27ms, fps=4003 images/s, loss=0.1741, top1-acc=94.93%, top5-acc=99.71%, remaining_time=0:00:06.338784, arrival_time=2021-04-10 01:54:48.091679, cost_time=0:00:06.602886 2021-04-10 01:54:42,380 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=2.18ms, fps=4086 images/s, loss=0.1750, top1-acc=94.90%, top5-acc=99.71%, remaining_time=0:00:05.652522, arrival_time=2021-04-10 01:54:48.032757, cost_time=0:00:07.229939 2021-04-10 01:54:43,001 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=1.42ms, fps=4127 images/s, loss=0.1754, top1-acc=94.94%, top5-acc=99.69%, remaining_time=0:00:04.972604, arrival_time=2021-04-10 01:54:47.974125, cost_time=0:00:07.851522 2021-04-10 01:54:43,636 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=2.28ms, fps=4036 images/s, loss=0.1773, top1-acc=94.89%, top5-acc=99.68%, remaining_time=0:00:04.308480, arrival_time=2021-04-10 01:54:47.944918, cost_time=0:00:08.486438 2021-04-10 01:54:44,270 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=3.06ms, fps=4043 images/s, loss=0.1782, top1-acc=94.87%, top5-acc=99.68%, remaining_time=0:00:03.648064, arrival_time=2021-04-10 01:54:47.918386, cost_time=0:00:09.120195 2021-04-10 01:54:44,907 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=2.08ms, fps=4023 images/s, loss=0.1791, top1-acc=94.84%, top5-acc=99.67%, remaining_time=0:00:02.992300, arrival_time=2021-04-10 01:54:47.899771, cost_time=0:00:09.757468 2021-04-10 01:54:45,534 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=1.46ms, fps=4089 images/s, loss=0.1807, top1-acc=94.78%, top5-acc=99.67%, remaining_time=0:00:02.336436, arrival_time=2021-04-10 01:54:47.870593, cost_time=0:00:10.384120 2021-04-10 01:54:46,158 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=1.40ms, fps=4106 images/s, loss=0.1827, top1-acc=94.74%, top5-acc=99.66%, remaining_time=0:00:01.683604, arrival_time=2021-04-10 01:54:47.841784, cost_time=0:00:11.008181 2021-04-10 01:54:46,799 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=2.32ms, fps=3999 images/s, loss=0.1846, top1-acc=94.71%, top5-acc=99.67%, remaining_time=0:00:01.035456, arrival_time=2021-04-10 01:54:47.834514, cost_time=0:00:11.648961 2021-04-10 01:54:47,433 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=2.23ms, fps=4040 images/s, loss=0.1852, top1-acc=94.70%, top5-acc=99.66%, remaining_time=0:00:00.387900, arrival_time=2021-04-10 01:54:47.821345, cost_time=0:00:12.283489 2021-04-10 01:54:47,772 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=0.12ms, fps=4019 images/s, loss=0.1868, top1-acc=94.67%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:47.772295, cost_time=0:00:12.622314 2021-04-10 01:54:48,187 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=30.84ms, fps=6186 images/s, loss=1.8049, top1-acc=65.62%, top5-acc=85.31%, remaining_time=0:00:01.241370, arrival_time=2021-04-10 01:54:49.428951, cost_time=0:00:00.413791 2021-04-10 01:54:48,479 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=0.28ms, fps=8796 images/s, loss=1.7995, top1-acc=65.25%, top5-acc=85.35%, remaining_time=0:00:00.705680, arrival_time=2021-04-10 01:54:49.184980, cost_time=0:00:00.705670 2021-04-10 01:54:48,754 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=8.95ms, fps=9329 images/s, loss=1.7677, top1-acc=65.46%, top5-acc=85.35%, remaining_time=0:00:00.326820, arrival_time=2021-04-10 01:54:49.080937, cost_time=0:00:00.980473 2021-04-10 01:54:48,995 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=0.08ms, fps=9644 images/s, loss=1.7444, top1-acc=65.41%, top5-acc=85.68%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:48.995109, cost_time=0:00:01.221507 2021-04-10 01:54:49,967 INFO : Epoch=0137 complete, best val top1-acc=65.41%, top5-acc=85.68% (epoch=137), remaining_time=0:14:58.575615, arrival_time=2021-04-10 02:09:48.542670, cost_time=0:32:34.045355 2021-04-10 01:54:49,968 INFO : Train start, epoch=0138, lr=0.022549 2021-04-10 01:54:50,794 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=0.48ms, fps=3101 images/s, loss=0.1629, top1-acc=95.23%, top5-acc=99.80%, remaining_time=0:00:15.353370, arrival_time=2021-04-10 01:55:06.147300, cost_time=0:00:00.825447 2021-04-10 01:54:51,421 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=2.18ms, fps=4085 images/s, loss=0.1717, top1-acc=94.80%, top5-acc=99.67%, remaining_time=0:00:12.785344, arrival_time=2021-04-10 01:55:04.206688, cost_time=0:00:01.452877 2021-04-10 01:54:52,065 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=1.91ms, fps=3975 images/s, loss=0.1700, top1-acc=95.00%, top5-acc=99.69%, remaining_time=0:00:11.606056, arrival_time=2021-04-10 01:55:03.671913, cost_time=0:00:02.097478 2021-04-10 01:54:52,687 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.68ms, fps=4120 images/s, loss=0.1668, top1-acc=95.08%, top5-acc=99.74%, remaining_time=0:00:10.605348, arrival_time=2021-04-10 01:55:03.293140, cost_time=0:00:02.719319 2021-04-10 01:54:53,317 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=2.01ms, fps=4074 images/s, loss=0.1695, top1-acc=95.02%, top5-acc=99.73%, remaining_time=0:00:09.777036, arrival_time=2021-04-10 01:55:03.093924, cost_time=0:00:03.348279 2021-04-10 01:54:53,944 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=1.96ms, fps=4083 images/s, loss=0.1715, top1-acc=94.90%, top5-acc=99.72%, remaining_time=0:00:09.013128, arrival_time=2021-04-10 01:55:02.957929, cost_time=0:00:03.976381 2021-04-10 01:54:54,588 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=2.45ms, fps=3982 images/s, loss=0.1721, top1-acc=94.97%, top5-acc=99.70%, remaining_time=0:00:08.315748, arrival_time=2021-04-10 01:55:02.904094, cost_time=0:00:04.619857 2021-04-10 01:54:55,210 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=2.57ms, fps=4119 images/s, loss=0.1736, top1-acc=94.91%, top5-acc=99.70%, remaining_time=0:00:07.601016, arrival_time=2021-04-10 01:55:02.811439, cost_time=0:00:05.242043 2021-04-10 01:54:55,837 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=2.10ms, fps=4086 images/s, loss=0.1738, top1-acc=94.96%, top5-acc=99.67%, remaining_time=0:00:06.912366, arrival_time=2021-04-10 01:55:02.749886, cost_time=0:00:05.868947 2021-04-10 01:54:56,466 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=2.18ms, fps=4073 images/s, loss=0.1735, top1-acc=94.96%, top5-acc=99.69%, remaining_time=0:00:06.238464, arrival_time=2021-04-10 01:55:02.705233, cost_time=0:00:06.498396 2021-04-10 01:54:57,092 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=0.50ms, fps=4095 images/s, loss=0.1747, top1-acc=94.95%, top5-acc=99.68%, remaining_time=0:00:05.569704, arrival_time=2021-04-10 01:55:02.662251, cost_time=0:00:07.124000 2021-04-10 01:54:57,717 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.98ms, fps=4099 images/s, loss=0.1742, top1-acc=94.95%, top5-acc=99.69%, remaining_time=0:00:04.907928, arrival_time=2021-04-10 01:55:02.625701, cost_time=0:00:07.749341 2021-04-10 01:54:58,348 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=7.03ms, fps=4066 images/s, loss=0.1748, top1-acc=94.90%, top5-acc=99.68%, remaining_time=0:00:04.254228, arrival_time=2021-04-10 01:55:02.602181, cost_time=0:00:08.379526 2021-04-10 01:54:58,977 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.94ms, fps=4069 images/s, loss=0.1744, top1-acc=94.92%, top5-acc=99.68%, remaining_time=0:00:03.603656, arrival_time=2021-04-10 01:55:02.581382, cost_time=0:00:09.009198 2021-04-10 01:54:59,616 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=2.05ms, fps=4014 images/s, loss=0.1724, top1-acc=94.98%, top5-acc=99.70%, remaining_time=0:00:02.958674, arrival_time=2021-04-10 01:55:02.574961, cost_time=0:00:09.647779 2021-04-10 01:55:00,251 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.75ms, fps=4034 images/s, loss=0.1728, top1-acc=94.97%, top5-acc=99.70%, remaining_time=0:00:02.313720, arrival_time=2021-04-10 01:55:02.565292, cost_time=0:00:10.283180 2021-04-10 01:55:00,876 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=2.02ms, fps=4100 images/s, loss=0.1723, top1-acc=94.99%, top5-acc=99.71%, remaining_time=0:00:01.668264, arrival_time=2021-04-10 01:55:02.544809, cost_time=0:00:10.907949 2021-04-10 01:55:01,514 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=2.87ms, fps=4016 images/s, loss=0.1734, top1-acc=94.99%, top5-acc=99.70%, remaining_time=0:00:01.026336, arrival_time=2021-04-10 01:55:02.541057, cost_time=0:00:11.546256 2021-04-10 01:55:02,161 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.71ms, fps=3968 images/s, loss=0.1736, top1-acc=94.95%, top5-acc=99.70%, remaining_time=0:00:00.385044, arrival_time=2021-04-10 01:55:02.546566, cost_time=0:00:12.193066 2021-04-10 01:55:02,506 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=0.08ms, fps=3955 images/s, loss=0.1738, top1-acc=94.94%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:02.505963, cost_time=0:00:12.537581 2021-04-10 01:55:02,835 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=4.85ms, fps=7792 images/s, loss=1.8366, top1-acc=65.04%, top5-acc=85.70%, remaining_time=0:00:00.985560, arrival_time=2021-04-10 01:55:03.821104, cost_time=0:00:00.328523 2021-04-10 01:55:03,099 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=0.39ms, fps=9704 images/s, loss=1.8803, top1-acc=64.75%, top5-acc=85.45%, remaining_time=0:00:00.592820, arrival_time=2021-04-10 01:55:03.692654, cost_time=0:00:00.592823 2021-04-10 01:55:03,357 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=0.30ms, fps=9938 images/s, loss=1.8762, top1-acc=64.45%, top5-acc=85.59%, remaining_time=0:00:00.283640, arrival_time=2021-04-10 01:55:03.641557, cost_time=0:00:00.850906 2021-04-10 01:55:03,579 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=0.11ms, fps=10509 images/s, loss=1.8645, top1-acc=64.50%, top5-acc=85.55%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:03.579191, cost_time=0:00:01.072215 2021-04-10 01:55:04,135 INFO : Epoch=0138 complete, best val top1-acc=65.41%, top5-acc=85.68% (epoch=137), remaining_time=0:14:44.270102, arrival_time=2021-04-10 02:09:48.405908, cost_time=0:32:48.214140 2021-04-10 01:55:04,136 INFO : Train start, epoch=0139, lr=0.021896 2021-04-10 01:55:04,953 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=4.04ms, fps=3137 images/s, loss=0.1755, top1-acc=94.88%, top5-acc=99.61%, remaining_time=0:00:15.179646, arrival_time=2021-04-10 01:55:20.132663, cost_time=0:00:00.816108 2021-04-10 01:55:05,576 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=1.63ms, fps=4110 images/s, loss=0.1727, top1-acc=95.16%, top5-acc=99.61%, remaining_time=0:00:12.669360, arrival_time=2021-04-10 01:55:18.245905, cost_time=0:00:01.439699 2021-04-10 01:55:06,209 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=2.65ms, fps=4052 images/s, loss=0.1682, top1-acc=95.09%, top5-acc=99.67%, remaining_time=0:00:11.464956, arrival_time=2021-04-10 01:55:17.674028, cost_time=0:00:02.071992 2021-04-10 01:55:06,844 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=2.31ms, fps=4035 images/s, loss=0.1643, top1-acc=95.17%, top5-acc=99.70%, remaining_time=0:00:10.559172, arrival_time=2021-04-10 01:55:17.403504, cost_time=0:00:02.707495 2021-04-10 01:55:07,479 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=1.70ms, fps=4034 images/s, loss=0.1649, top1-acc=95.20%, top5-acc=99.67%, remaining_time=0:00:09.760392, arrival_time=2021-04-10 01:55:17.239843, cost_time=0:00:03.342590 2021-04-10 01:55:08,117 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.82ms, fps=4019 images/s, loss=0.1660, top1-acc=95.18%, top5-acc=99.67%, remaining_time=0:00:09.021696, arrival_time=2021-04-10 01:55:17.138760, cost_time=0:00:03.980168 2021-04-10 01:55:08,746 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=1.59ms, fps=4072 images/s, loss=0.1656, top1-acc=95.17%, top5-acc=99.67%, remaining_time=0:00:08.296974, arrival_time=2021-04-10 01:55:17.043285, cost_time=0:00:04.609445 2021-04-10 01:55:09,375 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=1.79ms, fps=4073 images/s, loss=0.1649, top1-acc=95.20%, top5-acc=99.67%, remaining_time=0:00:07.595796, arrival_time=2021-04-10 01:55:16.971261, cost_time=0:00:05.238494 2021-04-10 01:55:10,005 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=3.03ms, fps=4071 images/s, loss=0.1658, top1-acc=95.17%, top5-acc=99.67%, remaining_time=0:00:06.911306, arrival_time=2021-04-10 01:55:16.916279, cost_time=0:00:05.868095 2021-04-10 01:55:10,632 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=1.62ms, fps=4085 images/s, loss=0.1676, top1-acc=95.14%, top5-acc=99.68%, remaining_time=0:00:06.235584, arrival_time=2021-04-10 01:55:16.867745, cost_time=0:00:06.495354 2021-04-10 01:55:11,272 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=2.35ms, fps=4001 images/s, loss=0.1704, top1-acc=95.08%, top5-acc=99.67%, remaining_time=0:00:05.578734, arrival_time=2021-04-10 01:55:16.851188, cost_time=0:00:07.135542 2021-04-10 01:55:11,899 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=2.16ms, fps=4085 images/s, loss=0.1718, top1-acc=95.06%, top5-acc=99.64%, remaining_time=0:00:04.916516, arrival_time=2021-04-10 01:55:16.816335, cost_time=0:00:07.762947 2021-04-10 01:55:12,519 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=1.95ms, fps=4133 images/s, loss=0.1711, top1-acc=95.08%, top5-acc=99.63%, remaining_time=0:00:04.256010, arrival_time=2021-04-10 01:55:16.775857, cost_time=0:00:08.382992 2021-04-10 01:55:13,152 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=8.18ms, fps=4049 images/s, loss=0.1717, top1-acc=95.07%, top5-acc=99.64%, remaining_time=0:00:03.606344, arrival_time=2021-04-10 01:55:16.759176, cost_time=0:00:09.015798 2021-04-10 01:55:13,786 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=2.12ms, fps=4046 images/s, loss=0.1729, top1-acc=95.02%, top5-acc=99.64%, remaining_time=0:00:02.959180, arrival_time=2021-04-10 01:55:16.745619, cost_time=0:00:09.649567 2021-04-10 01:55:14,418 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=2.30ms, fps=4058 images/s, loss=0.1742, top1-acc=94.94%, top5-acc=99.64%, remaining_time=0:00:02.313216, arrival_time=2021-04-10 01:55:16.731163, cost_time=0:00:10.280968 2021-04-10 01:55:15,047 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=1.58ms, fps=4075 images/s, loss=0.1737, top1-acc=94.98%, top5-acc=99.65%, remaining_time=0:00:01.668602, arrival_time=2021-04-10 01:55:16.715527, cost_time=0:00:10.910078 2021-04-10 01:55:15,669 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=1.83ms, fps=4119 images/s, loss=0.1744, top1-acc=94.95%, top5-acc=99.64%, remaining_time=0:00:01.025088, arrival_time=2021-04-10 01:55:16.694106, cost_time=0:00:11.532171 2021-04-10 01:55:16,312 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=1.87ms, fps=3981 images/s, loss=0.1746, top1-acc=94.96%, top5-acc=99.65%, remaining_time=0:00:00.384498, arrival_time=2021-04-10 01:55:16.697315, cost_time=0:00:12.175821 2021-04-10 01:55:16,669 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=0.16ms, fps=3819 images/s, loss=0.1750, top1-acc=94.94%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:16.669793, cost_time=0:00:12.532901 2021-04-10 01:55:17,081 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=4.35ms, fps=6242 images/s, loss=1.6935, top1-acc=67.62%, top5-acc=85.98%, remaining_time=0:00:01.230360, arrival_time=2021-04-10 01:55:18.311710, cost_time=0:00:00.410124 2021-04-10 01:55:17,355 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=15.93ms, fps=9354 images/s, loss=1.6994, top1-acc=67.21%, top5-acc=86.58%, remaining_time=0:00:00.684320, arrival_time=2021-04-10 01:55:18.039892, cost_time=0:00:00.684323 2021-04-10 01:55:17,642 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=0.35ms, fps=8953 images/s, loss=1.7205, top1-acc=66.76%, top5-acc=86.38%, remaining_time=0:00:00.323620, arrival_time=2021-04-10 01:55:17.965738, cost_time=0:00:00.970850 2021-04-10 01:55:17,879 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=1.17ms, fps=9815 images/s, loss=1.7621, top1-acc=66.22%, top5-acc=86.37%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:17.878969, cost_time=0:00:01.207833 2021-04-10 01:55:18,887 INFO : Epoch=0139 complete, best val top1-acc=66.22%, top5-acc=86.37% (epoch=139), remaining_time=0:14:30.222157, arrival_time=2021-04-10 02:09:49.109112, cost_time=0:33:02.965271 2021-04-10 01:55:18,887 INFO : Train start, epoch=0140, lr=0.021250 2021-04-10 01:55:19,768 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=0.29ms, fps=2909 images/s, loss=0.1530, top1-acc=95.62%, top5-acc=99.77%, remaining_time=0:00:16.365582, arrival_time=2021-04-10 01:55:36.133531, cost_time=0:00:00.879867 2021-04-10 01:55:20,399 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=1.94ms, fps=4060 images/s, loss=0.1478, top1-acc=95.76%, top5-acc=99.84%, remaining_time=0:00:13.298736, arrival_time=2021-04-10 01:55:33.697911, cost_time=0:00:01.511216 2021-04-10 01:55:21,033 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=2.16ms, fps=4039 images/s, loss=0.1410, top1-acc=96.00%, top5-acc=99.84%, remaining_time=0:00:11.872154, arrival_time=2021-04-10 01:55:32.905724, cost_time=0:00:02.145569 2021-04-10 01:55:21,664 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=2.07ms, fps=4060 images/s, loss=0.1394, top1-acc=96.06%, top5-acc=99.85%, remaining_time=0:00:10.829208, arrival_time=2021-04-10 01:55:32.493915, cost_time=0:00:02.776708 2021-04-10 01:55:22,291 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=2.53ms, fps=4086 images/s, loss=0.1408, top1-acc=96.02%, top5-acc=99.85%, remaining_time=0:00:09.939534, arrival_time=2021-04-10 01:55:32.231436, cost_time=0:00:03.403927 2021-04-10 01:55:22,929 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=2.63ms, fps=4020 images/s, loss=0.1428, top1-acc=95.94%, top5-acc=99.84%, remaining_time=0:00:09.161232, arrival_time=2021-04-10 01:55:32.090971, cost_time=0:00:04.041717 2021-04-10 01:55:23,555 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=2.72ms, fps=4095 images/s, loss=0.1412, top1-acc=95.98%, top5-acc=99.83%, remaining_time=0:00:08.401554, arrival_time=2021-04-10 01:55:31.957022, cost_time=0:00:04.667541 2021-04-10 01:55:24,180 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=1.79ms, fps=4101 images/s, loss=0.1441, top1-acc=95.89%, top5-acc=99.80%, remaining_time=0:00:07.673632, arrival_time=2021-04-10 01:55:31.853790, cost_time=0:00:05.292145 2021-04-10 01:55:24,812 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=2.84ms, fps=4051 images/s, loss=0.1448, top1-acc=95.90%, top5-acc=99.80%, remaining_time=0:00:06.977980, arrival_time=2021-04-10 01:55:31.790757, cost_time=0:00:05.924713 2021-04-10 01:55:25,448 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=1.86ms, fps=4035 images/s, loss=0.1452, top1-acc=95.88%, top5-acc=99.80%, remaining_time=0:00:06.297600, arrival_time=2021-04-10 01:55:31.745533, cost_time=0:00:06.559958 2021-04-10 01:55:26,077 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=2.71ms, fps=4074 images/s, loss=0.1457, top1-acc=95.87%, top5-acc=99.81%, remaining_time=0:00:05.620444, arrival_time=2021-04-10 01:55:31.697489, cost_time=0:00:07.188953 2021-04-10 01:55:26,704 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=1.80ms, fps=4083 images/s, loss=0.1467, top1-acc=95.81%, top5-acc=99.80%, remaining_time=0:00:04.950640, arrival_time=2021-04-10 01:55:31.655479, cost_time=0:00:07.816847 2021-04-10 01:55:27,325 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.49ms, fps=4130 images/s, loss=0.1477, top1-acc=95.76%, top5-acc=99.80%, remaining_time=0:00:04.283598, arrival_time=2021-04-10 01:55:31.608900, cost_time=0:00:08.437342 2021-04-10 01:55:27,957 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=2.37ms, fps=4052 images/s, loss=0.1470, top1-acc=95.78%, top5-acc=99.80%, remaining_time=0:00:03.627904, arrival_time=2021-04-10 01:55:31.585718, cost_time=0:00:09.069701 2021-04-10 01:55:28,586 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=1.62ms, fps=4080 images/s, loss=0.1480, top1-acc=95.74%, top5-acc=99.79%, remaining_time=0:00:02.974084, arrival_time=2021-04-10 01:55:31.560173, cost_time=0:00:09.698167 2021-04-10 01:55:29,214 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=1.61ms, fps=4078 images/s, loss=0.1488, top1-acc=95.73%, top5-acc=99.80%, remaining_time=0:00:02.323440, arrival_time=2021-04-10 01:55:31.537805, cost_time=0:00:10.326354 2021-04-10 01:55:29,847 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=2.29ms, fps=4049 images/s, loss=0.1512, top1-acc=95.64%, top5-acc=99.79%, remaining_time=0:00:01.676116, arrival_time=2021-04-10 01:55:31.523582, cost_time=0:00:10.959244 2021-04-10 01:55:30,483 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=2.76ms, fps=4034 images/s, loss=0.1527, top1-acc=95.61%, top5-acc=99.79%, remaining_time=0:00:01.030672, arrival_time=2021-04-10 01:55:31.513679, cost_time=0:00:11.595044 2021-04-10 01:55:31,121 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.40ms, fps=4018 images/s, loss=0.1532, top1-acc=95.58%, top5-acc=99.78%, remaining_time=0:00:00.386310, arrival_time=2021-04-10 01:55:31.507397, cost_time=0:00:12.233078 2021-04-10 01:55:31,466 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=0.12ms, fps=3942 images/s, loss=0.1541, top1-acc=95.54%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:31.466623, cost_time=0:00:12.578693 2021-04-10 01:55:31,848 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=0.42ms, fps=6720 images/s, loss=1.9215, top1-acc=63.67%, top5-acc=84.69%, remaining_time=0:00:01.142820, arrival_time=2021-04-10 01:55:32.991471, cost_time=0:00:00.380935 2021-04-10 01:55:32,099 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=2.26ms, fps=10239 images/s, loss=1.8621, top1-acc=64.12%, top5-acc=85.66%, remaining_time=0:00:00.631760, arrival_time=2021-04-10 01:55:32.731256, cost_time=0:00:00.631751 2021-04-10 01:55:32,348 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=2.31ms, fps=10316 images/s, loss=1.8942, top1-acc=64.08%, top5-acc=85.35%, remaining_time=0:00:00.293500, arrival_time=2021-04-10 01:55:32.641649, cost_time=0:00:00.880499 2021-04-10 01:55:32,564 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=0.07ms, fps=10730 images/s, loss=1.8780, top1-acc=64.26%, top5-acc=85.42%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:32.564724, cost_time=0:00:01.097115 2021-04-10 01:55:33,093 INFO : Epoch=0140 complete, best val top1-acc=66.22%, top5-acc=86.37% (epoch=139), remaining_time=0:14:15.930900, arrival_time=2021-04-10 02:09:49.024599, cost_time=0:33:17.172072 2021-04-10 01:55:33,094 INFO : Train start, epoch=0141, lr=0.020611 2021-04-10 01:55:33,991 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=0.55ms, fps=2856 images/s, loss=0.1878, top1-acc=94.61%, top5-acc=99.73%, remaining_time=0:00:16.672668, arrival_time=2021-04-10 01:55:50.663563, cost_time=0:00:00.896381 2021-04-10 01:55:34,615 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=1.94ms, fps=4103 images/s, loss=0.1733, top1-acc=95.10%, top5-acc=99.69%, remaining_time=0:00:13.385328, arrival_time=2021-04-10 01:55:48.000820, cost_time=0:00:01.521054 2021-04-10 01:55:35,250 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=2.14ms, fps=4036 images/s, loss=0.1726, top1-acc=95.17%, top5-acc=99.67%, remaining_time=0:00:11.930088, arrival_time=2021-04-10 01:55:47.180626, cost_time=0:00:02.156034 2021-04-10 01:55:35,879 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=1.37ms, fps=4074 images/s, loss=0.1766, top1-acc=95.06%, top5-acc=99.68%, remaining_time=0:00:10.862124, arrival_time=2021-04-10 01:55:46.741657, cost_time=0:00:02.785154 2021-04-10 01:55:36,507 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=6.96ms, fps=4084 images/s, loss=0.1738, top1-acc=95.18%, top5-acc=99.69%, remaining_time=0:00:09.964500, arrival_time=2021-04-10 01:55:46.471450, cost_time=0:00:03.412483 2021-04-10 01:55:37,128 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=2.40ms, fps=4123 images/s, loss=0.1717, top1-acc=95.22%, top5-acc=99.70%, remaining_time=0:00:09.143688, arrival_time=2021-04-10 01:55:46.272059, cost_time=0:00:04.034001 2021-04-10 01:55:37,752 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=1.71ms, fps=4105 images/s, loss=0.1689, top1-acc=95.31%, top5-acc=99.72%, remaining_time=0:00:08.384544, arrival_time=2021-04-10 01:55:46.137011, cost_time=0:00:04.658091 2021-04-10 01:55:38,383 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.86ms, fps=4065 images/s, loss=0.1644, top1-acc=95.47%, top5-acc=99.73%, remaining_time=0:00:07.668180, arrival_time=2021-04-10 01:55:46.051095, cost_time=0:00:05.288393 2021-04-10 01:55:39,012 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=2.12ms, fps=4071 images/s, loss=0.1645, top1-acc=95.41%, top5-acc=99.72%, remaining_time=0:00:06.970136, arrival_time=2021-04-10 01:55:45.982604, cost_time=0:00:05.918049 2021-04-10 01:55:39,643 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=1.47ms, fps=4060 images/s, loss=0.1635, top1-acc=95.42%, top5-acc=99.72%, remaining_time=0:00:06.287232, arrival_time=2021-04-10 01:55:45.930965, cost_time=0:00:06.549169 2021-04-10 01:55:40,275 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=2.11ms, fps=4057 images/s, loss=0.1625, top1-acc=95.43%, top5-acc=99.73%, remaining_time=0:00:05.614424, arrival_time=2021-04-10 01:55:45.890010, cost_time=0:00:07.181218 2021-04-10 01:55:40,902 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=2.22ms, fps=4085 images/s, loss=0.1645, top1-acc=95.37%, top5-acc=99.72%, remaining_time=0:00:04.945244, arrival_time=2021-04-10 01:55:45.848061, cost_time=0:00:07.808290 2021-04-10 01:55:41,530 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=1.62ms, fps=4085 images/s, loss=0.1658, top1-acc=95.34%, top5-acc=99.71%, remaining_time=0:00:04.282806, arrival_time=2021-04-10 01:55:45.812981, cost_time=0:00:08.435785 2021-04-10 01:55:42,151 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=2.17ms, fps=4124 images/s, loss=0.1674, top1-acc=95.27%, top5-acc=99.70%, remaining_time=0:00:03.622752, arrival_time=2021-04-10 01:55:45.774241, cost_time=0:00:09.056949 2021-04-10 01:55:42,772 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=1.70ms, fps=4126 images/s, loss=0.1681, top1-acc=95.25%, top5-acc=99.70%, remaining_time=0:00:02.967966, arrival_time=2021-04-10 01:55:45.740560, cost_time=0:00:09.678212 2021-04-10 01:55:43,398 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=2.68ms, fps=4091 images/s, loss=0.1670, top1-acc=95.26%, top5-acc=99.71%, remaining_time=0:00:02.318472, arrival_time=2021-04-10 01:55:45.717257, cost_time=0:00:10.304369 2021-04-10 01:55:44,030 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=1.76ms, fps=4057 images/s, loss=0.1661, top1-acc=95.30%, top5-acc=99.72%, remaining_time=0:00:01.672554, arrival_time=2021-04-10 01:55:45.702978, cost_time=0:00:10.935919 2021-04-10 01:55:44,664 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=2.27ms, fps=4044 images/s, loss=0.1670, top1-acc=95.28%, top5-acc=99.71%, remaining_time=0:00:01.028416, arrival_time=2021-04-10 01:55:45.692720, cost_time=0:00:11.569757 2021-04-10 01:55:45,296 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=1.23ms, fps=4055 images/s, loss=0.1669, top1-acc=95.30%, top5-acc=99.70%, remaining_time=0:00:00.385326, arrival_time=2021-04-10 01:55:45.681671, cost_time=0:00:12.201961 2021-04-10 01:55:45,639 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=0.10ms, fps=3970 images/s, loss=0.1659, top1-acc=95.31%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:45.639531, cost_time=0:00:12.545006 2021-04-10 01:55:45,994 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=2.53ms, fps=7247 images/s, loss=1.7293, top1-acc=65.43%, top5-acc=86.99%, remaining_time=0:00:01.059690, arrival_time=2021-04-10 01:55:47.054291, cost_time=0:00:00.353229 2021-04-10 01:55:46,259 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=4.50ms, fps=9692 images/s, loss=1.7801, top1-acc=64.86%, top5-acc=85.84%, remaining_time=0:00:00.617940, arrival_time=2021-04-10 01:55:46.877234, cost_time=0:00:00.617939 2021-04-10 01:55:46,499 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=0.31ms, fps=10699 images/s, loss=1.8048, top1-acc=64.65%, top5-acc=85.73%, remaining_time=0:00:00.286020, arrival_time=2021-04-10 01:55:46.785428, cost_time=0:00:00.858045 2021-04-10 01:55:46,738 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=0.09ms, fps=9718 images/s, loss=1.8204, top1-acc=64.39%, top5-acc=85.57%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:46.738616, cost_time=0:00:01.097343 2021-04-10 01:55:47,213 INFO : Epoch=0141 complete, best val top1-acc=66.22%, top5-acc=86.37% (epoch=139), remaining_time=0:14:01.604497, arrival_time=2021-04-10 02:09:48.818296, cost_time=0:33:31.292130 2021-04-10 01:55:47,214 INFO : Train start, epoch=0142, lr=0.019979 2021-04-10 01:55:48,040 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=3.69ms, fps=3099 images/s, loss=0.1370, top1-acc=96.48%, top5-acc=99.77%, remaining_time=0:00:15.363600, arrival_time=2021-04-10 01:56:03.404527, cost_time=0:00:00.826004 2021-04-10 01:55:48,665 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=1.51ms, fps=4101 images/s, loss=0.1340, top1-acc=96.50%, top5-acc=99.80%, remaining_time=0:00:12.767040, arrival_time=2021-04-10 01:56:01.432709, cost_time=0:00:01.450792 2021-04-10 01:55:49,294 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=2.05ms, fps=4075 images/s, loss=0.1343, top1-acc=96.37%, top5-acc=99.83%, remaining_time=0:00:11.506456, arrival_time=2021-04-10 01:56:00.800913, cost_time=0:00:02.079470 2021-04-10 01:55:49,919 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=2.66ms, fps=4102 images/s, loss=0.1370, top1-acc=96.14%, top5-acc=99.82%, remaining_time=0:00:10.546848, arrival_time=2021-04-10 01:56:00.466028, cost_time=0:00:02.704317 2021-04-10 01:55:50,544 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=2.33ms, fps=4096 images/s, loss=0.1425, top1-acc=95.98%, top5-acc=99.80%, remaining_time=0:00:09.722870, arrival_time=2021-04-10 01:56:00.267658, cost_time=0:00:03.329744 2021-04-10 01:55:51,174 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=2.19ms, fps=4072 images/s, loss=0.1417, top1-acc=95.97%, top5-acc=99.77%, remaining_time=0:00:08.974368, arrival_time=2021-04-10 01:56:00.148580, cost_time=0:00:03.959268 2021-04-10 01:55:51,809 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=2.06ms, fps=4037 images/s, loss=0.1388, top1-acc=96.07%, top5-acc=99.79%, remaining_time=0:00:08.269380, arrival_time=2021-04-10 01:56:00.078490, cost_time=0:00:04.594081 2021-04-10 01:55:52,439 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=4.13ms, fps=4065 images/s, loss=0.1385, top1-acc=96.11%, top5-acc=99.79%, remaining_time=0:00:07.575728, arrival_time=2021-04-10 01:56:00.015326, cost_time=0:00:05.224640 2021-04-10 01:55:53,080 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=2.46ms, fps=4002 images/s, loss=0.1384, top1-acc=96.12%, top5-acc=99.79%, remaining_time=0:00:06.907596, arrival_time=2021-04-10 01:55:59.987521, cost_time=0:00:05.864955 2021-04-10 01:55:53,706 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=1.60ms, fps=4092 images/s, loss=0.1399, top1-acc=96.13%, top5-acc=99.79%, remaining_time=0:00:06.231552, arrival_time=2021-04-10 01:55:59.937682, cost_time=0:00:06.491244 2021-04-10 01:55:54,335 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.51ms, fps=4074 images/s, loss=0.1418, top1-acc=96.07%, top5-acc=99.78%, remaining_time=0:00:05.566608, arrival_time=2021-04-10 01:55:59.901610, cost_time=0:00:07.120039 2021-04-10 01:55:54,961 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=1.49ms, fps=4092 images/s, loss=0.1415, top1-acc=96.07%, top5-acc=99.79%, remaining_time=0:00:04.905952, arrival_time=2021-04-10 01:55:59.867123, cost_time=0:00:07.746212 2021-04-10 01:55:55,608 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=2.46ms, fps=3961 images/s, loss=0.1412, top1-acc=96.07%, top5-acc=99.79%, remaining_time=0:00:04.261158, arrival_time=2021-04-10 01:55:59.869442, cost_time=0:00:08.393227 2021-04-10 01:55:56,242 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=2.78ms, fps=4045 images/s, loss=0.1404, top1-acc=96.08%, top5-acc=99.80%, remaining_time=0:00:03.610824, arrival_time=2021-04-10 01:55:59.852806, cost_time=0:00:09.027043 2021-04-10 01:55:56,868 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=1.52ms, fps=4093 images/s, loss=0.1414, top1-acc=96.04%, top5-acc=99.80%, remaining_time=0:00:02.960284, arrival_time=2021-04-10 01:55:59.828499, cost_time=0:00:09.653086 2021-04-10 01:55:57,496 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=2.19ms, fps=4082 images/s, loss=0.1429, top1-acc=96.01%, top5-acc=99.80%, remaining_time=0:00:02.313288, arrival_time=2021-04-10 01:55:59.809547, cost_time=0:00:10.281312 2021-04-10 01:55:58,124 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=2.60ms, fps=4079 images/s, loss=0.1449, top1-acc=95.96%, top5-acc=99.79%, remaining_time=0:00:01.668524, arrival_time=2021-04-10 01:55:59.793086, cost_time=0:00:10.909616 2021-04-10 01:55:58,759 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=1.87ms, fps=4035 images/s, loss=0.1447, top1-acc=95.94%, top5-acc=99.80%, remaining_time=0:00:01.026192, arrival_time=2021-04-10 01:55:59.785937, cost_time=0:00:11.544720 2021-04-10 01:55:59,394 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.29ms, fps=4035 images/s, loss=0.1470, top1-acc=95.87%, top5-acc=99.79%, remaining_time=0:00:00.384630, arrival_time=2021-04-10 01:55:59.779482, cost_time=0:00:12.179961 2021-04-10 01:55:59,747 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=0.11ms, fps=3865 images/s, loss=0.1473, top1-acc=95.85%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:59.747157, cost_time=0:00:12.532291 2021-04-10 01:56:00,134 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=0.41ms, fps=6630 images/s, loss=1.8762, top1-acc=64.77%, top5-acc=85.86%, remaining_time=0:00:01.158390, arrival_time=2021-04-10 01:56:01.292763, cost_time=0:00:00.386127 2021-04-10 01:56:00,380 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=3.10ms, fps=10436 images/s, loss=1.8296, top1-acc=65.16%, top5-acc=85.72%, remaining_time=0:00:00.632140, arrival_time=2021-04-10 01:56:01.012496, cost_time=0:00:00.632147 2021-04-10 01:56:00,630 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=7.39ms, fps=10261 images/s, loss=1.8663, top1-acc=64.37%, top5-acc=85.64%, remaining_time=0:00:00.294080, arrival_time=2021-04-10 01:56:00.924505, cost_time=0:00:00.882241 2021-04-10 01:56:00,843 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.06ms, fps=10904 images/s, loss=1.8319, top1-acc=64.40%, top5-acc=85.68%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:00.843633, cost_time=0:00:01.095539 2021-04-10 01:56:01,366 INFO : Epoch=0142 complete, best val top1-acc=66.22%, top5-acc=86.37% (epoch=139), remaining_time=0:13:47.294310, arrival_time=2021-04-10 02:09:48.660709, cost_time=0:33:45.444746 2021-04-10 01:56:01,367 INFO : Train start, epoch=0143, lr=0.019355 2021-04-10 01:56:02,251 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=0.47ms, fps=2895 images/s, loss=0.1480, top1-acc=95.90%, top5-acc=99.84%, remaining_time=0:00:16.448352, arrival_time=2021-04-10 01:56:18.700028, cost_time=0:00:00.884324 2021-04-10 01:56:02,877 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=2.23ms, fps=4093 images/s, loss=0.1419, top1-acc=96.11%, top5-acc=99.80%, remaining_time=0:00:13.291344, arrival_time=2021-04-10 01:56:16.169067, cost_time=0:00:01.510388 2021-04-10 01:56:03,507 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=1.66ms, fps=4070 images/s, loss=0.1432, top1-acc=96.11%, top5-acc=99.75%, remaining_time=0:00:11.841112, arrival_time=2021-04-10 01:56:15.348367, cost_time=0:00:02.139961 2021-04-10 01:56:04,134 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.48ms, fps=4088 images/s, loss=0.1445, top1-acc=96.01%, top5-acc=99.78%, remaining_time=0:00:10.790052, arrival_time=2021-04-10 01:56:14.924108, cost_time=0:00:02.766692 2021-04-10 01:56:04,762 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=2.00ms, fps=4078 images/s, loss=0.1474, top1-acc=95.89%, top5-acc=99.78%, remaining_time=0:00:09.913692, arrival_time=2021-04-10 01:56:14.676094, cost_time=0:00:03.395077 2021-04-10 01:56:05,407 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=1.98ms, fps=3973 images/s, loss=0.1449, top1-acc=96.03%, top5-acc=99.77%, remaining_time=0:00:09.157152, arrival_time=2021-04-10 01:56:14.564529, cost_time=0:00:04.039935 2021-04-10 01:56:06,046 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=2.29ms, fps=4008 images/s, loss=0.1441, top1-acc=95.97%, top5-acc=99.78%, remaining_time=0:00:08.423100, arrival_time=2021-04-10 01:56:14.469909, cost_time=0:00:04.679514 2021-04-10 01:56:06,683 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=3.21ms, fps=4023 images/s, loss=0.1433, top1-acc=95.98%, top5-acc=99.79%, remaining_time=0:00:07.708548, arrival_time=2021-04-10 01:56:14.392284, cost_time=0:00:05.316242 2021-04-10 01:56:07,315 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=2.32ms, fps=4061 images/s, loss=0.1430, top1-acc=95.98%, top5-acc=99.79%, remaining_time=0:00:07.005116, arrival_time=2021-04-10 01:56:14.320189, cost_time=0:00:05.947741 2021-04-10 01:56:07,942 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=1.70ms, fps=4086 images/s, loss=0.1404, top1-acc=96.07%, top5-acc=99.80%, remaining_time=0:00:06.311904, arrival_time=2021-04-10 01:56:14.254257, cost_time=0:00:06.574896 2021-04-10 01:56:08,566 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=1.64ms, fps=4105 images/s, loss=0.1403, top1-acc=96.10%, top5-acc=99.80%, remaining_time=0:00:05.628700, arrival_time=2021-04-10 01:56:14.195558, cost_time=0:00:07.199495 2021-04-10 01:56:09,197 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=2.56ms, fps=4062 images/s, loss=0.1411, top1-acc=96.10%, top5-acc=99.80%, remaining_time=0:00:04.959304, arrival_time=2021-04-10 01:56:14.157082, cost_time=0:00:07.830489 2021-04-10 01:56:09,829 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=2.21ms, fps=4055 images/s, loss=0.1407, top1-acc=96.12%, top5-acc=99.80%, remaining_time=0:00:04.296204, arrival_time=2021-04-10 01:56:14.125844, cost_time=0:00:08.462230 2021-04-10 01:56:10,467 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=1.98ms, fps=4020 images/s, loss=0.1391, top1-acc=96.15%, top5-acc=99.80%, remaining_time=0:00:03.639888, arrival_time=2021-04-10 01:56:14.107008, cost_time=0:00:09.099772 2021-04-10 01:56:11,108 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=2.46ms, fps=3996 images/s, loss=0.1394, top1-acc=96.14%, top5-acc=99.81%, remaining_time=0:00:02.987286, arrival_time=2021-04-10 01:56:14.095842, cost_time=0:00:09.741091 2021-04-10 01:56:11,746 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=2.26ms, fps=4021 images/s, loss=0.1394, top1-acc=96.13%, top5-acc=99.81%, remaining_time=0:00:02.335176, arrival_time=2021-04-10 01:56:14.081105, cost_time=0:00:10.378581 2021-04-10 01:56:12,379 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=2.79ms, fps=4047 images/s, loss=0.1394, top1-acc=96.08%, top5-acc=99.81%, remaining_time=0:00:01.684150, arrival_time=2021-04-10 01:56:14.063323, cost_time=0:00:11.011724 2021-04-10 01:56:13,018 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=11.12ms, fps=4012 images/s, loss=0.1397, top1-acc=96.07%, top5-acc=99.82%, remaining_time=0:00:01.035616, arrival_time=2021-04-10 01:56:14.053652, cost_time=0:00:11.650693 2021-04-10 01:56:13,679 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=1.53ms, fps=3873 images/s, loss=0.1403, top1-acc=96.05%, top5-acc=99.81%, remaining_time=0:00:00.388812, arrival_time=2021-04-10 01:56:14.068416, cost_time=0:00:12.312323 2021-04-10 01:56:14,020 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=0.12ms, fps=3998 images/s, loss=0.1409, top1-acc=96.05%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:14.020193, cost_time=0:00:12.652879 2021-04-10 01:56:14,370 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=0.33ms, fps=7348 images/s, loss=1.7730, top1-acc=66.41%, top5-acc=86.95%, remaining_time=0:00:01.045080, arrival_time=2021-04-10 01:56:15.415026, cost_time=0:00:00.348356 2021-04-10 01:56:14,612 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=0.30ms, fps=10576 images/s, loss=1.8152, top1-acc=65.82%, top5-acc=85.74%, remaining_time=0:00:00.591160, arrival_time=2021-04-10 01:56:15.203838, cost_time=0:00:00.591169 2021-04-10 01:56:14,853 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=1.65ms, fps=10673 images/s, loss=1.8221, top1-acc=65.38%, top5-acc=85.72%, remaining_time=0:00:00.277180, arrival_time=2021-04-10 01:56:15.130173, cost_time=0:00:00.831537 2021-04-10 01:56:15,073 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=0.11ms, fps=10541 images/s, loss=1.7972, top1-acc=65.57%, top5-acc=85.95%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:15.073463, cost_time=0:00:01.052008 2021-04-10 01:56:15,582 INFO : Epoch=0143 complete, best val top1-acc=66.22%, top5-acc=86.37% (epoch=139), remaining_time=0:13:33.011691, arrival_time=2021-04-10 02:09:48.594230, cost_time=0:33:59.660902 2021-04-10 01:56:15,583 INFO : Train start, epoch=0144, lr=0.018738 2021-04-10 01:56:16,415 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=9.99ms, fps=3077 images/s, loss=0.1383, top1-acc=96.37%, top5-acc=99.61%, remaining_time=0:00:15.476688, arrival_time=2021-04-10 01:56:31.892083, cost_time=0:00:00.832081 2021-04-10 01:56:17,050 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=2.45ms, fps=4039 images/s, loss=0.1389, top1-acc=96.27%, top5-acc=99.69%, remaining_time=0:00:12.907312, arrival_time=2021-04-10 01:56:29.957421, cost_time=0:00:01.466747 2021-04-10 01:56:17,698 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=2.55ms, fps=3954 images/s, loss=0.1370, top1-acc=96.35%, top5-acc=99.70%, remaining_time=0:00:11.703166, arrival_time=2021-04-10 01:56:29.401379, cost_time=0:00:02.115016 2021-04-10 01:56:18,336 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=1.84ms, fps=4015 images/s, loss=0.1328, top1-acc=96.43%, top5-acc=99.71%, remaining_time=0:00:10.736700, arrival_time=2021-04-10 01:56:29.073055, cost_time=0:00:02.752991 2021-04-10 01:56:18,958 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=1.66ms, fps=4119 images/s, loss=0.1324, top1-acc=96.38%, top5-acc=99.73%, remaining_time=0:00:09.855876, arrival_time=2021-04-10 01:56:28.814683, cost_time=0:00:03.375307 2021-04-10 01:56:19,598 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=2.22ms, fps=4005 images/s, loss=0.1298, top1-acc=96.35%, top5-acc=99.76%, remaining_time=0:00:09.102072, arrival_time=2021-04-10 01:56:28.700963, cost_time=0:00:04.015593 2021-04-10 01:56:20,221 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=1.74ms, fps=4119 images/s, loss=0.1309, top1-acc=96.36%, top5-acc=99.78%, remaining_time=0:00:08.348130, arrival_time=2021-04-10 01:56:28.569185, cost_time=0:00:04.637819 2021-04-10 01:56:20,851 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=1.96ms, fps=4065 images/s, loss=0.1303, top1-acc=96.43%, top5-acc=99.77%, remaining_time=0:00:07.638832, arrival_time=2021-04-10 01:56:28.490241, cost_time=0:00:05.268175 2021-04-10 01:56:21,483 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=2.18ms, fps=4052 images/s, loss=0.1302, top1-acc=96.45%, top5-acc=99.78%, remaining_time=0:00:06.949360, arrival_time=2021-04-10 01:56:28.433126, cost_time=0:00:05.900444 2021-04-10 01:56:22,133 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=2.84ms, fps=3947 images/s, loss=0.1312, top1-acc=96.39%, top5-acc=99.79%, remaining_time=0:00:06.287904, arrival_time=2021-04-10 01:56:28.421044, cost_time=0:00:06.549861 2021-04-10 01:56:22,777 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=2.73ms, fps=3978 images/s, loss=0.1300, top1-acc=96.42%, top5-acc=99.78%, remaining_time=0:00:05.624400, arrival_time=2021-04-10 01:56:28.401672, cost_time=0:00:07.194019 2021-04-10 01:56:23,410 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=2.77ms, fps=4047 images/s, loss=0.1300, top1-acc=96.42%, top5-acc=99.79%, remaining_time=0:00:04.957176, arrival_time=2021-04-10 01:56:28.367789, cost_time=0:00:07.827172 2021-04-10 01:56:24,055 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=2.01ms, fps=3976 images/s, loss=0.1308, top1-acc=96.40%, top5-acc=99.78%, remaining_time=0:00:04.301154, arrival_time=2021-04-10 01:56:28.356380, cost_time=0:00:08.471960 2021-04-10 01:56:24,698 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=2.24ms, fps=3982 images/s, loss=0.1302, top1-acc=96.42%, top5-acc=99.79%, remaining_time=0:00:03.646216, arrival_time=2021-04-10 01:56:28.344896, cost_time=0:00:09.115483 2021-04-10 01:56:25,328 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=1.78ms, fps=4072 images/s, loss=0.1300, top1-acc=96.40%, top5-acc=99.79%, remaining_time=0:00:02.988344, arrival_time=2021-04-10 01:56:28.316271, cost_time=0:00:09.744573 2021-04-10 01:56:25,964 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=3.35ms, fps=4029 images/s, loss=0.1299, top1-acc=96.38%, top5-acc=99.79%, remaining_time=0:00:02.335680, arrival_time=2021-04-10 01:56:28.299741, cost_time=0:00:10.380773 2021-04-10 01:56:26,597 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=2.12ms, fps=4045 images/s, loss=0.1293, top1-acc=96.42%, top5-acc=99.80%, remaining_time=0:00:01.684540, arrival_time=2021-04-10 01:56:28.282031, cost_time=0:00:11.014289 2021-04-10 01:56:27,224 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=1.53ms, fps=4089 images/s, loss=0.1294, top1-acc=96.42%, top5-acc=99.80%, remaining_time=0:00:01.034736, arrival_time=2021-04-10 01:56:28.258919, cost_time=0:00:11.640804 2021-04-10 01:56:27,846 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=1.26ms, fps=4122 images/s, loss=0.1298, top1-acc=96.39%, top5-acc=99.81%, remaining_time=0:00:00.387246, arrival_time=2021-04-10 01:56:28.233293, cost_time=0:00:12.262849 2021-04-10 01:56:28,185 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=0.08ms, fps=4007 images/s, loss=0.1298, top1-acc=96.38%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:28.185889, cost_time=0:00:12.602712 2021-04-10 01:56:28,563 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=6.36ms, fps=6811 images/s, loss=1.7893, top1-acc=65.55%, top5-acc=85.82%, remaining_time=0:00:01.127580, arrival_time=2021-04-10 01:56:29.690521, cost_time=0:00:00.375859 2021-04-10 01:56:28,823 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=0.51ms, fps=9853 images/s, loss=1.8025, top1-acc=65.86%, top5-acc=85.66%, remaining_time=0:00:00.636440, arrival_time=2021-04-10 01:56:29.459855, cost_time=0:00:00.636435 2021-04-10 01:56:29,103 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=20.86ms, fps=9170 images/s, loss=1.8066, top1-acc=66.07%, top5-acc=85.82%, remaining_time=0:00:00.305370, arrival_time=2021-04-10 01:56:29.408449, cost_time=0:00:00.916113 2021-04-10 01:56:29,350 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=0.08ms, fps=9383 images/s, loss=1.7944, top1-acc=65.60%, top5-acc=85.75%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:29.350744, cost_time=0:00:01.163837 2021-04-10 01:56:29,849 INFO : Epoch=0144 complete, best val top1-acc=66.22%, top5-acc=86.37% (epoch=139), remaining_time=0:13:18.749616, arrival_time=2021-04-10 02:09:48.598798, cost_time=0:34:13.927564 2021-04-10 01:56:29,849 INFO : Train start, epoch=0145, lr=0.018129 2021-04-10 01:56:30,676 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=0.26ms, fps=3097 images/s, loss=0.1147, top1-acc=97.11%, top5-acc=99.80%, remaining_time=0:00:15.374760, arrival_time=2021-04-10 01:56:46.051188, cost_time=0:00:00.826597 2021-04-10 01:56:31,303 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.84ms, fps=4120 images/s, loss=0.1057, top1-acc=97.34%, top5-acc=99.84%, remaining_time=0:00:12.792208, arrival_time=2021-04-10 01:56:44.095792, cost_time=0:00:01.453657 2021-04-10 01:56:31,932 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=2.24ms, fps=4072 images/s, loss=0.1050, top1-acc=97.16%, top5-acc=99.82%, remaining_time=0:00:11.525546, arrival_time=2021-04-10 01:56:43.458406, cost_time=0:00:02.082942 2021-04-10 01:56:32,557 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.49ms, fps=4101 images/s, loss=0.1011, top1-acc=97.27%, top5-acc=99.84%, remaining_time=0:00:10.560576, arrival_time=2021-04-10 01:56:43.118326, cost_time=0:00:02.707839 2021-04-10 01:56:33,189 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=2.12ms, fps=4059 images/s, loss=0.1030, top1-acc=97.20%, top5-acc=99.86%, remaining_time=0:00:09.750318, arrival_time=2021-04-10 01:56:42.939311, cost_time=0:00:03.339156 2021-04-10 01:56:33,819 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=2.44ms, fps=4062 images/s, loss=0.1043, top1-acc=97.07%, top5-acc=99.87%, remaining_time=0:00:08.998032, arrival_time=2021-04-10 01:56:42.817831, cost_time=0:00:03.969739 2021-04-10 01:56:34,448 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=1.61ms, fps=4076 images/s, loss=0.1076, top1-acc=97.01%, top5-acc=99.87%, remaining_time=0:00:08.278074, arrival_time=2021-04-10 01:56:42.726867, cost_time=0:00:04.598896 2021-04-10 01:56:35,075 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=1.85ms, fps=4089 images/s, loss=0.1070, top1-acc=97.02%, top5-acc=99.86%, remaining_time=0:00:07.577004, arrival_time=2021-04-10 01:56:42.652558, cost_time=0:00:05.225552 2021-04-10 01:56:35,697 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.94ms, fps=4121 images/s, loss=0.1096, top1-acc=96.93%, top5-acc=99.86%, remaining_time=0:00:06.887138, arrival_time=2021-04-10 01:56:42.584580, cost_time=0:00:05.847609 2021-04-10 01:56:36,320 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=1.45ms, fps=4115 images/s, loss=0.1123, top1-acc=96.84%, top5-acc=99.84%, remaining_time=0:00:06.211296, arrival_time=2021-04-10 01:56:42.531586, cost_time=0:00:06.470143 2021-04-10 01:56:36,951 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=2.18ms, fps=4059 images/s, loss=0.1126, top1-acc=96.83%, top5-acc=99.84%, remaining_time=0:00:05.552504, arrival_time=2021-04-10 01:56:42.504419, cost_time=0:00:07.102066 2021-04-10 01:56:37,573 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=1.58ms, fps=4122 images/s, loss=0.1134, top1-acc=96.81%, top5-acc=99.85%, remaining_time=0:00:04.891512, arrival_time=2021-04-10 01:56:42.464847, cost_time=0:00:07.723500 2021-04-10 01:56:38,207 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=2.89ms, fps=4039 images/s, loss=0.1134, top1-acc=96.82%, top5-acc=99.85%, remaining_time=0:00:04.243140, arrival_time=2021-04-10 01:56:42.450927, cost_time=0:00:08.357728 2021-04-10 01:56:38,851 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=2.79ms, fps=3982 images/s, loss=0.1142, top1-acc=96.80%, top5-acc=99.85%, remaining_time=0:00:03.600632, arrival_time=2021-04-10 01:56:42.452135, cost_time=0:00:09.001587 2021-04-10 01:56:39,487 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=1.67ms, fps=4031 images/s, loss=0.1155, top1-acc=96.77%, top5-acc=99.83%, remaining_time=0:00:02.955500, arrival_time=2021-04-10 01:56:42.442890, cost_time=0:00:09.637471 2021-04-10 01:56:40,123 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=1.62ms, fps=4027 images/s, loss=0.1177, top1-acc=96.71%, top5-acc=99.82%, remaining_time=0:00:02.311596, arrival_time=2021-04-10 01:56:42.435237, cost_time=0:00:10.273791 2021-04-10 01:56:40,758 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=1.58ms, fps=4039 images/s, loss=0.1184, top1-acc=96.70%, top5-acc=99.82%, remaining_time=0:00:01.668290, arrival_time=2021-04-10 01:56:42.426241, cost_time=0:00:10.908078 2021-04-10 01:56:41,387 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=2.25ms, fps=4071 images/s, loss=0.1189, top1-acc=96.67%, top5-acc=99.83%, remaining_time=0:00:01.025552, arrival_time=2021-04-10 01:56:42.413015, cost_time=0:00:11.537463 2021-04-10 01:56:42,013 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.62ms, fps=4092 images/s, loss=0.1187, top1-acc=96.68%, top5-acc=99.83%, remaining_time=0:00:00.384126, arrival_time=2021-04-10 01:56:42.397986, cost_time=0:00:12.163972 2021-04-10 01:56:42,358 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=0.12ms, fps=3954 images/s, loss=0.1190, top1-acc=96.67%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:42.358483, cost_time=0:00:12.508531 2021-04-10 01:56:42,702 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=13.03ms, fps=7466 images/s, loss=1.7511, top1-acc=67.73%, top5-acc=87.23%, remaining_time=0:00:01.028550, arrival_time=2021-04-10 01:56:43.731168, cost_time=0:00:00.342848 2021-04-10 01:56:42,981 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=29.37ms, fps=9205 images/s, loss=1.7601, top1-acc=66.35%, top5-acc=86.54%, remaining_time=0:00:00.621460, arrival_time=2021-04-10 01:56:43.602665, cost_time=0:00:00.621467 2021-04-10 01:56:43,224 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=0.42ms, fps=10559 images/s, loss=1.8034, top1-acc=65.78%, top5-acc=86.59%, remaining_time=0:00:00.288100, arrival_time=2021-04-10 01:56:43.512196, cost_time=0:00:00.864292 2021-04-10 01:56:43,453 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=0.12ms, fps=10136 images/s, loss=1.7964, top1-acc=65.67%, top5-acc=86.49%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:43.453530, cost_time=0:00:01.093808 2021-04-10 01:56:44,084 INFO : Epoch=0145 complete, best val top1-acc=66.22%, top5-acc=86.37% (epoch=139), remaining_time=0:13:04.475340, arrival_time=2021-04-10 02:09:48.559254, cost_time=0:34:28.162250 2021-04-10 01:56:44,084 INFO : Train start, epoch=0146, lr=0.017528 2021-04-10 01:56:44,906 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=1.60ms, fps=3116 images/s, loss=0.1093, top1-acc=96.91%, top5-acc=99.92%, remaining_time=0:00:15.279528, arrival_time=2021-04-10 01:57:00.186066, cost_time=0:00:00.821475 2021-04-10 01:56:45,533 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=1.96ms, fps=4087 images/s, loss=0.1110, top1-acc=96.87%, top5-acc=99.90%, remaining_time=0:00:12.748736, arrival_time=2021-04-10 01:56:58.282374, cost_time=0:00:01.448716 2021-04-10 01:56:46,154 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.58ms, fps=4129 images/s, loss=0.1138, top1-acc=96.85%, top5-acc=99.86%, remaining_time=0:00:11.449186, arrival_time=2021-04-10 01:56:57.603364, cost_time=0:00:02.069120 2021-04-10 01:56:46,783 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=2.49ms, fps=4070 images/s, loss=0.1071, top1-acc=97.00%, top5-acc=99.86%, remaining_time=0:00:10.525476, arrival_time=2021-04-10 01:56:57.309347, cost_time=0:00:02.698826 2021-04-10 01:56:47,419 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=1.96ms, fps=4029 images/s, loss=0.1050, top1-acc=97.00%, top5-acc=99.85%, remaining_time=0:00:09.737616, arrival_time=2021-04-10 01:56:57.157455, cost_time=0:00:03.334823 2021-04-10 01:56:48,056 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=1.98ms, fps=4025 images/s, loss=0.1027, top1-acc=97.10%, top5-acc=99.87%, remaining_time=0:00:09.002112, arrival_time=2021-04-10 01:56:57.058641, cost_time=0:00:03.971496 2021-04-10 01:56:48,687 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=1.85ms, fps=4063 images/s, loss=0.1031, top1-acc=97.09%, top5-acc=99.87%, remaining_time=0:00:08.284122, arrival_time=2021-04-10 01:56:56.971396, cost_time=0:00:04.602270 2021-04-10 01:56:49,317 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=1.68ms, fps=4069 images/s, loss=0.1031, top1-acc=97.06%, top5-acc=99.86%, remaining_time=0:00:07.586400, arrival_time=2021-04-10 01:56:56.903419, cost_time=0:00:05.232009 2021-04-10 01:56:49,950 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=2.24ms, fps=4045 images/s, loss=0.1055, top1-acc=97.02%, top5-acc=99.85%, remaining_time=0:00:06.908232, arrival_time=2021-04-10 01:56:56.858719, cost_time=0:00:05.865458 2021-04-10 01:56:50,589 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=2.57ms, fps=4011 images/s, loss=0.1059, top1-acc=97.03%, top5-acc=99.84%, remaining_time=0:00:06.244128, arrival_time=2021-04-10 01:56:56.833388, cost_time=0:00:06.504294 2021-04-10 01:56:51,219 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=2.31ms, fps=4069 images/s, loss=0.1076, top1-acc=96.99%, top5-acc=99.84%, remaining_time=0:00:05.577530, arrival_time=2021-04-10 01:56:56.796653, cost_time=0:00:07.134033 2021-04-10 01:56:51,846 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=1.45ms, fps=4087 images/s, loss=0.1070, top1-acc=97.01%, top5-acc=99.84%, remaining_time=0:00:04.915452, arrival_time=2021-04-10 01:56:56.761671, cost_time=0:00:07.761216 2021-04-10 01:56:52,471 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.59ms, fps=4099 images/s, loss=0.1073, top1-acc=96.99%, top5-acc=99.84%, remaining_time=0:00:04.257660, arrival_time=2021-04-10 01:56:56.728941, cost_time=0:00:08.386324 2021-04-10 01:56:53,097 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=1.44ms, fps=4088 images/s, loss=0.1081, top1-acc=96.96%, top5-acc=99.84%, remaining_time=0:00:03.605168, arrival_time=2021-04-10 01:56:56.703092, cost_time=0:00:09.012983 2021-04-10 01:56:53,725 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=2.15ms, fps=4085 images/s, loss=0.1092, top1-acc=96.90%, top5-acc=99.84%, remaining_time=0:00:02.956282, arrival_time=2021-04-10 01:56:56.681331, cost_time=0:00:09.639987 2021-04-10 01:56:54,361 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.74ms, fps=4027 images/s, loss=0.1087, top1-acc=96.90%, top5-acc=99.84%, remaining_time=0:00:02.312208, arrival_time=2021-04-10 01:56:56.673551, cost_time=0:00:10.276418 2021-04-10 01:56:54,981 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=2.19ms, fps=4130 images/s, loss=0.1090, top1-acc=96.89%, top5-acc=99.84%, remaining_time=0:00:01.666548, arrival_time=2021-04-10 01:56:56.648277, cost_time=0:00:10.896706 2021-04-10 01:56:55,602 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=2.18ms, fps=4127 images/s, loss=0.1101, top1-acc=96.84%, top5-acc=99.84%, remaining_time=0:00:01.023792, arrival_time=2021-04-10 01:56:56.626355, cost_time=0:00:11.517571 2021-04-10 01:56:56,226 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.27ms, fps=4108 images/s, loss=0.1105, top1-acc=96.83%, top5-acc=99.85%, remaining_time=0:00:00.383412, arrival_time=2021-04-10 01:56:56.609687, cost_time=0:00:12.141310 2021-04-10 01:56:56,567 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=0.07ms, fps=3995 images/s, loss=0.1097, top1-acc=96.86%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:56.567155, cost_time=0:00:12.482226 2021-04-10 01:56:56,929 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=2.38ms, fps=7089 images/s, loss=1.7820, top1-acc=65.51%, top5-acc=86.76%, remaining_time=0:00:01.083360, arrival_time=2021-04-10 01:56:58.012669, cost_time=0:00:00.361122 2021-04-10 01:56:57,170 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=1.94ms, fps=10643 images/s, loss=1.7025, top1-acc=66.86%, top5-acc=86.60%, remaining_time=0:00:00.602180, arrival_time=2021-04-10 01:56:57.772542, cost_time=0:00:00.602180 2021-04-10 01:56:57,421 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=4.85ms, fps=10204 images/s, loss=1.7357, top1-acc=66.30%, top5-acc=86.51%, remaining_time=0:00:00.284510, arrival_time=2021-04-10 01:56:57.706347, cost_time=0:00:00.853521 2021-04-10 01:56:57,643 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=0.08ms, fps=10517 images/s, loss=1.7193, top1-acc=66.49%, top5-acc=86.55%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:57.643075, cost_time=0:00:01.074973 2021-04-10 01:56:58,711 INFO : Epoch=0146 complete, best val top1-acc=66.49%, top5-acc=86.55% (epoch=146), remaining_time=0:12:50.347044, arrival_time=2021-04-10 02:09:49.058813, cost_time=0:34:42.790084 2021-04-10 01:56:58,712 INFO : Train start, epoch=0147, lr=0.016934 2021-04-10 01:56:59,565 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=0.24ms, fps=3002 images/s, loss=0.1035, top1-acc=97.38%, top5-acc=99.84%, remaining_time=0:00:15.859662, arrival_time=2021-04-10 01:57:15.425163, cost_time=0:00:00.852666 2021-04-10 01:57:00,191 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=2.08ms, fps=4096 images/s, loss=0.1112, top1-acc=97.13%, top5-acc=99.84%, remaining_time=0:00:13.006752, arrival_time=2021-04-10 01:57:13.197771, cost_time=0:00:01.478036 2021-04-10 01:57:00,814 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=7.77ms, fps=4111 images/s, loss=0.1035, top1-acc=97.41%, top5-acc=99.86%, remaining_time=0:00:11.629130, arrival_time=2021-04-10 01:57:12.443602, cost_time=0:00:02.101644 2021-04-10 01:57:01,451 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=1.88ms, fps=4027 images/s, loss=0.1021, top1-acc=97.35%, top5-acc=99.87%, remaining_time=0:00:10.677264, arrival_time=2021-04-10 01:57:12.128778, cost_time=0:00:02.737764 2021-04-10 01:57:02,099 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=2.19ms, fps=3959 images/s, loss=0.1022, top1-acc=97.37%, top5-acc=99.87%, remaining_time=0:00:09.887412, arrival_time=2021-04-10 01:57:11.986413, cost_time=0:00:03.386084 2021-04-10 01:57:02,770 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=2.96ms, fps=3818 images/s, loss=0.0994, top1-acc=97.41%, top5-acc=99.89%, remaining_time=0:00:09.196320, arrival_time=2021-04-10 01:57:11.966680, cost_time=0:00:04.057225 2021-04-10 01:57:03,424 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=1.78ms, fps=3919 images/s, loss=0.1003, top1-acc=97.34%, top5-acc=99.89%, remaining_time=0:00:08.481060, arrival_time=2021-04-10 01:57:11.905713, cost_time=0:00:04.711695 2021-04-10 01:57:04,056 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=1.54ms, fps=4058 images/s, loss=0.0987, top1-acc=97.36%, top5-acc=99.88%, remaining_time=0:00:07.747872, arrival_time=2021-04-10 01:57:11.804067, cost_time=0:00:05.343357 2021-04-10 01:57:04,693 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=1.98ms, fps=4023 images/s, loss=0.0986, top1-acc=97.33%, top5-acc=99.89%, remaining_time=0:00:07.043276, arrival_time=2021-04-10 01:57:11.736384, cost_time=0:00:05.980098 2021-04-10 01:57:05,327 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=3.39ms, fps=4040 images/s, loss=0.0992, top1-acc=97.30%, top5-acc=99.89%, remaining_time=0:00:06.350112, arrival_time=2021-04-10 01:57:11.677643, cost_time=0:00:06.614699 2021-04-10 01:57:05,959 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=2.55ms, fps=4057 images/s, loss=0.0998, top1-acc=97.24%, top5-acc=99.89%, remaining_time=0:00:05.665078, arrival_time=2021-04-10 01:57:11.624053, cost_time=0:00:07.246055 2021-04-10 01:57:06,589 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=1.53ms, fps=4065 images/s, loss=0.1004, top1-acc=97.22%, top5-acc=99.89%, remaining_time=0:00:04.988412, arrival_time=2021-04-10 01:57:11.577726, cost_time=0:00:07.876405 2021-04-10 01:57:07,224 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=1.61ms, fps=4034 images/s, loss=0.1015, top1-acc=97.18%, top5-acc=99.88%, remaining_time=0:00:04.321284, arrival_time=2021-04-10 01:57:11.545862, cost_time=0:00:08.511639 2021-04-10 01:57:07,849 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=2.61ms, fps=4103 images/s, loss=0.1008, top1-acc=97.19%, top5-acc=99.87%, remaining_time=0:00:03.654504, arrival_time=2021-04-10 01:57:11.503641, cost_time=0:00:09.136251 2021-04-10 01:57:08,478 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=2.07ms, fps=4072 images/s, loss=0.1000, top1-acc=97.22%, top5-acc=99.88%, remaining_time=0:00:02.994784, arrival_time=2021-04-10 01:57:11.473284, cost_time=0:00:09.765561 2021-04-10 01:57:09,105 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=2.24ms, fps=4090 images/s, loss=0.1010, top1-acc=97.17%, top5-acc=99.87%, remaining_time=0:00:02.338236, arrival_time=2021-04-10 01:57:11.443344, cost_time=0:00:10.392198 2021-04-10 01:57:09,748 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=2.68ms, fps=3983 images/s, loss=0.1007, top1-acc=97.18%, top5-acc=99.88%, remaining_time=0:00:01.687790, arrival_time=2021-04-10 01:57:11.436189, cost_time=0:00:11.035563 2021-04-10 01:57:10,375 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=2.14ms, fps=4089 images/s, loss=0.1013, top1-acc=97.16%, top5-acc=99.87%, remaining_time=0:00:01.036624, arrival_time=2021-04-10 01:57:11.411814, cost_time=0:00:11.662075 2021-04-10 01:57:11,009 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=2.22ms, fps=4040 images/s, loss=0.1016, top1-acc=97.14%, top5-acc=99.87%, remaining_time=0:00:00.388320, arrival_time=2021-04-10 01:57:11.398105, cost_time=0:00:12.296895 2021-04-10 01:57:11,350 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=0.08ms, fps=3995 images/s, loss=0.1007, top1-acc=97.16%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:11.350694, cost_time=0:00:12.637875 2021-04-10 01:57:11,733 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=0.30ms, fps=6707 images/s, loss=1.7432, top1-acc=66.95%, top5-acc=86.95%, remaining_time=0:00:01.145100, arrival_time=2021-04-10 01:57:12.878461, cost_time=0:00:00.381698 2021-04-10 01:57:11,990 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=0.43ms, fps=9993 images/s, loss=1.7696, top1-acc=65.98%, top5-acc=86.95%, remaining_time=0:00:00.638360, arrival_time=2021-04-10 01:57:12.628381, cost_time=0:00:00.638357 2021-04-10 01:57:12,254 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=0.37ms, fps=9712 images/s, loss=1.7620, top1-acc=66.60%, top5-acc=86.98%, remaining_time=0:00:00.300810, arrival_time=2021-04-10 01:57:12.555008, cost_time=0:00:00.902429 2021-04-10 01:57:12,498 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=0.11ms, fps=9514 images/s, loss=1.7842, top1-acc=66.74%, top5-acc=86.77%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:12.498722, cost_time=0:00:01.147100 2021-04-10 01:57:13,491 INFO : Epoch=0147 complete, best val top1-acc=66.74%, top5-acc=86.77% (epoch=147), remaining_time=0:12:36.266752, arrival_time=2021-04-10 02:09:49.758390, cost_time=0:34:57.569993 2021-04-10 01:57:13,492 INFO : Train start, epoch=0148, lr=0.016349 2021-04-10 01:57:14,364 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=0.33ms, fps=2937 images/s, loss=0.0824, top1-acc=97.62%, top5-acc=99.88%, remaining_time=0:00:16.212318, arrival_time=2021-04-10 01:57:30.576301, cost_time=0:00:00.871630 2021-04-10 01:57:14,995 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=1.98ms, fps=4056 images/s, loss=0.0790, top1-acc=97.77%, top5-acc=99.90%, remaining_time=0:00:13.228336, arrival_time=2021-04-10 01:57:28.224072, cost_time=0:00:01.503220 2021-04-10 01:57:15,623 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=1.96ms, fps=4086 images/s, loss=0.0762, top1-acc=97.81%, top5-acc=99.93%, remaining_time=0:00:11.788988, arrival_time=2021-04-10 01:57:27.412180, cost_time=0:00:02.130553 2021-04-10 01:57:16,257 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=5.61ms, fps=4042 images/s, loss=0.0793, top1-acc=97.73%, top5-acc=99.93%, remaining_time=0:00:10.783500, arrival_time=2021-04-10 01:57:27.040870, cost_time=0:00:02.765017 2021-04-10 01:57:16,893 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=2.80ms, fps=4028 images/s, loss=0.0811, top1-acc=97.75%, top5-acc=99.93%, remaining_time=0:00:09.931066, arrival_time=2021-04-10 01:57:26.824619, cost_time=0:00:03.401056 2021-04-10 01:57:17,519 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=1.61ms, fps=4095 images/s, loss=0.0808, top1-acc=97.76%, top5-acc=99.93%, remaining_time=0:00:09.127912, arrival_time=2021-04-10 01:57:26.647318, cost_time=0:00:04.027010 2021-04-10 01:57:18,168 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=1.47ms, fps=3945 images/s, loss=0.0803, top1-acc=97.81%, top5-acc=99.94%, remaining_time=0:00:08.417682, arrival_time=2021-04-10 01:57:26.586595, cost_time=0:00:04.676519 2021-04-10 01:57:18,797 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=1.50ms, fps=4076 images/s, loss=0.0786, top1-acc=97.83%, top5-acc=99.95%, remaining_time=0:00:07.692540, arrival_time=2021-04-10 01:57:26.490230, cost_time=0:00:05.305194 2021-04-10 01:57:19,436 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=2.92ms, fps=4016 images/s, loss=0.0795, top1-acc=97.81%, top5-acc=99.94%, remaining_time=0:00:07.000028, arrival_time=2021-04-10 01:57:26.435977, cost_time=0:00:05.943453 2021-04-10 01:57:20,070 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=1.83ms, fps=4039 images/s, loss=0.0807, top1-acc=97.82%, top5-acc=99.93%, remaining_time=0:00:06.314976, arrival_time=2021-04-10 01:57:26.385424, cost_time=0:00:06.578079 2021-04-10 01:57:20,694 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=1.48ms, fps=4106 images/s, loss=0.0816, top1-acc=97.79%, top5-acc=99.93%, remaining_time=0:00:05.630678, arrival_time=2021-04-10 01:57:26.325202, cost_time=0:00:07.202011 2021-04-10 01:57:21,322 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=1.52ms, fps=4083 images/s, loss=0.0812, top1-acc=97.78%, top5-acc=99.92%, remaining_time=0:00:04.958924, arrival_time=2021-04-10 01:57:26.281203, cost_time=0:00:07.829919 2021-04-10 01:57:21,951 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=1.91ms, fps=4071 images/s, loss=0.0828, top1-acc=97.73%, top5-acc=99.92%, remaining_time=0:00:04.294686, arrival_time=2021-04-10 01:57:26.246275, cost_time=0:00:08.459193 2021-04-10 01:57:22,600 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=2.85ms, fps=3949 images/s, loss=0.0840, top1-acc=97.70%, top5-acc=99.92%, remaining_time=0:00:03.643248, arrival_time=2021-04-10 01:57:26.243901, cost_time=0:00:09.108112 2021-04-10 01:57:23,242 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.80ms, fps=3991 images/s, loss=0.0854, top1-acc=97.65%, top5-acc=99.91%, remaining_time=0:00:02.990184, arrival_time=2021-04-10 01:57:26.233071, cost_time=0:00:09.750548 2021-04-10 01:57:23,876 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=2.22ms, fps=4044 images/s, loss=0.0873, top1-acc=97.60%, top5-acc=99.91%, remaining_time=0:00:02.336400, arrival_time=2021-04-10 01:57:26.212956, cost_time=0:00:10.384029 2021-04-10 01:57:24,509 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=1.89ms, fps=4049 images/s, loss=0.0875, top1-acc=97.59%, top5-acc=99.91%, remaining_time=0:00:01.684982, arrival_time=2021-04-10 01:57:26.194587, cost_time=0:00:11.017240 2021-04-10 01:57:25,144 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=2.12ms, fps=4043 images/s, loss=0.0892, top1-acc=97.54%, top5-acc=99.90%, remaining_time=0:00:01.035648, arrival_time=2021-04-10 01:57:26.180014, cost_time=0:00:11.651001 2021-04-10 01:57:25,793 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.63ms, fps=3948 images/s, loss=0.0899, top1-acc=97.52%, top5-acc=99.90%, remaining_time=0:00:00.388458, arrival_time=2021-04-10 01:57:26.181992, cost_time=0:00:12.301153 2021-04-10 01:57:26,136 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=0.10ms, fps=3968 images/s, loss=0.0904, top1-acc=97.52%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:26.136898, cost_time=0:00:12.644470 2021-04-10 01:57:26,477 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=7.51ms, fps=7548 images/s, loss=1.8370, top1-acc=65.82%, top5-acc=85.04%, remaining_time=0:00:01.017330, arrival_time=2021-04-10 01:57:27.494527, cost_time=0:00:00.339109 2021-04-10 01:57:26,723 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=0.43ms, fps=10414 images/s, loss=1.8618, top1-acc=65.23%, top5-acc=84.80%, remaining_time=0:00:00.585440, arrival_time=2021-04-10 01:57:27.308993, cost_time=0:00:00.585433 2021-04-10 01:57:26,974 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=2.54ms, fps=10209 images/s, loss=1.8338, top1-acc=65.98%, top5-acc=85.33%, remaining_time=0:00:00.278920, arrival_time=2021-04-10 01:57:27.253763, cost_time=0:00:00.836774 2021-04-10 01:57:27,200 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=0.12ms, fps=10294 images/s, loss=1.8665, top1-acc=65.80%, top5-acc=85.46%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:27.200678, cost_time=0:00:01.062640 2021-04-10 01:57:27,705 INFO : Epoch=0148 complete, best val top1-acc=66.74%, top5-acc=86.77% (epoch=147), remaining_time=0:12:21.978068, arrival_time=2021-04-10 02:09:49.683403, cost_time=0:35:11.783728 2021-04-10 01:57:27,705 INFO : Train start, epoch=0149, lr=0.015773 2021-04-10 01:57:28,583 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=0.38ms, fps=2920 images/s, loss=0.0988, top1-acc=97.62%, top5-acc=99.69%, remaining_time=0:00:16.307178, arrival_time=2021-04-10 01:57:44.890088, cost_time=0:00:00.876729 2021-04-10 01:57:29,213 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=2.05ms, fps=4067 images/s, loss=0.1024, top1-acc=97.36%, top5-acc=99.71%, remaining_time=0:00:13.263360, arrival_time=2021-04-10 01:57:42.476531, cost_time=0:00:01.507191 2021-04-10 01:57:29,843 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=1.41ms, fps=4062 images/s, loss=0.0979, top1-acc=97.43%, top5-acc=99.77%, remaining_time=0:00:11.828994, arrival_time=2021-04-10 01:57:41.672834, cost_time=0:00:02.137778 2021-04-10 01:57:30,469 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=2.10ms, fps=4097 images/s, loss=0.0943, top1-acc=97.53%, top5-acc=99.80%, remaining_time=0:00:10.776792, arrival_time=2021-04-10 01:57:41.246124, cost_time=0:00:02.763286 2021-04-10 01:57:31,101 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=0.38ms, fps=4057 images/s, loss=0.0923, top1-acc=97.57%, top5-acc=99.84%, remaining_time=0:00:09.912962, arrival_time=2021-04-10 01:57:41.013903, cost_time=0:00:03.394865 2021-04-10 01:57:31,727 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=2.29ms, fps=4088 images/s, loss=0.0930, top1-acc=97.58%, top5-acc=99.85%, remaining_time=0:00:09.116080, arrival_time=2021-04-10 01:57:40.843925, cost_time=0:00:04.021770 2021-04-10 01:57:32,361 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=2.06ms, fps=4045 images/s, loss=0.0924, top1-acc=97.54%, top5-acc=99.85%, remaining_time=0:00:08.379504, arrival_time=2021-04-10 01:57:40.740943, cost_time=0:00:04.655286 2021-04-10 01:57:32,990 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.64ms, fps=4074 images/s, loss=0.0927, top1-acc=97.51%, top5-acc=99.85%, remaining_time=0:00:07.662612, arrival_time=2021-04-10 01:57:40.653199, cost_time=0:00:05.284556 2021-04-10 01:57:33,623 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=1.89ms, fps=4050 images/s, loss=0.0929, top1-acc=97.45%, top5-acc=99.85%, remaining_time=0:00:06.969288, arrival_time=2021-04-10 01:57:40.592709, cost_time=0:00:05.917275 2021-04-10 01:57:34,258 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=3.19ms, fps=4039 images/s, loss=0.0955, top1-acc=97.39%, top5-acc=99.85%, remaining_time=0:00:06.289824, arrival_time=2021-04-10 01:57:40.547962, cost_time=0:00:06.551943 2021-04-10 01:57:34,889 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=2.25ms, fps=4061 images/s, loss=0.0946, top1-acc=97.44%, top5-acc=99.85%, remaining_time=0:00:05.616144, arrival_time=2021-04-10 01:57:40.505600, cost_time=0:00:07.183467 2021-04-10 01:57:35,521 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=2.16ms, fps=4055 images/s, loss=0.0947, top1-acc=97.44%, top5-acc=99.86%, remaining_time=0:00:04.949652, arrival_time=2021-04-10 01:57:40.470996, cost_time=0:00:07.815186 2021-04-10 01:57:36,148 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=3.73ms, fps=4090 images/s, loss=0.0941, top1-acc=97.46%, top5-acc=99.86%, remaining_time=0:00:04.285908, arrival_time=2021-04-10 01:57:40.433939, cost_time=0:00:08.441984 2021-04-10 01:57:36,775 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=1.59ms, fps=4088 images/s, loss=0.0942, top1-acc=97.42%, top5-acc=99.87%, remaining_time=0:00:03.627512, arrival_time=2021-04-10 01:57:40.402509, cost_time=0:00:09.068828 2021-04-10 01:57:37,401 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=2.03ms, fps=4089 images/s, loss=0.0938, top1-acc=97.42%, top5-acc=99.86%, remaining_time=0:00:02.973348, arrival_time=2021-04-10 01:57:40.375061, cost_time=0:00:09.695681 2021-04-10 01:57:38,030 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=2.74ms, fps=4072 images/s, loss=0.0922, top1-acc=97.49%, top5-acc=99.87%, remaining_time=0:00:02.323080, arrival_time=2021-04-10 01:57:40.353946, cost_time=0:00:10.324877 2021-04-10 01:57:38,653 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.86ms, fps=4111 images/s, loss=0.0913, top1-acc=97.51%, top5-acc=99.87%, remaining_time=0:00:01.674400, arrival_time=2021-04-10 01:57:40.328322, cost_time=0:00:10.947939 2021-04-10 01:57:39,278 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=1.74ms, fps=4101 images/s, loss=0.0912, top1-acc=97.52%, top5-acc=99.87%, remaining_time=0:00:01.028672, arrival_time=2021-04-10 01:57:40.307269, cost_time=0:00:11.572524 2021-04-10 01:57:39,911 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=1.57ms, fps=4048 images/s, loss=0.0905, top1-acc=97.54%, top5-acc=99.87%, remaining_time=0:00:00.385440, arrival_time=2021-04-10 01:57:40.297007, cost_time=0:00:12.205546 2021-04-10 01:57:40,265 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=0.14ms, fps=3848 images/s, loss=0.0902, top1-acc=97.54%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:40.265559, cost_time=0:00:12.559507 2021-04-10 01:57:40,639 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=0.42ms, fps=6883 images/s, loss=1.6857, top1-acc=68.16%, top5-acc=87.30%, remaining_time=0:00:01.115640, arrival_time=2021-04-10 01:57:41.754857, cost_time=0:00:00.371876 2021-04-10 01:57:40,901 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=2.77ms, fps=9764 images/s, loss=1.7426, top1-acc=67.70%, top5-acc=86.97%, remaining_time=0:00:00.634600, arrival_time=2021-04-10 01:57:41.536518, cost_time=0:00:00.634606 2021-04-10 01:57:41,150 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=0.44ms, fps=10306 images/s, loss=1.7473, top1-acc=67.42%, top5-acc=86.85%, remaining_time=0:00:00.294490, arrival_time=2021-04-10 01:57:41.445326, cost_time=0:00:00.883472 2021-04-10 01:57:41,381 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.14ms, fps=10099 images/s, loss=1.7796, top1-acc=67.10%, top5-acc=86.62%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:41.381095, cost_time=0:00:01.113777 2021-04-10 01:57:42,615 INFO : Epoch=0149 complete, best val top1-acc=67.10%, top5-acc=86.62% (epoch=149), remaining_time=0:12:07.928610, arrival_time=2021-04-10 02:09:50.543759, cost_time=0:35:26.693407 2021-04-10 01:57:42,616 INFO : Train start, epoch=0150, lr=0.015204 2021-04-10 01:57:43,443 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=2.43ms, fps=3098 images/s, loss=0.0723, top1-acc=98.09%, top5-acc=100.00%, remaining_time=0:00:15.371226, arrival_time=2021-04-10 01:57:58.814196, cost_time=0:00:00.826410 2021-04-10 01:57:44,073 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=1.71ms, fps=4067 images/s, loss=0.0691, top1-acc=98.03%, top5-acc=100.00%, remaining_time=0:00:12.816496, arrival_time=2021-04-10 01:57:56.889511, cost_time=0:00:01.456429 2021-04-10 01:57:44,711 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=3.74ms, fps=4014 images/s, loss=0.0712, top1-acc=98.05%, top5-acc=99.97%, remaining_time=0:00:11.591116, arrival_time=2021-04-10 01:57:56.302490, cost_time=0:00:02.094787 2021-04-10 01:57:45,335 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=1.54ms, fps=4104 images/s, loss=0.0677, top1-acc=98.09%, top5-acc=99.98%, remaining_time=0:00:10.604724, arrival_time=2021-04-10 01:57:55.940473, cost_time=0:00:02.719162 2021-04-10 01:57:45,961 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=1.94ms, fps=4097 images/s, loss=0.0687, top1-acc=98.07%, top5-acc=99.95%, remaining_time=0:00:09.766524, arrival_time=2021-04-10 01:57:55.727827, cost_time=0:00:03.344723 2021-04-10 01:57:46,577 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=1.55ms, fps=4156 images/s, loss=0.0683, top1-acc=98.10%, top5-acc=99.94%, remaining_time=0:00:08.978856, arrival_time=2021-04-10 01:57:55.556605, cost_time=0:00:03.961246 2021-04-10 01:57:47,217 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=4.01ms, fps=4009 images/s, loss=0.0680, top1-acc=98.12%, top5-acc=99.95%, remaining_time=0:00:08.280468, arrival_time=2021-04-10 01:57:55.497403, cost_time=0:00:04.600265 2021-04-10 01:57:47,851 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=2.02ms, fps=4038 images/s, loss=0.0680, top1-acc=98.10%, top5-acc=99.95%, remaining_time=0:00:07.590808, arrival_time=2021-04-10 01:57:55.442416, cost_time=0:00:05.235031 2021-04-10 01:57:48,512 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=2.18ms, fps=3881 images/s, loss=0.0683, top1-acc=98.10%, top5-acc=99.95%, remaining_time=0:00:06.943318, arrival_time=2021-04-10 01:57:55.455269, cost_time=0:00:05.895300 2021-04-10 01:57:49,143 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=1.89ms, fps=4057 images/s, loss=0.0688, top1-acc=98.08%, top5-acc=99.95%, remaining_time=0:00:06.266016, arrival_time=2021-04-10 01:57:55.409688, cost_time=0:00:06.527098 2021-04-10 01:57:49,779 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=1.98ms, fps=4030 images/s, loss=0.0694, top1-acc=98.05%, top5-acc=99.95%, remaining_time=0:00:05.600062, arrival_time=2021-04-10 01:57:55.379769, cost_time=0:00:07.162911 2021-04-10 01:57:50,416 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=1.82ms, fps=4028 images/s, loss=0.0702, top1-acc=98.03%, top5-acc=99.95%, remaining_time=0:00:04.939772, arrival_time=2021-04-10 01:57:55.355920, cost_time=0:00:07.799583 2021-04-10 01:57:51,052 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=1.69ms, fps=4026 images/s, loss=0.0705, top1-acc=98.01%, top5-acc=99.95%, remaining_time=0:00:04.282938, arrival_time=2021-04-10 01:57:55.335783, cost_time=0:00:08.436095 2021-04-10 01:57:51,692 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=2.06ms, fps=4007 images/s, loss=0.0716, top1-acc=97.97%, top5-acc=99.94%, remaining_time=0:00:03.630368, arrival_time=2021-04-10 01:57:55.322909, cost_time=0:00:09.075953 2021-04-10 01:57:52,317 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=1.49ms, fps=4102 images/s, loss=0.0720, top1-acc=97.95%, top5-acc=99.94%, remaining_time=0:00:02.974866, arrival_time=2021-04-10 01:57:55.292280, cost_time=0:00:09.700619 2021-04-10 01:57:52,949 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=1.59ms, fps=4057 images/s, loss=0.0729, top1-acc=97.94%, top5-acc=99.94%, remaining_time=0:00:02.324880, arrival_time=2021-04-10 01:57:55.274148, cost_time=0:00:10.332763 2021-04-10 01:57:53,570 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.71ms, fps=4128 images/s, loss=0.0744, top1-acc=97.91%, top5-acc=99.93%, remaining_time=0:00:01.675206, arrival_time=2021-04-10 01:57:55.245140, cost_time=0:00:10.953346 2021-04-10 01:57:54,201 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.53ms, fps=4056 images/s, loss=0.0757, top1-acc=97.88%, top5-acc=99.93%, remaining_time=0:00:01.029792, arrival_time=2021-04-10 01:57:55.231428, cost_time=0:00:11.585115 2021-04-10 01:57:54,833 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=3.62ms, fps=4053 images/s, loss=0.0765, top1-acc=97.86%, top5-acc=99.93%, remaining_time=0:00:00.385806, arrival_time=2021-04-10 01:57:55.219586, cost_time=0:00:12.217199 2021-04-10 01:57:55,175 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=0.10ms, fps=3987 images/s, loss=0.0775, top1-acc=97.83%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:55.175420, cost_time=0:00:12.558912 2021-04-10 01:57:55,518 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=2.35ms, fps=7477 images/s, loss=1.7513, top1-acc=67.03%, top5-acc=86.64%, remaining_time=0:00:01.026990, arrival_time=2021-04-10 01:57:56.545815, cost_time=0:00:00.342330 2021-04-10 01:57:55,774 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=2.44ms, fps=10151 images/s, loss=1.7932, top1-acc=66.72%, top5-acc=86.35%, remaining_time=0:00:00.598180, arrival_time=2021-04-10 01:57:56.372843, cost_time=0:00:00.598175 2021-04-10 01:57:56,033 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=0.36ms, fps=9922 images/s, loss=1.7884, top1-acc=66.74%, top5-acc=86.22%, remaining_time=0:00:00.285580, arrival_time=2021-04-10 01:57:56.318817, cost_time=0:00:00.856737 2021-04-10 01:57:56,275 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=0.07ms, fps=9578 images/s, loss=1.7592, top1-acc=66.63%, top5-acc=86.10%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:56.275938, cost_time=0:00:01.099557 2021-04-10 01:57:56,753 INFO : Epoch=0150 complete, best val top1-acc=67.10%, top5-acc=86.62% (epoch=149), remaining_time=0:11:53.610650, arrival_time=2021-04-10 02:09:50.364287, cost_time=0:35:40.831968 2021-04-10 01:57:56,754 INFO : Train start, epoch=0151, lr=0.014645 2021-04-10 01:57:57,599 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=0.40ms, fps=3030 images/s, loss=0.0823, top1-acc=97.85%, top5-acc=99.88%, remaining_time=0:00:15.715884, arrival_time=2021-04-10 01:58:13.315358, cost_time=0:00:00.844943 2021-04-10 01:57:58,230 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=2.28ms, fps=4060 images/s, loss=0.0852, top1-acc=97.66%, top5-acc=99.88%, remaining_time=0:00:12.991792, arrival_time=2021-04-10 01:58:11.222564, cost_time=0:00:01.476348 2021-04-10 01:57:58,861 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.64ms, fps=4067 images/s, loss=0.0872, top1-acc=97.64%, top5-acc=99.88%, remaining_time=0:00:11.658180, arrival_time=2021-04-10 01:58:10.519510, cost_time=0:00:02.106901 2021-04-10 01:57:59,500 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=2.24ms, fps=4011 images/s, loss=0.0848, top1-acc=97.70%, top5-acc=99.89%, remaining_time=0:00:10.708464, arrival_time=2021-04-10 01:58:10.208709, cost_time=0:00:02.745764 2021-04-10 01:58:00,125 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=1.77ms, fps=4100 images/s, loss=0.0841, top1-acc=97.73%, top5-acc=99.89%, remaining_time=0:00:09.843320, arrival_time=2021-04-10 01:58:09.968694, cost_time=0:00:03.371002 2021-04-10 01:58:00,765 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=1.94ms, fps=4002 images/s, loss=0.0816, top1-acc=97.82%, top5-acc=99.91%, remaining_time=0:00:09.092144, arrival_time=2021-04-10 01:58:09.857870, cost_time=0:00:04.011234 2021-04-10 01:58:01,405 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=2.72ms, fps=4009 images/s, loss=0.0829, top1-acc=97.75%, top5-acc=99.89%, remaining_time=0:00:08.371188, arrival_time=2021-04-10 01:58:09.776364, cost_time=0:00:04.650673 2021-04-10 01:58:02,030 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=2.16ms, fps=4101 images/s, loss=0.0827, top1-acc=97.75%, top5-acc=99.90%, remaining_time=0:00:07.649736, arrival_time=2021-04-10 01:58:09.679853, cost_time=0:00:05.275707 2021-04-10 01:58:02,663 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=1.63ms, fps=4044 images/s, loss=0.0827, top1-acc=97.76%, top5-acc=99.90%, remaining_time=0:00:06.959748, arrival_time=2021-04-10 01:58:09.623360, cost_time=0:00:05.909256 2021-04-10 01:58:03,306 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=2.53ms, fps=3987 images/s, loss=0.0830, top1-acc=97.75%, top5-acc=99.91%, remaining_time=0:00:06.289728, arrival_time=2021-04-10 01:58:09.596115, cost_time=0:00:06.551820 2021-04-10 01:58:03,939 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=1.94ms, fps=4052 images/s, loss=0.0819, top1-acc=97.77%, top5-acc=99.91%, remaining_time=0:00:05.617176, arrival_time=2021-04-10 01:58:09.556254, cost_time=0:00:07.184725 2021-04-10 01:58:04,565 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=1.71ms, fps=4092 images/s, loss=0.0815, top1-acc=97.80%, top5-acc=99.91%, remaining_time=0:00:04.946764, arrival_time=2021-04-10 01:58:09.512007, cost_time=0:00:07.810721 2021-04-10 01:58:05,203 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=2.24ms, fps=4013 images/s, loss=0.0806, top1-acc=97.83%, top5-acc=99.92%, remaining_time=0:00:04.289736, arrival_time=2021-04-10 01:58:09.493522, cost_time=0:00:08.449418 2021-04-10 01:58:05,832 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=2.25ms, fps=4078 images/s, loss=0.0809, top1-acc=97.83%, top5-acc=99.91%, remaining_time=0:00:03.631040, arrival_time=2021-04-10 01:58:09.463059, cost_time=0:00:09.077550 2021-04-10 01:58:06,456 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=1.51ms, fps=4101 images/s, loss=0.0809, top1-acc=97.83%, top5-acc=99.91%, remaining_time=0:00:02.975464, arrival_time=2021-04-10 01:58:09.432384, cost_time=0:00:09.702534 2021-04-10 01:58:07,101 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.83ms, fps=3974 images/s, loss=0.0799, top1-acc=97.85%, top5-acc=99.91%, remaining_time=0:00:02.328120, arrival_time=2021-04-10 01:58:09.429870, cost_time=0:00:10.347242 2021-04-10 01:58:07,733 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=1.83ms, fps=4056 images/s, loss=0.0790, top1-acc=97.86%, top5-acc=99.91%, remaining_time=0:00:01.679184, arrival_time=2021-04-10 01:58:09.412798, cost_time=0:00:10.979214 2021-04-10 01:58:08,361 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=1.91ms, fps=4080 images/s, loss=0.0787, top1-acc=97.86%, top5-acc=99.92%, remaining_time=0:00:01.031744, arrival_time=2021-04-10 01:58:09.393482, cost_time=0:00:11.607202 2021-04-10 01:58:08,995 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.32ms, fps=4043 images/s, loss=0.0782, top1-acc=97.88%, top5-acc=99.92%, remaining_time=0:00:00.386568, arrival_time=2021-04-10 01:58:09.382222, cost_time=0:00:12.241294 2021-04-10 01:58:09,335 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=0.08ms, fps=4011 images/s, loss=0.0780, top1-acc=97.88%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:09.335150, cost_time=0:00:12.580815 2021-04-10 01:58:09,675 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=3.13ms, fps=7534 images/s, loss=1.7205, top1-acc=67.30%, top5-acc=86.80%, remaining_time=0:00:01.019310, arrival_time=2021-04-10 01:58:10.695164, cost_time=0:00:00.339770 2021-04-10 01:58:09,914 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=0.73ms, fps=10743 images/s, loss=1.7052, top1-acc=67.27%, top5-acc=87.23%, remaining_time=0:00:00.578440, arrival_time=2021-04-10 01:58:10.493050, cost_time=0:00:00.578443 2021-04-10 01:58:10,162 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=0.33ms, fps=10368 images/s, loss=1.6917, top1-acc=67.29%, top5-acc=87.54%, remaining_time=0:00:00.275330, arrival_time=2021-04-10 01:58:10.437425, cost_time=0:00:00.826001 2021-04-10 01:58:10,407 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=0.12ms, fps=9468 images/s, loss=1.6930, top1-acc=67.12%, top5-acc=87.04%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:10.407542, cost_time=0:00:01.071455 2021-04-10 01:58:11,699 INFO : Epoch=0151 complete, best val top1-acc=67.12%, top5-acc=87.04% (epoch=151), remaining_time=0:11:39.557075, arrival_time=2021-04-10 02:09:51.256713, cost_time=0:35:55.777987 2021-04-10 01:58:11,700 INFO : Train start, epoch=0152, lr=0.014094 2021-04-10 01:58:12,532 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=1.48ms, fps=3077 images/s, loss=0.0617, top1-acc=98.32%, top5-acc=99.96%, remaining_time=0:00:15.476316, arrival_time=2021-04-10 01:58:28.008846, cost_time=0:00:00.832055 2021-04-10 01:58:13,170 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=8.87ms, fps=4019 images/s, loss=0.0694, top1-acc=98.16%, top5-acc=99.96%, remaining_time=0:00:12.931248, arrival_time=2021-04-10 01:58:26.101314, cost_time=0:00:01.469456 2021-04-10 01:58:13,805 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=2.56ms, fps=4034 images/s, loss=0.0649, top1-acc=98.28%, top5-acc=99.97%, remaining_time=0:00:11.646560, arrival_time=2021-04-10 01:58:25.451838, cost_time=0:00:02.104796 2021-04-10 01:58:14,448 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=2.78ms, fps=3986 images/s, loss=0.0678, top1-acc=98.17%, top5-acc=99.96%, remaining_time=0:00:10.715172, arrival_time=2021-04-10 01:58:25.163236, cost_time=0:00:02.747476 2021-04-10 01:58:15,079 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=1.73ms, fps=4058 images/s, loss=0.0657, top1-acc=98.28%, top5-acc=99.96%, remaining_time=0:00:09.866972, arrival_time=2021-04-10 01:58:24.946674, cost_time=0:00:03.379113 2021-04-10 01:58:15,706 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=1.99ms, fps=4089 images/s, loss=0.0654, top1-acc=98.26%, top5-acc=99.96%, remaining_time=0:00:09.080312, arrival_time=2021-04-10 01:58:24.786829, cost_time=0:00:04.006005 2021-04-10 01:58:16,344 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=1.67ms, fps=4015 images/s, loss=0.0638, top1-acc=98.27%, top5-acc=99.97%, remaining_time=0:00:08.359344, arrival_time=2021-04-10 01:58:24.704077, cost_time=0:00:04.644078 2021-04-10 01:58:16,967 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=1.50ms, fps=4114 images/s, loss=0.0648, top1-acc=98.28%, top5-acc=99.97%, remaining_time=0:00:07.637556, arrival_time=2021-04-10 01:58:24.605379, cost_time=0:00:05.267306 2021-04-10 01:58:17,609 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=2.17ms, fps=3995 images/s, loss=0.0656, top1-acc=98.25%, top5-acc=99.96%, remaining_time=0:00:06.959006, arrival_time=2021-04-10 01:58:24.568197, cost_time=0:00:05.908624 2021-04-10 01:58:18,273 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=23.23ms, fps=3858 images/s, loss=0.0654, top1-acc=98.27%, top5-acc=99.96%, remaining_time=0:00:06.309888, arrival_time=2021-04-10 01:58:24.583243, cost_time=0:00:06.572846 2021-04-10 01:58:18,921 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.83ms, fps=3953 images/s, loss=0.0644, top1-acc=98.31%, top5-acc=99.96%, remaining_time=0:00:05.645556, arrival_time=2021-04-10 01:58:24.567208, cost_time=0:00:07.221067 2021-04-10 01:58:19,563 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=2.43ms, fps=3995 images/s, loss=0.0650, top1-acc=98.27%, top5-acc=99.96%, remaining_time=0:00:04.979672, arrival_time=2021-04-10 01:58:24.542810, cost_time=0:00:07.862662 2021-04-10 01:58:20,203 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=3.44ms, fps=4002 images/s, loss=0.0659, top1-acc=98.24%, top5-acc=99.96%, remaining_time=0:00:04.316796, arrival_time=2021-04-10 01:58:24.520232, cost_time=0:00:08.502814 2021-04-10 01:58:20,830 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=1.50ms, fps=4090 images/s, loss=0.0653, top1-acc=98.26%, top5-acc=99.96%, remaining_time=0:00:03.651816, arrival_time=2021-04-10 01:58:24.481908, cost_time=0:00:09.129545 2021-04-10 01:58:21,463 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=1.66ms, fps=4045 images/s, loss=0.0657, top1-acc=98.23%, top5-acc=99.96%, remaining_time=0:00:02.994002, arrival_time=2021-04-10 01:58:24.457476, cost_time=0:00:09.763006 2021-04-10 01:58:22,092 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=2.20ms, fps=4072 images/s, loss=0.0656, top1-acc=98.23%, top5-acc=99.96%, remaining_time=0:00:02.338200, arrival_time=2021-04-10 01:58:24.430823, cost_time=0:00:10.392052 2021-04-10 01:58:22,723 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=2.13ms, fps=4060 images/s, loss=0.0660, top1-acc=98.21%, top5-acc=99.96%, remaining_time=0:00:01.685918, arrival_time=2021-04-10 01:58:24.409772, cost_time=0:00:11.023330 2021-04-10 01:58:23,353 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=2.06ms, fps=4070 images/s, loss=0.0673, top1-acc=98.18%, top5-acc=99.95%, remaining_time=0:00:01.035824, arrival_time=2021-04-10 01:58:24.389232, cost_time=0:00:11.652950 2021-04-10 01:58:23,976 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=1.29ms, fps=4113 images/s, loss=0.0675, top1-acc=98.17%, top5-acc=99.95%, remaining_time=0:00:00.387654, arrival_time=2021-04-10 01:58:24.363891, cost_time=0:00:12.275695 2021-04-10 01:58:24,326 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=0.09ms, fps=3890 images/s, loss=0.0677, top1-acc=98.17%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:24.326405, cost_time=0:00:12.625945 2021-04-10 01:58:24,697 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=0.31ms, fps=6919 images/s, loss=1.7220, top1-acc=67.70%, top5-acc=86.52%, remaining_time=0:00:01.109910, arrival_time=2021-04-10 01:58:25.807351, cost_time=0:00:00.369973 2021-04-10 01:58:24,932 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=0.31ms, fps=10898 images/s, loss=1.7200, top1-acc=67.68%, top5-acc=86.62%, remaining_time=0:00:00.605340, arrival_time=2021-04-10 01:58:25.538127, cost_time=0:00:00.605337 2021-04-10 01:58:25,200 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=0.43ms, fps=9581 images/s, loss=1.7428, top1-acc=67.42%, top5-acc=86.51%, remaining_time=0:00:00.290990, arrival_time=2021-04-10 01:58:25.491429, cost_time=0:00:00.872973 2021-04-10 01:58:25,430 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=0.07ms, fps=10126 images/s, loss=1.6991, top1-acc=67.58%, top5-acc=86.65%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:25.430038, cost_time=0:00:01.102627 2021-04-10 01:58:26,506 INFO : Epoch=0152 complete, best val top1-acc=67.58%, top5-acc=86.65% (epoch=152), remaining_time=0:11:25.447776, arrival_time=2021-04-10 02:09:51.954023, cost_time=0:36:10.584608 2021-04-10 01:58:26,506 INFO : Train start, epoch=0153, lr=0.013552 2021-04-10 01:58:27,345 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=0.53ms, fps=3052 images/s, loss=0.0765, top1-acc=97.54%, top5-acc=99.92%, remaining_time=0:00:15.600936, arrival_time=2021-04-10 01:58:42.946742, cost_time=0:00:00.838758 2021-04-10 01:58:28,001 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=2.70ms, fps=3912 images/s, loss=0.0733, top1-acc=97.93%, top5-acc=99.92%, remaining_time=0:00:13.147376, arrival_time=2021-04-10 01:58:41.148317, cost_time=0:00:01.494016 2021-04-10 01:58:28,633 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.45ms, fps=4054 images/s, loss=0.0729, top1-acc=97.99%, top5-acc=99.95%, remaining_time=0:00:11.763424, arrival_time=2021-04-10 01:58:40.396515, cost_time=0:00:02.125907 2021-04-10 01:58:29,254 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=2.32ms, fps=4128 images/s, loss=0.0693, top1-acc=98.12%, top5-acc=99.94%, remaining_time=0:00:10.714080, arrival_time=2021-04-10 01:58:39.968228, cost_time=0:00:02.747190 2021-04-10 01:58:29,884 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=1.48ms, fps=4064 images/s, loss=0.0679, top1-acc=98.20%, top5-acc=99.95%, remaining_time=0:00:09.862884, arrival_time=2021-04-10 01:58:39.747543, cost_time=0:00:03.377697 2021-04-10 01:58:30,527 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=2.10ms, fps=3986 images/s, loss=0.0658, top1-acc=98.27%, top5-acc=99.95%, remaining_time=0:00:09.113088, arrival_time=2021-04-10 01:58:39.640545, cost_time=0:00:04.020458 2021-04-10 01:58:31,161 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=1.91ms, fps=4043 images/s, loss=0.0659, top1-acc=98.30%, top5-acc=99.96%, remaining_time=0:00:08.377866, arrival_time=2021-04-10 01:58:39.539144, cost_time=0:00:04.654364 2021-04-10 01:58:31,789 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=1.60ms, fps=4078 images/s, loss=0.0644, top1-acc=98.38%, top5-acc=99.96%, remaining_time=0:00:07.659828, arrival_time=2021-04-10 01:58:39.449468, cost_time=0:00:05.282640 2021-04-10 01:58:32,414 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=2.18ms, fps=4102 images/s, loss=0.0641, top1-acc=98.36%, top5-acc=99.96%, remaining_time=0:00:06.957628, arrival_time=2021-04-10 01:58:39.372009, cost_time=0:00:05.907419 2021-04-10 01:58:33,050 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=2.62ms, fps=4027 images/s, loss=0.0637, top1-acc=98.37%, top5-acc=99.96%, remaining_time=0:00:06.281952, arrival_time=2021-04-10 01:58:39.332602, cost_time=0:00:06.543654 2021-04-10 01:58:33,689 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.81ms, fps=4011 images/s, loss=0.0632, top1-acc=98.38%, top5-acc=99.96%, remaining_time=0:00:05.615542, arrival_time=2021-04-10 01:58:39.305260, cost_time=0:00:07.182667 2021-04-10 01:58:34,323 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=2.13ms, fps=4041 images/s, loss=0.0630, top1-acc=98.38%, top5-acc=99.96%, remaining_time=0:00:04.950792, arrival_time=2021-04-10 01:58:39.274707, cost_time=0:00:07.816986 2021-04-10 01:58:34,951 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.80ms, fps=4082 images/s, loss=0.0637, top1-acc=98.35%, top5-acc=99.95%, remaining_time=0:00:04.287294, arrival_time=2021-04-10 01:58:39.238878, cost_time=0:00:08.444674 2021-04-10 01:58:35,572 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=1.61ms, fps=4129 images/s, loss=0.0645, top1-acc=98.31%, top5-acc=99.95%, remaining_time=0:00:03.626056, arrival_time=2021-04-10 01:58:39.198149, cost_time=0:00:09.065122 2021-04-10 01:58:36,191 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.97ms, fps=4135 images/s, loss=0.0647, top1-acc=98.28%, top5-acc=99.95%, remaining_time=0:00:02.970036, arrival_time=2021-04-10 01:58:39.161793, cost_time=0:00:09.684835 2021-04-10 01:58:36,816 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.95ms, fps=4102 images/s, loss=0.0657, top1-acc=98.26%, top5-acc=99.95%, remaining_time=0:00:02.319624, arrival_time=2021-04-10 01:58:39.135989, cost_time=0:00:10.309378 2021-04-10 01:58:37,468 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=2.39ms, fps=3930 images/s, loss=0.0659, top1-acc=98.24%, top5-acc=99.95%, remaining_time=0:00:01.676454, arrival_time=2021-04-10 01:58:39.144833, cost_time=0:00:10.961411 2021-04-10 01:58:38,104 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=2.00ms, fps=4031 images/s, loss=0.0668, top1-acc=98.21%, top5-acc=99.95%, remaining_time=0:00:01.030864, arrival_time=2021-04-10 01:58:39.135004, cost_time=0:00:11.597177 2021-04-10 01:58:38,731 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.32ms, fps=4083 images/s, loss=0.0668, top1-acc=98.20%, top5-acc=99.96%, remaining_time=0:00:00.386046, arrival_time=2021-04-10 01:58:39.117866, cost_time=0:00:12.224848 2021-04-10 01:58:39,086 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=0.14ms, fps=3842 images/s, loss=0.0677, top1-acc=98.18%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:39.086390, cost_time=0:00:12.579434 2021-04-10 01:58:39,440 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=6.73ms, fps=7255 images/s, loss=1.8529, top1-acc=65.74%, top5-acc=86.17%, remaining_time=0:00:01.058490, arrival_time=2021-04-10 01:58:40.499114, cost_time=0:00:00.352830 2021-04-10 01:58:39,678 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=0.27ms, fps=10789 images/s, loss=1.7787, top1-acc=66.70%, top5-acc=87.09%, remaining_time=0:00:00.590640, arrival_time=2021-04-10 01:58:40.268999, cost_time=0:00:00.590636 2021-04-10 01:58:39,936 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=2.07ms, fps=9960 images/s, loss=1.7675, top1-acc=67.01%, top5-acc=86.76%, remaining_time=0:00:00.282680, arrival_time=2021-04-10 01:58:40.218581, cost_time=0:00:00.848027 2021-04-10 01:58:40,153 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=0.10ms, fps=10682 images/s, loss=1.7818, top1-acc=66.63%, top5-acc=86.55%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:40.153728, cost_time=0:00:01.065995 2021-04-10 01:58:40,660 INFO : Epoch=0153 complete, best val top1-acc=67.58%, top5-acc=86.65% (epoch=152), remaining_time=0:11:11.128792, arrival_time=2021-04-10 02:09:51.788778, cost_time=0:36:24.738347 2021-04-10 01:58:40,660 INFO : Train start, epoch=0154, lr=0.013018 2021-04-10 01:58:41,476 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=3.57ms, fps=3137 images/s, loss=0.0776, top1-acc=97.89%, top5-acc=99.96%, remaining_time=0:00:15.180576, arrival_time=2021-04-10 01:58:56.657494, cost_time=0:00:00.816161 2021-04-10 01:58:42,105 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=1.68ms, fps=4075 images/s, loss=0.0756, top1-acc=97.99%, top5-acc=99.96%, remaining_time=0:00:12.715120, arrival_time=2021-04-10 01:58:54.820899, cost_time=0:00:01.444896 2021-04-10 01:58:42,729 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=2.21ms, fps=4108 images/s, loss=0.0778, top1-acc=97.97%, top5-acc=99.95%, remaining_time=0:00:11.448190, arrival_time=2021-04-10 01:58:54.177848, cost_time=0:00:02.068961 2021-04-10 01:58:43,357 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=2.59ms, fps=4080 images/s, loss=0.0734, top1-acc=98.11%, top5-acc=99.95%, remaining_time=0:00:10.517676, arrival_time=2021-04-10 01:58:53.875467, cost_time=0:00:02.696827 2021-04-10 01:58:43,991 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=2.36ms, fps=4044 images/s, loss=0.0717, top1-acc=98.16%, top5-acc=99.95%, remaining_time=0:00:09.726374, arrival_time=2021-04-10 01:58:53.718042, cost_time=0:00:03.330965 2021-04-10 01:58:44,617 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=2.32ms, fps=4095 images/s, loss=0.0692, top1-acc=98.21%, top5-acc=99.95%, remaining_time=0:00:08.968248, arrival_time=2021-04-10 01:58:53.585688, cost_time=0:00:03.956603 2021-04-10 01:58:45,247 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=1.53ms, fps=4070 images/s, loss=0.0669, top1-acc=98.29%, top5-acc=99.96%, remaining_time=0:00:08.255520, arrival_time=2021-04-10 01:58:53.502672, cost_time=0:00:04.586411 2021-04-10 01:58:45,876 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=1.81ms, fps=4073 images/s, loss=0.0647, top1-acc=98.36%, top5-acc=99.97%, remaining_time=0:00:07.562620, arrival_time=2021-04-10 01:58:53.438879, cost_time=0:00:05.215566 2021-04-10 01:58:46,500 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=2.10ms, fps=4107 images/s, loss=0.0646, top1-acc=98.34%, top5-acc=99.97%, remaining_time=0:00:06.877280, arrival_time=2021-04-10 01:58:53.377364, cost_time=0:00:05.839239 2021-04-10 01:58:47,120 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=1.54ms, fps=4134 images/s, loss=0.0632, top1-acc=98.38%, top5-acc=99.96%, remaining_time=0:00:06.200928, arrival_time=2021-04-10 01:58:53.321024, cost_time=0:00:06.459349 2021-04-10 01:58:47,751 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=2.11ms, fps=4059 images/s, loss=0.0618, top1-acc=98.42%, top5-acc=99.96%, remaining_time=0:00:05.543560, arrival_time=2021-04-10 01:58:53.295004, cost_time=0:00:07.090627 2021-04-10 01:58:48,385 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=2.18ms, fps=4043 images/s, loss=0.0626, top1-acc=98.40%, top5-acc=99.95%, remaining_time=0:00:04.892196, arrival_time=2021-04-10 01:58:53.277401, cost_time=0:00:07.724461 2021-04-10 01:58:49,019 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=3.30ms, fps=4040 images/s, loss=0.0623, top1-acc=98.39%, top5-acc=99.96%, remaining_time=0:00:04.243866, arrival_time=2021-04-10 01:58:53.263725, cost_time=0:00:08.359085 2021-04-10 01:58:49,654 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=2.14ms, fps=4040 images/s, loss=0.0623, top1-acc=98.38%, top5-acc=99.96%, remaining_time=0:00:03.597384, arrival_time=2021-04-10 01:58:53.251569, cost_time=0:00:08.993405 2021-04-10 01:58:50,286 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.55ms, fps=4057 images/s, loss=0.0622, top1-acc=98.39%, top5-acc=99.96%, remaining_time=0:00:02.951728, arrival_time=2021-04-10 01:58:53.237664, cost_time=0:00:09.625143 2021-04-10 01:58:50,912 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.81ms, fps=4092 images/s, loss=0.0625, top1-acc=98.38%, top5-acc=99.95%, remaining_time=0:00:02.306556, arrival_time=2021-04-10 01:58:53.218705, cost_time=0:00:10.251384 2021-04-10 01:58:51,537 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=2.24ms, fps=4097 images/s, loss=0.0623, top1-acc=98.38%, top5-acc=99.95%, remaining_time=0:00:01.663506, arrival_time=2021-04-10 01:58:53.201064, cost_time=0:00:10.876804 2021-04-10 01:58:52,175 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=2.23ms, fps=4017 images/s, loss=0.0617, top1-acc=98.40%, top5-acc=99.96%, remaining_time=0:00:01.023520, arrival_time=2021-04-10 01:58:53.198991, cost_time=0:00:11.514614 2021-04-10 01:58:52,803 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.94ms, fps=4083 images/s, loss=0.0609, top1-acc=98.43%, top5-acc=99.96%, remaining_time=0:00:00.383448, arrival_time=2021-04-10 01:58:53.186596, cost_time=0:00:12.142438 2021-04-10 01:58:53,145 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=0.08ms, fps=3978 images/s, loss=0.0610, top1-acc=98.42%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:53.145575, cost_time=0:00:12.484800 2021-04-10 01:58:53,502 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=2.45ms, fps=7194 images/s, loss=1.7673, top1-acc=67.19%, top5-acc=87.23%, remaining_time=0:00:01.067520, arrival_time=2021-04-10 01:58:54.570055, cost_time=0:00:00.355835 2021-04-10 01:58:53,761 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=0.42ms, fps=9922 images/s, loss=1.7905, top1-acc=67.27%, top5-acc=86.64%, remaining_time=0:00:00.614400, arrival_time=2021-04-10 01:58:54.375471, cost_time=0:00:00.614390 2021-04-10 01:58:54,024 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=2.47ms, fps=9728 images/s, loss=1.7499, top1-acc=67.68%, top5-acc=86.87%, remaining_time=0:00:00.292690, arrival_time=2021-04-10 01:58:54.317411, cost_time=0:00:00.878057 2021-04-10 01:58:54,264 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=0.08ms, fps=9681 images/s, loss=1.7601, top1-acc=67.37%, top5-acc=86.86%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:54.264801, cost_time=0:00:01.118208 2021-04-10 01:58:54,820 INFO : Epoch=0154 complete, best val top1-acc=67.58%, top5-acc=86.65% (epoch=152), remaining_time=0:10:56.813990, arrival_time=2021-04-10 02:09:51.634619, cost_time=0:36:38.899004 2021-04-10 01:58:54,821 INFO : Train start, epoch=0155, lr=0.012494 2021-04-10 01:58:55,692 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=2.61ms, fps=2938 images/s, loss=0.0606, top1-acc=98.36%, top5-acc=99.80%, remaining_time=0:00:16.208598, arrival_time=2021-04-10 01:59:11.901411, cost_time=0:00:00.871432 2021-04-10 01:58:56,328 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=2.62ms, fps=4029 images/s, loss=0.0653, top1-acc=98.28%, top5-acc=99.88%, remaining_time=0:00:13.265648, arrival_time=2021-04-10 01:59:09.594463, cost_time=0:00:01.507468 2021-04-10 01:58:56,972 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=2.62ms, fps=3980 images/s, loss=0.0602, top1-acc=98.44%, top5-acc=99.91%, remaining_time=0:00:11.903694, arrival_time=2021-04-10 01:59:08.876467, cost_time=0:00:02.151271 2021-04-10 01:58:57,602 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=2.31ms, fps=4075 images/s, loss=0.0587, top1-acc=98.52%, top5-acc=99.91%, remaining_time=0:00:10.845588, arrival_time=2021-04-10 01:59:08.448109, cost_time=0:00:02.780903 2021-04-10 01:58:58,238 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.64ms, fps=4032 images/s, loss=0.0573, top1-acc=98.58%, top5-acc=99.91%, remaining_time=0:00:09.977494, arrival_time=2021-04-10 01:59:08.215792, cost_time=0:00:03.416936 2021-04-10 01:58:58,926 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=4.53ms, fps=3723 images/s, loss=0.0562, top1-acc=98.59%, top5-acc=99.93%, remaining_time=0:00:09.304984, arrival_time=2021-04-10 01:59:08.231486, cost_time=0:00:04.105144 2021-04-10 01:58:59,558 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=2.38ms, fps=4060 images/s, loss=0.0553, top1-acc=98.61%, top5-acc=99.94%, remaining_time=0:00:08.525286, arrival_time=2021-04-10 01:59:08.083150, cost_time=0:00:04.736261 2021-04-10 01:59:00,188 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=2.60ms, fps=4063 images/s, loss=0.0547, top1-acc=98.60%, top5-acc=99.94%, remaining_time=0:00:07.783020, arrival_time=2021-04-10 01:59:07.971931, cost_time=0:00:05.367563 2021-04-10 01:59:00,815 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=1.93ms, fps=4088 images/s, loss=0.0549, top1-acc=98.62%, top5-acc=99.94%, remaining_time=0:00:07.060024, arrival_time=2021-04-10 01:59:07.875716, cost_time=0:00:05.994355 2021-04-10 01:59:01,450 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.93ms, fps=4038 images/s, loss=0.0537, top1-acc=98.64%, top5-acc=99.94%, remaining_time=0:00:06.363744, arrival_time=2021-04-10 01:59:07.814028, cost_time=0:00:06.628876 2021-04-10 01:59:02,080 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=1.45ms, fps=4066 images/s, loss=0.0539, top1-acc=98.63%, top5-acc=99.94%, remaining_time=0:00:05.675398, arrival_time=2021-04-10 01:59:07.755882, cost_time=0:00:07.259199 2021-04-10 01:59:02,708 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.96ms, fps=4080 images/s, loss=0.0545, top1-acc=98.60%, top5-acc=99.94%, remaining_time=0:00:04.995176, arrival_time=2021-04-10 01:59:07.703667, cost_time=0:00:07.887106 2021-04-10 01:59:03,335 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=1.50ms, fps=4086 images/s, loss=0.0545, top1-acc=98.60%, top5-acc=99.95%, remaining_time=0:00:04.322670, arrival_time=2021-04-10 01:59:07.658353, cost_time=0:00:08.514337 2021-04-10 01:59:03,966 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=2.99ms, fps=4062 images/s, loss=0.0550, top1-acc=98.58%, top5-acc=99.95%, remaining_time=0:00:03.658088, arrival_time=2021-04-10 01:59:07.624762, cost_time=0:00:09.145201 2021-04-10 01:59:04,592 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=2.31ms, fps=4098 images/s, loss=0.0550, top1-acc=98.59%, top5-acc=99.95%, remaining_time=0:00:02.996394, arrival_time=2021-04-10 01:59:07.588497, cost_time=0:00:09.770794 2021-04-10 01:59:05,223 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=2.31ms, fps=4060 images/s, loss=0.0542, top1-acc=98.61%, top5-acc=99.95%, remaining_time=0:00:02.340396, arrival_time=2021-04-10 01:59:07.563614, cost_time=0:00:10.401799 2021-04-10 01:59:05,851 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=1.41ms, fps=4082 images/s, loss=0.0548, top1-acc=98.59%, top5-acc=99.95%, remaining_time=0:00:01.686906, arrival_time=2021-04-10 01:59:07.537925, cost_time=0:00:11.029720 2021-04-10 01:59:06,495 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=3.35ms, fps=3978 images/s, loss=0.0548, top1-acc=98.59%, top5-acc=99.95%, remaining_time=0:00:01.037664, arrival_time=2021-04-10 01:59:07.532877, cost_time=0:00:11.673721 2021-04-10 01:59:07,119 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.69ms, fps=4105 images/s, loss=0.0545, top1-acc=98.58%, top5-acc=99.95%, remaining_time=0:00:00.388368, arrival_time=2021-04-10 01:59:07.508028, cost_time=0:00:12.298350 2021-04-10 01:59:07,456 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=0.08ms, fps=4047 images/s, loss=0.0546, top1-acc=98.57%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:07.456220, cost_time=0:00:12.634890 2021-04-10 01:59:07,805 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=2.33ms, fps=7359 images/s, loss=1.6616, top1-acc=68.63%, top5-acc=87.42%, remaining_time=0:00:01.043550, arrival_time=2021-04-10 01:59:08.848970, cost_time=0:00:00.347847 2021-04-10 01:59:08,054 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=0.34ms, fps=10301 images/s, loss=1.7479, top1-acc=66.66%, top5-acc=86.17%, remaining_time=0:00:00.596900, arrival_time=2021-04-10 01:59:08.651356, cost_time=0:00:00.596905 2021-04-10 01:59:08,299 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=5.30ms, fps=10478 images/s, loss=1.7459, top1-acc=67.07%, top5-acc=86.48%, remaining_time=0:00:00.280580, arrival_time=2021-04-10 01:59:08.579948, cost_time=0:00:00.841726 2021-04-10 01:59:08,511 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.09ms, fps=10994 images/s, loss=1.7421, top1-acc=67.40%, top5-acc=86.56%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:08.510974, cost_time=0:00:01.053505 2021-04-10 01:59:09,106 INFO : Epoch=0155 complete, best val top1-acc=67.58%, top5-acc=86.65% (epoch=152), remaining_time=0:10:42.537585, arrival_time=2021-04-10 02:09:51.644289, cost_time=0:36:53.185059 2021-04-10 01:59:09,107 INFO : Train start, epoch=0156, lr=0.011980 2021-04-10 01:59:09,917 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=0.25ms, fps=3159 images/s, loss=0.0559, top1-acc=98.52%, top5-acc=99.96%, remaining_time=0:00:15.071952, arrival_time=2021-04-10 01:59:24.989712, cost_time=0:00:00.810324 2021-04-10 01:59:10,540 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.62ms, fps=4111 images/s, loss=0.0497, top1-acc=98.61%, top5-acc=99.94%, remaining_time=0:00:12.613744, arrival_time=2021-04-10 01:59:23.154636, cost_time=0:00:01.433383 2021-04-10 01:59:11,168 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=2.33ms, fps=4083 images/s, loss=0.0521, top1-acc=98.58%, top5-acc=99.95%, remaining_time=0:00:11.404200, arrival_time=2021-04-10 01:59:22.572686, cost_time=0:00:02.060986 2021-04-10 01:59:11,795 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=1.60ms, fps=4086 images/s, loss=0.0523, top1-acc=98.56%, top5-acc=99.96%, remaining_time=0:00:10.483824, arrival_time=2021-04-10 01:59:22.279582, cost_time=0:00:02.688148 2021-04-10 01:59:12,419 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=2.10ms, fps=4112 images/s, loss=0.0507, top1-acc=98.63%, top5-acc=99.97%, remaining_time=0:00:09.670164, arrival_time=2021-04-10 01:59:22.089313, cost_time=0:00:03.311688 2021-04-10 01:59:13,049 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=2.60ms, fps=4065 images/s, loss=0.0500, top1-acc=98.67%, top5-acc=99.97%, remaining_time=0:00:08.935064, arrival_time=2021-04-10 01:59:21.984511, cost_time=0:00:03.941923 2021-04-10 01:59:13,685 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=1.74ms, fps=4031 images/s, loss=0.0504, top1-acc=98.66%, top5-acc=99.98%, remaining_time=0:00:08.239770, arrival_time=2021-04-10 01:59:21.924931, cost_time=0:00:04.577648 2021-04-10 01:59:14,311 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=1.45ms, fps=4096 images/s, loss=0.0518, top1-acc=98.62%, top5-acc=99.98%, remaining_time=0:00:07.544756, arrival_time=2021-04-10 01:59:21.855659, cost_time=0:00:05.203312 2021-04-10 01:59:14,952 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=2.03ms, fps=3998 images/s, loss=0.0516, top1-acc=98.63%, top5-acc=99.98%, remaining_time=0:00:06.883534, arrival_time=2021-04-10 01:59:21.835535, cost_time=0:00:05.844482 2021-04-10 01:59:15,589 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.47ms, fps=4019 images/s, loss=0.0509, top1-acc=98.67%, top5-acc=99.98%, remaining_time=0:00:06.222912, arrival_time=2021-04-10 01:59:21.812627, cost_time=0:00:06.482201 2021-04-10 01:59:16,231 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=2.06ms, fps=3996 images/s, loss=0.0497, top1-acc=98.70%, top5-acc=99.98%, remaining_time=0:00:05.569360, arrival_time=2021-04-10 01:59:21.800370, cost_time=0:00:07.123559 2021-04-10 01:59:16,860 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=2.18ms, fps=4068 images/s, loss=0.0498, top1-acc=98.69%, top5-acc=99.98%, remaining_time=0:00:04.910436, arrival_time=2021-04-10 01:59:21.771279, cost_time=0:00:07.753326 2021-04-10 01:59:17,485 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=1.92ms, fps=4102 images/s, loss=0.0501, top1-acc=98.67%, top5-acc=99.98%, remaining_time=0:00:04.253436, arrival_time=2021-04-10 01:59:21.738940, cost_time=0:00:08.378045 2021-04-10 01:59:18,117 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=1.55ms, fps=4057 images/s, loss=0.0495, top1-acc=98.69%, top5-acc=99.99%, remaining_time=0:00:03.603824, arrival_time=2021-04-10 01:59:21.720885, cost_time=0:00:09.009548 2021-04-10 01:59:18,766 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=2.19ms, fps=3944 images/s, loss=0.0495, top1-acc=98.69%, top5-acc=99.98%, remaining_time=0:00:02.962170, arrival_time=2021-04-10 01:59:21.728944, cost_time=0:00:09.659251 2021-04-10 01:59:19,405 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=2.16ms, fps=4016 images/s, loss=0.0499, top1-acc=98.70%, top5-acc=99.99%, remaining_time=0:00:02.316924, arrival_time=2021-04-10 01:59:21.722003, cost_time=0:00:10.297419 2021-04-10 01:59:20,050 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=2.39ms, fps=3975 images/s, loss=0.0500, top1-acc=98.68%, top5-acc=99.99%, remaining_time=0:00:01.673568, arrival_time=2021-04-10 01:59:21.723738, cost_time=0:00:10.942482 2021-04-10 01:59:20,694 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=2.30ms, fps=3982 images/s, loss=0.0501, top1-acc=98.68%, top5-acc=99.99%, remaining_time=0:00:01.029920, arrival_time=2021-04-10 01:59:21.724030, cost_time=0:00:11.586594 2021-04-10 01:59:21,320 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=1.80ms, fps=4090 images/s, loss=0.0495, top1-acc=98.72%, top5-acc=99.99%, remaining_time=0:00:00.385674, arrival_time=2021-04-10 01:59:21.706249, cost_time=0:00:12.213078 2021-04-10 01:59:21,663 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=0.11ms, fps=3972 images/s, loss=0.0498, top1-acc=98.70%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:21.663542, cost_time=0:00:12.556131 2021-04-10 01:59:22,041 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=0.49ms, fps=6785 images/s, loss=1.7443, top1-acc=67.30%, top5-acc=86.21%, remaining_time=0:00:01.131780, arrival_time=2021-04-10 01:59:23.173611, cost_time=0:00:00.377260 2021-04-10 01:59:22,305 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=0.40ms, fps=9744 images/s, loss=1.7622, top1-acc=67.44%, top5-acc=86.25%, remaining_time=0:00:00.640520, arrival_time=2021-04-10 01:59:22.945733, cost_time=0:00:00.640520 2021-04-10 01:59:22,560 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=0.25ms, fps=10084 images/s, loss=1.7269, top1-acc=67.64%, top5-acc=86.38%, remaining_time=0:00:00.298410, arrival_time=2021-04-10 01:59:22.858310, cost_time=0:00:00.895226 2021-04-10 01:59:22,785 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=0.11ms, fps=10333 images/s, loss=1.7105, top1-acc=67.71%, top5-acc=86.49%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:22.785080, cost_time=0:00:01.120563 2021-04-10 01:59:23,831 INFO : Epoch=0156 complete, best val top1-acc=67.71%, top5-acc=86.49% (epoch=156), remaining_time=0:10:28.384768, arrival_time=2021-04-10 02:09:52.216073, cost_time=0:37:07.909622 2021-04-10 01:59:23,832 INFO : Train start, epoch=0157, lr=0.011474 2021-04-10 01:59:24,672 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=1.98ms, fps=3046 images/s, loss=0.0418, top1-acc=98.83%, top5-acc=99.92%, remaining_time=0:00:15.632370, arrival_time=2021-04-10 01:59:40.305198, cost_time=0:00:00.840452 2021-04-10 01:59:25,301 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=2.88ms, fps=4077 images/s, loss=0.0429, top1-acc=98.83%, top5-acc=99.96%, remaining_time=0:00:12.928432, arrival_time=2021-04-10 01:59:38.229857, cost_time=0:00:01.469135 2021-04-10 01:59:25,929 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=2.51ms, fps=4084 images/s, loss=0.0438, top1-acc=98.80%, top5-acc=99.97%, remaining_time=0:00:11.600412, arrival_time=2021-04-10 01:59:37.529392, cost_time=0:00:02.096447 2021-04-10 01:59:26,562 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=2.13ms, fps=4050 images/s, loss=0.0423, top1-acc=98.85%, top5-acc=99.97%, remaining_time=0:00:10.645752, arrival_time=2021-04-10 01:59:37.207710, cost_time=0:00:02.729676 2021-04-10 01:59:27,198 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=2.88ms, fps=4027 images/s, loss=0.0452, top1-acc=98.79%, top5-acc=99.97%, remaining_time=0:00:09.829888, arrival_time=2021-04-10 01:59:37.028583, cost_time=0:00:03.366381 2021-04-10 01:59:27,829 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=2.08ms, fps=4063 images/s, loss=0.0457, top1-acc=98.78%, top5-acc=99.97%, remaining_time=0:00:09.060048, arrival_time=2021-04-10 01:59:36.889448, cost_time=0:00:03.997085 2021-04-10 01:59:28,497 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=2.47ms, fps=3838 images/s, loss=0.0449, top1-acc=98.83%, top5-acc=99.97%, remaining_time=0:00:08.396388, arrival_time=2021-04-10 01:59:36.893471, cost_time=0:00:04.664695 2021-04-10 01:59:29,132 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.84ms, fps=4033 images/s, loss=0.0454, top1-acc=98.81%, top5-acc=99.97%, remaining_time=0:00:07.685464, arrival_time=2021-04-10 01:59:36.818065, cost_time=0:00:05.300290 2021-04-10 01:59:29,767 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=1.63ms, fps=4038 images/s, loss=0.0455, top1-acc=98.82%, top5-acc=99.97%, remaining_time=0:00:06.989958, arrival_time=2021-04-10 01:59:36.757245, cost_time=0:00:05.934852 2021-04-10 01:59:30,396 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=4.46ms, fps=4073 images/s, loss=0.0446, top1-acc=98.84%, top5-acc=99.96%, remaining_time=0:00:06.301728, arrival_time=2021-04-10 01:59:36.698347, cost_time=0:00:06.564288 2021-04-10 01:59:31,039 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=2.03ms, fps=3986 images/s, loss=0.0443, top1-acc=98.84%, top5-acc=99.97%, remaining_time=0:00:05.634634, arrival_time=2021-04-10 01:59:36.674081, cost_time=0:00:07.207127 2021-04-10 01:59:31,689 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=2.25ms, fps=3945 images/s, loss=0.0438, top1-acc=98.86%, top5-acc=99.97%, remaining_time=0:00:04.976024, arrival_time=2021-04-10 01:59:36.665279, cost_time=0:00:07.856877 2021-04-10 01:59:32,329 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=1.53ms, fps=4004 images/s, loss=0.0436, top1-acc=98.87%, top5-acc=99.97%, remaining_time=0:00:04.313892, arrival_time=2021-04-10 01:59:36.643251, cost_time=0:00:08.497125 2021-04-10 01:59:32,967 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=1.59ms, fps=4014 images/s, loss=0.0433, top1-acc=98.88%, top5-acc=99.97%, remaining_time=0:00:03.654168, arrival_time=2021-04-10 01:59:36.621823, cost_time=0:00:09.135352 2021-04-10 01:59:33,628 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=2.07ms, fps=3877 images/s, loss=0.0436, top1-acc=98.87%, top5-acc=99.97%, remaining_time=0:00:03.004168, arrival_time=2021-04-10 01:59:36.632725, cost_time=0:00:09.796227 2021-04-10 01:59:34,262 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=1.71ms, fps=4043 images/s, loss=0.0428, top1-acc=98.89%, top5-acc=99.97%, remaining_time=0:00:02.346768, arrival_time=2021-04-10 01:59:36.609137, cost_time=0:00:10.430044 2021-04-10 01:59:34,894 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=2.22ms, fps=4056 images/s, loss=0.0422, top1-acc=98.92%, top5-acc=99.97%, remaining_time=0:00:01.691820, arrival_time=2021-04-10 01:59:36.585933, cost_time=0:00:11.061873 2021-04-10 01:59:35,527 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=2.00ms, fps=4048 images/s, loss=0.0416, top1-acc=98.93%, top5-acc=99.97%, remaining_time=0:00:01.039536, arrival_time=2021-04-10 01:59:36.566742, cost_time=0:00:11.694759 2021-04-10 01:59:36,165 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=1.93ms, fps=4015 images/s, loss=0.0414, top1-acc=98.93%, top5-acc=99.97%, remaining_time=0:00:00.389472, arrival_time=2021-04-10 01:59:36.555063, cost_time=0:00:12.333300 2021-04-10 01:59:36,512 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=0.09ms, fps=3931 images/s, loss=0.0420, top1-acc=98.92%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:36.512260, cost_time=0:00:12.679868 2021-04-10 01:59:36,860 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=0.44ms, fps=7384 images/s, loss=1.6696, top1-acc=69.06%, top5-acc=87.50%, remaining_time=0:00:01.040010, arrival_time=2021-04-10 01:59:37.900597, cost_time=0:00:00.346670 2021-04-10 01:59:37,114 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=7.61ms, fps=10118 images/s, loss=1.7074, top1-acc=68.63%, top5-acc=87.34%, remaining_time=0:00:00.600200, arrival_time=2021-04-10 01:59:37.714276, cost_time=0:00:00.600195 2021-04-10 01:59:37,399 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=0.53ms, fps=8997 images/s, loss=1.6947, top1-acc=68.36%, top5-acc=87.49%, remaining_time=0:00:00.295070, arrival_time=2021-04-10 01:59:37.694195, cost_time=0:00:00.885208 2021-04-10 01:59:37,636 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=0.12ms, fps=9807 images/s, loss=1.6944, top1-acc=68.24%, top5-acc=87.47%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:37.636197, cost_time=0:00:01.122358 2021-04-10 01:59:38,849 INFO : Epoch=0157 complete, best val top1-acc=68.24%, top5-acc=87.47% (epoch=157), remaining_time=0:10:14.305181, arrival_time=2021-04-10 02:09:53.155084, cost_time=0:37:22.928238 2021-04-10 01:59:38,850 INFO : Train start, epoch=0158, lr=0.010978 2021-04-10 01:59:39,661 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=0.73ms, fps=3157 images/s, loss=0.0451, top1-acc=98.83%, top5-acc=99.96%, remaining_time=0:00:15.080508, arrival_time=2021-04-10 01:59:54.742187, cost_time=0:00:00.810785 2021-04-10 01:59:40,288 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=2.02ms, fps=4091 images/s, loss=0.0389, top1-acc=99.06%, top5-acc=99.96%, remaining_time=0:00:12.647008, arrival_time=2021-04-10 01:59:52.935006, cost_time=0:00:01.437163 2021-04-10 01:59:40,911 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=1.38ms, fps=4113 images/s, loss=0.0355, top1-acc=99.15%, top5-acc=99.97%, remaining_time=0:00:11.398888, arrival_time=2021-04-10 01:59:52.309826, cost_time=0:00:02.060040 2021-04-10 01:59:41,542 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=2.25ms, fps=4060 images/s, loss=0.0354, top1-acc=99.17%, top5-acc=99.98%, remaining_time=0:00:10.495524, arrival_time=2021-04-10 01:59:52.037513, cost_time=0:00:02.691163 2021-04-10 01:59:42,166 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=1.63ms, fps=4104 images/s, loss=0.0360, top1-acc=99.14%, top5-acc=99.98%, remaining_time=0:00:09.681114, arrival_time=2021-04-10 01:59:51.847452, cost_time=0:00:03.315432 2021-04-10 01:59:42,796 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=2.21ms, fps=4070 images/s, loss=0.0375, top1-acc=99.05%, top5-acc=99.98%, remaining_time=0:00:08.942408, arrival_time=2021-04-10 01:59:51.738430, cost_time=0:00:03.945174 2021-04-10 01:59:43,442 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=1.66ms, fps=3962 images/s, loss=0.0367, top1-acc=99.06%, top5-acc=99.98%, remaining_time=0:00:08.265348, arrival_time=2021-04-10 01:59:51.708128, cost_time=0:00:04.591858 2021-04-10 01:59:44,078 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=2.42ms, fps=4031 images/s, loss=0.0365, top1-acc=99.05%, top5-acc=99.98%, remaining_time=0:00:07.580136, arrival_time=2021-04-10 01:59:51.658663, cost_time=0:00:05.227683 2021-04-10 01:59:44,716 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=1.47ms, fps=4017 images/s, loss=0.0358, top1-acc=99.08%, top5-acc=99.98%, remaining_time=0:00:06.908338, arrival_time=2021-04-10 01:59:51.624832, cost_time=0:00:05.865529 2021-04-10 01:59:45,353 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=1.99ms, fps=4027 images/s, loss=0.0350, top1-acc=99.09%, top5-acc=99.98%, remaining_time=0:00:06.241920, arrival_time=2021-04-10 01:59:51.594860, cost_time=0:00:06.502050 2021-04-10 01:59:45,985 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=1.63ms, fps=4055 images/s, loss=0.0341, top1-acc=99.11%, top5-acc=99.98%, remaining_time=0:00:05.577530, arrival_time=2021-04-10 01:59:51.562492, cost_time=0:00:07.134028 2021-04-10 01:59:46,616 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=2.22ms, fps=4058 images/s, loss=0.0337, top1-acc=99.12%, top5-acc=99.98%, remaining_time=0:00:04.918264, arrival_time=2021-04-10 01:59:51.534700, cost_time=0:00:07.765632 2021-04-10 01:59:47,236 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=1.47ms, fps=4130 images/s, loss=0.0338, top1-acc=99.12%, top5-acc=99.98%, remaining_time=0:00:04.257462, arrival_time=2021-04-10 01:59:51.494281, cost_time=0:00:08.385913 2021-04-10 01:59:47,867 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=1.98ms, fps=4065 images/s, loss=0.0343, top1-acc=99.10%, top5-acc=99.98%, remaining_time=0:00:03.606512, arrival_time=2021-04-10 01:59:51.473662, cost_time=0:00:09.016335 2021-04-10 01:59:48,493 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=1.69ms, fps=4089 images/s, loss=0.0343, top1-acc=99.10%, top5-acc=99.98%, remaining_time=0:00:02.957110, arrival_time=2021-04-10 01:59:51.450858, cost_time=0:00:09.642804 2021-04-10 01:59:49,138 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=2.29ms, fps=3972 images/s, loss=0.0346, top1-acc=99.10%, top5-acc=99.98%, remaining_time=0:00:02.314836, arrival_time=2021-04-10 01:59:51.453738, cost_time=0:00:10.288084 2021-04-10 01:59:49,766 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=1.88ms, fps=4086 images/s, loss=0.0348, top1-acc=99.09%, top5-acc=99.98%, remaining_time=0:00:01.669356, arrival_time=2021-04-10 01:59:51.435309, cost_time=0:00:10.915097 2021-04-10 01:59:50,395 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=2.06ms, fps=4073 images/s, loss=0.0355, top1-acc=99.09%, top5-acc=99.98%, remaining_time=0:00:01.026144, arrival_time=2021-04-10 01:59:51.421259, cost_time=0:00:11.544149 2021-04-10 01:59:51,024 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=1.30ms, fps=4071 images/s, loss=0.0355, top1-acc=99.09%, top5-acc=99.98%, remaining_time=0:00:00.384438, arrival_time=2021-04-10 01:59:51.409119, cost_time=0:00:12.173852 2021-04-10 01:59:51,362 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=1.25ms, fps=4029 images/s, loss=0.0358, top1-acc=99.09%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:51.362653, cost_time=0:00:12.511845 2021-04-10 01:59:51,735 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=0.42ms, fps=6890 images/s, loss=1.8245, top1-acc=66.56%, top5-acc=86.21%, remaining_time=0:00:01.114590, arrival_time=2021-04-10 01:59:52.849870, cost_time=0:00:00.371534 2021-04-10 01:59:51,990 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=0.47ms, fps=10048 images/s, loss=1.7390, top1-acc=67.81%, top5-acc=86.87%, remaining_time=0:00:00.627040, arrival_time=2021-04-10 01:59:52.617710, cost_time=0:00:00.627038 2021-04-10 01:59:52,252 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=5.98ms, fps=9796 images/s, loss=1.7289, top1-acc=68.18%, top5-acc=87.04%, remaining_time=0:00:00.296250, arrival_time=2021-04-10 01:59:52.548672, cost_time=0:00:00.888745 2021-04-10 01:59:52,481 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=0.12ms, fps=10137 images/s, loss=1.6962, top1-acc=68.34%, top5-acc=87.44%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:52.481777, cost_time=0:00:01.118143 2021-04-10 01:59:53,497 INFO : Epoch=0158 complete, best val top1-acc=68.34%, top5-acc=87.44% (epoch=158), remaining_time=0:10:00.114942, arrival_time=2021-04-10 02:09:53.611940, cost_time=0:37:37.575324 2021-04-10 01:59:53,497 INFO : Train start, epoch=0159, lr=0.010492 2021-04-10 01:59:54,316 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=2.20ms, fps=3126 images/s, loss=0.0365, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:15.231354, arrival_time=2021-04-10 02:00:09.548281, cost_time=0:00:00.818893 2021-04-10 01:59:54,948 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=2.28ms, fps=4059 images/s, loss=0.0379, top1-acc=99.00%, top5-acc=99.98%, remaining_time=0:00:12.761056, arrival_time=2021-04-10 02:00:07.709342, cost_time=0:00:01.450111 2021-04-10 01:59:55,584 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=2.26ms, fps=4030 images/s, loss=0.0364, top1-acc=99.06%, top5-acc=99.99%, remaining_time=0:00:11.544138, arrival_time=2021-04-10 02:00:07.128442, cost_time=0:00:02.086278 2021-04-10 01:59:56,221 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.95ms, fps=4022 images/s, loss=0.0354, top1-acc=99.11%, top5-acc=99.98%, remaining_time=0:00:10.620480, arrival_time=2021-04-10 02:00:06.841829, cost_time=0:00:02.723181 2021-04-10 01:59:56,855 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=1.90ms, fps=4041 images/s, loss=0.0345, top1-acc=99.17%, top5-acc=99.98%, remaining_time=0:00:09.804192, arrival_time=2021-04-10 02:00:06.659850, cost_time=0:00:03.357604 2021-04-10 01:59:57,486 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=1.91ms, fps=4062 images/s, loss=0.0345, top1-acc=99.18%, top5-acc=99.99%, remaining_time=0:00:09.040464, arrival_time=2021-04-10 02:00:06.527053, cost_time=0:00:03.988417 2021-04-10 01:59:58,109 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.99ms, fps=4117 images/s, loss=0.0358, top1-acc=99.14%, top5-acc=99.99%, remaining_time=0:00:08.299872, arrival_time=2021-04-10 02:00:06.408955, cost_time=0:00:04.611027 2021-04-10 01:59:58,756 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=1.84ms, fps=3958 images/s, loss=0.0345, top1-acc=99.17%, top5-acc=99.99%, remaining_time=0:00:07.624796, arrival_time=2021-04-10 02:00:06.381422, cost_time=0:00:05.258452 2021-04-10 01:59:59,392 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=8.39ms, fps=4031 images/s, loss=0.0348, top1-acc=99.15%, top5-acc=99.99%, remaining_time=0:00:06.942470, arrival_time=2021-04-10 02:00:06.335043, cost_time=0:00:05.894514 2021-04-10 02:00:00,025 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=3.02ms, fps=4049 images/s, loss=0.0344, top1-acc=99.16%, top5-acc=99.98%, remaining_time=0:00:06.266208, arrival_time=2021-04-10 02:00:06.291713, cost_time=0:00:06.527301 2021-04-10 02:00:00,647 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=1.66ms, fps=4120 images/s, loss=0.0343, top1-acc=99.15%, top5-acc=99.98%, remaining_time=0:00:05.589742, arrival_time=2021-04-10 02:00:06.237466, cost_time=0:00:07.149648 2021-04-10 02:00:01,275 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=2.20ms, fps=4086 images/s, loss=0.0341, top1-acc=99.16%, top5-acc=99.98%, remaining_time=0:00:04.925332, arrival_time=2021-04-10 02:00:06.200320, cost_time=0:00:07.776836 2021-04-10 02:00:01,907 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=1.95ms, fps=4053 images/s, loss=0.0340, top1-acc=99.16%, top5-acc=99.98%, remaining_time=0:00:04.269342, arrival_time=2021-04-10 02:00:06.176707, cost_time=0:00:08.409344 2021-04-10 02:00:02,526 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=1.52ms, fps=4141 images/s, loss=0.0340, top1-acc=99.17%, top5-acc=99.99%, remaining_time=0:00:03.611160, arrival_time=2021-04-10 02:00:06.137131, cost_time=0:00:09.027964 2021-04-10 02:00:03,152 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=1.43ms, fps=4089 images/s, loss=0.0340, top1-acc=99.17%, top5-acc=99.99%, remaining_time=0:00:02.960698, arrival_time=2021-04-10 02:00:06.113400, cost_time=0:00:09.654520 2021-04-10 02:00:03,802 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=2.43ms, fps=3948 images/s, loss=0.0335, top1-acc=99.18%, top5-acc=99.99%, remaining_time=0:00:02.318364, arrival_time=2021-04-10 02:00:06.120298, cost_time=0:00:10.303855 2021-04-10 02:00:04,442 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=1.99ms, fps=4001 images/s, loss=0.0336, top1-acc=99.16%, top5-acc=99.99%, remaining_time=0:00:01.673854, arrival_time=2021-04-10 02:00:06.116401, cost_time=0:00:10.944445 2021-04-10 02:00:05,076 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=1.62ms, fps=4041 images/s, loss=0.0333, top1-acc=99.16%, top5-acc=99.99%, remaining_time=0:00:01.029200, arrival_time=2021-04-10 02:00:06.105821, cost_time=0:00:11.578543 2021-04-10 02:00:05,719 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=1.96ms, fps=3989 images/s, loss=0.0334, top1-acc=99.16%, top5-acc=99.99%, remaining_time=0:00:00.385926, arrival_time=2021-04-10 02:00:06.105033, cost_time=0:00:12.220925 2021-04-10 02:00:06,063 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=0.12ms, fps=3958 images/s, loss=0.0334, top1-acc=99.15%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:06.063485, cost_time=0:00:12.565440 2021-04-10 02:00:06,421 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=0.47ms, fps=7182 images/s, loss=1.7419, top1-acc=67.85%, top5-acc=87.85%, remaining_time=0:00:01.069200, arrival_time=2021-04-10 02:00:07.490476, cost_time=0:00:00.356403 2021-04-10 02:00:06,672 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=0.46ms, fps=10215 images/s, loss=1.7163, top1-acc=68.52%, top5-acc=87.52%, remaining_time=0:00:00.607540, arrival_time=2021-04-10 02:00:07.280078, cost_time=0:00:00.607540 2021-04-10 02:00:06,924 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=0.54ms, fps=10205 images/s, loss=1.7157, top1-acc=68.45%, top5-acc=87.43%, remaining_time=0:00:00.286410, arrival_time=2021-04-10 02:00:07.210512, cost_time=0:00:00.859229 2021-04-10 02:00:07,141 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=0.07ms, fps=10695 images/s, loss=1.6862, top1-acc=68.52%, top5-acc=87.61%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:07.141497, cost_time=0:00:01.076721 2021-04-10 02:00:08,124 INFO : Epoch=0159 complete, best val top1-acc=68.52%, top5-acc=87.61% (epoch=159), remaining_time=0:09:45.913985, arrival_time=2021-04-10 02:09:54.038621, cost_time=0:37:52.203004 2021-04-10 02:00:08,125 INFO : Train start, epoch=0160, lr=0.010016 2021-04-10 02:00:08,953 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=0.61ms, fps=3092 images/s, loss=0.0360, top1-acc=99.06%, top5-acc=99.96%, remaining_time=0:00:15.400986, arrival_time=2021-04-10 02:00:24.354440, cost_time=0:00:00.828014 2021-04-10 02:00:09,584 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=2.34ms, fps=4061 images/s, loss=0.0340, top1-acc=99.08%, top5-acc=99.98%, remaining_time=0:00:12.838672, arrival_time=2021-04-10 02:00:22.423141, cost_time=0:00:01.458948 2021-04-10 02:00:10,213 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=1.98ms, fps=4079 images/s, loss=0.0330, top1-acc=99.14%, top5-acc=99.97%, remaining_time=0:00:11.550446, arrival_time=2021-04-10 02:00:21.763405, cost_time=0:00:02.087427 2021-04-10 02:00:10,844 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=2.00ms, fps=4062 images/s, loss=0.0332, top1-acc=99.19%, top5-acc=99.97%, remaining_time=0:00:10.602228, arrival_time=2021-04-10 02:00:21.446224, cost_time=0:00:02.718536 2021-04-10 02:00:11,484 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=2.22ms, fps=4000 images/s, loss=0.0307, top1-acc=99.21%, top5-acc=99.98%, remaining_time=0:00:09.808718, arrival_time=2021-04-10 02:00:21.293423, cost_time=0:00:03.359164 2021-04-10 02:00:12,112 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=2.28ms, fps=4083 images/s, loss=0.0303, top1-acc=99.21%, top5-acc=99.98%, remaining_time=0:00:09.037200, arrival_time=2021-04-10 02:00:21.149573, cost_time=0:00:03.986984 2021-04-10 02:00:12,743 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=2.66ms, fps=4063 images/s, loss=0.0311, top1-acc=99.17%, top5-acc=99.98%, remaining_time=0:00:08.311590, arrival_time=2021-04-10 02:00:21.054618, cost_time=0:00:04.617559 2021-04-10 02:00:13,367 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=2.70ms, fps=4101 images/s, loss=0.0304, top1-acc=99.20%, top5-acc=99.98%, remaining_time=0:00:07.601596, arrival_time=2021-04-10 02:00:20.969496, cost_time=0:00:05.242456 2021-04-10 02:00:13,995 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=2.27ms, fps=4082 images/s, loss=0.0311, top1-acc=99.18%, top5-acc=99.98%, remaining_time=0:00:06.913744, arrival_time=2021-04-10 02:00:20.909322, cost_time=0:00:05.870172 2021-04-10 02:00:14,625 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=2.21ms, fps=4065 images/s, loss=0.0313, top1-acc=99.18%, top5-acc=99.98%, remaining_time=0:00:06.240480, arrival_time=2021-04-10 02:00:20.866376, cost_time=0:00:06.500520 2021-04-10 02:00:15,259 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.75ms, fps=4047 images/s, loss=0.0315, top1-acc=99.18%, top5-acc=99.98%, remaining_time=0:00:05.577100, arrival_time=2021-04-10 02:00:20.836081, cost_time=0:00:07.133454 2021-04-10 02:00:15,893 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=3.15ms, fps=4042 images/s, loss=0.0314, top1-acc=99.19%, top5-acc=99.98%, remaining_time=0:00:04.919480, arrival_time=2021-04-10 02:00:20.812508, cost_time=0:00:07.767557 2021-04-10 02:00:16,525 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=2.60ms, fps=4050 images/s, loss=0.0319, top1-acc=99.18%, top5-acc=99.98%, remaining_time=0:00:04.264788, arrival_time=2021-04-10 02:00:20.790517, cost_time=0:00:08.400356 2021-04-10 02:00:17,157 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=1.89ms, fps=4055 images/s, loss=0.0318, top1-acc=99.18%, top5-acc=99.98%, remaining_time=0:00:03.612840, arrival_time=2021-04-10 02:00:20.770512, cost_time=0:00:09.032147 2021-04-10 02:00:17,786 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=1.81ms, fps=4078 images/s, loss=0.0316, top1-acc=99.20%, top5-acc=99.98%, remaining_time=0:00:02.962630, arrival_time=2021-04-10 02:00:20.748806, cost_time=0:00:09.660723 2021-04-10 02:00:18,422 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=9.17ms, fps=4026 images/s, loss=0.0314, top1-acc=99.21%, top5-acc=99.99%, remaining_time=0:00:02.316888, arrival_time=2021-04-10 02:00:20.739622, cost_time=0:00:10.297281 2021-04-10 02:00:19,067 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=2.52ms, fps=3975 images/s, loss=0.0315, top1-acc=99.21%, top5-acc=99.98%, remaining_time=0:00:01.673490, arrival_time=2021-04-10 02:00:20.741031, cost_time=0:00:10.941975 2021-04-10 02:00:19,692 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=1.66ms, fps=4101 images/s, loss=0.0314, top1-acc=99.20%, top5-acc=99.98%, remaining_time=0:00:01.028192, arrival_time=2021-04-10 02:00:20.720689, cost_time=0:00:11.567095 2021-04-10 02:00:20,319 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.77ms, fps=4086 images/s, loss=0.0311, top1-acc=99.21%, top5-acc=99.98%, remaining_time=0:00:00.385074, arrival_time=2021-04-10 02:00:20.704537, cost_time=0:00:12.194043 2021-04-10 02:00:20,663 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=1.70ms, fps=3964 images/s, loss=0.0312, top1-acc=99.21%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:20.663173, cost_time=0:00:12.537650 2021-04-10 02:00:21,001 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=5.29ms, fps=7614 images/s, loss=1.6440, top1-acc=69.84%, top5-acc=87.62%, remaining_time=0:00:01.008570, arrival_time=2021-04-10 02:00:22.009530, cost_time=0:00:00.336192 2021-04-10 02:00:21,240 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=3.13ms, fps=10729 images/s, loss=1.6727, top1-acc=69.24%, top5-acc=87.29%, remaining_time=0:00:00.575360, arrival_time=2021-04-10 02:00:21.815444, cost_time=0:00:00.575364 2021-04-10 02:00:21,518 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=16.35ms, fps=9208 images/s, loss=1.6726, top1-acc=69.28%, top5-acc=87.33%, remaining_time=0:00:00.284590, arrival_time=2021-04-10 02:00:21.803121, cost_time=0:00:00.853778 2021-04-10 02:00:21,758 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=0.09ms, fps=9681 images/s, loss=1.7149, top1-acc=69.06%, top5-acc=87.35%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:21.758635, cost_time=0:00:01.093969 2021-04-10 02:00:22,843 INFO : Epoch=0160 complete, best val top1-acc=69.06%, top5-acc=87.35% (epoch=160), remaining_time=0:09:31.730440, arrival_time=2021-04-10 02:09:54.573804, cost_time=0:38:06.921725 2021-04-10 02:00:22,843 INFO : Train start, epoch=0161, lr=0.009549 2021-04-10 02:00:23,678 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=0.52ms, fps=3070 images/s, loss=0.0298, top1-acc=99.30%, top5-acc=99.96%, remaining_time=0:00:15.509424, arrival_time=2021-04-10 02:00:39.187485, cost_time=0:00:00.833842 2021-04-10 02:00:24,308 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=1.40ms, fps=4067 images/s, loss=0.0318, top1-acc=99.26%, top5-acc=99.98%, remaining_time=0:00:12.884608, arrival_time=2021-04-10 02:00:37.192899, cost_time=0:00:01.464162 2021-04-10 02:00:24,940 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=2.59ms, fps=4057 images/s, loss=0.0318, top1-acc=99.23%, top5-acc=99.99%, remaining_time=0:00:11.597258, arrival_time=2021-04-10 02:00:36.537366, cost_time=0:00:02.095881 2021-04-10 02:00:25,562 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.62ms, fps=4116 images/s, loss=0.0298, top1-acc=99.30%, top5-acc=99.98%, remaining_time=0:00:10.603164, arrival_time=2021-04-10 02:00:36.166041, cost_time=0:00:02.718755 2021-04-10 02:00:26,198 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=1.85ms, fps=4033 images/s, loss=0.0291, top1-acc=99.31%, top5-acc=99.98%, remaining_time=0:00:09.793826, arrival_time=2021-04-10 02:00:35.992126, cost_time=0:00:03.354069 2021-04-10 02:00:26,823 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.44ms, fps=4097 images/s, loss=0.0280, top1-acc=99.34%, top5-acc=99.99%, remaining_time=0:00:09.020744, arrival_time=2021-04-10 02:00:35.844624, cost_time=0:00:03.979754 2021-04-10 02:00:27,446 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=2.68ms, fps=4115 images/s, loss=0.0285, top1-acc=99.31%, top5-acc=99.99%, remaining_time=0:00:08.284374, arrival_time=2021-04-10 02:00:35.730917, cost_time=0:00:04.602445 2021-04-10 02:00:28,098 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=2.08ms, fps=3930 images/s, loss=0.0279, top1-acc=99.31%, top5-acc=99.99%, remaining_time=0:00:07.618880, arrival_time=2021-04-10 02:00:35.717497, cost_time=0:00:05.254415 2021-04-10 02:00:28,746 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=1.66ms, fps=3958 images/s, loss=0.0274, top1-acc=99.31%, top5-acc=99.99%, remaining_time=0:00:06.951268, arrival_time=2021-04-10 02:00:35.697401, cost_time=0:00:05.901999 2021-04-10 02:00:29,379 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=1.35ms, fps=4045 images/s, loss=0.0278, top1-acc=99.30%, top5-acc=99.99%, remaining_time=0:00:06.274080, arrival_time=2021-04-10 02:00:35.653642, cost_time=0:00:06.535454 2021-04-10 02:00:30,014 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=1.72ms, fps=4034 images/s, loss=0.0280, top1-acc=99.29%, top5-acc=99.99%, remaining_time=0:00:05.606082, arrival_time=2021-04-10 02:00:35.620809, cost_time=0:00:07.170554 2021-04-10 02:00:30,652 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=2.08ms, fps=4021 images/s, loss=0.0279, top1-acc=99.29%, top5-acc=99.99%, remaining_time=0:00:04.945016, arrival_time=2021-04-10 02:00:35.597064, cost_time=0:00:07.807948 2021-04-10 02:00:31,281 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=2.73ms, fps=4072 images/s, loss=0.0275, top1-acc=99.31%, top5-acc=99.99%, remaining_time=0:00:04.283532, arrival_time=2021-04-10 02:00:35.564902, cost_time=0:00:08.437260 2021-04-10 02:00:31,914 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=3.95ms, fps=4049 images/s, loss=0.0273, top1-acc=99.32%, top5-acc=99.99%, remaining_time=0:00:03.628016, arrival_time=2021-04-10 02:00:35.542250, cost_time=0:00:09.070026 2021-04-10 02:00:32,539 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=2.27ms, fps=4101 images/s, loss=0.0276, top1-acc=99.31%, top5-acc=99.99%, remaining_time=0:00:02.973164, arrival_time=2021-04-10 02:00:35.512272, cost_time=0:00:09.695044 2021-04-10 02:00:33,167 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=2.05ms, fps=4078 images/s, loss=0.0275, top1-acc=99.32%, top5-acc=99.99%, remaining_time=0:00:02.322720, arrival_time=2021-04-10 02:00:35.489989, cost_time=0:00:10.323145 2021-04-10 02:00:33,793 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.84ms, fps=4090 images/s, loss=0.0277, top1-acc=99.30%, top5-acc=99.99%, remaining_time=0:00:01.674634, arrival_time=2021-04-10 02:00:35.468347, cost_time=0:00:10.949614 2021-04-10 02:00:34,434 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=1.44ms, fps=4000 images/s, loss=0.0279, top1-acc=99.29%, top5-acc=99.99%, remaining_time=0:00:01.030240, arrival_time=2021-04-10 02:00:35.464567, cost_time=0:00:11.590184 2021-04-10 02:00:35,058 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=1.52ms, fps=4105 images/s, loss=0.0281, top1-acc=99.28%, top5-acc=99.99%, remaining_time=0:00:00.385722, arrival_time=2021-04-10 02:00:35.444297, cost_time=0:00:12.214466 2021-04-10 02:00:35,395 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=0.08ms, fps=4047 images/s, loss=0.0283, top1-acc=99.28%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:35.395152, cost_time=0:00:12.551099 2021-04-10 02:00:35,724 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=2.58ms, fps=7798 images/s, loss=1.6301, top1-acc=69.30%, top5-acc=88.48%, remaining_time=0:00:00.984720, arrival_time=2021-04-10 02:00:36.709149, cost_time=0:00:00.328241 2021-04-10 02:00:35,967 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=0.45ms, fps=10569 images/s, loss=1.6570, top1-acc=69.24%, top5-acc=87.83%, remaining_time=0:00:00.570980, arrival_time=2021-04-10 02:00:36.538147, cost_time=0:00:00.570987 2021-04-10 02:00:36,218 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=5.63ms, fps=10218 images/s, loss=1.7066, top1-acc=68.61%, top5-acc=87.41%, remaining_time=0:00:00.274000, arrival_time=2021-04-10 02:00:36.492208, cost_time=0:00:00.822005 2021-04-10 02:00:36,450 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.07ms, fps=10028 images/s, loss=1.7338, top1-acc=68.65%, top5-acc=87.43%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:36.450041, cost_time=0:00:01.053932 2021-04-10 02:00:36,951 INFO : Epoch=0161 complete, best val top1-acc=69.06%, top5-acc=87.35% (epoch=160), remaining_time=0:09:17.392329, arrival_time=2021-04-10 02:09:54.343782, cost_time=0:38:21.029833 2021-04-10 02:00:36,951 INFO : Train start, epoch=0162, lr=0.009093 2021-04-10 02:00:37,777 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=1.39ms, fps=3101 images/s, loss=0.0269, top1-acc=99.26%, top5-acc=99.96%, remaining_time=0:00:15.354114, arrival_time=2021-04-10 02:00:53.131852, cost_time=0:00:00.825489 2021-04-10 02:00:38,402 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=1.70ms, fps=4103 images/s, loss=0.0254, top1-acc=99.30%, top5-acc=99.98%, remaining_time=0:00:12.762288, arrival_time=2021-04-10 02:00:51.164646, cost_time=0:00:01.450268 2021-04-10 02:00:39,035 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=7.06ms, fps=4045 images/s, loss=0.0246, top1-acc=99.34%, top5-acc=99.99%, remaining_time=0:00:11.528700, arrival_time=2021-04-10 02:00:50.564480, cost_time=0:00:02.083508 2021-04-10 02:00:39,667 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=2.19ms, fps=4056 images/s, loss=0.0232, top1-acc=99.39%, top5-acc=99.99%, remaining_time=0:00:10.590840, arrival_time=2021-04-10 02:00:50.258533, cost_time=0:00:02.715603 2021-04-10 02:00:40,299 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=2.34ms, fps=4066 images/s, loss=0.0223, top1-acc=99.42%, top5-acc=99.99%, remaining_time=0:00:09.769152, arrival_time=2021-04-10 02:00:50.068521, cost_time=0:00:03.345585 2021-04-10 02:00:40,931 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.96ms, fps=4057 images/s, loss=0.0211, top1-acc=99.48%, top5-acc=99.99%, remaining_time=0:00:09.019112, arrival_time=2021-04-10 02:00:49.950246, cost_time=0:00:03.979045 2021-04-10 02:00:41,569 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.50ms, fps=4016 images/s, loss=0.0206, top1-acc=99.50%, top5-acc=99.99%, remaining_time=0:00:08.310582, arrival_time=2021-04-10 02:00:49.879825, cost_time=0:00:04.616986 2021-04-10 02:00:42,194 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=1.71ms, fps=4097 images/s, loss=0.0208, top1-acc=99.52%, top5-acc=99.99%, remaining_time=0:00:07.601944, arrival_time=2021-04-10 02:00:49.796816, cost_time=0:00:05.242719 2021-04-10 02:00:42,813 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.40ms, fps=4145 images/s, loss=0.0215, top1-acc=99.49%, top5-acc=99.99%, remaining_time=0:00:06.902932, arrival_time=2021-04-10 02:00:49.716042, cost_time=0:00:05.860949 2021-04-10 02:00:43,456 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.95ms, fps=3986 images/s, loss=0.0216, top1-acc=99.48%, top5-acc=99.99%, remaining_time=0:00:06.243648, arrival_time=2021-04-10 02:00:49.699734, cost_time=0:00:06.503833 2021-04-10 02:00:44,087 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=2.20ms, fps=4083 images/s, loss=0.0221, top1-acc=99.47%, top5-acc=99.99%, remaining_time=0:00:05.578648, arrival_time=2021-04-10 02:00:49.666267, cost_time=0:00:07.135530 2021-04-10 02:00:44,708 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=1.47ms, fps=4125 images/s, loss=0.0228, top1-acc=99.46%, top5-acc=99.99%, remaining_time=0:00:04.912488, arrival_time=2021-04-10 02:00:49.621297, cost_time=0:00:07.756512 2021-04-10 02:00:45,334 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.47ms, fps=4098 images/s, loss=0.0229, top1-acc=99.46%, top5-acc=99.99%, remaining_time=0:00:04.255548, arrival_time=2021-04-10 02:00:49.589781, cost_time=0:00:08.382136 2021-04-10 02:00:45,961 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=2.00ms, fps=4084 images/s, loss=0.0231, top1-acc=99.46%, top5-acc=99.99%, remaining_time=0:00:03.603768, arrival_time=2021-04-10 02:00:49.565281, cost_time=0:00:09.009422 2021-04-10 02:00:46,586 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=1.94ms, fps=4103 images/s, loss=0.0232, top1-acc=99.45%, top5-acc=99.99%, remaining_time=0:00:02.954350, arrival_time=2021-04-10 02:00:49.540333, cost_time=0:00:09.633799 2021-04-10 02:00:47,208 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=2.14ms, fps=4114 images/s, loss=0.0234, top1-acc=99.45%, top5-acc=99.99%, remaining_time=0:00:02.307744, arrival_time=2021-04-10 02:00:49.516594, cost_time=0:00:10.256715 2021-04-10 02:00:47,830 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.85ms, fps=4125 images/s, loss=0.0237, top1-acc=99.43%, top5-acc=99.99%, remaining_time=0:00:01.663688, arrival_time=2021-04-10 02:00:49.493858, cost_time=0:00:10.877972 2021-04-10 02:00:48,455 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=1.44ms, fps=4097 images/s, loss=0.0236, top1-acc=99.43%, top5-acc=99.99%, remaining_time=0:00:01.022528, arrival_time=2021-04-10 02:00:49.478077, cost_time=0:00:11.503413 2021-04-10 02:00:49,092 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.89ms, fps=4023 images/s, loss=0.0238, top1-acc=99.43%, top5-acc=99.99%, remaining_time=0:00:00.383376, arrival_time=2021-04-10 02:00:49.475972, cost_time=0:00:12.140297 2021-04-10 02:00:49,449 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=2.20ms, fps=3823 images/s, loss=0.0244, top1-acc=99.42%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:49.449231, cost_time=0:00:12.497119 2021-04-10 02:00:49,793 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=0.20ms, fps=7470 images/s, loss=1.6305, top1-acc=69.34%, top5-acc=88.09%, remaining_time=0:00:01.028130, arrival_time=2021-04-10 02:00:50.821276, cost_time=0:00:00.342710 2021-04-10 02:00:50,078 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=0.30ms, fps=8990 images/s, loss=1.6221, top1-acc=69.67%, top5-acc=88.38%, remaining_time=0:00:00.627840, arrival_time=2021-04-10 02:00:50.706150, cost_time=0:00:00.627840 2021-04-10 02:00:50,322 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=0.21ms, fps=10520 images/s, loss=1.6772, top1-acc=68.97%, top5-acc=87.70%, remaining_time=0:00:00.290550, arrival_time=2021-04-10 02:00:50.612700, cost_time=0:00:00.871644 2021-04-10 02:00:50,548 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.09ms, fps=10270 images/s, loss=1.6900, top1-acc=69.23%, top5-acc=87.70%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:50.548555, cost_time=0:00:01.098114 2021-04-10 02:00:51,666 INFO : Epoch=0162 complete, best val top1-acc=69.23%, top5-acc=87.70% (epoch=162), remaining_time=0:09:03.199398, arrival_time=2021-04-10 02:09:54.865909, cost_time=0:38:35.744849 2021-04-10 02:00:51,667 INFO : Train start, epoch=0163, lr=0.008646 2021-04-10 02:00:52,481 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=4.29ms, fps=3144 images/s, loss=0.0284, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:15.146724, arrival_time=2021-04-10 02:01:07.628591, cost_time=0:00:00.814341 2021-04-10 02:00:53,116 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=1.78ms, fps=4039 images/s, loss=0.0308, top1-acc=99.20%, top5-acc=99.98%, remaining_time=0:00:12.749264, arrival_time=2021-04-10 02:01:05.865595, cost_time=0:00:01.448779 2021-04-10 02:00:53,755 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=3.48ms, fps=4008 images/s, loss=0.0286, top1-acc=99.27%, top5-acc=99.99%, remaining_time=0:00:11.554098, arrival_time=2021-04-10 02:01:05.309748, cost_time=0:00:02.088103 2021-04-10 02:00:54,388 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=1.67ms, fps=4052 images/s, loss=0.0298, top1-acc=99.26%, top5-acc=99.99%, remaining_time=0:00:10.610184, arrival_time=2021-04-10 02:01:04.998487, cost_time=0:00:02.720542 2021-04-10 02:00:55,033 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=1.74ms, fps=3972 images/s, loss=0.0280, top1-acc=99.32%, top5-acc=99.99%, remaining_time=0:00:09.829596, arrival_time=2021-04-10 02:01:04.863394, cost_time=0:00:03.366281 2021-04-10 02:00:55,661 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=1.69ms, fps=4082 images/s, loss=0.0268, top1-acc=99.38%, top5-acc=99.99%, remaining_time=0:00:09.053112, arrival_time=2021-04-10 02:01:04.714578, cost_time=0:00:03.994011 2021-04-10 02:00:56,291 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.43ms, fps=4070 images/s, loss=0.0254, top1-acc=99.41%, top5-acc=99.99%, remaining_time=0:00:08.322300, arrival_time=2021-04-10 02:01:04.613353, cost_time=0:00:04.623497 2021-04-10 02:00:56,917 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=2.77ms, fps=4094 images/s, loss=0.0252, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:07.611920, arrival_time=2021-04-10 02:01:04.529031, cost_time=0:00:05.249612 2021-04-10 02:00:57,555 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=3.01ms, fps=4018 images/s, loss=0.0245, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:06.933884, arrival_time=2021-04-10 02:01:04.488783, cost_time=0:00:05.887253 2021-04-10 02:00:58,187 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=2.12ms, fps=4056 images/s, loss=0.0239, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:06.258624, arrival_time=2021-04-10 02:01:04.445555, cost_time=0:00:06.519429 2021-04-10 02:00:58,831 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=2.31ms, fps=3977 images/s, loss=0.0239, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:05.600664, arrival_time=2021-04-10 02:01:04.431896, cost_time=0:00:07.163676 2021-04-10 02:00:59,463 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=1.57ms, fps=4052 images/s, loss=0.0238, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:04.937492, arrival_time=2021-04-10 02:01:04.401038, cost_time=0:00:07.796099 2021-04-10 02:01:00,096 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=2.79ms, fps=4046 images/s, loss=0.0232, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:04.279440, arrival_time=2021-04-10 02:01:04.376200, cost_time=0:00:08.429221 2021-04-10 02:01:00,727 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=2.48ms, fps=4061 images/s, loss=0.0232, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:03.624096, arrival_time=2021-04-10 02:01:04.351796, cost_time=0:00:09.060249 2021-04-10 02:01:01,368 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=1.92ms, fps=4001 images/s, loss=0.0233, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:02.974820, arrival_time=2021-04-10 02:01:04.342947, cost_time=0:00:09.700494 2021-04-10 02:01:01,999 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=2.07ms, fps=4061 images/s, loss=0.0232, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:02.324664, arrival_time=2021-04-10 02:01:04.324025, cost_time=0:00:10.331845 2021-04-10 02:01:02,626 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=2.20ms, fps=4086 images/s, loss=0.0234, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:01.676064, arrival_time=2021-04-10 02:01:04.302451, cost_time=0:00:10.958942 2021-04-10 02:01:03,256 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=2.28ms, fps=4069 images/s, loss=0.0232, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:01.030096, arrival_time=2021-04-10 02:01:04.286172, cost_time=0:00:11.588526 2021-04-10 02:01:03,895 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.28ms, fps=4008 images/s, loss=0.0232, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:00.386148, arrival_time=2021-04-10 02:01:04.281791, cost_time=0:00:12.228059 2021-04-10 02:01:04,244 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=0.12ms, fps=3903 images/s, loss=0.0233, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:04.244753, cost_time=0:00:12.577240 2021-04-10 02:01:04,599 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=2.65ms, fps=7241 images/s, loss=1.7238, top1-acc=67.93%, top5-acc=87.07%, remaining_time=0:00:01.060560, arrival_time=2021-04-10 02:01:05.660216, cost_time=0:00:00.353521 2021-04-10 02:01:04,848 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=0.31ms, fps=10320 images/s, loss=1.6767, top1-acc=69.18%, top5-acc=87.50%, remaining_time=0:00:00.602060, arrival_time=2021-04-10 02:01:05.450263, cost_time=0:00:00.602069 2021-04-10 02:01:05,100 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=4.08ms, fps=10170 images/s, loss=1.6535, top1-acc=69.70%, top5-acc=87.76%, remaining_time=0:00:00.284770, arrival_time=2021-04-10 02:01:05.385223, cost_time=0:00:00.854323 2021-04-10 02:01:05,322 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=0.10ms, fps=10478 images/s, loss=1.6819, top1-acc=69.16%, top5-acc=87.72%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:05.322471, cost_time=0:00:01.076276 2021-04-10 02:01:05,889 INFO : Epoch=0163 complete, best val top1-acc=69.23%, top5-acc=87.70% (epoch=162), remaining_time=0:08:48.888434, arrival_time=2021-04-10 02:09:54.778007, cost_time=0:38:49.967932 2021-04-10 02:01:05,890 INFO : Train start, epoch=0164, lr=0.008210 2021-04-10 02:01:06,687 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=3.92ms, fps=3213 images/s, loss=0.0166, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:14.820108, arrival_time=2021-04-10 02:01:21.507344, cost_time=0:00:00.796784 2021-04-10 02:01:07,310 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=1.43ms, fps=4110 images/s, loss=0.0168, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:12.497056, arrival_time=2021-04-10 02:01:19.807738, cost_time=0:00:01.420123 2021-04-10 02:01:07,935 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=1.87ms, fps=4103 images/s, loss=0.0189, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:11.314394, arrival_time=2021-04-10 02:01:19.249698, cost_time=0:00:02.044760 2021-04-10 02:01:08,568 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=2.45ms, fps=4048 images/s, loss=0.0192, top1-acc=99.56%, top5-acc=99.99%, remaining_time=0:00:10.443732, arrival_time=2021-04-10 02:01:19.012212, cost_time=0:00:02.677899 2021-04-10 02:01:09,197 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=2.58ms, fps=4072 images/s, loss=0.0190, top1-acc=99.58%, top5-acc=99.99%, remaining_time=0:00:09.657608, arrival_time=2021-04-10 02:01:18.855520, cost_time=0:00:03.307409 2021-04-10 02:01:09,829 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=1.50ms, fps=4057 images/s, loss=0.0186, top1-acc=99.57%, top5-acc=99.99%, remaining_time=0:00:08.928536, arrival_time=2021-04-10 02:01:18.758191, cost_time=0:00:03.939033 2021-04-10 02:01:10,466 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=1.59ms, fps=4024 images/s, loss=0.0186, top1-acc=99.55%, top5-acc=99.99%, remaining_time=0:00:08.236872, arrival_time=2021-04-10 02:01:18.703518, cost_time=0:00:04.576043 2021-04-10 02:01:11,093 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=1.86ms, fps=4087 images/s, loss=0.0184, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:07.544756, arrival_time=2021-04-10 02:01:18.638519, cost_time=0:00:05.203295 2021-04-10 02:01:11,709 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=2.28ms, fps=4164 images/s, loss=0.0182, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:06.852900, arrival_time=2021-04-10 02:01:18.561892, cost_time=0:00:05.818543 2021-04-10 02:01:12,336 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=2.24ms, fps=4082 images/s, loss=0.0189, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:06.188256, arrival_time=2021-04-10 02:01:18.524935, cost_time=0:00:06.446055 2021-04-10 02:01:12,969 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=3.96ms, fps=4050 images/s, loss=0.0191, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:05.534530, arrival_time=2021-04-10 02:01:18.504055, cost_time=0:00:07.079022 2021-04-10 02:01:13,651 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=3.06ms, fps=3757 images/s, loss=0.0190, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:04.915300, arrival_time=2021-04-10 02:01:18.566940, cost_time=0:00:07.761040 2021-04-10 02:01:14,287 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=2.07ms, fps=4029 images/s, loss=0.0197, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:04.263204, arrival_time=2021-04-10 02:01:18.550960, cost_time=0:00:08.397280 2021-04-10 02:01:14,935 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=2.75ms, fps=3955 images/s, loss=0.0197, top1-acc=99.52%, top5-acc=99.99%, remaining_time=0:00:03.617992, arrival_time=2021-04-10 02:01:18.553619, cost_time=0:00:09.045037 2021-04-10 02:01:15,556 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=1.47ms, fps=4129 images/s, loss=0.0194, top1-acc=99.52%, top5-acc=99.99%, remaining_time=0:00:02.964194, arrival_time=2021-04-10 02:01:18.520506, cost_time=0:00:09.665859 2021-04-10 02:01:16,186 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=1.98ms, fps=4066 images/s, loss=0.0194, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:02.316564, arrival_time=2021-04-10 02:01:18.502965, cost_time=0:00:10.295874 2021-04-10 02:01:16,811 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.69ms, fps=4100 images/s, loss=0.0193, top1-acc=99.54%, top5-acc=99.99%, remaining_time=0:00:01.670266, arrival_time=2021-04-10 02:01:18.481646, cost_time=0:00:10.920914 2021-04-10 02:01:17,431 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.47ms, fps=4131 images/s, loss=0.0192, top1-acc=99.54%, top5-acc=99.99%, remaining_time=0:00:01.025872, arrival_time=2021-04-10 02:01:18.457431, cost_time=0:00:11.541104 2021-04-10 02:01:18,063 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=0.08ms, fps=4057 images/s, loss=0.0189, top1-acc=99.55%, top5-acc=99.99%, remaining_time=0:00:00.384396, arrival_time=2021-04-10 02:01:18.447531, cost_time=0:00:12.172516 2021-04-10 02:01:18,413 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=0.15ms, fps=3889 images/s, loss=0.0188, top1-acc=99.55%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:18.413645, cost_time=0:00:12.523125 2021-04-10 02:01:18,784 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=3.23ms, fps=6944 images/s, loss=1.6527, top1-acc=69.06%, top5-acc=88.48%, remaining_time=0:00:01.105890, arrival_time=2021-04-10 02:01:19.889908, cost_time=0:00:00.368629 2021-04-10 02:01:19,051 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=0.81ms, fps=9587 images/s, loss=1.5781, top1-acc=70.31%, top5-acc=88.79%, remaining_time=0:00:00.636200, arrival_time=2021-04-10 02:01:19.687868, cost_time=0:00:00.636196 2021-04-10 02:01:19,325 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=5.51ms, fps=9387 images/s, loss=1.6210, top1-acc=69.70%, top5-acc=88.09%, remaining_time=0:00:00.303240, arrival_time=2021-04-10 02:01:19.628367, cost_time=0:00:00.909734 2021-04-10 02:01:19,576 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=0.13ms, fps=9260 images/s, loss=1.6546, top1-acc=69.68%, top5-acc=87.91%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:19.576269, cost_time=0:00:01.160887 2021-04-10 02:01:20,720 INFO : Epoch=0164 complete, best val top1-acc=69.68%, top5-acc=87.91% (epoch=164), remaining_time=0:08:34.711908, arrival_time=2021-04-10 02:09:55.432184, cost_time=0:39:04.798616 2021-04-10 02:01:20,721 INFO : Train start, epoch=0165, lr=0.007784 2021-04-10 02:01:21,528 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=3.48ms, fps=3170 images/s, loss=0.0169, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:15.020244, arrival_time=2021-04-10 02:01:36.549063, cost_time=0:00:00.807542 2021-04-10 02:01:22,155 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=1.63ms, fps=4093 images/s, loss=0.0164, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:12.617264, arrival_time=2021-04-10 02:01:34.772228, cost_time=0:00:01.433774 2021-04-10 02:01:22,786 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=2.06ms, fps=4057 images/s, loss=0.0151, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:11.428602, arrival_time=2021-04-10 02:01:34.215189, cost_time=0:00:02.065397 2021-04-10 02:01:23,413 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=1.53ms, fps=4088 images/s, loss=0.0158, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:10.499736, arrival_time=2021-04-10 02:01:33.913208, cost_time=0:00:02.692240 2021-04-10 02:01:24,048 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.96ms, fps=4034 images/s, loss=0.0154, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:09.716446, arrival_time=2021-04-10 02:01:33.765152, cost_time=0:00:03.327547 2021-04-10 02:01:24,683 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=2.22ms, fps=4036 images/s, loss=0.0163, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:08.981304, arrival_time=2021-04-10 02:01:33.664851, cost_time=0:00:03.962358 2021-04-10 02:01:25,316 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=2.37ms, fps=4052 images/s, loss=0.0158, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:08.270514, arrival_time=2021-04-10 02:01:33.586560, cost_time=0:00:04.594723 2021-04-10 02:01:25,947 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=1.49ms, fps=4059 images/s, loss=0.0155, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:07.578396, arrival_time=2021-04-10 02:01:33.525997, cost_time=0:00:05.226462 2021-04-10 02:01:26,577 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=1.94ms, fps=4069 images/s, loss=0.0153, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:06.897208, arrival_time=2021-04-10 02:01:33.474593, cost_time=0:00:05.856079 2021-04-10 02:01:27,211 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=2.05ms, fps=4045 images/s, loss=0.0152, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:06.230304, arrival_time=2021-04-10 02:01:33.441356, cost_time=0:00:06.489873 2021-04-10 02:01:27,846 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=1.86ms, fps=4034 images/s, loss=0.0154, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:05.570478, arrival_time=2021-04-10 02:01:33.416800, cost_time=0:00:07.125021 2021-04-10 02:01:28,485 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=2.06ms, fps=4013 images/s, loss=0.0157, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:04.917124, arrival_time=2021-04-10 02:01:33.402104, cost_time=0:00:07.763845 2021-04-10 02:01:29,110 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=2.51ms, fps=4094 images/s, loss=0.0156, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:04.259310, arrival_time=2021-04-10 02:01:33.370011, cost_time=0:00:08.389529 2021-04-10 02:01:29,736 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.93ms, fps=4095 images/s, loss=0.0157, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:03.606064, arrival_time=2021-04-10 02:01:33.342612, cost_time=0:00:09.015180 2021-04-10 02:01:30,372 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=2.25ms, fps=4031 images/s, loss=0.0156, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:02.959732, arrival_time=2021-04-10 02:01:33.332252, cost_time=0:00:09.651371 2021-04-10 02:01:30,998 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=3.64ms, fps=4092 images/s, loss=0.0157, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:02.312424, arrival_time=2021-04-10 02:01:33.311042, cost_time=0:00:10.277382 2021-04-10 02:01:31,631 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=2.25ms, fps=4047 images/s, loss=0.0159, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:01.668680, arrival_time=2021-04-10 02:01:33.300506, cost_time=0:00:10.910620 2021-04-10 02:01:32,270 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=2.37ms, fps=4012 images/s, loss=0.0156, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:01.026608, arrival_time=2021-04-10 02:01:33.297308, cost_time=0:00:11.549400 2021-04-10 02:01:32,897 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.20ms, fps=4089 images/s, loss=0.0158, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:00.384516, arrival_time=2021-04-10 02:01:33.281972, cost_time=0:00:12.176314 2021-04-10 02:01:33,240 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=0.12ms, fps=3966 images/s, loss=0.0160, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:33.240751, cost_time=0:00:12.519608 2021-04-10 02:01:33,620 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=0.40ms, fps=6764 images/s, loss=1.5443, top1-acc=70.51%, top5-acc=88.91%, remaining_time=0:00:01.135320, arrival_time=2021-04-10 02:01:34.755629, cost_time=0:00:00.378438 2021-04-10 02:01:33,893 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=0.41ms, fps=9401 images/s, loss=1.5671, top1-acc=70.47%, top5-acc=88.55%, remaining_time=0:00:00.651300, arrival_time=2021-04-10 02:01:34.544449, cost_time=0:00:00.651298 2021-04-10 02:01:34,178 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=0.30ms, fps=8995 images/s, loss=1.5643, top1-acc=70.51%, top5-acc=88.61%, remaining_time=0:00:00.312140, arrival_time=2021-04-10 02:01:34.490357, cost_time=0:00:00.936412 2021-04-10 02:01:34,406 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=0.08ms, fps=10175 images/s, loss=1.6102, top1-acc=69.91%, top5-acc=88.28%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:34.406665, cost_time=0:00:01.164856 2021-04-10 02:01:35,455 INFO : Epoch=0165 complete, best val top1-acc=69.91%, top5-acc=88.28% (epoch=165), remaining_time=0:08:20.507175, arrival_time=2021-04-10 02:09:55.962745, cost_time=0:39:19.533810 2021-04-10 02:01:35,456 INFO : Train start, epoch=0166, lr=0.007368 2021-04-10 02:01:36,279 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=0.68ms, fps=3113 images/s, loss=0.0144, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:15.296640, arrival_time=2021-04-10 02:01:51.576084, cost_time=0:00:00.822400 2021-04-10 02:01:36,916 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=3.22ms, fps=4020 images/s, loss=0.0162, top1-acc=99.71%, top5-acc=99.98%, remaining_time=0:00:12.845536, arrival_time=2021-04-10 02:01:49.762371, cost_time=0:00:01.459729 2021-04-10 02:01:37,550 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=2.37ms, fps=4043 images/s, loss=0.0160, top1-acc=99.71%, top5-acc=99.97%, remaining_time=0:00:11.584808, arrival_time=2021-04-10 02:01:49.135581, cost_time=0:00:02.093646 2021-04-10 02:01:38,184 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=2.00ms, fps=4069 images/s, loss=0.0149, top1-acc=99.73%, top5-acc=99.98%, remaining_time=0:00:10.621884, arrival_time=2021-04-10 02:01:48.805808, cost_time=0:00:02.723569 2021-04-10 02:01:38,810 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=2.06ms, fps=4091 images/s, loss=0.0148, top1-acc=99.76%, top5-acc=99.98%, remaining_time=0:00:09.791782, arrival_time=2021-04-10 02:01:48.602203, cost_time=0:00:03.353349 2021-04-10 02:01:39,448 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=2.22ms, fps=4016 images/s, loss=0.0154, top1-acc=99.75%, top5-acc=99.99%, remaining_time=0:00:09.047128, arrival_time=2021-04-10 02:01:48.495622, cost_time=0:00:03.991389 2021-04-10 02:01:40,074 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=1.50ms, fps=4090 images/s, loss=0.0150, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:08.312220, arrival_time=2021-04-10 02:01:48.387127, cost_time=0:00:04.617883 2021-04-10 02:01:40,709 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=2.03ms, fps=4036 images/s, loss=0.0149, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:07.616212, arrival_time=2021-04-10 02:01:48.325882, cost_time=0:00:05.252574 2021-04-10 02:01:41,344 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=2.05ms, fps=4037 images/s, loss=0.0150, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:06.933884, arrival_time=2021-04-10 02:01:48.278327, cost_time=0:00:05.887294 2021-04-10 02:01:41,975 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=2.10ms, fps=4062 images/s, loss=0.0146, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:06.257664, arrival_time=2021-04-10 02:01:48.233190, cost_time=0:00:06.518423 2021-04-10 02:01:42,601 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=1.81ms, fps=4096 images/s, loss=0.0144, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:05.585356, arrival_time=2021-04-10 02:01:48.186509, cost_time=0:00:07.144071 2021-04-10 02:01:43,228 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=2.23ms, fps=4088 images/s, loss=0.0146, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:04.921532, arrival_time=2021-04-10 02:01:48.149473, cost_time=0:00:07.770878 2021-04-10 02:01:43,865 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=1.66ms, fps=4021 images/s, loss=0.0146, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:04.268748, arrival_time=2021-04-10 02:01:48.134060, cost_time=0:00:08.408200 2021-04-10 02:01:44,493 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=4.88ms, fps=4078 images/s, loss=0.0148, top1-acc=99.73%, top5-acc=99.99%, remaining_time=0:00:03.614632, arrival_time=2021-04-10 02:01:48.108231, cost_time=0:00:09.036543 2021-04-10 02:01:45,121 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=2.27ms, fps=4082 images/s, loss=0.0149, top1-acc=99.72%, top5-acc=99.99%, remaining_time=0:00:02.963734, arrival_time=2021-04-10 02:01:48.085089, cost_time=0:00:09.664320 2021-04-10 02:01:45,758 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=2.02ms, fps=4021 images/s, loss=0.0152, top1-acc=99.71%, top5-acc=99.99%, remaining_time=0:00:02.317824, arrival_time=2021-04-10 02:01:48.076387, cost_time=0:00:10.301388 2021-04-10 02:01:46,395 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=1.92ms, fps=4024 images/s, loss=0.0150, top1-acc=99.72%, top5-acc=99.99%, remaining_time=0:00:01.672944, arrival_time=2021-04-10 02:01:48.068428, cost_time=0:00:10.938402 2021-04-10 02:01:47,024 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.51ms, fps=4073 images/s, loss=0.0151, top1-acc=99.71%, top5-acc=99.99%, remaining_time=0:00:01.028224, arrival_time=2021-04-10 02:01:48.052846, cost_time=0:00:11.567505 2021-04-10 02:01:47,645 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=1.28ms, fps=4127 images/s, loss=0.0152, top1-acc=99.70%, top5-acc=99.99%, remaining_time=0:00:00.384900, arrival_time=2021-04-10 02:01:48.030491, cost_time=0:00:12.188522 2021-04-10 02:01:47,985 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=0.06ms, fps=4004 images/s, loss=0.0153, top1-acc=99.70%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:47.985762, cost_time=0:00:12.528780 2021-04-10 02:01:48,294 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=1.41ms, fps=8325 images/s, loss=1.6023, top1-acc=69.88%, top5-acc=87.73%, remaining_time=0:00:00.922530, arrival_time=2021-04-10 02:01:49.216779, cost_time=0:00:00.307511 2021-04-10 02:01:48,544 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=4.44ms, fps=10248 images/s, loss=1.5837, top1-acc=69.86%, top5-acc=88.01%, remaining_time=0:00:00.557660, arrival_time=2021-04-10 02:01:49.102104, cost_time=0:00:00.557663 2021-04-10 02:01:48,793 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=0.32ms, fps=10293 images/s, loss=1.6001, top1-acc=69.74%, top5-acc=88.15%, remaining_time=0:00:00.268970, arrival_time=2021-04-10 02:01:49.062712, cost_time=0:00:00.806913 2021-04-10 02:01:49,024 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=1.51ms, fps=10082 images/s, loss=1.6458, top1-acc=69.56%, top5-acc=87.91%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:49.024464, cost_time=0:00:01.037695 2021-04-10 02:01:49,550 INFO : Epoch=0166 complete, best val top1-acc=69.91%, top5-acc=88.28% (epoch=165), remaining_time=0:08:06.164878, arrival_time=2021-04-10 02:09:55.714980, cost_time=0:39:33.628465 2021-04-10 02:01:49,550 INFO : Train start, epoch=0167, lr=0.006963 2021-04-10 02:01:50,424 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=2.56ms, fps=2932 images/s, loss=0.0150, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:16.237986, arrival_time=2021-04-10 02:02:06.662071, cost_time=0:00:00.873010 2021-04-10 02:01:51,054 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=2.44ms, fps=4068 images/s, loss=0.0167, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:13.224464, arrival_time=2021-04-10 02:02:04.278410, cost_time=0:00:01.502782 2021-04-10 02:01:51,687 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=2.04ms, fps=4047 images/s, loss=0.0173, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:11.819366, arrival_time=2021-04-10 02:02:03.506492, cost_time=0:00:02.136034 2021-04-10 02:01:52,318 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=2.19ms, fps=4059 images/s, loss=0.0163, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:10.791768, arrival_time=2021-04-10 02:02:03.110148, cost_time=0:00:02.767108 2021-04-10 02:01:52,947 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=2.03ms, fps=4073 images/s, loss=0.0156, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:09.918072, arrival_time=2021-04-10 02:02:02.865737, cost_time=0:00:03.396589 2021-04-10 02:01:53,575 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=1.61ms, fps=4080 images/s, loss=0.0156, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:09.122064, arrival_time=2021-04-10 02:02:02.697773, cost_time=0:00:04.024441 2021-04-10 02:01:54,203 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=1.72ms, fps=4082 images/s, loss=0.0157, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:08.374590, arrival_time=2021-04-10 02:02:02.578236, cost_time=0:00:04.652565 2021-04-10 02:01:54,827 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=1.71ms, fps=4106 images/s, loss=0.0167, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:07.651012, arrival_time=2021-04-10 02:02:02.478800, cost_time=0:00:05.276526 2021-04-10 02:01:55,449 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=2.33ms, fps=4123 images/s, loss=0.0160, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:06.946922, arrival_time=2021-04-10 02:02:02.396336, cost_time=0:00:05.898341 2021-04-10 02:01:56,076 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=3.61ms, fps=4089 images/s, loss=0.0157, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:06.263808, arrival_time=2021-04-10 02:02:02.339839, cost_time=0:00:06.524842 2021-04-10 02:01:56,705 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.59ms, fps=4069 images/s, loss=0.0157, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:05.593784, arrival_time=2021-04-10 02:02:02.299672, cost_time=0:00:07.154814 2021-04-10 02:01:57,331 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.59ms, fps=4098 images/s, loss=0.0157, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:04.927232, arrival_time=2021-04-10 02:02:02.258276, cost_time=0:00:07.779868 2021-04-10 02:01:57,953 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=1.94ms, fps=4115 images/s, loss=0.0157, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:04.265976, arrival_time=2021-04-10 02:02:02.219762, cost_time=0:00:08.402710 2021-04-10 02:01:58,583 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.40ms, fps=4069 images/s, loss=0.0156, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:03.612896, arrival_time=2021-04-10 02:02:02.196332, cost_time=0:00:09.032269 2021-04-10 02:01:59,207 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.69ms, fps=4109 images/s, loss=0.0154, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:02.961112, arrival_time=2021-04-10 02:02:02.168117, cost_time=0:00:09.655837 2021-04-10 02:01:59,845 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=2.97ms, fps=4015 images/s, loss=0.0152, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:02.316168, arrival_time=2021-04-10 02:02:02.161388, cost_time=0:00:10.294085 2021-04-10 02:02:00,489 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=2.11ms, fps=3978 images/s, loss=0.0152, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:01.672918, arrival_time=2021-04-10 02:02:02.162486, cost_time=0:00:10.938259 2021-04-10 02:02:01,116 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=1.77ms, fps=4092 images/s, loss=0.0152, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:01.028000, arrival_time=2021-04-10 02:02:02.144146, cost_time=0:00:11.565018 2021-04-10 02:02:01,744 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.49ms, fps=4078 images/s, loss=0.0154, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:00.385056, arrival_time=2021-04-10 02:02:02.129678, cost_time=0:00:12.193417 2021-04-10 02:02:02,093 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=0.10ms, fps=3905 images/s, loss=0.0153, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:02.093551, cost_time=0:00:12.542415 2021-04-10 02:02:02,526 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=0.49ms, fps=5939 images/s, loss=1.6488, top1-acc=68.75%, top5-acc=88.12%, remaining_time=0:00:01.292970, arrival_time=2021-04-10 02:02:03.819144, cost_time=0:00:00.430994 2021-04-10 02:02:02,821 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=0.46ms, fps=8699 images/s, loss=1.6318, top1-acc=69.04%, top5-acc=87.87%, remaining_time=0:00:00.725820, arrival_time=2021-04-10 02:02:03.546911, cost_time=0:00:00.725823 2021-04-10 02:02:03,155 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=0.25ms, fps=7666 images/s, loss=1.6118, top1-acc=69.44%, top5-acc=88.16%, remaining_time=0:00:00.353520, arrival_time=2021-04-10 02:02:03.509192, cost_time=0:00:01.060558 2021-04-10 02:02:03,362 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=0.09ms, fps=11254 images/s, loss=1.6233, top1-acc=69.43%, top5-acc=88.20%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:03.362191, cost_time=0:00:01.267058 2021-04-10 02:02:03,881 INFO : Epoch=0167 complete, best val top1-acc=69.91%, top5-acc=88.28% (epoch=165), remaining_time=0:07:51.872214, arrival_time=2021-04-10 02:09:55.753298, cost_time=0:39:47.959419 2021-04-10 02:02:03,881 INFO : Train start, epoch=0168, lr=0.006568 2021-04-10 02:02:04,720 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=2.43ms, fps=3052 images/s, loss=0.0137, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:15.601122, arrival_time=2021-04-10 02:02:20.321996, cost_time=0:00:00.838769 2021-04-10 02:02:05,355 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.91ms, fps=4037 images/s, loss=0.0126, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:12.967680, arrival_time=2021-04-10 02:02:18.323349, cost_time=0:00:01.473591 2021-04-10 02:02:05,987 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=2.29ms, fps=4057 images/s, loss=0.0126, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:11.649216, arrival_time=2021-04-10 02:02:17.636639, cost_time=0:00:02.105276 2021-04-10 02:02:06,611 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=1.41ms, fps=4109 images/s, loss=0.0124, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:10.643256, arrival_time=2021-04-10 02:02:17.254338, cost_time=0:00:02.729054 2021-04-10 02:02:07,237 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.95ms, fps=4093 images/s, loss=0.0137, top1-acc=99.73%, top5-acc=99.99%, remaining_time=0:00:09.796308, arrival_time=2021-04-10 02:02:17.033259, cost_time=0:00:03.354903 2021-04-10 02:02:07,863 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.85ms, fps=4088 images/s, loss=0.0140, top1-acc=99.72%, top5-acc=99.99%, remaining_time=0:00:09.025096, arrival_time=2021-04-10 02:02:16.888904, cost_time=0:00:03.981644 2021-04-10 02:02:08,491 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=2.18ms, fps=4083 images/s, loss=0.0137, top1-acc=99.73%, top5-acc=99.99%, remaining_time=0:00:08.296974, arrival_time=2021-04-10 02:02:16.788433, cost_time=0:00:04.609443 2021-04-10 02:02:09,117 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=1.58ms, fps=4096 images/s, loss=0.0133, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:07.590460, arrival_time=2021-04-10 02:02:16.707378, cost_time=0:00:05.234803 2021-04-10 02:02:09,736 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=1.52ms, fps=4139 images/s, loss=0.0137, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:06.894664, arrival_time=2021-04-10 02:02:16.630618, cost_time=0:00:05.853950 2021-04-10 02:02:10,367 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=2.82ms, fps=4057 images/s, loss=0.0138, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:06.225984, arrival_time=2021-04-10 02:02:16.593551, cost_time=0:00:06.485411 2021-04-10 02:02:11,001 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=1.72ms, fps=4045 images/s, loss=0.0141, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:05.565834, arrival_time=2021-04-10 02:02:16.566942, cost_time=0:00:07.119041 2021-04-10 02:02:11,636 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=2.30ms, fps=4035 images/s, loss=0.0144, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:04.910892, arrival_time=2021-04-10 02:02:16.546978, cost_time=0:00:07.754031 2021-04-10 02:02:12,295 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=2.38ms, fps=4003 images/s, loss=0.0144, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:04.271124, arrival_time=2021-04-10 02:02:16.566077, cost_time=0:00:08.412759 2021-04-10 02:02:12,921 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=2.17ms, fps=4088 images/s, loss=0.0142, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:03.615976, arrival_time=2021-04-10 02:02:16.537869, cost_time=0:00:09.039874 2021-04-10 02:02:13,552 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=1.61ms, fps=4062 images/s, loss=0.0141, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:02.965620, arrival_time=2021-04-10 02:02:16.518205, cost_time=0:00:09.670515 2021-04-10 02:02:14,192 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=11.11ms, fps=4008 images/s, loss=0.0140, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:02.319696, arrival_time=2021-04-10 02:02:16.511629, cost_time=0:00:10.309802 2021-04-10 02:02:14,817 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=1.91ms, fps=4098 images/s, loss=0.0138, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:01.672450, arrival_time=2021-04-10 02:02:16.489719, cost_time=0:00:10.935190 2021-04-10 02:02:15,446 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.48ms, fps=4073 images/s, loss=0.0137, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:01.027936, arrival_time=2021-04-10 02:02:16.474444, cost_time=0:00:11.564331 2021-04-10 02:02:16,077 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.88ms, fps=4059 images/s, loss=0.0138, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:00.385134, arrival_time=2021-04-10 02:02:16.462977, cost_time=0:00:12.195817 2021-04-10 02:02:16,417 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=0.11ms, fps=4014 images/s, loss=0.0139, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:16.417194, cost_time=0:00:12.535104 2021-04-10 02:02:16,762 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=2.45ms, fps=7456 images/s, loss=1.5697, top1-acc=70.43%, top5-acc=88.05%, remaining_time=0:00:01.030020, arrival_time=2021-04-10 02:02:17.792059, cost_time=0:00:00.343336 2021-04-10 02:02:17,011 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=0.20ms, fps=10281 images/s, loss=1.5691, top1-acc=70.51%, top5-acc=87.91%, remaining_time=0:00:00.592900, arrival_time=2021-04-10 02:02:17.604441, cost_time=0:00:00.592897 2021-04-10 02:02:17,277 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=6.09ms, fps=9635 images/s, loss=1.5805, top1-acc=70.09%, top5-acc=88.24%, remaining_time=0:00:00.286320, arrival_time=2021-04-10 02:02:17.563968, cost_time=0:00:00.858960 2021-04-10 02:02:17,500 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.09ms, fps=10434 images/s, loss=1.5706, top1-acc=69.82%, top5-acc=88.22%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:17.500477, cost_time=0:00:01.081839 2021-04-10 02:02:18,109 INFO : Epoch=0168 complete, best val top1-acc=69.91%, top5-acc=88.28% (epoch=165), remaining_time=0:07:37.559520, arrival_time=2021-04-10 02:09:55.668700, cost_time=0:40:02.187532 2021-04-10 02:02:18,109 INFO : Train start, epoch=0169, lr=0.006185 2021-04-10 02:02:18,914 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=0.27ms, fps=3184 images/s, loss=0.0119, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:14.955330, arrival_time=2021-04-10 02:02:33.869522, cost_time=0:00:00.804053 2021-04-10 02:02:19,556 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=1.96ms, fps=3992 images/s, loss=0.0128, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:12.724800, arrival_time=2021-04-10 02:02:32.281094, cost_time=0:00:01.446009 2021-04-10 02:02:20,199 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=2.32ms, fps=3986 images/s, loss=0.0127, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:11.561402, arrival_time=2021-04-10 02:02:31.760897, cost_time=0:00:02.089397 2021-04-10 02:02:20,826 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=1.48ms, fps=4089 images/s, loss=0.0129, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:10.592400, arrival_time=2021-04-10 02:02:31.418432, cost_time=0:00:02.715989 2021-04-10 02:02:21,445 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=1.64ms, fps=4137 images/s, loss=0.0127, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:09.738930, arrival_time=2021-04-10 02:02:31.184389, cost_time=0:00:03.335256 2021-04-10 02:02:22,076 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=2.26ms, fps=4063 images/s, loss=0.0126, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:08.990144, arrival_time=2021-04-10 02:02:31.066508, cost_time=0:00:03.966266 2021-04-10 02:02:22,717 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=2.01ms, fps=3997 images/s, loss=0.0128, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:08.293194, arrival_time=2021-04-10 02:02:31.010797, cost_time=0:00:04.607333 2021-04-10 02:02:23,352 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=1.77ms, fps=4036 images/s, loss=0.0128, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:07.602060, arrival_time=2021-04-10 02:02:30.954938, cost_time=0:00:05.242776 2021-04-10 02:02:23,987 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=2.33ms, fps=4037 images/s, loss=0.0125, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:06.922330, arrival_time=2021-04-10 02:02:30.910048, cost_time=0:00:05.877489 2021-04-10 02:02:24,614 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.70ms, fps=4090 images/s, loss=0.0123, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:06.244128, arrival_time=2021-04-10 02:02:30.858551, cost_time=0:00:06.504308 2021-04-10 02:02:25,244 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=1.66ms, fps=4065 images/s, loss=0.0123, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:05.577960, arrival_time=2021-04-10 02:02:30.822761, cost_time=0:00:07.134581 2021-04-10 02:02:25,874 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=0.48ms, fps=4070 images/s, loss=0.0120, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:04.917428, arrival_time=2021-04-10 02:02:30.791882, cost_time=0:00:07.764337 2021-04-10 02:02:26,533 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=2.28ms, fps=3892 images/s, loss=0.0119, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:04.276140, arrival_time=2021-04-10 02:02:30.809127, cost_time=0:00:08.422655 2021-04-10 02:02:27,162 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=1.97ms, fps=4073 images/s, loss=0.0120, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:03.620904, arrival_time=2021-04-10 02:02:30.783279, cost_time=0:00:09.052249 2021-04-10 02:02:27,813 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=2.65ms, fps=3935 images/s, loss=0.0120, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:02.975694, arrival_time=2021-04-10 02:02:30.789250, cost_time=0:00:09.703405 2021-04-10 02:02:28,446 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=2.33ms, fps=4047 images/s, loss=0.0120, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:02.325780, arrival_time=2021-04-10 02:02:30.772613, cost_time=0:00:10.336787 2021-04-10 02:02:29,074 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=3.23ms, fps=4084 images/s, loss=0.0120, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:01.676844, arrival_time=2021-04-10 02:02:30.751030, cost_time=0:00:10.963979 2021-04-10 02:02:29,711 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=1.91ms, fps=4025 images/s, loss=0.0124, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:01.031184, arrival_time=2021-04-10 02:02:30.742154, cost_time=0:00:11.600873 2021-04-10 02:02:30,343 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.27ms, fps=4054 images/s, loss=0.0125, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:00.386304, arrival_time=2021-04-10 02:02:30.729291, cost_time=0:00:12.232948 2021-04-10 02:02:30,679 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=0.09ms, fps=4043 images/s, loss=0.0126, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:30.679742, cost_time=0:00:12.569722 2021-04-10 02:02:31,035 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=0.46ms, fps=7209 images/s, loss=1.6385, top1-acc=69.57%, top5-acc=88.24%, remaining_time=0:00:01.065330, arrival_time=2021-04-10 02:02:32.101207, cost_time=0:00:00.355106 2021-04-10 02:02:31,286 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=0.32ms, fps=10260 images/s, loss=1.6529, top1-acc=69.00%, top5-acc=88.16%, remaining_time=0:00:00.605360, arrival_time=2021-04-10 02:02:31.891434, cost_time=0:00:00.605357 2021-04-10 02:02:31,534 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=0.39ms, fps=10344 images/s, loss=1.6056, top1-acc=69.69%, top5-acc=88.49%, remaining_time=0:00:00.284470, arrival_time=2021-04-10 02:02:31.818580, cost_time=0:00:00.853401 2021-04-10 02:02:31,754 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.08ms, fps=10562 images/s, loss=1.5746, top1-acc=69.54%, top5-acc=88.59%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:31.754198, cost_time=0:00:01.073584 2021-04-10 02:02:32,338 INFO : Epoch=0169 complete, best val top1-acc=69.91%, top5-acc=88.28% (epoch=165), remaining_time=0:07:23.248075, arrival_time=2021-04-10 02:09:55.586606, cost_time=0:40:16.416848 2021-04-10 02:02:32,339 INFO : Train start, epoch=0170, lr=0.005812 2021-04-10 02:02:33,132 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=5.22ms, fps=3227 images/s, loss=0.0134, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:14.756682, arrival_time=2021-04-10 02:02:47.889563, cost_time=0:00:00.793372 2021-04-10 02:02:33,753 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=1.53ms, fps=4130 images/s, loss=0.0145, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:12.441968, arrival_time=2021-04-10 02:02:46.195473, cost_time=0:00:01.413853 2021-04-10 02:02:34,389 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=1.64ms, fps=4031 images/s, loss=0.0138, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:11.342614, arrival_time=2021-04-10 02:02:45.732004, cost_time=0:00:02.049871 2021-04-10 02:02:35,040 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=2.18ms, fps=3937 images/s, loss=0.0136, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:10.532652, arrival_time=2021-04-10 02:02:45.572876, cost_time=0:00:02.700670 2021-04-10 02:02:35,672 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=6.40ms, fps=4052 images/s, loss=0.0141, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:09.732798, arrival_time=2021-04-10 02:02:45.405456, cost_time=0:00:03.333131 2021-04-10 02:02:36,295 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=2.18ms, fps=4115 images/s, loss=0.0143, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:08.966480, arrival_time=2021-04-10 02:02:45.261826, cost_time=0:00:03.955797 2021-04-10 02:02:36,918 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=1.92ms, fps=4115 images/s, loss=0.0138, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:08.241534, arrival_time=2021-04-10 02:02:45.159644, cost_time=0:00:04.578603 2021-04-10 02:02:37,552 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.49ms, fps=4042 images/s, loss=0.0138, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:07.558212, arrival_time=2021-04-10 02:02:45.110332, cost_time=0:00:05.212568 2021-04-10 02:02:38,175 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=1.97ms, fps=4111 images/s, loss=0.0136, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:06.873464, arrival_time=2021-04-10 02:02:45.048978, cost_time=0:00:05.835980 2021-04-10 02:02:38,801 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=2.02ms, fps=4093 images/s, loss=0.0139, top1-acc=99.70%, top5-acc=99.99%, remaining_time=0:00:06.203616, arrival_time=2021-04-10 02:02:45.005363, cost_time=0:00:06.462126 2021-04-10 02:02:39,432 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=2.14ms, fps=4067 images/s, loss=0.0138, top1-acc=99.70%, top5-acc=99.99%, remaining_time=0:00:05.545022, arrival_time=2021-04-10 02:02:44.976964, cost_time=0:00:07.092466 2021-04-10 02:02:40,067 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=2.52ms, fps=4030 images/s, loss=0.0138, top1-acc=99.71%, top5-acc=99.99%, remaining_time=0:00:04.894476, arrival_time=2021-04-10 02:02:44.962092, cost_time=0:00:07.728153 2021-04-10 02:02:40,704 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=2.09ms, fps=4024 images/s, loss=0.0136, top1-acc=99.72%, top5-acc=99.99%, remaining_time=0:00:04.246770, arrival_time=2021-04-10 02:02:44.951187, cost_time=0:00:08.364799 2021-04-10 02:02:41,327 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=1.47ms, fps=4110 images/s, loss=0.0135, top1-acc=99.72%, top5-acc=99.99%, remaining_time=0:00:03.595368, arrival_time=2021-04-10 02:02:44.923291, cost_time=0:00:08.988442 2021-04-10 02:02:41,956 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.71ms, fps=4076 images/s, loss=0.0134, top1-acc=99.72%, top5-acc=99.99%, remaining_time=0:00:02.949244, arrival_time=2021-04-10 02:02:44.905841, cost_time=0:00:09.617042 2021-04-10 02:02:42,580 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.50ms, fps=4104 images/s, loss=0.0133, top1-acc=99.72%, top5-acc=99.99%, remaining_time=0:00:02.304324, arrival_time=2021-04-10 02:02:44.885190, cost_time=0:00:10.241392 2021-04-10 02:02:43,228 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=2.46ms, fps=3957 images/s, loss=0.0131, top1-acc=99.73%, top5-acc=99.99%, remaining_time=0:00:01.665326, arrival_time=2021-04-10 02:02:44.893506, cost_time=0:00:10.888712 2021-04-10 02:02:43,861 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=2.00ms, fps=4049 images/s, loss=0.0133, top1-acc=99.72%, top5-acc=99.99%, remaining_time=0:00:01.024128, arrival_time=2021-04-10 02:02:44.885143, cost_time=0:00:11.521390 2021-04-10 02:02:44,486 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.31ms, fps=4101 images/s, loss=0.0133, top1-acc=99.72%, top5-acc=99.99%, remaining_time=0:00:00.383574, arrival_time=2021-04-10 02:02:44.869598, cost_time=0:00:12.146551 2021-04-10 02:02:44,823 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=0.09ms, fps=4032 images/s, loss=0.0132, top1-acc=99.72%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:44.823799, cost_time=0:00:12.484288 2021-04-10 02:02:45,181 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=2.61ms, fps=7194 images/s, loss=1.4823, top1-acc=71.41%, top5-acc=89.14%, remaining_time=0:00:01.067490, arrival_time=2021-04-10 02:02:46.248411, cost_time=0:00:00.355828 2021-04-10 02:02:45,424 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=0.32ms, fps=10553 images/s, loss=1.5177, top1-acc=70.21%, top5-acc=89.06%, remaining_time=0:00:00.599240, arrival_time=2021-04-10 02:02:46.023462, cost_time=0:00:00.599249 2021-04-10 02:02:45,678 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=1.79ms, fps=10085 images/s, loss=1.5348, top1-acc=70.07%, top5-acc=88.61%, remaining_time=0:00:00.284530, arrival_time=2021-04-10 02:02:45.963126, cost_time=0:00:00.853600 2021-04-10 02:02:45,907 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=0.09ms, fps=10151 images/s, loss=1.5459, top1-acc=69.90%, top5-acc=88.24%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:45.907666, cost_time=0:00:01.082743 2021-04-10 02:02:46,458 INFO : Epoch=0170 complete, best val top1-acc=69.91%, top5-acc=88.28% (epoch=165), remaining_time=0:07:08.918190, arrival_time=2021-04-10 02:09:55.376176, cost_time=0:40:30.536351 2021-04-10 02:02:46,458 INFO : Train start, epoch=0171, lr=0.005450 2021-04-10 02:02:47,295 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=0.35ms, fps=3059 images/s, loss=0.0111, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:15.564294, arrival_time=2021-04-10 02:03:02.859816, cost_time=0:00:00.836794 2021-04-10 02:02:47,920 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=1.50ms, fps=4099 images/s, loss=0.0124, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:12.865072, arrival_time=2021-04-10 02:03:00.785713, cost_time=0:00:01.461940 2021-04-10 02:02:48,541 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.88ms, fps=4126 images/s, loss=0.0128, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:11.525878, arrival_time=2021-04-10 02:03:00.067679, cost_time=0:00:02.082982 2021-04-10 02:02:49,199 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=4.71ms, fps=3895 images/s, loss=0.0121, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:10.690680, arrival_time=2021-04-10 02:02:59.890565, cost_time=0:00:02.741192 2021-04-10 02:02:49,845 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=3.10ms, fps=3974 images/s, loss=0.0117, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:09.888288, arrival_time=2021-04-10 02:02:59.733459, cost_time=0:00:03.386386 2021-04-10 02:02:50,505 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=2.86ms, fps=3878 images/s, loss=0.0118, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:09.173608, arrival_time=2021-04-10 02:02:59.679434, cost_time=0:00:04.047168 2021-04-10 02:02:51,130 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.60ms, fps=4102 images/s, loss=0.0121, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:08.408988, arrival_time=2021-04-10 02:02:59.539304, cost_time=0:00:04.671684 2021-04-10 02:02:51,755 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.94ms, fps=4097 images/s, loss=0.0118, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:07.680476, arrival_time=2021-04-10 02:02:59.436143, cost_time=0:00:05.296852 2021-04-10 02:02:52,385 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.98ms, fps=4072 images/s, loss=0.0116, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:06.979994, arrival_time=2021-04-10 02:02:59.365119, cost_time=0:00:05.926406 2021-04-10 02:02:53,012 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=2.88ms, fps=4087 images/s, loss=0.0114, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:06.291264, arrival_time=2021-04-10 02:02:59.303256, cost_time=0:00:06.553351 2021-04-10 02:02:53,642 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=2.01ms, fps=4062 images/s, loss=0.0112, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:05.616574, arrival_time=2021-04-10 02:02:59.259290, cost_time=0:00:07.184008 2021-04-10 02:02:54,273 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=1.38ms, fps=4066 images/s, loss=0.0112, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:04.949044, arrival_time=2021-04-10 02:02:59.222054, cost_time=0:00:07.814268 2021-04-10 02:02:54,907 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=2.59ms, fps=4039 images/s, loss=0.0112, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:04.289340, arrival_time=2021-04-10 02:02:59.196886, cost_time=0:00:08.448700 2021-04-10 02:02:55,540 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=2.04ms, fps=4051 images/s, loss=0.0112, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:03.632608, arrival_time=2021-04-10 02:02:59.172799, cost_time=0:00:09.081535 2021-04-10 02:02:56,162 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=1.89ms, fps=4115 images/s, loss=0.0111, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:02.975924, arrival_time=2021-04-10 02:02:59.138703, cost_time=0:00:09.704132 2021-04-10 02:02:56,788 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=1.41ms, fps=4093 images/s, loss=0.0111, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:02.324268, arrival_time=2021-04-10 02:02:59.113019, cost_time=0:00:10.330015 2021-04-10 02:02:57,428 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=2.31ms, fps=4006 images/s, loss=0.0112, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:01.677702, arrival_time=2021-04-10 02:02:59.106290, cost_time=0:00:10.969653 2021-04-10 02:02:58,052 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=2.24ms, fps=4111 images/s, loss=0.0112, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:01.030528, arrival_time=2021-04-10 02:02:59.082700, cost_time=0:00:11.593479 2021-04-10 02:02:58,685 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=2.43ms, fps=4049 images/s, loss=0.0114, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:00.386106, arrival_time=2021-04-10 02:02:59.071423, cost_time=0:00:12.226640 2021-04-10 02:02:59,031 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=0.10ms, fps=3932 images/s, loss=0.0115, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:59.031731, cost_time=0:00:12.573099 2021-04-10 02:02:59,385 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=0.21ms, fps=7264 images/s, loss=1.5681, top1-acc=70.00%, top5-acc=88.75%, remaining_time=0:00:01.057170, arrival_time=2021-04-10 02:03:00.442268, cost_time=0:00:00.352388 2021-04-10 02:02:59,627 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=0.34ms, fps=10578 images/s, loss=1.5532, top1-acc=70.29%, top5-acc=88.50%, remaining_time=0:00:00.594980, arrival_time=2021-04-10 02:03:00.222646, cost_time=0:00:00.594981 2021-04-10 02:02:59,903 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=0.44ms, fps=9317 images/s, loss=1.5644, top1-acc=70.04%, top5-acc=88.32%, remaining_time=0:00:00.290100, arrival_time=2021-04-10 02:03:00.193093, cost_time=0:00:00.870296 2021-04-10 02:03:00,119 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=0.09ms, fps=10763 images/s, loss=1.5414, top1-acc=70.10%, top5-acc=88.33%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:00.119033, cost_time=0:00:01.086437 2021-04-10 02:03:01,118 INFO : Epoch=0171 complete, best val top1-acc=70.10%, top5-acc=88.33% (epoch=171), remaining_time=0:06:54.682426, arrival_time=2021-04-10 02:09:55.800445, cost_time=0:40:45.196370 2021-04-10 02:03:01,118 INFO : Train start, epoch=0172, lr=0.005099 2021-04-10 02:03:01,952 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=2.25ms, fps=3069 images/s, loss=0.0103, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:15.514260, arrival_time=2021-04-10 02:03:17.467112, cost_time=0:00:00.834104 2021-04-10 02:03:02,578 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.91ms, fps=4097 images/s, loss=0.0122, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:12.844480, arrival_time=2021-04-10 02:03:15.422803, cost_time=0:00:01.459596 2021-04-10 02:03:03,210 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=2.64ms, fps=4056 images/s, loss=0.0123, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:11.572358, arrival_time=2021-04-10 02:03:14.782471, cost_time=0:00:02.091386 2021-04-10 02:03:03,829 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=2.24ms, fps=4141 images/s, loss=0.0119, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:10.569624, arrival_time=2021-04-10 02:03:14.398533, cost_time=0:00:02.710148 2021-04-10 02:03:04,460 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=1.95ms, fps=4057 images/s, loss=0.0116, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:09.758202, arrival_time=2021-04-10 02:03:14.218773, cost_time=0:00:03.341841 2021-04-10 02:03:05,095 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=2.39ms, fps=4036 images/s, loss=0.0116, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:09.014080, arrival_time=2021-04-10 02:03:14.109676, cost_time=0:00:03.976772 2021-04-10 02:03:05,722 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=0.49ms, fps=4092 images/s, loss=0.0113, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:08.286642, arrival_time=2021-04-10 02:03:14.009034, cost_time=0:00:04.603708 2021-04-10 02:03:06,357 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=2.80ms, fps=4038 images/s, loss=0.0114, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:07.595216, arrival_time=2021-04-10 02:03:13.952149, cost_time=0:00:05.238076 2021-04-10 02:03:06,989 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=1.50ms, fps=4053 images/s, loss=0.0114, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:06.914486, arrival_time=2021-04-10 02:03:13.903970, cost_time=0:00:05.870757 2021-04-10 02:03:07,626 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=3.96ms, fps=4029 images/s, loss=0.0112, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:06.246528, arrival_time=2021-04-10 02:03:13.872789, cost_time=0:00:06.506805 2021-04-10 02:03:08,261 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=1.79ms, fps=4044 images/s, loss=0.0108, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:05.583980, arrival_time=2021-04-10 02:03:13.845077, cost_time=0:00:07.142319 2021-04-10 02:03:08,893 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=2.69ms, fps=4051 images/s, loss=0.0105, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:04.924192, arrival_time=2021-04-10 02:03:13.818018, cost_time=0:00:07.775025 2021-04-10 02:03:09,521 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=2.23ms, fps=4081 images/s, loss=0.0106, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:04.266174, arrival_time=2021-04-10 02:03:13.788023, cost_time=0:00:08.403125 2021-04-10 02:03:10,153 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=2.35ms, fps=4061 images/s, loss=0.0107, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:03.613680, arrival_time=2021-04-10 02:03:13.767010, cost_time=0:00:09.034180 2021-04-10 02:03:10,791 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=2.55ms, fps=4025 images/s, loss=0.0107, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:02.966034, arrival_time=2021-04-10 02:03:13.757007, cost_time=0:00:09.671917 2021-04-10 02:03:11,425 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=4.70ms, fps=4038 images/s, loss=0.0106, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:02.319084, arrival_time=2021-04-10 02:03:13.744899, cost_time=0:00:10.307072 2021-04-10 02:03:12,057 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=2.53ms, fps=4054 images/s, loss=0.0107, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:01.673048, arrival_time=2021-04-10 02:03:13.730942, cost_time=0:00:10.939188 2021-04-10 02:03:12,687 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=1.72ms, fps=4068 images/s, loss=0.0107, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:01.028352, arrival_time=2021-04-10 02:03:13.716144, cost_time=0:00:11.568936 2021-04-10 02:03:13,314 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=2.03ms, fps=4087 images/s, loss=0.0108, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:00.385146, arrival_time=2021-04-10 02:03:13.700052, cost_time=0:00:12.196211 2021-04-10 02:03:13,652 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=0.07ms, fps=4029 images/s, loss=0.0108, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:13.652849, cost_time=0:00:12.534197 2021-04-10 02:03:13,998 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=4.88ms, fps=7418 images/s, loss=1.5989, top1-acc=69.45%, top5-acc=88.79%, remaining_time=0:00:01.035240, arrival_time=2021-04-10 02:03:15.034069, cost_time=0:00:00.345083 2021-04-10 02:03:14,242 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=0.40ms, fps=10537 images/s, loss=1.5779, top1-acc=69.67%, top5-acc=88.67%, remaining_time=0:00:00.588400, arrival_time=2021-04-10 02:03:14.830587, cost_time=0:00:00.588394 2021-04-10 02:03:14,488 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=0.30ms, fps=10426 images/s, loss=1.5740, top1-acc=69.77%, top5-acc=88.41%, remaining_time=0:00:00.278150, arrival_time=2021-04-10 02:03:14.766393, cost_time=0:00:00.834448 2021-04-10 02:03:14,746 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=0.12ms, fps=8992 images/s, loss=1.5794, top1-acc=69.74%, top5-acc=88.37%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:14.746730, cost_time=0:00:01.092963 2021-04-10 02:03:15,297 INFO : Epoch=0172 complete, best val top1-acc=70.10%, top5-acc=88.33% (epoch=171), remaining_time=0:06:40.363572, arrival_time=2021-04-10 02:09:55.661441, cost_time=0:40:59.376227 2021-04-10 02:03:15,298 INFO : Train start, epoch=0173, lr=0.004759 2021-04-10 02:03:16,096 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=3.05ms, fps=3209 images/s, loss=0.0099, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:14.837034, arrival_time=2021-04-10 02:03:30.933372, cost_time=0:00:00.797691 2021-04-10 02:03:16,725 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=1.72ms, fps=4073 images/s, loss=0.0092, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:12.555664, arrival_time=2021-04-10 02:03:29.281015, cost_time=0:00:01.426777 2021-04-10 02:03:17,363 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=7.44ms, fps=4017 images/s, loss=0.0095, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:11.423124, arrival_time=2021-04-10 02:03:28.786207, cost_time=0:00:02.064410 2021-04-10 02:03:17,991 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.67ms, fps=4076 images/s, loss=0.0096, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:10.503324, arrival_time=2021-04-10 02:03:28.495136, cost_time=0:00:02.693178 2021-04-10 02:03:18,622 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=1.88ms, fps=4063 images/s, loss=0.0092, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:09.705496, arrival_time=2021-04-10 02:03:28.327961, cost_time=0:00:03.323806 2021-04-10 02:03:19,244 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=1.46ms, fps=4117 images/s, loss=0.0095, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:08.944992, arrival_time=2021-04-10 02:03:28.189868, cost_time=0:00:03.946314 2021-04-10 02:03:19,880 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.92ms, fps=4028 images/s, loss=0.0091, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:08.247960, arrival_time=2021-04-10 02:03:28.128818, cost_time=0:00:04.582192 2021-04-10 02:03:20,511 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=2.08ms, fps=4062 images/s, loss=0.0095, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:07.559024, arrival_time=2021-04-10 02:03:28.070729, cost_time=0:00:05.213117 2021-04-10 02:03:21,144 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=2.11ms, fps=4050 images/s, loss=0.0096, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:06.884912, arrival_time=2021-04-10 02:03:28.029239, cost_time=0:00:05.845689 2021-04-10 02:03:21,773 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=2.09ms, fps=4073 images/s, loss=0.0097, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:06.215808, arrival_time=2021-04-10 02:03:27.989345, cost_time=0:00:06.474790 2021-04-10 02:03:22,414 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=2.20ms, fps=4000 images/s, loss=0.0098, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:05.563168, arrival_time=2021-04-10 02:03:27.977467, cost_time=0:00:07.115676 2021-04-10 02:03:23,049 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.59ms, fps=4037 images/s, loss=0.0098, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:04.908612, arrival_time=2021-04-10 02:03:27.957574, cost_time=0:00:07.750390 2021-04-10 02:03:23,683 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.58ms, fps=4039 images/s, loss=0.0097, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:04.256802, arrival_time=2021-04-10 02:03:27.940072, cost_time=0:00:08.384547 2021-04-10 02:03:24,312 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=2.09ms, fps=4072 images/s, loss=0.0097, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:03.605616, arrival_time=2021-04-10 02:03:27.918275, cost_time=0:00:09.014083 2021-04-10 02:03:24,943 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=2.45ms, fps=4063 images/s, loss=0.0096, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:02.957662, arrival_time=2021-04-10 02:03:27.900828, cost_time=0:00:09.644507 2021-04-10 02:03:25,565 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=1.78ms, fps=4115 images/s, loss=0.0096, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:02.310156, arrival_time=2021-04-10 02:03:27.876068, cost_time=0:00:10.267329 2021-04-10 02:03:26,189 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.69ms, fps=4109 images/s, loss=0.0098, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:01.665638, arrival_time=2021-04-10 02:03:27.855100, cost_time=0:00:10.890744 2021-04-10 02:03:26,818 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=2.13ms, fps=4076 images/s, loss=0.0098, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:01.023968, arrival_time=2021-04-10 02:03:27.842162, cost_time=0:00:11.519609 2021-04-10 02:03:27,445 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.82ms, fps=4083 images/s, loss=0.0099, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00.383592, arrival_time=2021-04-10 02:03:27.829396, cost_time=0:00:12.147025 2021-04-10 02:03:27,787 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=1.78ms, fps=3990 images/s, loss=0.0101, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:27.787628, cost_time=0:00:12.488854 2021-04-10 02:03:28,178 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=0.50ms, fps=6576 images/s, loss=1.6254, top1-acc=70.51%, top5-acc=87.38%, remaining_time=0:00:01.167810, arrival_time=2021-04-10 02:03:29.346218, cost_time=0:00:00.389266 2021-04-10 02:03:28,450 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=0.41ms, fps=9444 images/s, loss=1.5993, top1-acc=70.12%, top5-acc=87.77%, remaining_time=0:00:00.661120, arrival_time=2021-04-10 02:03:29.111372, cost_time=0:00:00.661111 2021-04-10 02:03:28,705 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=4.58ms, fps=10058 images/s, loss=1.5698, top1-acc=69.97%, top5-acc=88.07%, remaining_time=0:00:00.305390, arrival_time=2021-04-10 02:03:29.010676, cost_time=0:00:00.916163 2021-04-10 02:03:28,937 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=0.16ms, fps=9998 images/s, loss=1.5454, top1-acc=70.09%, top5-acc=88.26%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:28.937823, cost_time=0:00:01.148728 2021-04-10 02:03:29,654 INFO : Epoch=0173 complete, best val top1-acc=70.10%, top5-acc=88.33% (epoch=171), remaining_time=0:06:26.073918, arrival_time=2021-04-10 02:09:55.728508, cost_time=0:41:13.732913 2021-04-10 02:03:29,655 INFO : Train start, epoch=0174, lr=0.004430 2021-04-10 02:03:30,481 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=0.57ms, fps=3102 images/s, loss=0.0097, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:15.350208, arrival_time=2021-04-10 02:03:45.831433, cost_time=0:00:00.825284 2021-04-10 02:03:31,115 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=2.81ms, fps=4041 images/s, loss=0.0090, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:12.843248, arrival_time=2021-04-10 02:03:43.958670, cost_time=0:00:01.459460 2021-04-10 02:03:31,779 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=2.88ms, fps=3858 images/s, loss=0.0098, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:11.751638, arrival_time=2021-04-10 02:03:43.531255, cost_time=0:00:02.123776 2021-04-10 02:03:32,419 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=1.98ms, fps=4006 images/s, loss=0.0099, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:10.776948, arrival_time=2021-04-10 02:03:43.196275, cost_time=0:00:02.763328 2021-04-10 02:03:33,046 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=1.69ms, fps=4088 images/s, loss=0.0100, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:09.899822, arrival_time=2021-04-10 02:03:42.946200, cost_time=0:00:03.390369 2021-04-10 02:03:33,673 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=1.61ms, fps=4084 images/s, loss=0.0099, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:09.107512, arrival_time=2021-04-10 02:03:42.781402, cost_time=0:00:04.018001 2021-04-10 02:03:34,301 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=1.85ms, fps=4082 images/s, loss=0.0100, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:08.362242, arrival_time=2021-04-10 02:03:42.663828, cost_time=0:00:04.645698 2021-04-10 02:03:34,934 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=2.29ms, fps=4052 images/s, loss=0.0099, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:07.653216, arrival_time=2021-04-10 02:03:42.587249, cost_time=0:00:05.278062 2021-04-10 02:03:35,568 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=5.06ms, fps=4038 images/s, loss=0.0097, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:06.963988, arrival_time=2021-04-10 02:03:42.532676, cost_time=0:00:05.912850 2021-04-10 02:03:36,196 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=2.24ms, fps=4085 images/s, loss=0.0099, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:06.278400, arrival_time=2021-04-10 02:03:42.474397, cost_time=0:00:06.539983 2021-04-10 02:03:36,818 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.60ms, fps=4115 images/s, loss=0.0098, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:05.600148, arrival_time=2021-04-10 02:03:42.419020, cost_time=0:00:07.163031 2021-04-10 02:03:37,451 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=2.06ms, fps=4052 images/s, loss=0.0097, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:04.936960, arrival_time=2021-04-10 02:03:42.388157, cost_time=0:00:07.795187 2021-04-10 02:03:38,074 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=1.50ms, fps=4115 images/s, loss=0.0099, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:04.273830, arrival_time=2021-04-10 02:03:42.347813, cost_time=0:00:08.418148 2021-04-10 02:03:38,713 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=2.85ms, fps=4010 images/s, loss=0.0100, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:03.622808, arrival_time=2021-04-10 02:03:42.335766, cost_time=0:00:09.057053 2021-04-10 02:03:39,332 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=2.16ms, fps=4138 images/s, loss=0.0099, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:02.967414, arrival_time=2021-04-10 02:03:42.299729, cost_time=0:00:09.676296 2021-04-10 02:03:39,968 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=2.45ms, fps=4030 images/s, loss=0.0098, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:02.320272, arrival_time=2021-04-10 02:03:42.288429, cost_time=0:00:10.312279 2021-04-10 02:03:40,593 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=2.39ms, fps=4097 images/s, loss=0.0098, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:01.672814, arrival_time=2021-04-10 02:03:42.266364, cost_time=0:00:10.937628 2021-04-10 02:03:41,226 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=1.50ms, fps=4051 images/s, loss=0.0097, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:01.028464, arrival_time=2021-04-10 02:03:42.254562, cost_time=0:00:11.570279 2021-04-10 02:03:41,857 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.49ms, fps=4062 images/s, loss=0.0097, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00.385296, arrival_time=2021-04-10 02:03:42.242227, cost_time=0:00:12.200951 2021-04-10 02:03:42,198 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=1.73ms, fps=3993 images/s, loss=0.0096, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:42.198229, cost_time=0:00:12.542349 2021-04-10 02:03:42,571 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=0.43ms, fps=6880 images/s, loss=1.4219, top1-acc=71.80%, top5-acc=89.57%, remaining_time=0:00:01.116150, arrival_time=2021-04-10 02:03:43.687890, cost_time=0:00:00.372053 2021-04-10 02:03:42,818 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=0.32ms, fps=10409 images/s, loss=1.4981, top1-acc=70.47%, top5-acc=88.52%, remaining_time=0:00:00.618480, arrival_time=2021-04-10 02:03:43.436621, cost_time=0:00:00.618477 2021-04-10 02:03:43,079 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=0.39ms, fps=9808 images/s, loss=1.5123, top1-acc=70.46%, top5-acc=88.39%, remaining_time=0:00:00.293300, arrival_time=2021-04-10 02:03:43.372867, cost_time=0:00:00.879892 2021-04-10 02:03:43,304 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=0.09ms, fps=10351 images/s, loss=1.5423, top1-acc=69.95%, top5-acc=88.21%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:43.304116, cost_time=0:00:01.104458 2021-04-10 02:03:43,935 INFO : Epoch=0174 complete, best val top1-acc=70.10%, top5-acc=88.33% (epoch=171), remaining_time=0:06:11.772180, arrival_time=2021-04-10 02:09:55.707739, cost_time=0:41:28.013833 2021-04-10 02:03:43,936 INFO : Train start, epoch=0175, lr=0.004112 2021-04-10 02:03:44,764 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=1.53ms, fps=3095 images/s, loss=0.0070, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:15.386292, arrival_time=2021-04-10 02:04:00.150582, cost_time=0:00:00.827222 2021-04-10 02:03:45,389 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=1.62ms, fps=4102 images/s, loss=0.0076, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:12.777600, arrival_time=2021-04-10 02:03:58.166717, cost_time=0:00:01.452010 2021-04-10 02:03:46,016 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=1.50ms, fps=4082 images/s, loss=0.0078, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:11.508780, arrival_time=2021-04-10 02:03:57.525679, cost_time=0:00:02.079904 2021-04-10 02:03:46,648 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=2.14ms, fps=4056 images/s, loss=0.0082, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:10.575084, arrival_time=2021-04-10 02:03:57.223682, cost_time=0:00:02.711546 2021-04-10 02:03:47,273 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.62ms, fps=4101 images/s, loss=0.0080, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:09.742142, arrival_time=2021-04-10 02:03:57.015548, cost_time=0:00:03.336360 2021-04-10 02:03:47,904 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=1.79ms, fps=4063 images/s, loss=0.0082, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:08.992048, arrival_time=2021-04-10 02:03:56.896192, cost_time=0:00:03.967080 2021-04-10 02:03:48,528 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=1.70ms, fps=4104 images/s, loss=0.0081, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:08.264844, arrival_time=2021-04-10 02:03:56.793431, cost_time=0:00:04.591611 2021-04-10 02:03:49,158 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.41ms, fps=4068 images/s, loss=0.0083, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:07.570972, arrival_time=2021-04-10 02:03:56.729416, cost_time=0:00:05.221394 2021-04-10 02:03:49,781 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=1.62ms, fps=4112 images/s, loss=0.0084, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:06.883640, arrival_time=2021-04-10 02:03:56.665268, cost_time=0:00:05.844573 2021-04-10 02:03:50,411 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=2.33ms, fps=4070 images/s, loss=0.0085, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:06.215232, arrival_time=2021-04-10 02:03:56.626479, cost_time=0:00:06.474176 2021-04-10 02:03:51,056 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.50ms, fps=3975 images/s, loss=0.0088, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:05.565748, arrival_time=2021-04-10 02:03:56.621793, cost_time=0:00:07.118993 2021-04-10 02:03:51,692 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=1.99ms, fps=4025 images/s, loss=0.0087, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:04.911956, arrival_time=2021-04-10 02:03:56.604796, cost_time=0:00:07.755701 2021-04-10 02:03:52,338 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=1.55ms, fps=3968 images/s, loss=0.0089, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:04.265514, arrival_time=2021-04-10 02:03:56.604271, cost_time=0:00:08.401774 2021-04-10 02:03:52,959 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.46ms, fps=4130 images/s, loss=0.0091, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:03.608920, arrival_time=2021-04-10 02:03:56.568312, cost_time=0:00:09.022254 2021-04-10 02:03:53,581 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=1.42ms, fps=4123 images/s, loss=0.0090, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:02.957478, arrival_time=2021-04-10 02:03:56.538541, cost_time=0:00:09.644014 2021-04-10 02:03:54,218 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=2.73ms, fps=4019 images/s, loss=0.0088, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:02.313396, arrival_time=2021-04-10 02:03:56.532075, cost_time=0:00:10.281682 2021-04-10 02:03:54,861 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=2.93ms, fps=3986 images/s, loss=0.0090, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:01.670812, arrival_time=2021-04-10 02:03:56.532469, cost_time=0:00:10.924547 2021-04-10 02:03:55,494 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.59ms, fps=4052 images/s, loss=0.0091, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:01.027296, arrival_time=2021-04-10 02:03:56.521338, cost_time=0:00:11.557058 2021-04-10 02:03:56,128 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.75ms, fps=4039 images/s, loss=0.0091, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00.384984, arrival_time=2021-04-10 02:03:56.513282, cost_time=0:00:12.191252 2021-04-10 02:03:56,466 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=0.12ms, fps=4026 images/s, loss=0.0092, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:56.466629, cost_time=0:00:12.529622 2021-04-10 02:03:56,788 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=2.68ms, fps=7993 images/s, loss=1.5131, top1-acc=70.35%, top5-acc=88.16%, remaining_time=0:00:00.960810, arrival_time=2021-04-10 02:03:57.748990, cost_time=0:00:00.320266 2021-04-10 02:03:57,036 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=0.20ms, fps=10345 images/s, loss=1.5320, top1-acc=70.35%, top5-acc=88.24%, remaining_time=0:00:00.568220, arrival_time=2021-04-10 02:03:57.604319, cost_time=0:00:00.568228 2021-04-10 02:03:57,282 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=0.42ms, fps=10405 images/s, loss=1.5510, top1-acc=70.04%, top5-acc=88.50%, remaining_time=0:00:00.271540, arrival_time=2021-04-10 02:03:57.554070, cost_time=0:00:00.814611 2021-04-10 02:03:57,507 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=0.07ms, fps=10352 images/s, loss=1.5586, top1-acc=70.14%, top5-acc=88.54%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:57.507079, cost_time=0:00:01.039237 2021-04-10 02:03:58,626 INFO : Epoch=0175 complete, best val top1-acc=70.14%, top5-acc=88.54% (epoch=175), remaining_time=0:05:57.529225, arrival_time=2021-04-10 02:09:56.155363, cost_time=0:41:42.704501 2021-04-10 02:03:58,626 INFO : Train start, epoch=0176, lr=0.003806 2021-04-10 02:03:59,473 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=8.22ms, fps=3024 images/s, loss=0.0081, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:15.744900, arrival_time=2021-04-10 02:04:15.218361, cost_time=0:00:00.846500 2021-04-10 02:04:00,110 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=1.92ms, fps=4022 images/s, loss=0.0083, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:13.058144, arrival_time=2021-04-10 02:04:13.168837, cost_time=0:00:01.483881 2021-04-10 02:04:00,738 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.67ms, fps=4085 images/s, loss=0.0086, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.681254, arrival_time=2021-04-10 02:04:12.419222, cost_time=0:00:02.111082 2021-04-10 02:04:01,358 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=1.45ms, fps=4128 images/s, loss=0.0092, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:10.654488, arrival_time=2021-04-10 02:04:12.013259, cost_time=0:00:02.731930 2021-04-10 02:04:01,986 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=2.59ms, fps=4082 images/s, loss=0.0092, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:09.810324, arrival_time=2021-04-10 02:04:11.796966, cost_time=0:00:03.359691 2021-04-10 02:04:02,624 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=1.94ms, fps=4017 images/s, loss=0.0093, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:09.061680, arrival_time=2021-04-10 02:04:11.686303, cost_time=0:00:03.997778 2021-04-10 02:04:03,265 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=2.24ms, fps=4002 images/s, loss=0.0092, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:08.348508, arrival_time=2021-04-10 02:04:11.613484, cost_time=0:00:04.638093 2021-04-10 02:04:03,885 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=2.14ms, fps=4132 images/s, loss=0.0089, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:07.624564, arrival_time=2021-04-10 02:04:11.509781, cost_time=0:00:05.258349 2021-04-10 02:04:04,509 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.62ms, fps=4108 images/s, loss=0.0092, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:06.927842, arrival_time=2021-04-10 02:04:11.436857, cost_time=0:00:05.882161 2021-04-10 02:04:05,142 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=2.78ms, fps=4043 images/s, loss=0.0094, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:06.255264, arrival_time=2021-04-10 02:04:11.398126, cost_time=0:00:06.515884 2021-04-10 02:04:05,778 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=3.17ms, fps=4032 images/s, loss=0.0093, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:05.591290, arrival_time=2021-04-10 02:04:11.369858, cost_time=0:00:07.151667 2021-04-10 02:04:06,425 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=1.83ms, fps=3962 images/s, loss=0.0093, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:04.939164, arrival_time=2021-04-10 02:04:11.364701, cost_time=0:00:07.798691 2021-04-10 02:04:07,059 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=1.71ms, fps=4044 images/s, loss=0.0094, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:04.281024, arrival_time=2021-04-10 02:04:11.340196, cost_time=0:00:08.432290 2021-04-10 02:04:07,702 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.53ms, fps=3985 images/s, loss=0.0096, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:03.630144, arrival_time=2021-04-10 02:04:11.332229, cost_time=0:00:09.075298 2021-04-10 02:04:08,337 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.96ms, fps=4031 images/s, loss=0.0096, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:02.977948, arrival_time=2021-04-10 02:04:11.315581, cost_time=0:00:09.710758 2021-04-10 02:04:08,960 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=1.54ms, fps=4114 images/s, loss=0.0094, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:02.325060, arrival_time=2021-04-10 02:04:11.285506, cost_time=0:00:10.333657 2021-04-10 02:04:09,594 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=2.10ms, fps=4044 images/s, loss=0.0094, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:01.677312, arrival_time=2021-04-10 02:04:11.271331, cost_time=0:00:10.967094 2021-04-10 02:04:10,219 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=1.69ms, fps=4100 images/s, loss=0.0094, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:01.030416, arrival_time=2021-04-10 02:04:11.249465, cost_time=0:00:11.592239 2021-04-10 02:04:10,841 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=1.53ms, fps=4115 images/s, loss=0.0093, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:00.385734, arrival_time=2021-04-10 02:04:11.227377, cost_time=0:00:12.214848 2021-04-10 02:04:11,178 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=0.09ms, fps=4047 images/s, loss=0.0093, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:11.178087, cost_time=0:00:12.551309 2021-04-10 02:04:11,537 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=21.29ms, fps=7151 images/s, loss=1.5176, top1-acc=70.16%, top5-acc=88.44%, remaining_time=0:00:01.073970, arrival_time=2021-04-10 02:04:12.611028, cost_time=0:00:00.357990 2021-04-10 02:04:11,801 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=0.48ms, fps=9702 images/s, loss=1.5676, top1-acc=69.51%, top5-acc=88.26%, remaining_time=0:00:00.622440, arrival_time=2021-04-10 02:04:12.423941, cost_time=0:00:00.622440 2021-04-10 02:04:12,060 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=0.32ms, fps=9917 images/s, loss=1.5448, top1-acc=69.91%, top5-acc=88.31%, remaining_time=0:00:00.293730, arrival_time=2021-04-10 02:04:12.354012, cost_time=0:00:00.881194 2021-04-10 02:04:12,298 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=0.16ms, fps=9755 images/s, loss=1.5578, top1-acc=70.23%, top5-acc=88.42%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:12.298753, cost_time=0:00:01.119725 2021-04-10 02:04:13,496 INFO : Epoch=0176 complete, best val top1-acc=70.23%, top5-acc=88.42% (epoch=176), remaining_time=0:05:43.305648, arrival_time=2021-04-10 02:09:56.801969, cost_time=0:41:57.574672 2021-04-10 02:04:13,496 INFO : Train start, epoch=0177, lr=0.003511 2021-04-10 02:04:14,301 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=1.66ms, fps=3184 images/s, loss=0.0094, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:14.953284, arrival_time=2021-04-10 02:04:29.254306, cost_time=0:00:00.803942 2021-04-10 02:04:14,926 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=2.63ms, fps=4097 images/s, loss=0.0094, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:12.579424, arrival_time=2021-04-10 02:04:27.505971, cost_time=0:00:01.429470 2021-04-10 02:04:15,546 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=1.65ms, fps=4132 images/s, loss=0.0091, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:11.341784, arrival_time=2021-04-10 02:04:26.888472, cost_time=0:00:02.049718 2021-04-10 02:04:16,164 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.44ms, fps=4146 images/s, loss=0.0084, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:10.403484, arrival_time=2021-04-10 02:04:26.568190, cost_time=0:00:02.667542 2021-04-10 02:04:16,805 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.93ms, fps=4002 images/s, loss=0.0081, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:09.659506, arrival_time=2021-04-10 02:04:26.464608, cost_time=0:00:03.308029 2021-04-10 02:04:17,438 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=2.90ms, fps=4048 images/s, loss=0.0090, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:08.933160, arrival_time=2021-04-10 02:04:26.371339, cost_time=0:00:03.941124 2021-04-10 02:04:18,081 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=1.90ms, fps=3984 images/s, loss=0.0092, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:08.251740, arrival_time=2021-04-10 02:04:26.333214, cost_time=0:00:04.584335 2021-04-10 02:04:18,711 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.48ms, fps=4069 images/s, loss=0.0092, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:07.560764, arrival_time=2021-04-10 02:04:26.272133, cost_time=0:00:05.214345 2021-04-10 02:04:19,346 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=1.64ms, fps=4039 images/s, loss=0.0095, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:06.888516, arrival_time=2021-04-10 02:04:26.234388, cost_time=0:00:05.848727 2021-04-10 02:04:19,972 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=2.93ms, fps=4090 images/s, loss=0.0094, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:06.216480, arrival_time=2021-04-10 02:04:26.188959, cost_time=0:00:06.475506 2021-04-10 02:04:20,605 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=3.65ms, fps=4046 images/s, loss=0.0093, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:05.557664, arrival_time=2021-04-10 02:04:26.163439, cost_time=0:00:07.108674 2021-04-10 02:04:21,232 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=1.96ms, fps=4092 images/s, loss=0.0096, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:04.898884, arrival_time=2021-04-10 02:04:26.131015, cost_time=0:00:07.735095 2021-04-10 02:04:21,864 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=1.77ms, fps=4050 images/s, loss=0.0097, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:04.248288, arrival_time=2021-04-10 02:04:26.113155, cost_time=0:00:08.367842 2021-04-10 02:04:22,490 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=2.56ms, fps=4096 images/s, loss=0.0097, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:03.597384, arrival_time=2021-04-10 02:04:26.087878, cost_time=0:00:08.993420 2021-04-10 02:04:23,113 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=2.37ms, fps=4110 images/s, loss=0.0095, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:02.949198, arrival_time=2021-04-10 02:04:26.063109, cost_time=0:00:09.616891 2021-04-10 02:04:23,743 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=1.47ms, fps=4068 images/s, loss=0.0093, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:02.305548, arrival_time=2021-04-10 02:04:26.049342, cost_time=0:00:10.246804 2021-04-10 02:04:24,378 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=2.04ms, fps=4036 images/s, loss=0.0093, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:01.664234, arrival_time=2021-04-10 02:04:26.042813, cost_time=0:00:10.881452 2021-04-10 02:04:25,006 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=2.25ms, fps=4081 images/s, loss=0.0093, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:01.023072, arrival_time=2021-04-10 02:04:26.029540, cost_time=0:00:11.509483 2021-04-10 02:04:25,632 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=1.46ms, fps=4095 images/s, loss=0.0095, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00.383214, arrival_time=2021-04-10 02:04:26.015221, cost_time=0:00:12.135030 2021-04-10 02:04:25,974 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=0.08ms, fps=3975 images/s, loss=0.0095, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:25.974504, cost_time=0:00:12.477552 2021-04-10 02:04:26,335 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=0.21ms, fps=7112 images/s, loss=1.4991, top1-acc=70.31%, top5-acc=88.79%, remaining_time=0:00:01.079820, arrival_time=2021-04-10 02:04:27.415186, cost_time=0:00:00.359942 2021-04-10 02:04:26,586 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=0.32ms, fps=10196 images/s, loss=1.5275, top1-acc=70.33%, top5-acc=88.38%, remaining_time=0:00:00.611400, arrival_time=2021-04-10 02:04:27.198268, cost_time=0:00:00.611402 2021-04-10 02:04:26,860 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=0.22ms, fps=9390 images/s, loss=1.5561, top1-acc=69.78%, top5-acc=88.31%, remaining_time=0:00:00.294860, arrival_time=2021-04-10 02:04:27.154912, cost_time=0:00:00.884573 2021-04-10 02:04:27,089 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=0.07ms, fps=10130 images/s, loss=1.5092, top1-acc=70.16%, top5-acc=88.44%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:27.089548, cost_time=0:00:01.114162 2021-04-10 02:04:27,644 INFO : Epoch=0177 complete, best val top1-acc=70.23%, top5-acc=88.42% (epoch=176), remaining_time=0:05:28.980914, arrival_time=2021-04-10 02:09:56.625372, cost_time=0:42:11.722772 2021-04-10 02:04:27,645 INFO : Train start, epoch=0178, lr=0.003228 2021-04-10 02:04:28,491 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=1.64ms, fps=3027 images/s, loss=0.0097, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:15.732438, arrival_time=2021-04-10 02:04:44.223766, cost_time=0:00:00.845830 2021-04-10 02:04:29,125 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=1.46ms, fps=4038 images/s, loss=0.0089, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:13.025936, arrival_time=2021-04-10 02:04:42.151749, cost_time=0:00:01.480227 2021-04-10 02:04:29,762 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=1.66ms, fps=4024 images/s, loss=0.0092, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:11.714620, arrival_time=2021-04-10 02:04:41.477192, cost_time=0:00:02.117087 2021-04-10 02:04:30,392 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=1.87ms, fps=4070 images/s, loss=0.0087, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:10.711116, arrival_time=2021-04-10 02:04:41.103116, cost_time=0:00:02.746426 2021-04-10 02:04:31,018 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=1.71ms, fps=4089 images/s, loss=0.0086, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:09.849452, arrival_time=2021-04-10 02:04:40.868068, cost_time=0:00:03.373104 2021-04-10 02:04:31,650 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=1.50ms, fps=4058 images/s, loss=0.0084, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:09.076912, arrival_time=2021-04-10 02:04:40.727044, cost_time=0:00:04.004523 2021-04-10 02:04:32,275 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.43ms, fps=4095 images/s, loss=0.0084, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:08.334774, arrival_time=2021-04-10 02:04:40.610677, cost_time=0:00:04.630432 2021-04-10 02:04:32,916 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=1.60ms, fps=3997 images/s, loss=0.0085, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:07.643472, arrival_time=2021-04-10 02:04:40.560282, cost_time=0:00:05.271328 2021-04-10 02:04:33,551 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=2.19ms, fps=4037 images/s, loss=0.0086, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:06.955826, arrival_time=2021-04-10 02:04:40.507416, cost_time=0:00:05.905929 2021-04-10 02:04:34,187 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=2.58ms, fps=4031 images/s, loss=0.0087, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:06.280128, arrival_time=2021-04-10 02:04:40.467715, cost_time=0:00:06.541814 2021-04-10 02:04:34,815 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.88ms, fps=4081 images/s, loss=0.0088, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:05.605824, arrival_time=2021-04-10 02:04:40.421558, cost_time=0:00:07.170191 2021-04-10 02:04:35,450 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.71ms, fps=4037 images/s, loss=0.0091, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:04.943116, arrival_time=2021-04-10 02:04:40.393463, cost_time=0:00:07.804872 2021-04-10 02:04:36,080 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=2.68ms, fps=4067 images/s, loss=0.0094, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:04.282278, arrival_time=2021-04-10 02:04:40.362577, cost_time=0:00:08.434765 2021-04-10 02:04:36,714 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=3.99ms, fps=4043 images/s, loss=0.0094, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:03.627400, arrival_time=2021-04-10 02:04:40.341588, cost_time=0:00:09.068547 2021-04-10 02:04:37,340 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=3.89ms, fps=4092 images/s, loss=0.0093, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:02.973164, arrival_time=2021-04-10 02:04:40.313885, cost_time=0:00:09.695093 2021-04-10 02:04:37,997 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=2.18ms, fps=3903 images/s, loss=0.0095, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:02.329164, arrival_time=2021-04-10 02:04:40.326586, cost_time=0:00:10.351919 2021-04-10 02:04:38,619 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.46ms, fps=4119 images/s, loss=0.0095, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:01.678352, arrival_time=2021-04-10 02:04:40.297774, cost_time=0:00:10.973859 2021-04-10 02:04:39,253 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=2.63ms, fps=4042 images/s, loss=0.0094, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:01.031808, arrival_time=2021-04-10 02:04:40.285186, cost_time=0:00:11.607814 2021-04-10 02:04:39,892 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=2.06ms, fps=4011 images/s, loss=0.0093, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00.386736, arrival_time=2021-04-10 02:04:40.278961, cost_time=0:00:12.246684 2021-04-10 02:04:40,240 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=0.19ms, fps=3915 images/s, loss=0.0093, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:40.240299, cost_time=0:00:12.594634 2021-04-10 02:04:40,605 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=0.32ms, fps=7041 images/s, loss=1.4512, top1-acc=70.90%, top5-acc=89.37%, remaining_time=0:00:01.090650, arrival_time=2021-04-10 02:04:41.696369, cost_time=0:00:00.363552 2021-04-10 02:04:40,861 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=3.66ms, fps=10014 images/s, loss=1.5509, top1-acc=69.94%, top5-acc=88.55%, remaining_time=0:00:00.619740, arrival_time=2021-04-10 02:04:41.481613, cost_time=0:00:00.619734 2021-04-10 02:04:41,134 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=0.28ms, fps=9422 images/s, loss=1.5460, top1-acc=70.17%, top5-acc=88.85%, remaining_time=0:00:00.297280, arrival_time=2021-04-10 02:04:41.431277, cost_time=0:00:00.891844 2021-04-10 02:04:41,359 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=0.07ms, fps=10337 images/s, loss=1.5169, top1-acc=70.24%, top5-acc=88.69%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:41.358950, cost_time=0:00:01.116787 2021-04-10 02:04:42,332 INFO : Epoch=0178 complete, best val top1-acc=70.24%, top5-acc=88.69% (epoch=178), remaining_time=0:05:14.724894, arrival_time=2021-04-10 02:09:57.057144, cost_time=0:42:26.410573 2021-04-10 02:04:42,332 INFO : Train start, epoch=0179, lr=0.002956 2021-04-10 02:04:43,211 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=0.51ms, fps=2916 images/s, loss=0.0071, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:16.327638, arrival_time=2021-04-10 02:04:59.538622, cost_time=0:00:00.877833 2021-04-10 02:04:43,846 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=1.88ms, fps=4035 images/s, loss=0.0082, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:13.315632, arrival_time=2021-04-10 02:04:57.161855, cost_time=0:00:01.513132 2021-04-10 02:04:44,474 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=2.25ms, fps=4078 images/s, loss=0.0087, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:11.849578, arrival_time=2021-04-10 02:04:56.324131, cost_time=0:00:02.141481 2021-04-10 02:04:45,118 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=2.11ms, fps=3977 images/s, loss=0.0086, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:10.864152, arrival_time=2021-04-10 02:04:55.983013, cost_time=0:00:02.785692 2021-04-10 02:04:45,750 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=1.39ms, fps=4059 images/s, loss=0.0086, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:09.978224, arrival_time=2021-04-10 02:04:55.728699, cost_time=0:00:03.417177 2021-04-10 02:04:46,384 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=1.47ms, fps=4046 images/s, loss=0.0089, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:09.182448, arrival_time=2021-04-10 02:04:55.566592, cost_time=0:00:04.051056 2021-04-10 02:04:47,017 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=0.52ms, fps=4043 images/s, loss=0.0090, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:08.432802, arrival_time=2021-04-10 02:04:55.450702, cost_time=0:00:04.684885 2021-04-10 02:04:47,642 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=2.76ms, fps=4104 images/s, loss=0.0089, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:07.698224, arrival_time=2021-04-10 02:04:55.340345, cost_time=0:00:05.309104 2021-04-10 02:04:48,271 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.51ms, fps=4071 images/s, loss=0.0087, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:06.994092, arrival_time=2021-04-10 02:04:55.265594, cost_time=0:00:05.938404 2021-04-10 02:04:48,904 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=1.85ms, fps=4048 images/s, loss=0.0086, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:06.308640, arrival_time=2021-04-10 02:04:55.213354, cost_time=0:00:06.571476 2021-04-10 02:04:49,533 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.53ms, fps=4078 images/s, loss=0.0086, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:05.629216, arrival_time=2021-04-10 02:04:55.162411, cost_time=0:00:07.200177 2021-04-10 02:04:50,156 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=2.28ms, fps=4113 images/s, loss=0.0084, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:04.954592, arrival_time=2021-04-10 02:04:55.110906, cost_time=0:00:07.823005 2021-04-10 02:04:50,794 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=2.37ms, fps=4017 images/s, loss=0.0084, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:04.295742, arrival_time=2021-04-10 02:04:55.090181, cost_time=0:00:08.461366 2021-04-10 02:04:51,421 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.68ms, fps=4089 images/s, loss=0.0084, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:03.635240, arrival_time=2021-04-10 02:04:55.056320, cost_time=0:00:09.088068 2021-04-10 02:04:52,059 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=1.58ms, fps=4014 images/s, loss=0.0083, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:02.982686, arrival_time=2021-04-10 02:04:55.041982, cost_time=0:00:09.726199 2021-04-10 02:04:52,682 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.74ms, fps=4113 images/s, loss=0.0083, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:02.328588, arrival_time=2021-04-10 02:04:55.010907, cost_time=0:00:10.349256 2021-04-10 02:04:53,315 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=1.50ms, fps=4048 images/s, loss=0.0084, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:01.679626, arrival_time=2021-04-10 02:04:54.994933, cost_time=0:00:10.982204 2021-04-10 02:04:53,944 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=2.16ms, fps=4071 images/s, loss=0.0083, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:01.032144, arrival_time=2021-04-10 02:04:54.976970, cost_time=0:00:11.611648 2021-04-10 02:04:54,582 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.47ms, fps=4020 images/s, loss=0.0082, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00.386826, arrival_time=2021-04-10 02:04:54.969297, cost_time=0:00:12.249434 2021-04-10 02:04:54,918 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=0.08ms, fps=4050 images/s, loss=0.0082, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:54.918722, cost_time=0:00:12.585716 2021-04-10 02:04:55,272 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=10.64ms, fps=7255 images/s, loss=1.5908, top1-acc=69.69%, top5-acc=88.32%, remaining_time=0:00:01.058460, arrival_time=2021-04-10 02:04:56.331157, cost_time=0:00:00.352821 2021-04-10 02:04:55,521 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=0.36ms, fps=10336 images/s, loss=1.5716, top1-acc=69.59%, top5-acc=88.32%, remaining_time=0:00:00.601420, arrival_time=2021-04-10 02:04:56.122562, cost_time=0:00:00.601426 2021-04-10 02:04:55,789 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=6.43ms, fps=9545 images/s, loss=1.5464, top1-acc=69.95%, top5-acc=88.46%, remaining_time=0:00:00.290050, arrival_time=2021-04-10 02:04:56.079917, cost_time=0:00:00.870146 2021-04-10 02:04:56,026 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.11ms, fps=9810 images/s, loss=1.5159, top1-acc=70.25%, top5-acc=88.71%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:56.026833, cost_time=0:00:01.107144 2021-04-10 02:04:57,008 INFO : Epoch=0179 complete, best val top1-acc=70.25%, top5-acc=88.71% (epoch=179), remaining_time=0:05:00.462750, arrival_time=2021-04-10 02:09:57.471607, cost_time=0:42:41.087211 2021-04-10 02:04:57,009 INFO : Train start, epoch=0180, lr=0.002696 2021-04-10 02:04:57,833 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=0.39ms, fps=3107 images/s, loss=0.0080, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:15.326586, arrival_time=2021-04-10 02:05:13.160325, cost_time=0:00:00.824010 2021-04-10 02:04:58,473 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=2.44ms, fps=4004 images/s, loss=0.0072, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:12.885664, arrival_time=2021-04-10 02:05:11.359547, cost_time=0:00:01.464270 2021-04-10 02:04:59,098 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=1.67ms, fps=4104 images/s, loss=0.0072, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:11.556920, arrival_time=2021-04-10 02:05:10.655250, cost_time=0:00:02.088589 2021-04-10 02:04:59,731 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=2.72ms, fps=4051 images/s, loss=0.0081, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:10.613616, arrival_time=2021-04-10 02:05:10.344671, cost_time=0:00:02.721445 2021-04-10 02:05:00,369 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.79ms, fps=4011 images/s, loss=0.0081, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:09.811784, arrival_time=2021-04-10 02:05:10.181657, cost_time=0:00:03.360195 2021-04-10 02:05:00,996 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=1.56ms, fps=4092 images/s, loss=0.0080, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:09.035976, arrival_time=2021-04-10 02:05:10.032007, cost_time=0:00:03.986452 2021-04-10 02:05:01,629 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=13.06ms, fps=4047 images/s, loss=0.0080, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:08.314866, arrival_time=2021-04-10 02:05:09.944003, cost_time=0:00:04.619392 2021-04-10 02:05:02,263 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=2.26ms, fps=4040 images/s, loss=0.0080, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:07.618300, arrival_time=2021-04-10 02:05:09.881928, cost_time=0:00:05.253994 2021-04-10 02:05:02,899 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=1.74ms, fps=4029 images/s, loss=0.0081, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:06.937170, arrival_time=2021-04-10 02:05:09.837007, cost_time=0:00:05.890012 2021-04-10 02:05:03,570 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.51ms, fps=3826 images/s, loss=0.0081, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:06.297792, arrival_time=2021-04-10 02:05:09.867607, cost_time=0:00:06.560173 2021-04-10 02:05:04,197 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=1.53ms, fps=4086 images/s, loss=0.0081, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:05.619326, arrival_time=2021-04-10 02:05:09.816394, cost_time=0:00:07.187464 2021-04-10 02:05:04,822 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=2.45ms, fps=4100 images/s, loss=0.0079, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:04.947904, arrival_time=2021-04-10 02:05:09.770019, cost_time=0:00:07.812476 2021-04-10 02:05:05,479 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=2.57ms, fps=3899 images/s, loss=0.0079, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:04.300032, arrival_time=2021-04-10 02:05:09.779379, cost_time=0:00:08.469718 2021-04-10 02:05:06,111 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=2.05ms, fps=4056 images/s, loss=0.0079, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:03.640840, arrival_time=2021-04-10 02:05:09.752598, cost_time=0:00:09.102050 2021-04-10 02:05:06,758 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=8.92ms, fps=3962 images/s, loss=0.0079, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:02.989678, arrival_time=2021-04-10 02:05:09.748258, cost_time=0:00:09.748934 2021-04-10 02:05:07,390 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=3.15ms, fps=4055 images/s, loss=0.0079, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:02.335716, arrival_time=2021-04-10 02:05:09.726264, cost_time=0:00:10.380929 2021-04-10 02:05:08,023 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=2.01ms, fps=4049 images/s, loss=0.0080, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:01.684462, arrival_time=2021-04-10 02:05:09.707890, cost_time=0:00:11.013776 2021-04-10 02:05:08,662 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=2.04ms, fps=4013 images/s, loss=0.0080, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:01.035760, arrival_time=2021-04-10 02:05:09.697698, cost_time=0:00:11.652341 2021-04-10 02:05:09,293 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.77ms, fps=4061 images/s, loss=0.0080, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00.387888, arrival_time=2021-04-10 02:05:09.680814, cost_time=0:00:12.283209 2021-04-10 02:05:09,632 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=0.12ms, fps=4017 images/s, loss=0.0080, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:09.632210, cost_time=0:00:12.622586 2021-04-10 02:05:10,008 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=2.70ms, fps=6833 images/s, loss=1.6155, top1-acc=69.77%, top5-acc=87.89%, remaining_time=0:00:01.123890, arrival_time=2021-04-10 02:05:11.132101, cost_time=0:00:00.374631 2021-04-10 02:05:10,254 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=2.29ms, fps=10404 images/s, loss=1.5906, top1-acc=69.73%, top5-acc=88.44%, remaining_time=0:00:00.621200, arrival_time=2021-04-10 02:05:10.875947, cost_time=0:00:00.621204 2021-04-10 02:05:10,500 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=3.01ms, fps=10427 images/s, loss=1.5329, top1-acc=70.43%, top5-acc=88.71%, remaining_time=0:00:00.289030, arrival_time=2021-04-10 02:05:10.789686, cost_time=0:00:00.867096 2021-04-10 02:05:10,715 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=0.08ms, fps=10826 images/s, loss=1.5412, top1-acc=70.64%, top5-acc=88.67%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:10.715399, cost_time=0:00:01.081883 2021-04-10 02:05:11,747 INFO : Epoch=0180 complete, best val top1-acc=70.64%, top5-acc=88.67% (epoch=180), remaining_time=0:04:46.202900, arrival_time=2021-04-10 02:09:57.950610, cost_time=0:42:55.826042 2021-04-10 02:05:11,748 INFO : Train start, epoch=0181, lr=0.002447 2021-04-10 02:05:12,633 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=0.40ms, fps=2892 images/s, loss=0.0085, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:16.462860, arrival_time=2021-04-10 02:05:29.096692, cost_time=0:00:00.885095 2021-04-10 02:05:13,268 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=2.44ms, fps=4039 images/s, loss=0.0082, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:13.374592, arrival_time=2021-04-10 02:05:26.643086, cost_time=0:00:01.519844 2021-04-10 02:05:13,903 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=2.18ms, fps=4039 images/s, loss=0.0088, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:11.920294, arrival_time=2021-04-10 02:05:25.823300, cost_time=0:00:02.154266 2021-04-10 02:05:14,531 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=2.05ms, fps=4082 images/s, loss=0.0091, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:10.850736, arrival_time=2021-04-10 02:05:25.381661, cost_time=0:00:02.782252 2021-04-10 02:05:15,157 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=2.04ms, fps=4091 images/s, loss=0.0086, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:09.953258, arrival_time=2021-04-10 02:05:25.110499, cost_time=0:00:03.408644 2021-04-10 02:05:15,787 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=1.86ms, fps=4069 images/s, loss=0.0087, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:09.153208, arrival_time=2021-04-10 02:05:24.940134, cost_time=0:00:04.038194 2021-04-10 02:05:16,413 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.91ms, fps=4091 images/s, loss=0.0085, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:08.396640, arrival_time=2021-04-10 02:05:24.810102, cost_time=0:00:04.664829 2021-04-10 02:05:17,039 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=1.84ms, fps=4096 images/s, loss=0.0082, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:07.671196, arrival_time=2021-04-10 02:05:24.710228, cost_time=0:00:05.290453 2021-04-10 02:05:17,668 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=2.35ms, fps=4069 images/s, loss=0.0080, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.972468, arrival_time=2021-04-10 02:05:24.641153, cost_time=0:00:05.920004 2021-04-10 02:05:18,302 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.93ms, fps=4043 images/s, loss=0.0080, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.291744, arrival_time=2021-04-10 02:05:24.594238, cost_time=0:00:06.553870 2021-04-10 02:05:18,932 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=1.52ms, fps=4068 images/s, loss=0.0081, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:05.616316, arrival_time=2021-04-10 02:05:24.548693, cost_time=0:00:07.183713 2021-04-10 02:05:19,556 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=2.21ms, fps=4106 images/s, loss=0.0080, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:04.944940, arrival_time=2021-04-10 02:05:24.501459, cost_time=0:00:07.807849 2021-04-10 02:05:20,174 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=1.65ms, fps=4149 images/s, loss=0.0082, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:04.277526, arrival_time=2021-04-10 02:05:24.451585, cost_time=0:00:08.425484 2021-04-10 02:05:20,810 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.46ms, fps=4029 images/s, loss=0.0080, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:03.624544, arrival_time=2021-04-10 02:05:24.434621, cost_time=0:00:09.061328 2021-04-10 02:05:21,440 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=3.11ms, fps=4068 images/s, loss=0.0080, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:02.972060, arrival_time=2021-04-10 02:05:24.412114, cost_time=0:00:09.691474 2021-04-10 02:05:22,074 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=2.06ms, fps=4041 images/s, loss=0.0080, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:02.323224, arrival_time=2021-04-10 02:05:24.397189, cost_time=0:00:10.325376 2021-04-10 02:05:22,703 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=2.11ms, fps=4070 images/s, loss=0.0080, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:01.675440, arrival_time=2021-04-10 02:05:24.378981, cost_time=0:00:10.954872 2021-04-10 02:05:23,341 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=2.42ms, fps=4019 images/s, loss=0.0080, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:01.030448, arrival_time=2021-04-10 02:05:24.371676, cost_time=0:00:11.592551 2021-04-10 02:05:23,977 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.39ms, fps=4029 images/s, loss=0.0080, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00.386172, arrival_time=2021-04-10 02:05:24.363656, cost_time=0:00:12.228722 2021-04-10 02:05:24,320 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=0.09ms, fps=3979 images/s, loss=0.0079, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:24.319977, cost_time=0:00:12.571422 2021-04-10 02:05:24,650 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=3.38ms, fps=7759 images/s, loss=1.5485, top1-acc=70.04%, top5-acc=88.87%, remaining_time=0:00:00.989820, arrival_time=2021-04-10 02:05:25.640692, cost_time=0:00:00.329942 2021-04-10 02:05:24,913 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=0.43ms, fps=9766 images/s, loss=1.5270, top1-acc=70.68%, top5-acc=88.96%, remaining_time=0:00:00.592540, arrival_time=2021-04-10 02:05:25.506027, cost_time=0:00:00.592549 2021-04-10 02:05:25,188 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=5.21ms, fps=9310 images/s, loss=1.4955, top1-acc=70.62%, top5-acc=89.04%, remaining_time=0:00:00.289340, arrival_time=2021-04-10 02:05:25.478266, cost_time=0:00:00.868014 2021-04-10 02:05:25,451 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.11ms, fps=8864 images/s, loss=1.5440, top1-acc=70.51%, top5-acc=88.69%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:25.451171, cost_time=0:00:01.130132 2021-04-10 02:05:26,035 INFO : Epoch=0181 complete, best val top1-acc=70.64%, top5-acc=88.67% (epoch=180), remaining_time=0:04:31.890361, arrival_time=2021-04-10 02:09:57.925527, cost_time=0:43:10.113512 2021-04-10 02:05:26,038 INFO : Train start, epoch=0182, lr=0.002210 2021-04-10 02:05:26,963 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=0.36ms, fps=2767 images/s, loss=0.0072, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:17.207232, arrival_time=2021-04-10 02:05:44.171088, cost_time=0:00:00.925117 2021-04-10 02:05:27,589 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.92ms, fps=4100 images/s, loss=0.0068, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:13.641584, arrival_time=2021-04-10 02:05:41.230599, cost_time=0:00:01.550176 2021-04-10 02:05:28,227 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.97ms, fps=4016 images/s, loss=0.0068, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:12.109368, arrival_time=2021-04-10 02:05:40.336518, cost_time=0:00:02.188455 2021-04-10 02:05:28,867 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=2.24ms, fps=4005 images/s, loss=0.0069, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:11.029512, arrival_time=2021-04-10 02:05:39.896460, cost_time=0:00:02.828081 2021-04-10 02:05:29,496 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=2.36ms, fps=4074 images/s, loss=0.0068, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:10.095900, arrival_time=2021-04-10 02:05:39.592112, cost_time=0:00:03.457498 2021-04-10 02:05:30,133 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=2.03ms, fps=4036 images/s, loss=0.0071, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:09.281048, arrival_time=2021-04-10 02:05:39.414372, cost_time=0:00:04.094561 2021-04-10 02:05:30,760 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.82ms, fps=4084 images/s, loss=0.0071, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.499582, arrival_time=2021-04-10 02:05:39.260255, cost_time=0:00:04.722008 2021-04-10 02:05:31,383 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=1.88ms, fps=4117 images/s, loss=0.0072, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:07.748916, arrival_time=2021-04-10 02:05:39.132010, cost_time=0:00:05.344117 2021-04-10 02:05:32,014 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=1.89ms, fps=4063 images/s, loss=0.0073, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:07.037658, arrival_time=2021-04-10 02:05:39.051743, cost_time=0:00:05.975395 2021-04-10 02:05:32,644 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=2.67ms, fps=4064 images/s, loss=0.0072, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.341568, arrival_time=2021-04-10 02:05:38.986123, cost_time=0:00:06.605830 2021-04-10 02:05:33,271 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=2.09ms, fps=4091 images/s, loss=0.0072, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:05.654242, arrival_time=2021-04-10 02:05:38.925208, cost_time=0:00:07.232203 2021-04-10 02:05:33,902 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=2.26ms, fps=4059 images/s, loss=0.0073, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.980204, arrival_time=2021-04-10 02:05:38.882403, cost_time=0:00:07.863489 2021-04-10 02:05:34,524 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=1.51ms, fps=4121 images/s, loss=0.0076, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:04.307886, arrival_time=2021-04-10 02:05:38.831923, cost_time=0:00:08.485280 2021-04-10 02:05:35,144 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.55ms, fps=4127 images/s, loss=0.0078, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:03.642464, arrival_time=2021-04-10 02:05:38.787341, cost_time=0:00:09.106201 2021-04-10 02:05:35,767 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=4.47ms, fps=4112 images/s, loss=0.0079, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:02.983606, arrival_time=2021-04-10 02:05:38.751458, cost_time=0:00:09.729156 2021-04-10 02:05:36,420 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.93ms, fps=3930 images/s, loss=0.0079, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:02.335860, arrival_time=2021-04-10 02:05:38.756346, cost_time=0:00:10.381548 2021-04-10 02:05:37,052 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=3.33ms, fps=4059 images/s, loss=0.0078, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:01.684384, arrival_time=2021-04-10 02:05:38.736369, cost_time=0:00:11.013308 2021-04-10 02:05:37,676 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=2.19ms, fps=4102 images/s, loss=0.0076, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:01.034480, arrival_time=2021-04-10 02:05:38.711211, cost_time=0:00:11.637879 2021-04-10 02:05:38,307 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.93ms, fps=4063 images/s, loss=0.0076, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00.387438, arrival_time=2021-04-10 02:05:38.695026, cost_time=0:00:12.268916 2021-04-10 02:05:38,644 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=0.11ms, fps=4046 images/s, loss=0.0077, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:38.644180, cost_time=0:00:12.605485 2021-04-10 02:05:39,004 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=4.23ms, fps=7136 images/s, loss=1.4579, top1-acc=72.07%, top5-acc=89.69%, remaining_time=0:00:01.076070, arrival_time=2021-04-10 02:05:40.080245, cost_time=0:00:00.358693 2021-04-10 02:05:39,250 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=0.44ms, fps=10431 images/s, loss=1.4902, top1-acc=71.31%, top5-acc=89.32%, remaining_time=0:00:00.604600, arrival_time=2021-04-10 02:05:39.854688, cost_time=0:00:00.604601 2021-04-10 02:05:39,502 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=0.21ms, fps=10152 images/s, loss=1.5142, top1-acc=70.61%, top5-acc=88.88%, remaining_time=0:00:00.285770, arrival_time=2021-04-10 02:05:39.788559, cost_time=0:00:00.857317 2021-04-10 02:05:39,723 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=0.20ms, fps=10528 images/s, loss=1.5234, top1-acc=70.51%, top5-acc=88.59%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:39.723798, cost_time=0:00:01.078214 2021-04-10 02:05:40,222 INFO : Epoch=0182 complete, best val top1-acc=70.64%, top5-acc=88.67% (epoch=180), remaining_time=0:04:17.568210, arrival_time=2021-04-10 02:09:57.790643, cost_time=0:43:24.300787 2021-04-10 02:05:40,223 INFO : Train start, epoch=0183, lr=0.001985 2021-04-10 02:05:41,034 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=1.60ms, fps=3157 images/s, loss=0.0060, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:15.081624, arrival_time=2021-04-10 02:05:56.115732, cost_time=0:00:00.810843 2021-04-10 02:05:41,663 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=4.24ms, fps=4076 images/s, loss=0.0065, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.669536, arrival_time=2021-04-10 02:05:54.332552, cost_time=0:00:01.439723 2021-04-10 02:05:42,287 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=2.19ms, fps=4102 images/s, loss=0.0067, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.423622, arrival_time=2021-04-10 02:05:53.711313, cost_time=0:00:02.064498 2021-04-10 02:05:42,923 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.95ms, fps=4031 images/s, loss=0.0070, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:10.530156, arrival_time=2021-04-10 02:05:53.453491, cost_time=0:00:02.700026 2021-04-10 02:05:43,554 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=2.91ms, fps=4062 images/s, loss=0.0070, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:09.726666, arrival_time=2021-04-10 02:05:53.280909, cost_time=0:00:03.331074 2021-04-10 02:05:44,186 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=1.49ms, fps=4055 images/s, loss=0.0074, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:08.982256, arrival_time=2021-04-10 02:05:53.168354, cost_time=0:00:03.962769 2021-04-10 02:05:44,815 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=2.06ms, fps=4071 images/s, loss=0.0075, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:08.266482, arrival_time=2021-04-10 02:05:53.082284, cost_time=0:00:04.592475 2021-04-10 02:05:45,442 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.99ms, fps=4091 images/s, loss=0.0075, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:07.567724, arrival_time=2021-04-10 02:05:53.010094, cost_time=0:00:05.219141 2021-04-10 02:05:46,064 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=1.59ms, fps=4119 images/s, loss=0.0074, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:06.879612, arrival_time=2021-04-10 02:05:52.943975, cost_time=0:00:05.841216 2021-04-10 02:05:46,692 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=2.19ms, fps=4083 images/s, loss=0.0076, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:06.209856, arrival_time=2021-04-10 02:05:52.901789, cost_time=0:00:06.468605 2021-04-10 02:05:47,320 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=2.23ms, fps=4079 images/s, loss=0.0076, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:05.548720, arrival_time=2021-04-10 02:05:52.869100, cost_time=0:00:07.097163 2021-04-10 02:05:47,962 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=2.78ms, fps=3995 images/s, loss=0.0075, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:04.901088, arrival_time=2021-04-10 02:05:52.863003, cost_time=0:00:07.738576 2021-04-10 02:05:48,601 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=1.93ms, fps=4006 images/s, loss=0.0076, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:04.253634, arrival_time=2021-04-10 02:05:52.855282, cost_time=0:00:08.378422 2021-04-10 02:05:49,237 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.53ms, fps=4028 images/s, loss=0.0077, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:03.605784, arrival_time=2021-04-10 02:05:52.843623, cost_time=0:00:09.014512 2021-04-10 02:05:49,882 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=2.10ms, fps=3975 images/s, loss=0.0076, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:02.962216, arrival_time=2021-04-10 02:05:52.844783, cost_time=0:00:09.659385 2021-04-10 02:05:50,511 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=2.21ms, fps=4072 images/s, loss=0.0077, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:02.314944, arrival_time=2021-04-10 02:05:52.826741, cost_time=0:00:10.288570 2021-04-10 02:05:51,147 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=2.14ms, fps=4030 images/s, loss=0.0076, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:01.670812, arrival_time=2021-04-10 02:05:52.818584, cost_time=0:00:10.924465 2021-04-10 02:05:51,779 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=2.66ms, fps=4062 images/s, loss=0.0077, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:01.027168, arrival_time=2021-04-10 02:05:52.806190, cost_time=0:00:11.555569 2021-04-10 02:05:52,416 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=2.33ms, fps=4024 images/s, loss=0.0076, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00.385038, arrival_time=2021-04-10 02:05:52.801183, cost_time=0:00:12.192887 2021-04-10 02:05:52,757 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=0.08ms, fps=3993 images/s, loss=0.0076, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:52.757274, cost_time=0:00:12.534120 2021-04-10 02:05:53,132 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=2.30ms, fps=6845 images/s, loss=1.5736, top1-acc=70.04%, top5-acc=87.77%, remaining_time=0:00:01.121910, arrival_time=2021-04-10 02:05:54.254325, cost_time=0:00:00.373966 2021-04-10 02:05:53,375 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=0.52ms, fps=10565 images/s, loss=1.5253, top1-acc=70.37%, top5-acc=88.40%, remaining_time=0:00:00.617100, arrival_time=2021-04-10 02:05:53.992522, cost_time=0:00:00.617106 2021-04-10 02:05:53,621 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=0.23ms, fps=10438 images/s, loss=1.5153, top1-acc=70.61%, top5-acc=88.59%, remaining_time=0:00:00.287600, arrival_time=2021-04-10 02:05:53.908667, cost_time=0:00:00.862788 2021-04-10 02:05:53,852 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=0.09ms, fps=10060 images/s, loss=1.5290, top1-acc=70.45%, top5-acc=88.66%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:53.852042, cost_time=0:00:01.093765 2021-04-10 02:05:54,354 INFO : Epoch=0183 complete, best val top1-acc=70.64%, top5-acc=88.67% (epoch=180), remaining_time=0:04:03.242358, arrival_time=2021-04-10 02:09:57.596499, cost_time=0:43:38.432461 2021-04-10 02:05:54,354 INFO : Train start, epoch=0184, lr=0.001772 2021-04-10 02:05:55,154 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=0.27ms, fps=3203 images/s, loss=0.0095, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:14.866422, arrival_time=2021-04-10 02:06:10.020847, cost_time=0:00:00.799268 2021-04-10 02:05:55,779 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.96ms, fps=4096 images/s, loss=0.0085, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:12.538416, arrival_time=2021-04-10 02:06:08.318322, cost_time=0:00:01.424815 2021-04-10 02:05:56,411 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=1.39ms, fps=4060 images/s, loss=0.0080, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:11.375316, arrival_time=2021-04-10 02:06:07.786336, cost_time=0:00:02.055782 2021-04-10 02:05:57,033 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.51ms, fps=4115 images/s, loss=0.0084, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:10.447164, arrival_time=2021-04-10 02:06:07.481054, cost_time=0:00:02.678749 2021-04-10 02:05:57,659 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.49ms, fps=4093 images/s, loss=0.0084, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:09.649870, arrival_time=2021-04-10 02:06:07.309712, cost_time=0:00:03.304728 2021-04-10 02:05:58,299 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=2.73ms, fps=4008 images/s, loss=0.0085, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:08.939960, arrival_time=2021-04-10 02:06:07.239295, cost_time=0:00:03.944093 2021-04-10 02:05:58,939 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=4.54ms, fps=4007 images/s, loss=0.0083, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:08.251110, arrival_time=2021-04-10 02:06:07.190249, cost_time=0:00:04.583922 2021-04-10 02:05:59,578 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=2.32ms, fps=4008 images/s, loss=0.0079, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:07.573872, arrival_time=2021-04-10 02:06:07.152442, cost_time=0:00:05.223372 2021-04-10 02:06:00,216 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.63ms, fps=4017 images/s, loss=0.0076, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.903568, arrival_time=2021-04-10 02:06:07.120231, cost_time=0:00:05.861499 2021-04-10 02:06:00,844 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=2.00ms, fps=4083 images/s, loss=0.0076, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.229536, arrival_time=2021-04-10 02:06:07.073787, cost_time=0:00:06.489109 2021-04-10 02:06:01,473 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=1.55ms, fps=4073 images/s, loss=0.0077, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:05.565146, arrival_time=2021-04-10 02:06:07.038554, cost_time=0:00:07.118244 2021-04-10 02:06:02,111 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=2.23ms, fps=4014 images/s, loss=0.0076, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:04.912564, arrival_time=2021-04-10 02:06:07.024397, cost_time=0:00:07.756702 2021-04-10 02:06:02,743 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=2.61ms, fps=4056 images/s, loss=0.0074, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:04.258716, arrival_time=2021-04-10 02:06:07.002346, cost_time=0:00:08.388443 2021-04-10 02:06:03,394 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=3.83ms, fps=3937 images/s, loss=0.0074, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:03.615808, arrival_time=2021-04-10 02:06:07.010493, cost_time=0:00:09.039517 2021-04-10 02:06:04,055 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.87ms, fps=3879 images/s, loss=0.0074, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:02.974682, arrival_time=2021-04-10 02:06:07.029902, cost_time=0:00:09.700060 2021-04-10 02:06:04,708 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=2.22ms, fps=3926 images/s, loss=0.0075, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:02.329380, arrival_time=2021-04-10 02:06:07.037484, cost_time=0:00:10.352789 2021-04-10 02:06:05,338 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=1.63ms, fps=4064 images/s, loss=0.0074, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:01.679860, arrival_time=2021-04-10 02:06:07.018692, cost_time=0:00:10.983748 2021-04-10 02:06:05,965 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=2.16ms, fps=4089 images/s, loss=0.0073, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:01.032016, arrival_time=2021-04-10 02:06:06.997432, cost_time=0:00:11.610195 2021-04-10 02:06:06,619 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.55ms, fps=3921 images/s, loss=0.0074, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00.387282, arrival_time=2021-04-10 02:06:07.006356, cost_time=0:00:12.263942 2021-04-10 02:06:06,972 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=0.19ms, fps=3857 images/s, loss=0.0075, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:06.972323, cost_time=0:00:12.617145 2021-04-10 02:06:07,300 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=0.32ms, fps=7851 images/s, loss=1.4961, top1-acc=70.20%, top5-acc=88.55%, remaining_time=0:00:00.978150, arrival_time=2021-04-10 02:06:08.278352, cost_time=0:00:00.326054 2021-04-10 02:06:07,544 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=0.23ms, fps=10511 images/s, loss=1.5304, top1-acc=69.75%, top5-acc=88.55%, remaining_time=0:00:00.569980, arrival_time=2021-04-10 02:06:08.114193, cost_time=0:00:00.569971 2021-04-10 02:06:07,789 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=2.93ms, fps=10464 images/s, loss=1.5275, top1-acc=69.93%, top5-acc=88.65%, remaining_time=0:00:00.271750, arrival_time=2021-04-10 02:06:08.061201, cost_time=0:00:00.815256 2021-04-10 02:06:08,008 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.08ms, fps=10620 images/s, loss=1.4892, top1-acc=70.50%, top5-acc=88.68%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:08.008357, cost_time=0:00:01.034226 2021-04-10 02:06:08,491 INFO : Epoch=0184 complete, best val top1-acc=70.64%, top5-acc=88.67% (epoch=180), remaining_time=0:03:48.919088, arrival_time=2021-04-10 02:09:57.410274, cost_time=0:43:52.569546 2021-04-10 02:06:08,491 INFO : Train start, epoch=0185, lr=0.001571 2021-04-10 02:06:09,360 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=0.72ms, fps=2947 images/s, loss=0.0080, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:16.159122, arrival_time=2021-04-10 02:06:25.519855, cost_time=0:00:00.868771 2021-04-10 02:06:09,995 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=1.63ms, fps=4039 images/s, loss=0.0075, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:13.229920, arrival_time=2021-04-10 02:06:23.225185, cost_time=0:00:01.503391 2021-04-10 02:06:10,614 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=2.67ms, fps=4136 images/s, loss=0.0078, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:11.745828, arrival_time=2021-04-10 02:06:22.360499, cost_time=0:00:02.122747 2021-04-10 02:06:11,246 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=2.56ms, fps=4054 images/s, loss=0.0071, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:10.743720, arrival_time=2021-04-10 02:06:21.990433, cost_time=0:00:02.754790 2021-04-10 02:06:11,885 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=1.68ms, fps=4012 images/s, loss=0.0072, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.908874, arrival_time=2021-04-10 02:06:21.794283, cost_time=0:00:03.393457 2021-04-10 02:06:12,515 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=1.47ms, fps=4068 images/s, loss=0.0073, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:09.119752, arrival_time=2021-04-10 02:06:21.635002, cost_time=0:00:04.023411 2021-04-10 02:06:13,144 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.67ms, fps=4074 images/s, loss=0.0070, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:08.374086, arrival_time=2021-04-10 02:06:21.518246, cost_time=0:00:04.652243 2021-04-10 02:06:13,779 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=2.20ms, fps=4032 images/s, loss=0.0072, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:07.667368, arrival_time=2021-04-10 02:06:21.447077, cost_time=0:00:05.287811 2021-04-10 02:06:14,413 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=2.52ms, fps=4042 images/s, loss=0.0073, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.974482, arrival_time=2021-04-10 02:06:21.388253, cost_time=0:00:05.921760 2021-04-10 02:06:15,044 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=1.95ms, fps=4063 images/s, loss=0.0071, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.290592, arrival_time=2021-04-10 02:06:21.335130, cost_time=0:00:06.552663 2021-04-10 02:06:15,687 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=2.72ms, fps=3986 images/s, loss=0.0071, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:05.625518, arrival_time=2021-04-10 02:06:21.313024, cost_time=0:00:07.195429 2021-04-10 02:06:16,318 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=2.29ms, fps=4063 images/s, loss=0.0070, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:04.956796, arrival_time=2021-04-10 02:06:21.275231, cost_time=0:00:07.826519 2021-04-10 02:06:16,947 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=1.48ms, fps=4076 images/s, loss=0.0071, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:04.292640, arrival_time=2021-04-10 02:06:21.239764, cost_time=0:00:08.455226 2021-04-10 02:06:17,578 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=2.40ms, fps=4062 images/s, loss=0.0072, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:03.634400, arrival_time=2021-04-10 02:06:21.212441, cost_time=0:00:09.086006 2021-04-10 02:06:18,209 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=1.96ms, fps=4061 images/s, loss=0.0072, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:02.980018, arrival_time=2021-04-10 02:06:21.189357, cost_time=0:00:09.717441 2021-04-10 02:06:18,840 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=2.05ms, fps=4059 images/s, loss=0.0070, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:02.328444, arrival_time=2021-04-10 02:06:21.168990, cost_time=0:00:10.348680 2021-04-10 02:06:19,469 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=2.41ms, fps=4072 images/s, loss=0.0071, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:01.678950, arrival_time=2021-04-10 02:06:21.148620, cost_time=0:00:10.977729 2021-04-10 02:06:20,100 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.39ms, fps=4061 images/s, loss=0.0070, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:01.031888, arrival_time=2021-04-10 02:06:21.132559, cost_time=0:00:11.608749 2021-04-10 02:06:20,729 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.33ms, fps=4077 images/s, loss=0.0070, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00.386436, arrival_time=2021-04-10 02:06:21.115507, cost_time=0:00:12.237211 2021-04-10 02:06:21,067 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=1.29ms, fps=4022 images/s, loss=0.0071, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:21.067747, cost_time=0:00:12.575845 2021-04-10 02:06:21,444 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=0.45ms, fps=6824 images/s, loss=1.5029, top1-acc=70.74%, top5-acc=88.87%, remaining_time=0:00:01.125360, arrival_time=2021-04-10 02:06:22.569773, cost_time=0:00:00.375115 2021-04-10 02:06:21,697 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=0.37ms, fps=10159 images/s, loss=1.4819, top1-acc=70.90%, top5-acc=89.02%, remaining_time=0:00:00.627720, arrival_time=2021-04-10 02:06:22.324765, cost_time=0:00:00.627730 2021-04-10 02:06:21,963 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=0.73ms, fps=9629 images/s, loss=1.4773, top1-acc=70.69%, top5-acc=89.13%, remaining_time=0:00:00.298090, arrival_time=2021-04-10 02:06:22.261656, cost_time=0:00:00.894266 2021-04-10 02:06:22,204 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=0.07ms, fps=9656 images/s, loss=1.5294, top1-acc=70.29%, top5-acc=88.75%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:22.204581, cost_time=0:00:01.135397 2021-04-10 02:06:22,707 INFO : Epoch=0185 complete, best val top1-acc=70.64%, top5-acc=88.67% (epoch=180), remaining_time=0:03:34.604265, arrival_time=2021-04-10 02:09:57.311862, cost_time=0:44:06.785971 2021-04-10 02:06:22,708 INFO : Train start, epoch=0186, lr=0.001382 2021-04-10 02:06:23,527 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=2.66ms, fps=3125 images/s, loss=0.0065, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:15.235260, arrival_time=2021-04-10 02:06:38.762609, cost_time=0:00:00.819105 2021-04-10 02:06:24,156 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.92ms, fps=4076 images/s, loss=0.0068, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.738528, arrival_time=2021-04-10 02:06:36.894429, cost_time=0:00:01.447558 2021-04-10 02:06:24,784 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.89ms, fps=4078 images/s, loss=0.0072, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:11.487366, arrival_time=2021-04-10 02:06:36.271704, cost_time=0:00:02.076041 2021-04-10 02:06:25,413 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=2.03ms, fps=4071 images/s, loss=0.0072, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.551216, arrival_time=2021-04-10 02:06:35.964921, cost_time=0:00:02.705426 2021-04-10 02:06:26,041 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=1.98ms, fps=4086 images/s, loss=0.0073, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.731046, arrival_time=2021-04-10 02:06:35.771974, cost_time=0:00:03.332567 2021-04-10 02:06:26,681 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.43ms, fps=4002 images/s, loss=0.0069, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:09.005648, arrival_time=2021-04-10 02:06:35.686988, cost_time=0:00:03.973057 2021-04-10 02:06:27,314 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=2.22ms, fps=4048 images/s, loss=0.0071, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.290800, arrival_time=2021-04-10 02:06:35.605188, cost_time=0:00:04.606000 2021-04-10 02:06:27,942 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=2.46ms, fps=4084 images/s, loss=0.0071, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:07.588836, arrival_time=2021-04-10 02:06:35.530767, cost_time=0:00:05.233650 2021-04-10 02:06:28,576 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=1.63ms, fps=4043 images/s, loss=0.0073, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.910564, arrival_time=2021-04-10 02:06:35.486448, cost_time=0:00:05.867484 2021-04-10 02:06:29,205 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=2.07ms, fps=4073 images/s, loss=0.0074, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.237120, arrival_time=2021-04-10 02:06:35.442324, cost_time=0:00:06.496966 2021-04-10 02:06:29,826 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=2.24ms, fps=4121 images/s, loss=0.0074, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:05.565404, arrival_time=2021-04-10 02:06:35.392184, cost_time=0:00:07.118513 2021-04-10 02:06:30,463 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=3.18ms, fps=4026 images/s, loss=0.0075, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:04.911424, arrival_time=2021-04-10 02:06:35.374772, cost_time=0:00:07.754919 2021-04-10 02:06:31,089 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=2.21ms, fps=4094 images/s, loss=0.0074, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.255086, arrival_time=2021-04-10 02:06:35.344584, cost_time=0:00:08.381238 2021-04-10 02:06:31,722 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=1.62ms, fps=4051 images/s, loss=0.0076, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:03.605504, arrival_time=2021-04-10 02:06:35.327642, cost_time=0:00:09.013801 2021-04-10 02:06:32,349 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=1.48ms, fps=4083 images/s, loss=0.0076, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:02.956696, arrival_time=2021-04-10 02:06:35.306374, cost_time=0:00:09.641438 2021-04-10 02:06:32,969 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.48ms, fps=4130 images/s, loss=0.0077, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:02.308860, arrival_time=2021-04-10 02:06:35.278730, cost_time=0:00:10.261644 2021-04-10 02:06:33,589 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.51ms, fps=4137 images/s, loss=0.0077, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:01.664130, arrival_time=2021-04-10 02:06:35.253354, cost_time=0:00:10.880800 2021-04-10 02:06:34,221 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=1.69ms, fps=4055 images/s, loss=0.0077, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:01.023376, arrival_time=2021-04-10 02:06:35.244747, cost_time=0:00:11.513040 2021-04-10 02:06:34,862 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=3.03ms, fps=3995 images/s, loss=0.0077, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00.383826, arrival_time=2021-04-10 02:06:35.246582, cost_time=0:00:12.154491 2021-04-10 02:06:35,214 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=0.12ms, fps=3873 images/s, loss=0.0077, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:35.214801, cost_time=0:00:12.506536 2021-04-10 02:06:35,548 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=1.89ms, fps=7717 images/s, loss=1.4939, top1-acc=71.41%, top5-acc=88.75%, remaining_time=0:00:00.995100, arrival_time=2021-04-10 02:06:36.543035, cost_time=0:00:00.331703 2021-04-10 02:06:35,790 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=0.21ms, fps=10600 images/s, loss=1.4672, top1-acc=71.33%, top5-acc=88.95%, remaining_time=0:00:00.573780, arrival_time=2021-04-10 02:06:36.363765, cost_time=0:00:00.573772 2021-04-10 02:06:36,039 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=3.08ms, fps=10276 images/s, loss=1.4805, top1-acc=70.95%, top5-acc=88.74%, remaining_time=0:00:00.274460, arrival_time=2021-04-10 02:06:36.314069, cost_time=0:00:00.823393 2021-04-10 02:06:36,257 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=0.09ms, fps=10660 images/s, loss=1.4731, top1-acc=70.47%, top5-acc=88.75%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:36.257738, cost_time=0:00:01.041604 2021-04-10 02:06:36,817 INFO : Epoch=0186 complete, best val top1-acc=70.64%, top5-acc=88.67% (epoch=180), remaining_time=0:03:20.282516, arrival_time=2021-04-10 02:09:57.100425, cost_time=0:44:20.896256 2021-04-10 02:06:36,818 INFO : Train start, epoch=0187, lr=0.001204 2021-04-10 02:06:37,687 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=2.20ms, fps=2946 images/s, loss=0.0081, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:16.162842, arrival_time=2021-04-10 02:06:53.850615, cost_time=0:00:00.868969 2021-04-10 02:06:38,321 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=2.01ms, fps=4045 images/s, loss=0.0078, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:13.221472, arrival_time=2021-04-10 02:06:51.542750, cost_time=0:00:01.502431 2021-04-10 02:06:38,955 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=1.70ms, fps=4039 images/s, loss=0.0072, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.824014, arrival_time=2021-04-10 02:06:50.779667, cost_time=0:00:02.136868 2021-04-10 02:06:39,578 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=1.46ms, fps=4113 images/s, loss=0.0071, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:10.763220, arrival_time=2021-04-10 02:06:50.341945, cost_time=0:00:02.759806 2021-04-10 02:06:40,199 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=1.44ms, fps=4130 images/s, loss=0.0074, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.871060, arrival_time=2021-04-10 02:06:50.070387, cost_time=0:00:03.380512 2021-04-10 02:06:40,835 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=2.53ms, fps=4025 images/s, loss=0.0075, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:09.105472, arrival_time=2021-04-10 02:06:49.941378, cost_time=0:00:04.017095 2021-04-10 02:06:41,470 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=2.75ms, fps=4036 images/s, loss=0.0074, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:08.373456, arrival_time=2021-04-10 02:06:49.844247, cost_time=0:00:04.651901 2021-04-10 02:06:42,109 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=3.21ms, fps=4012 images/s, loss=0.0075, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:07.671660, arrival_time=2021-04-10 02:06:49.781343, cost_time=0:00:05.290834 2021-04-10 02:06:42,744 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=1.98ms, fps=4038 images/s, loss=0.0077, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:06.979040, arrival_time=2021-04-10 02:06:49.723536, cost_time=0:00:05.925589 2021-04-10 02:06:43,377 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.98ms, fps=4051 images/s, loss=0.0077, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:06.296064, arrival_time=2021-04-10 02:06:49.673254, cost_time=0:00:06.558403 2021-04-10 02:06:44,010 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.89ms, fps=4048 images/s, loss=0.0075, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:05.622250, arrival_time=2021-04-10 02:06:49.632459, cost_time=0:00:07.191273 2021-04-10 02:06:44,642 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.63ms, fps=4056 images/s, loss=0.0075, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.954744, arrival_time=2021-04-10 02:06:49.596800, cost_time=0:00:07.823231 2021-04-10 02:06:45,275 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=3.06ms, fps=4047 images/s, loss=0.0074, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.293234, arrival_time=2021-04-10 02:06:49.568420, cost_time=0:00:08.456318 2021-04-10 02:06:45,900 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=2.10ms, fps=4101 images/s, loss=0.0073, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:03.632496, arrival_time=2021-04-10 02:06:49.532587, cost_time=0:00:09.081183 2021-04-10 02:06:46,527 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=2.32ms, fps=4083 images/s, loss=0.0072, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.977396, arrival_time=2021-04-10 02:06:49.505147, cost_time=0:00:09.708910 2021-04-10 02:06:47,161 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=1.91ms, fps=4046 images/s, loss=0.0073, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:02.327004, arrival_time=2021-04-10 02:06:49.488277, cost_time=0:00:10.342316 2021-04-10 02:06:47,789 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=1.43ms, fps=4082 images/s, loss=0.0073, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:01.677832, arrival_time=2021-04-10 02:06:49.467050, cost_time=0:00:10.970414 2021-04-10 02:06:48,418 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.48ms, fps=4074 images/s, loss=0.0073, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:01.031056, arrival_time=2021-04-10 02:06:49.449299, cost_time=0:00:11.599389 2021-04-10 02:06:49,055 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=1.48ms, fps=4023 images/s, loss=0.0073, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00.386412, arrival_time=2021-04-10 02:06:49.441663, cost_time=0:00:12.236443 2021-04-10 02:06:49,396 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=0.16ms, fps=3998 images/s, loss=0.0073, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:49.396012, cost_time=0:00:12.577196 2021-04-10 02:06:49,732 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=0.30ms, fps=7628 images/s, loss=1.5678, top1-acc=69.06%, top5-acc=88.40%, remaining_time=0:00:01.006830, arrival_time=2021-04-10 02:06:50.739522, cost_time=0:00:00.335614 2021-04-10 02:06:49,974 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=1.72ms, fps=10623 images/s, loss=1.5470, top1-acc=69.71%, top5-acc=88.54%, remaining_time=0:00:00.577040, arrival_time=2021-04-10 02:06:50.551223, cost_time=0:00:00.577042 2021-04-10 02:06:50,221 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=0.44ms, fps=10378 images/s, loss=1.5025, top1-acc=70.65%, top5-acc=88.67%, remaining_time=0:00:00.274760, arrival_time=2021-04-10 02:06:50.496167, cost_time=0:00:00.824283 2021-04-10 02:06:50,439 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=0.08ms, fps=10687 images/s, loss=1.5327, top1-acc=70.46%, top5-acc=88.78%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:50.438994, cost_time=0:00:01.041963 2021-04-10 02:06:50,929 INFO : Epoch=0187 complete, best val top1-acc=70.64%, top5-acc=88.67% (epoch=180), remaining_time=0:03:05.963102, arrival_time=2021-04-10 02:09:56.892526, cost_time=0:44:35.007764 2021-04-10 02:06:50,930 INFO : Train start, epoch=0188, lr=0.001039 2021-04-10 02:06:51,804 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=0.37ms, fps=2929 images/s, loss=0.0070, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:16.254540, arrival_time=2021-04-10 02:07:08.058886, cost_time=0:00:00.873904 2021-04-10 02:06:52,441 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=0.72ms, fps=4025 images/s, loss=0.0078, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:13.293984, arrival_time=2021-04-10 02:07:05.735067, cost_time=0:00:01.510678 2021-04-10 02:06:53,085 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=12.57ms, fps=3979 images/s, loss=0.0084, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:11.922784, arrival_time=2021-04-10 02:07:05.007939, cost_time=0:00:02.154731 2021-04-10 02:06:53,718 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=2.36ms, fps=4045 images/s, loss=0.0078, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:10.874136, arrival_time=2021-04-10 02:07:04.592797, cost_time=0:00:02.788242 2021-04-10 02:06:54,351 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=2.74ms, fps=4048 images/s, loss=0.0078, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:09.990196, arrival_time=2021-04-10 02:07:04.341906, cost_time=0:00:03.421307 2021-04-10 02:06:54,978 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.73ms, fps=4091 images/s, loss=0.0075, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.174696, arrival_time=2021-04-10 02:07:04.152777, cost_time=0:00:04.047675 2021-04-10 02:06:55,605 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=1.60ms, fps=4081 images/s, loss=0.0073, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.416044, arrival_time=2021-04-10 02:07:04.021933, cost_time=0:00:04.675550 2021-04-10 02:06:56,231 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=1.96ms, fps=4097 images/s, loss=0.0072, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:07.686276, arrival_time=2021-04-10 02:07:03.917548, cost_time=0:00:05.300849 2021-04-10 02:06:56,866 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=2.41ms, fps=4034 images/s, loss=0.0070, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:06.991336, arrival_time=2021-04-10 02:07:03.857776, cost_time=0:00:05.936050 2021-04-10 02:06:57,502 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=2.04ms, fps=4029 images/s, loss=0.0072, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.309216, arrival_time=2021-04-10 02:07:03.811796, cost_time=0:00:06.572070 2021-04-10 02:06:58,131 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=3.62ms, fps=4073 images/s, loss=0.0074, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:05.630248, arrival_time=2021-04-10 02:07:03.762103, cost_time=0:00:07.201478 2021-04-10 02:06:58,781 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=2.53ms, fps=3945 images/s, loss=0.0072, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:04.972224, arrival_time=2021-04-10 02:07:03.753582, cost_time=0:00:07.850936 2021-04-10 02:06:59,403 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.62ms, fps=4118 images/s, loss=0.0073, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:04.301748, arrival_time=2021-04-10 02:07:03.705286, cost_time=0:00:08.473200 2021-04-10 02:07:00,036 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=2.35ms, fps=4052 images/s, loss=0.0073, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:03.642184, arrival_time=2021-04-10 02:07:03.678415, cost_time=0:00:09.105438 2021-04-10 02:07:00,670 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.96ms, fps=4049 images/s, loss=0.0072, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.986826, arrival_time=2021-04-10 02:07:03.656934, cost_time=0:00:09.739600 2021-04-10 02:07:01,296 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=1.62ms, fps=4092 images/s, loss=0.0071, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.332368, arrival_time=2021-04-10 02:07:03.628924, cost_time=0:00:10.366152 2021-04-10 02:07:01,928 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=2.69ms, fps=4053 images/s, loss=0.0072, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:01.682096, arrival_time=2021-04-10 02:07:03.610877, cost_time=0:00:10.998366 2021-04-10 02:07:02,565 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=2.29ms, fps=4025 images/s, loss=0.0072, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:01.034224, arrival_time=2021-04-10 02:07:03.599670, cost_time=0:00:11.634989 2021-04-10 02:07:03,202 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=2.96ms, fps=4021 images/s, loss=0.0071, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00.387552, arrival_time=2021-04-10 02:07:03.590421, cost_time=0:00:12.272539 2021-04-10 02:07:03,542 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=0.09ms, fps=4010 images/s, loss=0.0071, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:03.542410, cost_time=0:00:12.612056 2021-04-10 02:07:03,902 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=0.43ms, fps=7145 images/s, loss=1.5172, top1-acc=71.41%, top5-acc=88.09%, remaining_time=0:00:01.074780, arrival_time=2021-04-10 02:07:04.976849, cost_time=0:00:00.358256 2021-04-10 02:07:04,160 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=0.45ms, fps=9935 images/s, loss=1.4918, top1-acc=71.52%, top5-acc=88.77%, remaining_time=0:00:00.616760, arrival_time=2021-04-10 02:07:04.777229, cost_time=0:00:00.616753 2021-04-10 02:07:04,426 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=0.45ms, fps=9639 images/s, loss=1.4950, top1-acc=70.94%, top5-acc=89.28%, remaining_time=0:00:00.294300, arrival_time=2021-04-10 02:07:04.720912, cost_time=0:00:00.882903 2021-04-10 02:07:04,653 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=0.05ms, fps=10263 images/s, loss=1.4856, top1-acc=70.65%, top5-acc=88.97%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:04.653132, cost_time=0:00:01.109522 2021-04-10 02:07:05,822 INFO : Epoch=0188 complete, best val top1-acc=70.65%, top5-acc=88.97% (epoch=188), remaining_time=0:02:51.695772, arrival_time=2021-04-10 02:09:57.517859, cost_time=0:44:49.900435 2021-04-10 02:07:05,822 INFO : Train start, epoch=0189, lr=0.000886 2021-04-10 02:07:06,618 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=3.73ms, fps=3219 images/s, loss=0.0052, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:14.792208, arrival_time=2021-04-10 02:07:21.410406, cost_time=0:00:00.795276 2021-04-10 02:07:07,238 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=1.66ms, fps=4131 images/s, loss=0.0057, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.459216, arrival_time=2021-04-10 02:07:19.697855, cost_time=0:00:01.415829 2021-04-10 02:07:07,896 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=2.29ms, fps=3896 images/s, loss=0.0064, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:11.473090, arrival_time=2021-04-10 02:07:19.369391, cost_time=0:00:02.073449 2021-04-10 02:07:08,526 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.86ms, fps=4069 images/s, loss=0.0063, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.542948, arrival_time=2021-04-10 02:07:19.069052, cost_time=0:00:02.703307 2021-04-10 02:07:09,154 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=2.55ms, fps=4077 images/s, loss=0.0065, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.728564, arrival_time=2021-04-10 02:07:18.883158, cost_time=0:00:03.331680 2021-04-10 02:07:09,785 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=2.73ms, fps=4065 images/s, loss=0.0065, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:08.981304, arrival_time=2021-04-10 02:07:18.766558, cost_time=0:00:03.962349 2021-04-10 02:07:10,430 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=1.93ms, fps=3972 images/s, loss=0.0067, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:08.293698, arrival_time=2021-04-10 02:07:18.724103, cost_time=0:00:04.607635 2021-04-10 02:07:11,059 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=1.83ms, fps=4071 images/s, loss=0.0070, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:07.593592, arrival_time=2021-04-10 02:07:18.653390, cost_time=0:00:05.236955 2021-04-10 02:07:11,689 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.83ms, fps=4067 images/s, loss=0.0071, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:06.910140, arrival_time=2021-04-10 02:07:18.600032, cost_time=0:00:05.867070 2021-04-10 02:07:12,330 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=2.04ms, fps=4001 images/s, loss=0.0071, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:06.247200, arrival_time=2021-04-10 02:07:18.577518, cost_time=0:00:06.507513 2021-04-10 02:07:12,960 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=2.48ms, fps=4068 images/s, loss=0.0071, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:05.580110, arrival_time=2021-04-10 02:07:18.540343, cost_time=0:00:07.137321 2021-04-10 02:07:13,591 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=3.08ms, fps=4060 images/s, loss=0.0071, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.920164, arrival_time=2021-04-10 02:07:18.511760, cost_time=0:00:07.768684 2021-04-10 02:07:14,223 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=2.38ms, fps=4056 images/s, loss=0.0073, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:04.264920, arrival_time=2021-04-10 02:07:18.488349, cost_time=0:00:08.400602 2021-04-10 02:07:14,856 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=2.18ms, fps=4051 images/s, loss=0.0072, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:03.613232, arrival_time=2021-04-10 02:07:18.469286, cost_time=0:00:09.033095 2021-04-10 02:07:15,486 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=1.88ms, fps=4064 images/s, loss=0.0071, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.963642, arrival_time=2021-04-10 02:07:18.450421, cost_time=0:00:09.664019 2021-04-10 02:07:16,113 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=1.61ms, fps=4092 images/s, loss=0.0074, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:02.315268, arrival_time=2021-04-10 02:07:18.428246, cost_time=0:00:10.290045 2021-04-10 02:07:16,749 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.93ms, fps=4026 images/s, loss=0.0073, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:01.671150, arrival_time=2021-04-10 02:07:18.420737, cost_time=0:00:10.926792 2021-04-10 02:07:17,389 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=2.84ms, fps=4005 images/s, loss=0.0073, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:01.028144, arrival_time=2021-04-10 02:07:18.417615, cost_time=0:00:11.566540 2021-04-10 02:07:18,023 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=2.00ms, fps=4045 images/s, loss=0.0075, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00.385278, arrival_time=2021-04-10 02:07:18.408478, cost_time=0:00:12.200378 2021-04-10 02:07:18,363 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=0.08ms, fps=4004 images/s, loss=0.0075, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:18.363518, cost_time=0:00:12.540671 2021-04-10 02:07:18,711 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=5.26ms, fps=7381 images/s, loss=1.5654, top1-acc=69.88%, top5-acc=88.48%, remaining_time=0:00:01.040490, arrival_time=2021-04-10 02:07:19.751999, cost_time=0:00:00.346826 2021-04-10 02:07:18,957 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=0.46ms, fps=10427 images/s, loss=1.5524, top1-acc=70.33%, top5-acc=88.16%, remaining_time=0:00:00.592720, arrival_time=2021-04-10 02:07:19.550150, cost_time=0:00:00.592716 2021-04-10 02:07:19,213 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=0.46ms, fps=10030 images/s, loss=1.5294, top1-acc=70.40%, top5-acc=88.45%, remaining_time=0:00:00.282870, arrival_time=2021-04-10 02:07:19.496198, cost_time=0:00:00.848608 2021-04-10 02:07:19,437 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=0.07ms, fps=10361 images/s, loss=1.5219, top1-acc=70.59%, top5-acc=88.68%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:19.437832, cost_time=0:00:01.073067 2021-04-10 02:07:19,999 INFO : Epoch=0189 complete, best val top1-acc=70.65%, top5-acc=88.97% (epoch=188), remaining_time=0:02:37.380212, arrival_time=2021-04-10 02:09:57.380055, cost_time=0:45:04.078109 2021-04-10 02:07:20,001 INFO : Train start, epoch=0190, lr=0.000745 2021-04-10 02:07:20,881 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=0.38ms, fps=2909 images/s, loss=0.0083, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:16.366326, arrival_time=2021-04-10 02:07:37.247610, cost_time=0:00:00.879907 2021-04-10 02:07:21,513 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=2.16ms, fps=4054 images/s, loss=0.0090, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:13.309648, arrival_time=2021-04-10 02:07:34.823388, cost_time=0:00:01.512454 2021-04-10 02:07:22,147 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=2.11ms, fps=4045 images/s, loss=0.0080, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:11.873316, arrival_time=2021-04-10 02:07:34.020528, cost_time=0:00:02.145772 2021-04-10 02:07:22,777 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.72ms, fps=4069 images/s, loss=0.0073, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:10.825776, arrival_time=2021-04-10 02:07:33.602873, cost_time=0:00:02.775829 2021-04-10 02:07:23,414 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=1.40ms, fps=4017 images/s, loss=0.0077, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:09.967420, arrival_time=2021-04-10 02:07:33.382274, cost_time=0:00:03.413508 2021-04-10 02:07:24,043 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.67ms, fps=4078 images/s, loss=0.0079, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:09.161776, arrival_time=2021-04-10 02:07:33.205033, cost_time=0:00:04.041935 2021-04-10 02:07:24,695 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=2.55ms, fps=3932 images/s, loss=0.0079, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:08.448552, arrival_time=2021-04-10 02:07:33.143532, cost_time=0:00:04.693617 2021-04-10 02:07:25,324 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.93ms, fps=4069 images/s, loss=0.0077, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:07.718872, arrival_time=2021-04-10 02:07:33.043530, cost_time=0:00:05.323398 2021-04-10 02:07:25,954 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=2.47ms, fps=4066 images/s, loss=0.0078, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:07.011688, arrival_time=2021-04-10 02:07:32.966489, cost_time=0:00:05.953355 2021-04-10 02:07:26,583 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=2.16ms, fps=4077 images/s, loss=0.0077, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.319008, arrival_time=2021-04-10 02:07:32.902573, cost_time=0:00:06.582301 2021-04-10 02:07:27,200 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.47ms, fps=4153 images/s, loss=0.0080, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:05.628442, arrival_time=2021-04-10 02:07:32.829024, cost_time=0:00:07.199214 2021-04-10 02:07:27,823 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=1.81ms, fps=4115 images/s, loss=0.0079, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:04.953908, arrival_time=2021-04-10 02:07:32.777199, cost_time=0:00:07.821958 2021-04-10 02:07:28,451 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=1.91ms, fps=4082 images/s, loss=0.0079, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:04.289868, arrival_time=2021-04-10 02:07:32.740826, cost_time=0:00:08.449675 2021-04-10 02:07:29,078 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=2.02ms, fps=4084 images/s, loss=0.0078, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:03.630760, arrival_time=2021-04-10 02:07:32.709235, cost_time=0:00:09.076910 2021-04-10 02:07:29,707 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=2.03ms, fps=4074 images/s, loss=0.0078, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:02.976614, arrival_time=2021-04-10 02:07:32.684253, cost_time=0:00:09.706349 2021-04-10 02:07:30,333 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.94ms, fps=4094 images/s, loss=0.0076, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:02.324736, arrival_time=2021-04-10 02:07:32.658422, cost_time=0:00:10.332234 2021-04-10 02:07:30,964 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=2.54ms, fps=4062 images/s, loss=0.0075, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:01.676766, arrival_time=2021-04-10 02:07:32.641473, cost_time=0:00:10.963392 2021-04-10 02:07:31,590 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=1.70ms, fps=4098 images/s, loss=0.0076, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:01.030112, arrival_time=2021-04-10 02:07:32.620266, cost_time=0:00:11.588707 2021-04-10 02:07:32,219 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.89ms, fps=4073 images/s, loss=0.0075, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00.385836, arrival_time=2021-04-10 02:07:32.605268, cost_time=0:00:12.218179 2021-04-10 02:07:32,559 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=0.08ms, fps=4004 images/s, loss=0.0077, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:32.559546, cost_time=0:00:12.558215 2021-04-10 02:07:32,903 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=3.71ms, fps=7473 images/s, loss=1.5696, top1-acc=69.73%, top5-acc=88.63%, remaining_time=0:00:01.027650, arrival_time=2021-04-10 02:07:33.930925, cost_time=0:00:00.342551 2021-04-10 02:07:33,165 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=2.73ms, fps=9777 images/s, loss=1.5431, top1-acc=69.92%, top5-acc=88.24%, remaining_time=0:00:00.604940, arrival_time=2021-04-10 02:07:33.770552, cost_time=0:00:00.604943 2021-04-10 02:07:33,413 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=4.86ms, fps=10331 images/s, loss=1.5023, top1-acc=70.69%, top5-acc=88.70%, remaining_time=0:00:00.284370, arrival_time=2021-04-10 02:07:33.698142, cost_time=0:00:00.853112 2021-04-10 02:07:33,638 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=0.12ms, fps=10320 images/s, loss=1.5034, top1-acc=70.59%, top5-acc=88.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:33.638934, cost_time=0:00:01.078296 2021-04-10 02:07:34,205 INFO : Epoch=0190 complete, best val top1-acc=70.65%, top5-acc=88.97% (epoch=188), remaining_time=0:02:23.067570, arrival_time=2021-04-10 02:09:57.273121, cost_time=0:45:18.283839 2021-04-10 02:07:34,206 INFO : Train start, epoch=0191, lr=0.000616 2021-04-10 02:07:35,025 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=0.46ms, fps=3126 images/s, loss=0.0069, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:15.229680, arrival_time=2021-04-10 02:07:50.255499, cost_time=0:00:00.818802 2021-04-10 02:07:35,655 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=1.82ms, fps=4069 images/s, loss=0.0090, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:12.747328, arrival_time=2021-04-10 02:07:48.402983, cost_time=0:00:01.448570 2021-04-10 02:07:36,287 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=1.50ms, fps=4059 images/s, loss=0.0085, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:11.510108, arrival_time=2021-04-10 02:07:47.797152, cost_time=0:00:02.080132 2021-04-10 02:07:36,925 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.63ms, fps=4012 images/s, loss=0.0083, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:10.602696, arrival_time=2021-04-10 02:07:47.528464, cost_time=0:00:02.718644 2021-04-10 02:07:37,550 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=1.97ms, fps=4102 images/s, loss=0.0081, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:09.763166, arrival_time=2021-04-10 02:07:47.313636, cost_time=0:00:03.343539 2021-04-10 02:07:38,204 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=2.41ms, fps=3917 images/s, loss=0.0077, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:09.061136, arrival_time=2021-04-10 02:07:47.265795, cost_time=0:00:03.997551 2021-04-10 02:07:38,843 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=2.03ms, fps=4014 images/s, loss=0.0083, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:08.345106, arrival_time=2021-04-10 02:07:47.188276, cost_time=0:00:04.636192 2021-04-10 02:07:39,471 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=1.55ms, fps=4081 images/s, loss=0.0084, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:07.632916, arrival_time=2021-04-10 02:07:47.104004, cost_time=0:00:05.264103 2021-04-10 02:07:40,099 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=2.15ms, fps=4082 images/s, loss=0.0080, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:06.939290, arrival_time=2021-04-10 02:07:47.038257, cost_time=0:00:05.891891 2021-04-10 02:07:40,731 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=1.49ms, fps=4049 images/s, loss=0.0079, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.264000, arrival_time=2021-04-10 02:07:46.995917, cost_time=0:00:06.524979 2021-04-10 02:07:41,362 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=2.08ms, fps=4063 images/s, loss=0.0076, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:05.594386, arrival_time=2021-04-10 02:07:46.956944, cost_time=0:00:07.155587 2021-04-10 02:07:41,990 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=1.78ms, fps=4080 images/s, loss=0.0075, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:04.929588, arrival_time=2021-04-10 02:07:46.920109, cost_time=0:00:07.783615 2021-04-10 02:07:42,618 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=2.20ms, fps=4080 images/s, loss=0.0073, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.270398, arrival_time=2021-04-10 02:07:46.888865, cost_time=0:00:08.411392 2021-04-10 02:07:43,287 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=29.65ms, fps=3832 images/s, loss=0.0072, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:03.632160, arrival_time=2021-04-10 02:07:46.919474, cost_time=0:00:09.080339 2021-04-10 02:07:43,957 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=0.50ms, fps=3826 images/s, loss=0.0072, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.990000, arrival_time=2021-04-10 02:07:46.946939, cost_time=0:00:09.749989 2021-04-10 02:07:44,597 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=2.01ms, fps=3998 images/s, loss=0.0072, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.337948, arrival_time=2021-04-10 02:07:46.935850, cost_time=0:00:10.390902 2021-04-10 02:07:45,220 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.58ms, fps=4119 images/s, loss=0.0073, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:01.684358, arrival_time=2021-04-10 02:07:46.904364, cost_time=0:00:11.013075 2021-04-10 02:07:45,845 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.51ms, fps=4098 images/s, loss=0.0072, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:01.034512, arrival_time=2021-04-10 02:07:46.879676, cost_time=0:00:11.638197 2021-04-10 02:07:46,487 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.67ms, fps=3990 images/s, loss=0.0072, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00.387804, arrival_time=2021-04-10 02:07:46.875224, cost_time=0:00:12.280404 2021-04-10 02:07:46,831 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=0.11ms, fps=3961 images/s, loss=0.0072, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:46.831362, cost_time=0:00:12.624461 2021-04-10 02:07:47,165 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=3.10ms, fps=7677 images/s, loss=1.4060, top1-acc=71.13%, top5-acc=89.84%, remaining_time=0:00:01.000290, arrival_time=2021-04-10 02:07:48.166028, cost_time=0:00:00.333433 2021-04-10 02:07:47,429 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=2.20ms, fps=9707 images/s, loss=1.4915, top1-acc=70.49%, top5-acc=88.93%, remaining_time=0:00:00.597520, arrival_time=2021-04-10 02:07:48.027335, cost_time=0:00:00.597519 2021-04-10 02:07:47,689 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=2.73ms, fps=9875 images/s, loss=1.5220, top1-acc=70.30%, top5-acc=88.74%, remaining_time=0:00:00.285700, arrival_time=2021-04-10 02:07:47.975272, cost_time=0:00:00.857102 2021-04-10 02:07:47,907 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=0.11ms, fps=10658 images/s, loss=1.5128, top1-acc=70.52%, top5-acc=88.76%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:47.907897, cost_time=0:00:01.075594 2021-04-10 02:07:48,406 INFO : Epoch=0191 complete, best val top1-acc=70.65%, top5-acc=88.97% (epoch=188), remaining_time=0:02:08.755827, arrival_time=2021-04-10 02:09:57.162198, cost_time=0:45:32.484720 2021-04-10 02:07:48,407 INFO : Train start, epoch=0192, lr=0.000499 2021-04-10 02:07:49,304 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=0.26ms, fps=2855 images/s, loss=0.0069, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:16.676946, arrival_time=2021-04-10 02:08:05.981026, cost_time=0:00:00.896607 2021-04-10 02:07:49,932 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=1.71ms, fps=4082 images/s, loss=0.0065, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:13.416304, arrival_time=2021-04-10 02:08:03.348257, cost_time=0:00:01.524582 2021-04-10 02:07:50,561 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=1.85ms, fps=4069 images/s, loss=0.0066, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:11.920460, arrival_time=2021-04-10 02:08:02.482079, cost_time=0:00:02.154313 2021-04-10 02:07:51,194 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=2.39ms, fps=4048 images/s, loss=0.0068, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.870080, arrival_time=2021-04-10 02:08:02.064729, cost_time=0:00:02.787195 2021-04-10 02:07:51,817 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=2.23ms, fps=4119 images/s, loss=0.0067, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:09.955886, arrival_time=2021-04-10 02:08:01.772846, cost_time=0:00:03.409543 2021-04-10 02:07:52,462 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=2.58ms, fps=3970 images/s, loss=0.0063, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:09.191832, arrival_time=2021-04-10 02:08:01.654572, cost_time=0:00:04.055220 2021-04-10 02:07:53,124 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=1.52ms, fps=3874 images/s, loss=0.0066, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.490888, arrival_time=2021-04-10 02:08:01.615348, cost_time=0:00:04.717161 2021-04-10 02:07:53,754 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=2.38ms, fps=4070 images/s, loss=0.0066, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:07.752628, arrival_time=2021-04-10 02:08:01.506662, cost_time=0:00:05.346613 2021-04-10 02:07:54,380 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.87ms, fps=4090 images/s, loss=0.0066, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:07.035220, arrival_time=2021-04-10 02:08:01.415878, cost_time=0:00:05.973308 2021-04-10 02:07:55,010 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=2.18ms, fps=4072 images/s, loss=0.0067, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:06.338400, arrival_time=2021-04-10 02:08:01.348377, cost_time=0:00:06.602512 2021-04-10 02:07:55,632 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=2.02ms, fps=4116 images/s, loss=0.0067, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.648824, arrival_time=2021-04-10 02:08:01.281477, cost_time=0:00:07.225268 2021-04-10 02:07:56,256 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.68ms, fps=4104 images/s, loss=0.0066, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.971388, arrival_time=2021-04-10 02:08:01.228299, cost_time=0:00:07.849614 2021-04-10 02:07:56,882 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=0.28ms, fps=4098 images/s, loss=0.0066, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.302606, arrival_time=2021-04-10 02:08:01.184778, cost_time=0:00:08.474792 2021-04-10 02:07:57,510 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=2.76ms, fps=4081 images/s, loss=0.0066, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.641064, arrival_time=2021-04-10 02:08:01.151095, cost_time=0:00:09.102708 2021-04-10 02:07:58,141 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=2.23ms, fps=4060 images/s, loss=0.0065, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:02.984986, arrival_time=2021-04-10 02:08:01.126056, cost_time=0:00:09.733715 2021-04-10 02:07:58,776 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.69ms, fps=4033 images/s, loss=0.0065, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:02.333016, arrival_time=2021-04-10 02:08:01.109469, cost_time=0:00:10.368991 2021-04-10 02:07:59,439 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.50ms, fps=3866 images/s, loss=0.0065, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.687244, arrival_time=2021-04-10 02:08:01.126520, cost_time=0:00:11.031910 2021-04-10 02:08:00,080 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=12.48ms, fps=3997 images/s, loss=0.0064, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:01.037600, arrival_time=2021-04-10 02:08:01.117891, cost_time=0:00:11.672955 2021-04-10 02:08:00,707 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.66ms, fps=4084 images/s, loss=0.0064, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00.388434, arrival_time=2021-04-10 02:08:01.096188, cost_time=0:00:12.300367 2021-04-10 02:08:01,047 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=0.08ms, fps=4013 images/s, loss=0.0064, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:01.047144, cost_time=0:00:12.639846 2021-04-10 02:08:01,405 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=10.84ms, fps=7166 images/s, loss=1.5049, top1-acc=70.27%, top5-acc=89.53%, remaining_time=0:00:01.071660, arrival_time=2021-04-10 02:08:02.476980, cost_time=0:00:00.357221 2021-04-10 02:08:01,669 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=0.22ms, fps=9719 images/s, loss=1.4836, top1-acc=70.14%, top5-acc=88.93%, remaining_time=0:00:00.621100, arrival_time=2021-04-10 02:08:02.290294, cost_time=0:00:00.621105 2021-04-10 02:08:01,938 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=2.52ms, fps=9548 images/s, loss=1.4882, top1-acc=70.42%, top5-acc=88.95%, remaining_time=0:00:00.296570, arrival_time=2021-04-10 02:08:02.234499, cost_time=0:00:00.889700 2021-04-10 02:08:02,160 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=0.06ms, fps=10468 images/s, loss=1.4985, top1-acc=70.51%, top5-acc=88.75%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:02.160227, cost_time=0:00:01.112210 2021-04-10 02:08:02,726 INFO : Epoch=0192 complete, best val top1-acc=70.65%, top5-acc=88.97% (epoch=188), remaining_time=0:01:54.450208, arrival_time=2021-04-10 02:09:57.176824, cost_time=0:45:46.804979 2021-04-10 02:08:02,727 INFO : Train start, epoch=0193, lr=0.000394 2021-04-10 02:08:03,524 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=4.09ms, fps=3212 images/s, loss=0.0067, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:14.821968, arrival_time=2021-04-10 02:08:18.346355, cost_time=0:00:00.796882 2021-04-10 02:08:04,146 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=2.02ms, fps=4121 images/s, loss=0.0063, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:12.486496, arrival_time=2021-04-10 02:08:16.632817, cost_time=0:00:01.418914 2021-04-10 02:08:04,777 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=2.14ms, fps=4057 images/s, loss=0.0071, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:11.346930, arrival_time=2021-04-10 02:08:16.124871, cost_time=0:00:02.050637 2021-04-10 02:08:05,406 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=2.27ms, fps=4090 images/s, loss=0.0067, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.440144, arrival_time=2021-04-10 02:08:15.844610, cost_time=0:00:02.676970 2021-04-10 02:08:06,043 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=2.33ms, fps=4030 images/s, loss=0.0068, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.681260, arrival_time=2021-04-10 02:08:15.724256, cost_time=0:00:03.315495 2021-04-10 02:08:06,703 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=4.53ms, fps=3883 images/s, loss=0.0069, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.011360, arrival_time=2021-04-10 02:08:15.714345, cost_time=0:00:03.975608 2021-04-10 02:08:07,352 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=2.81ms, fps=3944 images/s, loss=0.0073, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:08.325324, arrival_time=2021-04-10 02:08:15.677927, cost_time=0:00:04.625214 2021-04-10 02:08:08,004 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.64ms, fps=3931 images/s, loss=0.0071, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:07.651592, arrival_time=2021-04-10 02:08:15.656076, cost_time=0:00:05.276989 2021-04-10 02:08:08,635 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.90ms, fps=4061 images/s, loss=0.0073, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.958582, arrival_time=2021-04-10 02:08:15.594178, cost_time=0:00:05.908253 2021-04-10 02:08:09,279 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=2.18ms, fps=3981 images/s, loss=0.0076, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:06.289824, arrival_time=2021-04-10 02:08:15.569171, cost_time=0:00:06.551868 2021-04-10 02:08:09,919 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.70ms, fps=4002 images/s, loss=0.0075, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:05.623110, arrival_time=2021-04-10 02:08:15.542974, cost_time=0:00:07.192385 2021-04-10 02:08:10,547 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=2.04ms, fps=4081 images/s, loss=0.0075, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:04.952996, arrival_time=2021-04-10 02:08:15.500792, cost_time=0:00:07.820468 2021-04-10 02:08:11,179 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=2.85ms, fps=4057 images/s, loss=0.0074, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:04.290990, arrival_time=2021-04-10 02:08:15.470328, cost_time=0:00:08.451913 2021-04-10 02:08:11,809 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=1.99ms, fps=4069 images/s, loss=0.0075, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:03.632720, arrival_time=2021-04-10 02:08:15.441844, cost_time=0:00:09.081770 2021-04-10 02:08:12,435 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.93ms, fps=4093 images/s, loss=0.0075, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:02.977074, arrival_time=2021-04-10 02:08:15.412345, cost_time=0:00:09.707799 2021-04-10 02:08:13,067 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=1.84ms, fps=4052 images/s, loss=0.0075, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:02.326608, arrival_time=2021-04-10 02:08:15.394409, cost_time=0:00:10.340423 2021-04-10 02:08:13,712 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=1.88ms, fps=3978 images/s, loss=0.0075, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:01.679990, arrival_time=2021-04-10 02:08:15.392061, cost_time=0:00:10.984589 2021-04-10 02:08:14,349 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.63ms, fps=4021 images/s, loss=0.0075, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:01.033072, arrival_time=2021-04-10 02:08:15.382471, cost_time=0:00:11.622053 2021-04-10 02:08:14,974 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.34ms, fps=4097 images/s, loss=0.0075, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00.386760, arrival_time=2021-04-10 02:08:15.361418, cost_time=0:00:12.247328 2021-04-10 02:08:15,318 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=0.09ms, fps=3963 images/s, loss=0.0075, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:15.318273, cost_time=0:00:12.590969 2021-04-10 02:08:15,674 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=4.54ms, fps=7214 images/s, loss=1.5472, top1-acc=70.20%, top5-acc=88.09%, remaining_time=0:00:01.064580, arrival_time=2021-04-10 02:08:16.738733, cost_time=0:00:00.354862 2021-04-10 02:08:15,920 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=5.48ms, fps=10413 images/s, loss=1.5088, top1-acc=70.45%, top5-acc=88.63%, remaining_time=0:00:00.601280, arrival_time=2021-04-10 02:08:16.521809, cost_time=0:00:00.601282 2021-04-10 02:08:16,168 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=0.21ms, fps=10335 images/s, loss=1.4958, top1-acc=70.65%, top5-acc=88.72%, remaining_time=0:00:00.283130, arrival_time=2021-04-10 02:08:16.451819, cost_time=0:00:00.849401 2021-04-10 02:08:16,414 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=1.38ms, fps=9471 images/s, loss=1.5109, top1-acc=70.71%, top5-acc=88.71%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:16.414111, cost_time=0:00:01.094900 2021-04-10 02:08:17,431 INFO : Epoch=0193 complete, best val top1-acc=70.71%, top5-acc=88.71% (epoch=193), remaining_time=0:01:40.158366, arrival_time=2021-04-10 02:09:57.589293, cost_time=0:46:01.509236 2021-04-10 02:08:17,431 INFO : Train start, epoch=0194, lr=0.000302 2021-04-10 02:08:18,279 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=3.36ms, fps=3021 images/s, loss=0.0072, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:15.760338, arrival_time=2021-04-10 02:08:34.039670, cost_time=0:00:00.847330 2021-04-10 02:08:18,903 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.73ms, fps=4107 images/s, loss=0.0068, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.946032, arrival_time=2021-04-10 02:08:31.849379, cost_time=0:00:01.471145 2021-04-10 02:08:19,535 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=2.21ms, fps=4054 images/s, loss=0.0074, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:11.639920, arrival_time=2021-04-10 02:08:31.175497, cost_time=0:00:02.103589 2021-04-10 02:08:20,178 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=2.24ms, fps=3982 images/s, loss=0.0072, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.713144, arrival_time=2021-04-10 02:08:30.892087, cost_time=0:00:02.746972 2021-04-10 02:08:20,801 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=1.50ms, fps=4117 images/s, loss=0.0071, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.837918, arrival_time=2021-04-10 02:08:30.639143, cost_time=0:00:03.369171 2021-04-10 02:08:21,436 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.80ms, fps=4033 images/s, loss=0.0072, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:09.077048, arrival_time=2021-04-10 02:08:30.513610, cost_time=0:00:04.004604 2021-04-10 02:08:22,067 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=2.16ms, fps=4063 images/s, loss=0.0070, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.343090, arrival_time=2021-04-10 02:08:30.410320, cost_time=0:00:04.635069 2021-04-10 02:08:22,699 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=1.48ms, fps=4056 images/s, loss=0.0072, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:07.637440, arrival_time=2021-04-10 02:08:30.336572, cost_time=0:00:05.267174 2021-04-10 02:08:23,332 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=2.17ms, fps=4047 images/s, loss=0.0073, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:06.949148, arrival_time=2021-04-10 02:08:30.281509, cost_time=0:00:05.900222 2021-04-10 02:08:23,955 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=0.27ms, fps=4117 images/s, loss=0.0073, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:06.262176, arrival_time=2021-04-10 02:08:30.217230, cost_time=0:00:06.523082 2021-04-10 02:08:24,579 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.84ms, fps=4103 images/s, loss=0.0073, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:05.587936, arrival_time=2021-04-10 02:08:30.167407, cost_time=0:00:07.147412 2021-04-10 02:08:25,202 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=1.79ms, fps=4112 images/s, loss=0.0072, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.921380, arrival_time=2021-04-10 02:08:30.124017, cost_time=0:00:07.770631 2021-04-10 02:08:25,835 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.67ms, fps=4047 images/s, loss=0.0071, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.266570, arrival_time=2021-04-10 02:08:30.102459, cost_time=0:00:08.403811 2021-04-10 02:08:26,469 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=2.15ms, fps=4045 images/s, loss=0.0072, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:03.615024, arrival_time=2021-04-10 02:08:30.084525, cost_time=0:00:09.037550 2021-04-10 02:08:27,097 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=3.02ms, fps=4084 images/s, loss=0.0073, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.963826, arrival_time=2021-04-10 02:08:30.060717, cost_time=0:00:09.664707 2021-04-10 02:08:27,732 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.38ms, fps=4036 images/s, loss=0.0074, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:02.317536, arrival_time=2021-04-10 02:08:30.049718, cost_time=0:00:10.300214 2021-04-10 02:08:28,369 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=2.76ms, fps=4020 images/s, loss=0.0073, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:01.672788, arrival_time=2021-04-10 02:08:30.042320, cost_time=0:00:10.937396 2021-04-10 02:08:29,004 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=2.42ms, fps=4038 images/s, loss=0.0073, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:01.028640, arrival_time=2021-04-10 02:08:30.032972, cost_time=0:00:11.572266 2021-04-10 02:08:29,645 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=2.08ms, fps=3997 images/s, loss=0.0072, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00.385692, arrival_time=2021-04-10 02:08:30.031296, cost_time=0:00:12.213556 2021-04-10 02:08:29,999 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=0.12ms, fps=3853 images/s, loss=0.0073, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:29.999426, cost_time=0:00:12.567317 2021-04-10 02:08:30,333 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=2.73ms, fps=7694 images/s, loss=1.4020, top1-acc=72.27%, top5-acc=90.35%, remaining_time=0:00:00.998100, arrival_time=2021-04-10 02:08:31.331788, cost_time=0:00:00.332696 2021-04-10 02:08:30,584 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=0.42ms, fps=10214 images/s, loss=1.5087, top1-acc=70.61%, top5-acc=88.95%, remaining_time=0:00:00.583900, arrival_time=2021-04-10 02:08:31.168805, cost_time=0:00:00.583900 2021-04-10 02:08:30,844 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=2.01ms, fps=9873 images/s, loss=1.5141, top1-acc=70.26%, top5-acc=88.79%, remaining_time=0:00:00.281280, arrival_time=2021-04-10 02:08:31.126086, cost_time=0:00:00.843848 2021-04-10 02:08:31,070 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.13ms, fps=10307 images/s, loss=1.4635, top1-acc=70.57%, top5-acc=88.81%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:31.070385, cost_time=0:00:01.069474 2021-04-10 02:08:31,572 INFO : Epoch=0194 complete, best val top1-acc=70.71%, top5-acc=88.71% (epoch=193), remaining_time=0:01:25.844886, arrival_time=2021-04-10 02:09:57.417797, cost_time=0:46:15.651243 2021-04-10 02:08:31,573 INFO : Train start, epoch=0195, lr=0.000222 2021-04-10 02:08:32,409 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=0.38ms, fps=3065 images/s, loss=0.0062, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:15.537510, arrival_time=2021-04-10 02:08:47.946795, cost_time=0:00:00.835350 2021-04-10 02:08:33,031 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.86ms, fps=4120 images/s, loss=0.0068, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:12.825296, arrival_time=2021-04-10 02:08:45.856621, cost_time=0:00:01.457418 2021-04-10 02:08:33,669 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=3.35ms, fps=4016 images/s, loss=0.0070, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:11.594768, arrival_time=2021-04-10 02:08:45.264233, cost_time=0:00:02.095429 2021-04-10 02:08:34,311 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=2.42ms, fps=3997 images/s, loss=0.0069, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:10.674456, arrival_time=2021-04-10 02:08:44.985449, cost_time=0:00:02.737059 2021-04-10 02:08:34,940 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=2.39ms, fps=4070 images/s, loss=0.0070, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:09.831056, arrival_time=2021-04-10 02:08:44.771765, cost_time=0:00:03.366794 2021-04-10 02:08:35,568 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=1.92ms, fps=4082 images/s, loss=0.0068, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:09.054200, arrival_time=2021-04-10 02:08:44.622574, cost_time=0:00:03.994472 2021-04-10 02:08:36,204 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=2.45ms, fps=4028 images/s, loss=0.0069, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:08.335278, arrival_time=2021-04-10 02:08:44.539920, cost_time=0:00:04.630721 2021-04-10 02:08:36,843 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=2.00ms, fps=4015 images/s, loss=0.0070, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:07.640224, arrival_time=2021-04-10 02:08:44.483335, cost_time=0:00:05.269119 2021-04-10 02:08:37,498 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=2.34ms, fps=3910 images/s, loss=0.0071, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.978086, arrival_time=2021-04-10 02:08:44.476701, cost_time=0:00:05.924785 2021-04-10 02:08:38,149 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=4.24ms, fps=3940 images/s, loss=0.0071, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.311808, arrival_time=2021-04-10 02:08:44.460728, cost_time=0:00:06.574816 2021-04-10 02:08:38,785 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=2.21ms, fps=4028 images/s, loss=0.0069, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:05.638332, arrival_time=2021-04-10 02:08:44.424026, cost_time=0:00:07.211809 2021-04-10 02:08:39,414 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=2.58ms, fps=4073 images/s, loss=0.0071, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:04.965840, arrival_time=2021-04-10 02:08:44.380577, cost_time=0:00:07.840857 2021-04-10 02:08:40,058 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=1.79ms, fps=3984 images/s, loss=0.0071, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:04.307424, arrival_time=2021-04-10 02:08:44.365720, cost_time=0:00:08.484266 2021-04-10 02:08:40,708 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=2.03ms, fps=3941 images/s, loss=0.0070, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:03.653832, arrival_time=2021-04-10 02:08:44.362353, cost_time=0:00:09.134618 2021-04-10 02:08:41,338 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=2.09ms, fps=4065 images/s, loss=0.0069, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:02.994600, arrival_time=2021-04-10 02:08:44.333506, cost_time=0:00:09.765028 2021-04-10 02:08:41,965 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=1.62ms, fps=4090 images/s, loss=0.0068, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.338092, arrival_time=2021-04-10 02:08:44.303527, cost_time=0:00:10.391482 2021-04-10 02:08:42,587 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=2.77ms, fps=4122 images/s, loss=0.0069, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:01.684384, arrival_time=2021-04-10 02:08:44.271610, cost_time=0:00:11.013348 2021-04-10 02:08:43,212 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=2.94ms, fps=4101 images/s, loss=0.0068, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:01.034496, arrival_time=2021-04-10 02:08:44.246471, cost_time=0:00:11.638106 2021-04-10 02:08:43,839 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.39ms, fps=4088 images/s, loss=0.0069, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00.387324, arrival_time=2021-04-10 02:08:44.226444, cost_time=0:00:12.265201 2021-04-10 02:08:44,179 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=0.08ms, fps=3999 images/s, loss=0.0070, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:44.179731, cost_time=0:00:12.605892 2021-04-10 02:08:44,518 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=8.78ms, fps=7581 images/s, loss=1.6181, top1-acc=69.37%, top5-acc=87.81%, remaining_time=0:00:01.013040, arrival_time=2021-04-10 02:08:45.531513, cost_time=0:00:00.337675 2021-04-10 02:08:44,766 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=0.28ms, fps=10331 images/s, loss=1.5203, top1-acc=70.06%, top5-acc=88.71%, remaining_time=0:00:00.586000, arrival_time=2021-04-10 02:08:45.352782, cost_time=0:00:00.586006 2021-04-10 02:08:45,021 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=2.08ms, fps=10052 images/s, loss=1.5062, top1-acc=70.61%, top5-acc=88.78%, remaining_time=0:00:00.280390, arrival_time=2021-04-10 02:08:45.302291, cost_time=0:00:00.841171 2021-04-10 02:08:45,247 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=0.08ms, fps=10322 images/s, loss=1.5027, top1-acc=70.57%, top5-acc=88.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:45.247074, cost_time=0:00:01.066293 2021-04-10 02:08:45,747 INFO : Epoch=0195 complete, best val top1-acc=70.71%, top5-acc=88.71% (epoch=193), remaining_time=0:01:11.534005, arrival_time=2021-04-10 02:09:57.281854, cost_time=0:46:29.826216 2021-04-10 02:08:45,748 INFO : Train start, epoch=0196, lr=0.000154 2021-04-10 02:08:46,542 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=5.31ms, fps=3226 images/s, loss=0.0068, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:14.760774, arrival_time=2021-04-10 02:09:01.302934, cost_time=0:00:00.793588 2021-04-10 02:08:47,171 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=2.19ms, fps=4071 images/s, loss=0.0058, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.523456, arrival_time=2021-04-10 02:08:59.695093, cost_time=0:00:01.423117 2021-04-10 02:08:47,799 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=2.13ms, fps=4084 images/s, loss=0.0061, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:11.345436, arrival_time=2021-04-10 02:08:59.144493, cost_time=0:00:02.050387 2021-04-10 02:08:48,423 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=2.65ms, fps=4102 images/s, loss=0.0061, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.434060, arrival_time=2021-04-10 02:08:58.857986, cost_time=0:00:02.675399 2021-04-10 02:08:49,061 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=9.32ms, fps=4021 images/s, loss=0.0067, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:09.672792, arrival_time=2021-04-10 02:08:58.734051, cost_time=0:00:03.312605 2021-04-10 02:08:49,695 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=2.22ms, fps=4040 images/s, loss=0.0065, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.946896, arrival_time=2021-04-10 02:08:58.642646, cost_time=0:00:03.947150 2021-04-10 02:08:50,329 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=2.31ms, fps=4044 images/s, loss=0.0064, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.245692, arrival_time=2021-04-10 02:08:58.575317, cost_time=0:00:04.580958 2021-04-10 02:08:50,965 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.60ms, fps=4029 images/s, loss=0.0063, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.564824, arrival_time=2021-04-10 02:08:58.530505, cost_time=0:00:05.217143 2021-04-10 02:08:51,592 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=1.75ms, fps=4088 images/s, loss=0.0063, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.882792, arrival_time=2021-04-10 02:08:58.475279, cost_time=0:00:05.843894 2021-04-10 02:08:52,213 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=0.27ms, fps=4129 images/s, loss=0.0064, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.205920, arrival_time=2021-04-10 02:08:58.418917, cost_time=0:00:06.464495 2021-04-10 02:08:52,865 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.45ms, fps=3929 images/s, loss=0.0063, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.563770, arrival_time=2021-04-10 02:08:58.428847, cost_time=0:00:07.116477 2021-04-10 02:08:53,501 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.58ms, fps=4028 images/s, loss=0.0064, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.910056, arrival_time=2021-04-10 02:08:58.411338, cost_time=0:00:07.752734 2021-04-10 02:08:54,138 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=2.20ms, fps=4022 images/s, loss=0.0063, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.259574, arrival_time=2021-04-10 02:08:58.398238, cost_time=0:00:08.390011 2021-04-10 02:08:54,770 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.46ms, fps=4059 images/s, loss=0.0065, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.608640, arrival_time=2021-04-10 02:08:58.378730, cost_time=0:00:09.021588 2021-04-10 02:08:55,396 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.57ms, fps=4089 images/s, loss=0.0065, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:02.958720, arrival_time=2021-04-10 02:08:58.355467, cost_time=0:00:09.648008 2021-04-10 02:08:56,024 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.46ms, fps=4082 images/s, loss=0.0065, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:02.312136, arrival_time=2021-04-10 02:08:58.336923, cost_time=0:00:10.276088 2021-04-10 02:08:56,658 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=1.63ms, fps=4045 images/s, loss=0.0066, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.668550, arrival_time=2021-04-10 02:08:58.326911, cost_time=0:00:10.909834 2021-04-10 02:08:57,276 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=2.14ms, fps=4145 images/s, loss=0.0065, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.024704, arrival_time=2021-04-10 02:08:58.301146, cost_time=0:00:11.527893 2021-04-10 02:08:57,906 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.31ms, fps=4066 images/s, loss=0.0066, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00.383940, arrival_time=2021-04-10 02:08:58.290507, cost_time=0:00:12.158022 2021-04-10 02:08:58,253 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=0.10ms, fps=3934 images/s, loss=0.0066, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:58.252929, cost_time=0:00:12.504269 2021-04-10 02:08:58,596 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=0.41ms, fps=7484 images/s, loss=1.5502, top1-acc=70.00%, top5-acc=87.81%, remaining_time=0:00:01.026120, arrival_time=2021-04-10 02:08:59.622687, cost_time=0:00:00.342045 2021-04-10 02:08:58,848 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=5.98ms, fps=10185 images/s, loss=1.4877, top1-acc=70.84%, top5-acc=88.65%, remaining_time=0:00:00.593980, arrival_time=2021-04-10 02:08:59.442395, cost_time=0:00:00.593975 2021-04-10 02:08:59,108 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=0.35ms, fps=9853 images/s, loss=1.4778, top1-acc=70.90%, top5-acc=88.82%, remaining_time=0:00:00.284720, arrival_time=2021-04-10 02:08:59.393384, cost_time=0:00:00.854159 2021-04-10 02:08:59,347 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=1.24ms, fps=9719 images/s, loss=1.5169, top1-acc=70.61%, top5-acc=88.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:59.347803, cost_time=0:00:01.093395 2021-04-10 02:08:59,835 INFO : Epoch=0196 complete, best val top1-acc=70.71%, top5-acc=88.71% (epoch=193), remaining_time=0:00:57.222736, arrival_time=2021-04-10 02:09:57.058562, cost_time=0:46:43.914162 2021-04-10 02:08:59,836 INFO : Train start, epoch=0197, lr=0.000099 2021-04-10 02:09:00,702 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=3.56ms, fps=2957 images/s, loss=0.0078, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:16.102020, arrival_time=2021-04-10 02:09:16.804568, cost_time=0:00:00.865701 2021-04-10 02:09:01,326 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=2.57ms, fps=4105 images/s, loss=0.0072, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:13.112176, arrival_time=2021-04-10 02:09:14.438955, cost_time=0:00:01.490026 2021-04-10 02:09:01,956 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=2.38ms, fps=4069 images/s, loss=0.0071, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:11.728398, arrival_time=2021-04-10 02:09:13.684909, cost_time=0:00:02.119579 2021-04-10 02:09:02,588 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=0.45ms, fps=4055 images/s, loss=0.0072, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:10.731084, arrival_time=2021-04-10 02:09:13.319479, cost_time=0:00:02.751562 2021-04-10 02:09:03,215 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=1.87ms, fps=4087 images/s, loss=0.0070, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:09.865366, arrival_time=2021-04-10 02:09:13.080848, cost_time=0:00:03.378540 2021-04-10 02:09:03,848 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=1.55ms, fps=4050 images/s, loss=0.0073, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:09.092960, arrival_time=2021-04-10 02:09:12.941298, cost_time=0:00:04.011577 2021-04-10 02:09:04,477 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=2.08ms, fps=4074 images/s, loss=0.0073, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:08.352540, arrival_time=2021-04-10 02:09:12.829734, cost_time=0:00:04.640321 2021-04-10 02:09:05,110 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=1.69ms, fps=4048 images/s, loss=0.0073, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:07.646488, arrival_time=2021-04-10 02:09:12.756679, cost_time=0:00:05.273429 2021-04-10 02:09:05,742 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=2.23ms, fps=4054 images/s, loss=0.0075, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:06.955084, arrival_time=2021-04-10 02:09:12.697323, cost_time=0:00:05.905261 2021-04-10 02:09:06,385 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=1.97ms, fps=3983 images/s, loss=0.0075, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.287136, arrival_time=2021-04-10 02:09:12.673017, cost_time=0:00:06.549085 2021-04-10 02:09:07,015 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=2.26ms, fps=4071 images/s, loss=0.0075, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:05.612188, arrival_time=2021-04-10 02:09:12.627382, cost_time=0:00:07.178419 2021-04-10 02:09:07,650 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=2.46ms, fps=4033 images/s, loss=0.0073, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:04.948664, arrival_time=2021-04-10 02:09:12.599239, cost_time=0:00:07.813652 2021-04-10 02:09:08,299 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.48ms, fps=3947 images/s, loss=0.0073, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:04.296666, arrival_time=2021-04-10 02:09:12.596584, cost_time=0:00:08.463108 2021-04-10 02:09:08,939 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=2.22ms, fps=4009 images/s, loss=0.0073, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:03.640896, arrival_time=2021-04-10 02:09:12.579908, cost_time=0:00:09.102184 2021-04-10 02:09:09,570 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=2.24ms, fps=4058 images/s, loss=0.0074, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:02.984986, arrival_time=2021-04-10 02:09:12.555550, cost_time=0:00:09.733633 2021-04-10 02:09:10,208 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=2.25ms, fps=4018 images/s, loss=0.0074, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:02.333628, arrival_time=2021-04-10 02:09:12.542039, cost_time=0:00:10.371626 2021-04-10 02:09:10,844 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=2.19ms, fps=4031 images/s, loss=0.0073, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:01.683448, arrival_time=2021-04-10 02:09:12.527487, cost_time=0:00:11.007239 2021-04-10 02:09:11,474 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=1.69ms, fps=4067 images/s, loss=0.0073, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:01.034432, arrival_time=2021-04-10 02:09:12.508627, cost_time=0:00:11.637275 2021-04-10 02:09:12,097 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.47ms, fps=4116 images/s, loss=0.0073, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00.387162, arrival_time=2021-04-10 02:09:12.484125, cost_time=0:00:12.260155 2021-04-10 02:09:12,433 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=1.55ms, fps=4046 images/s, loss=0.0073, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:12.433660, cost_time=0:00:12.596874 2021-04-10 02:09:12,792 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=3.88ms, fps=7163 images/s, loss=1.4535, top1-acc=69.69%, top5-acc=89.10%, remaining_time=0:00:01.072050, arrival_time=2021-04-10 02:09:13.864303, cost_time=0:00:00.357352 2021-04-10 02:09:13,050 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=0.46ms, fps=9930 images/s, loss=1.4782, top1-acc=70.84%, top5-acc=89.04%, remaining_time=0:00:00.615700, arrival_time=2021-04-10 02:09:13.666279, cost_time=0:00:00.615704 2021-04-10 02:09:13,353 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=16.87ms, fps=8481 images/s, loss=1.4864, top1-acc=70.81%, top5-acc=89.04%, remaining_time=0:00:00.306050, arrival_time=2021-04-10 02:09:13.659047, cost_time=0:00:00.918156 2021-04-10 02:09:13,564 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=0.07ms, fps=10985 images/s, loss=1.4889, top1-acc=70.59%, top5-acc=88.82%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:13.564606, cost_time=0:00:01.129691 2021-04-10 02:09:14,114 INFO : Epoch=0197 complete, best val top1-acc=70.71%, top5-acc=88.71% (epoch=193), remaining_time=0:00:42.916635, arrival_time=2021-04-10 02:09:57.030721, cost_time=0:46:58.192452 2021-04-10 02:09:14,114 INFO : Train start, epoch=0198, lr=0.000056 2021-04-10 02:09:14,986 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=0.42ms, fps=2937 images/s, loss=0.0060, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:16.214364, arrival_time=2021-04-10 02:09:31.200941, cost_time=0:00:00.871743 2021-04-10 02:09:15,633 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=3.08ms, fps=3962 images/s, loss=0.0060, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:13.362448, arrival_time=2021-04-10 02:09:28.995961, cost_time=0:00:01.518465 2021-04-10 02:09:16,277 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=3.61ms, fps=3991 images/s, loss=0.0071, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.964616, arrival_time=2021-04-10 02:09:28.241718, cost_time=0:00:02.162290 2021-04-10 02:09:16,932 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=2.22ms, fps=3909 images/s, loss=0.0068, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.989264, arrival_time=2021-04-10 02:09:27.921918, cost_time=0:00:02.817746 2021-04-10 02:09:17,563 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=1.53ms, fps=4063 images/s, loss=0.0070, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:10.069912, arrival_time=2021-04-10 02:09:27.633441, cost_time=0:00:03.448615 2021-04-10 02:09:18,192 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=2.79ms, fps=4074 images/s, loss=0.0068, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:09.243104, arrival_time=2021-04-10 02:09:27.435864, cost_time=0:00:04.077865 2021-04-10 02:09:18,817 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=1.52ms, fps=4106 images/s, loss=0.0066, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.464050, arrival_time=2021-04-10 02:09:27.281157, cost_time=0:00:04.702262 2021-04-10 02:09:19,470 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=1.73ms, fps=3922 images/s, loss=0.0068, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.765736, arrival_time=2021-04-10 02:09:27.236223, cost_time=0:00:05.355663 2021-04-10 02:09:20,094 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=1.83ms, fps=4106 images/s, loss=0.0069, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:07.042852, arrival_time=2021-04-10 02:09:27.137418, cost_time=0:00:05.979781 2021-04-10 02:09:20,725 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=1.53ms, fps=4063 images/s, loss=0.0070, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.345984, arrival_time=2021-04-10 02:09:27.071211, cost_time=0:00:06.610395 2021-04-10 02:09:21,375 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.66ms, fps=3938 images/s, loss=0.0072, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.676860, arrival_time=2021-04-10 02:09:27.052668, cost_time=0:00:07.261052 2021-04-10 02:09:22,007 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=1.42ms, fps=4058 images/s, loss=0.0072, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.998520, arrival_time=2021-04-10 02:09:27.005768, cost_time=0:00:07.892410 2021-04-10 02:09:22,627 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.73ms, fps=4134 images/s, loss=0.0072, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:04.321614, arrival_time=2021-04-10 02:09:26.948622, cost_time=0:00:08.512243 2021-04-10 02:09:23,252 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=3.14ms, fps=4100 images/s, loss=0.0072, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:03.654840, arrival_time=2021-04-10 02:09:26.906793, cost_time=0:00:09.137153 2021-04-10 02:09:23,887 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=1.98ms, fps=4036 images/s, loss=0.0074, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.996762, arrival_time=2021-04-10 02:09:26.883778, cost_time=0:00:09.772064 2021-04-10 02:09:24,521 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=2.36ms, fps=4044 images/s, loss=0.0073, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.341368, arrival_time=2021-04-10 02:09:26.862377, cost_time=0:00:10.406118 2021-04-10 02:09:25,149 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=1.67ms, fps=4080 images/s, loss=0.0072, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.687608, arrival_time=2021-04-10 02:09:26.836773, cost_time=0:00:11.034341 2021-04-10 02:09:25,785 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=2.03ms, fps=4030 images/s, loss=0.0071, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.037360, arrival_time=2021-04-10 02:09:26.822527, cost_time=0:00:11.670259 2021-04-10 02:09:26,416 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=1.59ms, fps=4057 images/s, loss=0.0071, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00.388488, arrival_time=2021-04-10 02:09:26.805317, cost_time=0:00:12.302066 2021-04-10 02:09:26,758 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=0.08ms, fps=3984 images/s, loss=0.0073, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:26.758728, cost_time=0:00:12.643888 2021-04-10 02:09:27,091 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=2.38ms, fps=7713 images/s, loss=1.5148, top1-acc=70.39%, top5-acc=88.59%, remaining_time=0:00:00.995670, arrival_time=2021-04-10 02:09:28.087504, cost_time=0:00:00.331887 2021-04-10 02:09:27,339 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=0.42ms, fps=10380 images/s, loss=1.4982, top1-acc=70.45%, top5-acc=89.06%, remaining_time=0:00:00.579120, arrival_time=2021-04-10 02:09:27.918086, cost_time=0:00:00.579110 2021-04-10 02:09:27,582 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=4.75ms, fps=10525 images/s, loss=1.4988, top1-acc=70.85%, top5-acc=89.05%, remaining_time=0:00:00.274230, arrival_time=2021-04-10 02:09:27.856839, cost_time=0:00:00.822704 2021-04-10 02:09:27,803 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=0.06ms, fps=10535 images/s, loss=1.5141, top1-acc=70.78%, top5-acc=88.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:27.803245, cost_time=0:00:01.043435 2021-04-10 02:09:28,780 INFO : Epoch=0198 complete, best val top1-acc=70.78%, top5-acc=88.87% (epoch=198), remaining_time=0:00:28.614734, arrival_time=2021-04-10 02:09:57.395017, cost_time=0:47:12.858643 2021-04-10 02:09:28,780 INFO : Train start, epoch=0199, lr=0.000025 2021-04-10 02:09:29,612 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=0.28ms, fps=3079 images/s, loss=0.0076, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:15.466830, arrival_time=2021-04-10 02:09:45.079524, cost_time=0:00:00.831551 2021-04-10 02:09:30,239 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=1.61ms, fps=4094 images/s, loss=0.0062, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.829344, arrival_time=2021-04-10 02:09:43.068430, cost_time=0:00:01.457881 2021-04-10 02:09:30,868 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=1.57ms, fps=4074 images/s, loss=0.0063, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:11.549616, arrival_time=2021-04-10 02:09:42.417939, cost_time=0:00:02.087284 2021-04-10 02:09:31,503 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=2.26ms, fps=4037 images/s, loss=0.0066, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:10.615956, arrival_time=2021-04-10 02:09:42.119121, cost_time=0:00:02.722033 2021-04-10 02:09:32,138 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=2.19ms, fps=4035 images/s, loss=0.0066, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.803316, arrival_time=2021-04-10 02:09:41.941595, cost_time=0:00:03.357325 2021-04-10 02:09:32,772 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=1.97ms, fps=4040 images/s, loss=0.0066, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:09.047128, arrival_time=2021-04-10 02:09:41.819565, cost_time=0:00:03.991382 2021-04-10 02:09:33,395 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=1.92ms, fps=4110 images/s, loss=0.0070, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.306802, arrival_time=2021-04-10 02:09:41.702703, cost_time=0:00:04.614878 2021-04-10 02:09:34,025 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.56ms, fps=4071 images/s, loss=0.0069, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:07.604264, arrival_time=2021-04-10 02:09:41.629613, cost_time=0:00:05.244332 2021-04-10 02:09:34,655 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=1.53ms, fps=4066 images/s, loss=0.0070, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.918832, arrival_time=2021-04-10 02:09:41.574456, cost_time=0:00:05.874492 2021-04-10 02:09:35,285 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=2.22ms, fps=4067 images/s, loss=0.0068, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:06.244704, arrival_time=2021-04-10 02:09:41.530611, cost_time=0:00:06.504936 2021-04-10 02:09:35,913 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=2.19ms, fps=4082 images/s, loss=0.0068, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.576326, arrival_time=2021-04-10 02:09:41.490027, cost_time=0:00:07.132457 2021-04-10 02:09:36,541 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=1.42ms, fps=4085 images/s, loss=0.0068, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.914844, arrival_time=2021-04-10 02:09:41.456099, cost_time=0:00:07.760285 2021-04-10 02:09:37,160 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=1.59ms, fps=4134 images/s, loss=0.0068, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.254426, arrival_time=2021-04-10 02:09:41.415307, cost_time=0:00:08.379921 2021-04-10 02:09:37,792 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=2.97ms, fps=4057 images/s, loss=0.0068, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.604552, arrival_time=2021-04-10 02:09:41.396962, cost_time=0:00:09.011388 2021-04-10 02:09:38,432 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=2.56ms, fps=4006 images/s, loss=0.0066, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:02.959640, arrival_time=2021-04-10 02:09:41.391644, cost_time=0:00:09.650974 2021-04-10 02:09:39,107 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=2.01ms, fps=3796 images/s, loss=0.0066, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:02.323440, arrival_time=2021-04-10 02:09:41.430816, cost_time=0:00:10.326362 2021-04-10 02:09:39,737 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.97ms, fps=4069 images/s, loss=0.0066, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.675648, arrival_time=2021-04-10 02:09:41.412784, cost_time=0:00:10.956084 2021-04-10 02:09:40,375 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=2.15ms, fps=4015 images/s, loss=0.0067, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.030608, arrival_time=2021-04-10 02:09:41.405860, cost_time=0:00:11.594299 2021-04-10 02:09:41,009 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=2.47ms, fps=4039 images/s, loss=0.0067, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00.386166, arrival_time=2021-04-10 02:09:41.395834, cost_time=0:00:12.228576 2021-04-10 02:09:41,351 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=0.09ms, fps=3988 images/s, loss=0.0067, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:41.351341, cost_time=0:00:12.570386 2021-04-10 02:09:41,710 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=12.24ms, fps=7146 images/s, loss=1.4870, top1-acc=71.05%, top5-acc=89.34%, remaining_time=0:00:01.074690, arrival_time=2021-04-10 02:09:42.785546, cost_time=0:00:00.358233 2021-04-10 02:09:41,962 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=0.44ms, fps=10198 images/s, loss=1.4648, top1-acc=71.31%, top5-acc=89.20%, remaining_time=0:00:00.609820, arrival_time=2021-04-10 02:09:42.572216, cost_time=0:00:00.609818 2021-04-10 02:09:42,217 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=3.42ms, fps=10078 images/s, loss=1.4719, top1-acc=71.03%, top5-acc=88.95%, remaining_time=0:00:00.288160, arrival_time=2021-04-10 02:09:42.505350, cost_time=0:00:00.864490 2021-04-10 02:09:42,442 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=0.12ms, fps=10327 images/s, loss=1.5350, top1-acc=70.69%, top5-acc=88.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:42.442484, cost_time=0:00:01.089922 2021-04-10 02:09:42,998 INFO : Epoch=0199 complete, best val top1-acc=70.78%, top5-acc=88.87% (epoch=198), remaining_time=0:00:14.306919, arrival_time=2021-04-10 02:09:57.305448, cost_time=0:47:27.076865 2021-04-10 02:09:42,999 INFO : Train start, epoch=0200, lr=0.000006 2021-04-10 02:09:43,894 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=1.49ms, fps=2860 images/s, loss=0.0060, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.649418, arrival_time=2021-04-10 02:10:00.544198, cost_time=0:00:00.895127 2021-04-10 02:09:44,519 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=2.12ms, fps=4104 images/s, loss=0.0059, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:13.370192, arrival_time=2021-04-10 02:09:57.889270, cost_time=0:00:01.519346 2021-04-10 02:09:45,141 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=1.61ms, fps=4120 images/s, loss=0.0064, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:11.848914, arrival_time=2021-04-10 02:09:56.990002, cost_time=0:00:02.141377 2021-04-10 02:09:45,766 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=2.31ms, fps=4096 images/s, loss=0.0061, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:10.791456, arrival_time=2021-04-10 02:09:56.558236, cost_time=0:00:02.767059 2021-04-10 02:09:46,396 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=2.21ms, fps=4069 images/s, loss=0.0061, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.918802, arrival_time=2021-04-10 02:09:56.315407, cost_time=0:00:03.396859 2021-04-10 02:09:47,030 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=1.51ms, fps=4041 images/s, loss=0.0064, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.137024, arrival_time=2021-04-10 02:09:56.167774, cost_time=0:00:04.031011 2021-04-10 02:09:47,667 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=1.93ms, fps=4028 images/s, loss=0.0063, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.400924, arrival_time=2021-04-10 02:09:56.067873, cost_time=0:00:04.667211 2021-04-10 02:09:48,292 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=1.99ms, fps=4098 images/s, loss=0.0065, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:07.674212, arrival_time=2021-04-10 02:09:55.966565, cost_time=0:00:05.292532 2021-04-10 02:09:48,919 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.74ms, fps=4088 images/s, loss=0.0066, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.971938, arrival_time=2021-04-10 02:09:55.891246, cost_time=0:00:05.919603 2021-04-10 02:09:49,557 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=3.73ms, fps=4017 images/s, loss=0.0067, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.295200, arrival_time=2021-04-10 02:09:55.852475, cost_time=0:00:06.557495 2021-04-10 02:09:50,188 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.55ms, fps=4063 images/s, loss=0.0066, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:05.619928, arrival_time=2021-04-10 02:09:55.807909, cost_time=0:00:07.188332 2021-04-10 02:09:50,813 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=2.11ms, fps=4094 images/s, loss=0.0067, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.948892, arrival_time=2021-04-10 02:09:55.762686, cost_time=0:00:07.814077 2021-04-10 02:09:51,443 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=2.13ms, fps=4072 images/s, loss=0.0068, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.286634, arrival_time=2021-04-10 02:09:55.729710, cost_time=0:00:08.443396 2021-04-10 02:09:52,072 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=1.53ms, fps=4073 images/s, loss=0.0068, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:03.628968, arrival_time=2021-04-10 02:09:55.701133, cost_time=0:00:09.072419 2021-04-10 02:09:52,688 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=2.10ms, fps=4157 images/s, loss=0.0067, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.971278, arrival_time=2021-04-10 02:09:55.659832, cost_time=0:00:09.688894 2021-04-10 02:09:53,328 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=2.18ms, fps=4006 images/s, loss=0.0067, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.323872, arrival_time=2021-04-10 02:09:55.651977, cost_time=0:00:10.328291 2021-04-10 02:09:53,985 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=2.33ms, fps=3897 images/s, loss=0.0069, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:01.680224, arrival_time=2021-04-10 02:09:55.666061, cost_time=0:00:10.986100 2021-04-10 02:09:54,623 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=1.38ms, fps=4019 images/s, loss=0.0069, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:01.033232, arrival_time=2021-04-10 02:09:55.656893, cost_time=0:00:11.623859 2021-04-10 02:09:55,263 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.32ms, fps=4008 images/s, loss=0.0070, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00.387276, arrival_time=2021-04-10 02:09:55.650751, cost_time=0:00:12.263830 2021-04-10 02:09:55,602 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=0.12ms, fps=4016 images/s, loss=0.0070, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:55.602555, cost_time=0:00:12.602853 2021-04-10 02:09:55,941 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=2.66ms, fps=7583 images/s, loss=1.4879, top1-acc=70.86%, top5-acc=88.55%, remaining_time=0:00:01.012770, arrival_time=2021-04-10 02:09:56.953952, cost_time=0:00:00.337587 2021-04-10 02:09:56,190 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=0.30ms, fps=10276 images/s, loss=1.4988, top1-acc=70.70%, top5-acc=88.91%, remaining_time=0:00:00.587100, arrival_time=2021-04-10 02:09:56.777821, cost_time=0:00:00.587098 2021-04-10 02:09:56,438 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=5.53ms, fps=10372 images/s, loss=1.5172, top1-acc=70.64%, top5-acc=88.66%, remaining_time=0:00:00.278130, arrival_time=2021-04-10 02:09:56.716143, cost_time=0:00:00.834394 2021-04-10 02:09:56,658 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=0.08ms, fps=10522 images/s, loss=1.4792, top1-acc=70.74%, top5-acc=88.82%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:56.658929, cost_time=0:00:01.055368 2021-04-10 02:09:57,212 INFO : Epoch=0200 complete, best val top1-acc=70.78%, top5-acc=88.87% (epoch=198), remaining_time=0:00:00, arrival_time=2021-04-10 02:09:57.212261, cost_time=0:47:41.290551